diff --git a/eda/eda_2019.ipynb b/eda/eda_2019.ipynb index 345a152..84da2cb 100644 --- a/eda/eda_2019.ipynb +++ b/eda/eda_2019.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "201288da-86ac-4db0-a56b-4d75e26e1753", "metadata": {}, "outputs": [], @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "3443992c-4530-48f2-a133-fb1dacf4b84f", "metadata": {}, "outputs": [ @@ -36,20 +36,20 @@ " ('spark.eventLog.enabled', 'true'),\n", " ('spark.submit.pyFiles',\n", " '/root/.ivy2/jars/com.johnsnowlabs.nlp_spark-nlp_2.12-4.4.0.jar,/root/.ivy2/jars/graphframes_graphframes-0.8.2-spark3.1-s_2.12.jar,/root/.ivy2/jars/com.typesafe_config-1.4.2.jar,/root/.ivy2/jars/org.rocksdb_rocksdbjni-6.29.5.jar,/root/.ivy2/jars/com.amazonaws_aws-java-sdk-bundle-1.11.828.jar,/root/.ivy2/jars/com.github.universal-automata_liblevenshtein-3.0.0.jar,/root/.ivy2/jars/com.google.cloud_google-cloud-storage-2.16.0.jar,/root/.ivy2/jars/com.navigamez_greex-1.0.jar,/root/.ivy2/jars/com.johnsnowlabs.nlp_tensorflow-cpu_2.12-0.4.4.jar,/root/.ivy2/jars/it.unimi.dsi_fastutil-7.0.12.jar,/root/.ivy2/jars/org.projectlombok_lombok-1.16.8.jar,/root/.ivy2/jars/com.google.guava_guava-31.1-jre.jar,/root/.ivy2/jars/com.google.guava_failureaccess-1.0.1.jar,/root/.ivy2/jars/com.google.guava_listenablefuture-9999.0-empty-to-avoid-conflict-with-guava.jar,/root/.ivy2/jars/com.google.errorprone_error_prone_annotations-2.16.jar,/root/.ivy2/jars/com.google.j2objc_j2objc-annotations-1.3.jar,/root/.ivy2/jars/com.google.http-client_google-http-client-1.42.3.jar,/root/.ivy2/jars/io.opencensus_opencensus-contrib-http-util-0.31.1.jar,/root/.ivy2/jars/com.google.http-client_google-http-client-jackson2-1.42.3.jar,/root/.ivy2/jars/com.google.http-client_google-http-client-gson-1.42.3.jar,/root/.ivy2/jars/com.google.api-client_google-api-client-2.1.1.jar,/root/.ivy2/jars/commons-codec_commons-codec-1.15.jar,/root/.ivy2/jars/com.google.oauth-client_google-oauth-client-1.34.1.jar,/root/.ivy2/jars/com.google.http-client_google-http-client-apache-v2-1.42.3.jar,/root/.ivy2/jars/com.google.apis_google-api-services-storage-v1-rev20220705-2.0.0.jar,/root/.ivy2/jars/com.google.code.gson_gson-2.10.jar,/root/.ivy2/jars/com.google.cloud_google-cloud-core-2.9.0.jar,/root/.ivy2/jars/com.google.auto.value_auto-value-annotations-1.10.1.jar,/root/.ivy2/jars/com.google.cloud_google-cloud-core-http-2.9.0.jar,/root/.ivy2/jars/com.google.http-client_google-http-client-appengine-1.42.3.jar,/root/.ivy2/jars/com.google.api_gax-httpjson-0.105.1.jar,/root/.ivy2/jars/com.google.cloud_google-cloud-core-grpc-2.9.0.jar,/root/.ivy2/jars/io.grpc_grpc-core-1.51.0.jar,/root/.ivy2/jars/com.google.api_gax-2.20.1.jar,/root/.ivy2/jars/com.google.api_gax-grpc-2.20.1.jar,/root/.ivy2/jars/io.grpc_grpc-alts-1.51.0.jar,/root/.ivy2/jars/io.grpc_grpc-grpclb-1.51.0.jar,/root/.ivy2/jars/org.conscrypt_conscrypt-openjdk-uber-2.5.2.jar,/root/.ivy2/jars/io.grpc_grpc-protobuf-1.51.0.jar,/root/.ivy2/jars/com.google.auth_google-auth-library-credentials-1.13.0.jar,/root/.ivy2/jars/com.google.auth_google-auth-library-oauth2-http-1.13.0.jar,/root/.ivy2/jars/com.google.api_api-common-2.2.2.jar,/root/.ivy2/jars/javax.annotation_javax.annotation-api-1.3.2.jar,/root/.ivy2/jars/io.opencensus_opencensus-api-0.31.1.jar,/root/.ivy2/jars/io.grpc_grpc-context-1.51.0.jar,/root/.ivy2/jars/com.google.api.grpc_proto-google-iam-v1-1.6.22.jar,/root/.ivy2/jars/com.google.protobuf_protobuf-java-3.21.10.jar,/root/.ivy2/jars/com.google.protobuf_protobuf-java-util-3.21.10.jar,/root/.ivy2/jars/com.google.api.grpc_proto-google-common-protos-2.11.0.jar,/root/.ivy2/jars/org.threeten_threetenbp-1.6.4.jar,/root/.ivy2/jars/com.google.api.grpc_proto-google-cloud-storage-v2-2.16.0-alpha.jar,/root/.ivy2/jars/com.google.api.grpc_grpc-google-cloud-storage-v2-2.16.0-alpha.jar,/root/.ivy2/jars/com.google.api.grpc_gapic-google-cloud-storage-v2-2.16.0-alpha.jar,/root/.ivy2/jars/com.fasterxml.jackson.core_jackson-core-2.14.1.jar,/root/.ivy2/jars/com.google.code.findbugs_jsr305-3.0.2.jar,/root/.ivy2/jars/io.grpc_grpc-api-1.51.0.jar,/root/.ivy2/jars/io.grpc_grpc-auth-1.51.0.jar,/root/.ivy2/jars/io.grpc_grpc-stub-1.51.0.jar,/root/.ivy2/jars/org.checkerframework_checker-qual-3.28.0.jar,/root/.ivy2/jars/com.google.api.grpc_grpc-google-iam-v1-1.6.22.jar,/root/.ivy2/jars/io.grpc_grpc-protobuf-lite-1.51.0.jar,/root/.ivy2/jars/com.google.android_annotations-4.1.1.4.jar,/root/.ivy2/jars/org.codehaus.mojo_animal-sniffer-annotations-1.22.jar,/root/.ivy2/jars/io.grpc_grpc-netty-shaded-1.51.0.jar,/root/.ivy2/jars/io.perfmark_perfmark-api-0.26.0.jar,/root/.ivy2/jars/io.grpc_grpc-googleapis-1.51.0.jar,/root/.ivy2/jars/io.grpc_grpc-xds-1.51.0.jar,/root/.ivy2/jars/io.opencensus_opencensus-proto-0.2.0.jar,/root/.ivy2/jars/io.grpc_grpc-services-1.51.0.jar,/root/.ivy2/jars/com.google.re2j_re2j-1.6.jar,/root/.ivy2/jars/dk.brics.automaton_automaton-1.11-8.jar,/root/.ivy2/jars/org.slf4j_slf4j-api-1.7.16.jar'),\n", - " ('spark.app.startTime', '1700153781072'),\n", - " ('spark.dataproc.sql.joinConditionReorder.enabled', 'true'),\n", + " ('spark.app.startTime', '1700941744060'),\n", " ('spark.driver.appUIAddress',\n", - " 'http://hub-msca-bdp-dphub-students-harshpachisia-m.c.msca-bdp-student-ap.internal:43523'),\n", - " ('spark.driver.port', '36353'),\n", + " 'http://hub-msca-bdp-dphub-students-test-rohitk-m.c.msca-bdp-student-ap.internal:36107'),\n", + " ('spark.dataproc.sql.joinConditionReorder.enabled', 'true'),\n", + " ('spark.sql.autoBroadcastJoinThreshold', '191m'),\n", " ('spark.kryoserializer.buffer.max', '2000M'),\n", " ('spark.serializer', 'org.apache.spark.serializer.KryoSerializer'),\n", " ('spark.dataproc.sql.local.rank.pushdown.enabled', 'true'),\n", " ('spark.driver.maxResultSize', '0'),\n", - " ('spark.ui.proxyBase', '/proxy/application_1700149116910_0004'),\n", " ('spark.yarn.unmanagedAM.enabled', 'true'),\n", - " ('spark.sql.autoBroadcastJoinThreshold', '43m'),\n", " ('spark.ui.filters',\n", " 'org.apache.hadoop.yarn.server.webproxy.amfilter.AmIpFilter'),\n", + " ('spark.app.id', 'application_1700941416208_0001'),\n", + " ('spark.driver.port', '35379'),\n", " ('spark.metrics.namespace',\n", " 'app_name:${spark.app.name}.app_id:${spark.app.id}'),\n", " ('spark.executor.memory', '4g'),\n", @@ -58,67 +58,67 @@ " ('spark.executor.id', 'driver'),\n", " ('spark.hadoop.mapreduce.fileoutputcommitter.algorithm.version', '2'),\n", " ('spark.dynamicAllocation.maxExecutors', '10000'),\n", - " ('spark.yarn.historyServer.address',\n", - " 'hub-msca-bdp-dphub-students-harshpachisia-m:18080'),\n", " ('spark.yarn.dist.pyFiles',\n", " 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" ('spark.yarn.am.attemptFailuresValidityInterval', '1h'),\n", " ('spark.app.name', 'Spark Updated Conf'),\n", - " ('spark.app.id', 'application_1700149116910_0004'),\n", " ('spark.sql.catalogImplementation', 'hive'),\n", - " ('spark.org.apache.hadoop.yarn.server.webproxy.amfilter.AmIpFilter.param.PROXY_HOSTS',\n", - " 'hub-msca-bdp-dphub-students-harshpachisia-m'),\n", - " ('spark.eventLog.dir',\n", - " 'gs://dataproc-temp-us-central1-635155370842-uzamlpgc/4efce026-45a1-4864-a9fe-b32d0b9681b6/spark-job-history'),\n", - " ('spark.executorEnv.OPENBLAS_NUM_THREADS', '1'),\n", + " ('spark.history.fs.logDirectory',\n", + " 'gs://dataproc-temp-us-central1-635155370842-uzamlpgc/eca5704b-e33b-40a0-9953-46f91ea6aa63/spark-job-history'),\n", " ('spark.yarn.secondary.jars',\n", " 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" ('spark.dataproc.sql.parquet.enableFooterCache', 'true'),\n", " ('spark.driver.memory', '4g'),\n", " ('spark.org.apache.hadoop.yarn.server.webproxy.amfilter.AmIpFilter.param.PROXY_URI_BASES',\n", - " 'http://hub-msca-bdp-dphub-students-harshpachisia-m:8088/proxy/application_1700149116910_0004'),\n", + " 'http://hub-msca-bdp-dphub-students-test-rohitk-m:8088/proxy/application_1700941416208_0001'),\n", " ('spark.sql.warehouse.dir', 'file:/spark-warehouse'),\n", " ('spark.yarn.executor.failuresValidityInterval', '1h'),\n", " ('spark.yarn.am.memory', '640m'),\n", " ('spark.cores.max', '4'),\n", " ('spark.executor.cores', '4'),\n", + " ('spark.ui.proxyBase', '/proxy/application_1700941416208_0001'),\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.serializer.objectStreamReset', '100'),\n", - " ('spark.history.fs.logDirectory',\n", - " 'gs://dataproc-temp-us-central1-635155370842-uzamlpgc/4efce026-45a1-4864-a9fe-b32d0b9681b6/spark-job-history'),\n", " ('spark.submit.deployMode', 'client'),\n", + " ('spark.driver.host',\n", + " 'hub-msca-bdp-dphub-students-test-rohitk-m.c.msca-bdp-student-ap.internal'),\n", + " ('spark.yarn.historyServer.address',\n", + " 'hub-msca-bdp-dphub-students-test-rohitk-m:18080'),\n", " ('spark.sql.cbo.joinReorder.enabled', 'true'),\n", " ('spark.shuffle.service.enabled', 'true'),\n", + " ('spark.dataproc.metrics.listener.metrics.collector.hostname',\n", + " 'hub-msca-bdp-dphub-students-test-rohitk-m'),\n", " ('spark.scheduler.mode', 'FAIR'),\n", " ('spark.sql.adaptive.enabled', 'true'),\n", " ('spark.yarn.jars', 'local:/usr/lib/spark/jars/*'),\n", " ('spark.scheduler.minRegisteredResourcesRatio', '0.0'),\n", " ('spark.master', 'yarn'),\n", " ('spark.ui.port', '0'),\n", + " ('spark.org.apache.hadoop.yarn.server.webproxy.amfilter.AmIpFilter.param.PROXY_HOSTS',\n", + " 'hub-msca-bdp-dphub-students-test-rohitk-m'),\n", " ('spark.rpc.message.maxSize', '512'),\n", " ('spark.rdd.compress', 'True'),\n", - " ('spark.dataproc.metrics.listener.metrics.collector.hostname',\n", - " 'hub-msca-bdp-dphub-students-harshpachisia-m'),\n", " ('spark.task.maxFailures', '10'),\n", " ('spark.yarn.isPython', 'true'),\n", " ('spark.dynamicAllocation.enabled', 'true'),\n", " ('spark.ui.showConsoleProgress', 'true')]" ] }, - "execution_count": 3, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -135,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "a10a9fef-7517-4947-a7a5-b17db05dbb79", "metadata": {}, "outputs": [ @@ -143,7 +143,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "[Stage 1:=====================================================> (147 + 3) / 150]\r" + "[Stage 1:======================================================>(220 + 1) / 221]\r" ] }, { @@ -164,7 +164,7 @@ " |-- Tip: integer (nullable = true)\n", " |-- Additional Charges: double (nullable = true)\n", " |-- Trip Total: double (nullable = true)\n", - " |-- Shared Trip Authorized: string (nullable = true)\n", + " |-- Shared Trip Authorized: boolean (nullable = true)\n", " |-- Trips Pooled: integer (nullable = true)\n", " |-- Pickup Centroid Latitude: double (nullable = true)\n", " |-- Pickup Centroid Longitude: double (nullable = true)\n", @@ -184,7 +184,7 @@ } ], "source": [ - "df_2019 = spark.read.csv(\"gs://msca-bdp-student-gcs/bdp-rideshare-project/rideshare/2019\", inferSchema=True, header=True)\n", + "df_2019 = spark.read.csv(\"gs://msca-bdp-student-gcs/bdp-rideshare-project/rideshare/2019/Transportation_Network_Providers_-_Trips_-_2019.csv\", inferSchema=True, header=True)\n", "# figure out how to read in shp file msca-bdp-student-gcs/bdp-rideshare-project/neighborhoods/shp files\n", "df_2019.printSchema()\n", "#df_weather.printSchema()" @@ -192,17 +192,17 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "8138c57a-26d6-44c4-b765-c7b137277044", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "150" + "221" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -224,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "e70c86dd-041c-4967-b726-c058e32a76b7", "metadata": {}, "outputs": [ @@ -232,14 +232,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Partitions: 150\n" + "Partitions: 221\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "[Stage 2:======================================================>(149 + 1) / 150]\r" + "[Stage 2:======================================================>(219 + 2) / 221]\r" ] }, { @@ -249,20 +249,25 @@ "+-----------+------+\n", "|partitionId| count|\n", "+-----------+------+\n", - "| 149|441790|\n", + "| 220|302953|\n", "| 45|499109|\n", "| 22|500561|\n", + "| 180|501001|\n", "| 122|501059|\n", "| 71|501394|\n", "| 40|501504|\n", "| 101|501636|\n", "| 31|501739|\n", + "| 206|501747|\n", "| 10|501790|\n", "| 27|501791|\n", + "| 189|501800|\n", "| 44|501848|\n", "| 13|501891|\n", + "| 211|501976|\n", "| 75|502174|\n", "| 58|502222|\n", + "| 159|502523|\n", "| 14|502574|\n", "| 126|502812|\n", "| 26|502822|\n", @@ -274,9 +279,17 @@ "| 36|503089|\n", "| 6|503100|\n", "| 18|503407|\n", + "| 185|503410|\n", "| 35|503509|\n", + "| 205|503634|\n", "| 88|503676|\n", "| 92|503745|\n", + "| 155|503745|\n", + "| 194|503767|\n", + "| 210|503909|\n", + "| 163|503996|\n", + "| 197|504149|\n", + "| 171|504172|\n", "| 131|504327|\n", "| 83|504368|\n", "| 17|504404|\n", @@ -285,6 +298,7 @@ "| 130|504490|\n", "| 135|504581|\n", "| 57|504584|\n", + "| 184|504585|\n", "| 5|504652|\n", "| 80|504694|\n", "| 53|504707|\n", @@ -296,37 +310,58 @@ "| 105|504965|\n", "| 63|504979|\n", "| 21|504997|\n", + "| 198|505012|\n", + "| 188|505089|\n", + "| 175|505187|\n", "| 109|505201|\n", + "| 151|505326|\n", "| 97|505366|\n", "| 147|505378|\n", "| 38|505394|\n", + "| 183|505480|\n", "| 113|505493|\n", + "| 193|505568|\n", + "| 176|505575|\n", "| 66|505624|\n", "| 121|505682|\n", + "| 214|505704|\n", + "| 154|505745|\n", "| 70|505757|\n", "| 74|505809|\n", + "| 167|505818|\n", "| 39|505864|\n", + "| 150|505918|\n", "| 106|505936|\n", + "| 172|505964|\n", + "| 192|505997|\n", "| 43|506053|\n", "| 25|506070|\n", "| 50|506192|\n", + "| 215|506235|\n", "| 4|506278|\n", "| 117|506324|\n", "| 138|506397|\n", "| 100|506431|\n", "| 89|506509|\n", + "| 164|506540|\n", "| 34|506591|\n", "| 2|506622|\n", + "| 208|506649|\n", "| 61|506689|\n", "| 93|506777|\n", "| 65|506838|\n", + "| 181|506902|\n", "| 37|506915|\n", "| 142|506940|\n", + "| 168|506944|\n", + "| 213|506964|\n", "| 41|507002|\n", "| 52|507009|\n", "| 8|507020|\n", "| 96|507026|\n", + "| 179|507044|\n", "| 86|507105|\n", + "| 209|507130|\n", "| 73|507154|\n", "| 99|507329|\n", "| 116|507377|\n", @@ -353,52 +388,88 @@ "| 148|508108|\n", "| 127|508121|\n", "| 91|508157|\n", + "| 187|508159|\n", "| 76|508222|\n", "| 77|508234|\n", "| 16|508327|\n", + "| 218|508342|\n", "| 23|508380|\n", "| 72|508415|\n", + "| 204|508417|\n", + "| 191|508499|\n", + "| 190|508630|\n", "| 112|508642|\n", + "| 182|508647|\n", + "| 162|508690|\n", "| 42|508754|\n", "| 87|508795|\n", + "| 200|508911|\n", "| 7|508944|\n", + "| 166|508977|\n", "| 46|509030|\n", + "| 174|509038|\n", + "| 158|509056|\n", + "| 178|509065|\n", "| 125|509099|\n", + "| 153|509127|\n", "| 123|509148|\n", + "| 157|509182|\n", + "| 196|509200|\n", "| 133|509202|\n", "| 108|509260|\n", "| 47|509267|\n", "| 51|509352|\n", "| 141|509363|\n", + "| 203|509365|\n", "| 82|509410|\n", + "| 160|509549|\n", "| 102|509602|\n", "| 19|509651|\n", "| 137|509672|\n", "| 132|509683|\n", + "| 170|509688|\n", "| 95|509727|\n", "| 85|509795|\n", "| 28|509849|\n", + "| 219|509916|\n", "| 103|509933|\n", + "| 173|509953|\n", "| 94|509982|\n", + "| 202|510073|\n", + "| 199|510092|\n", + "| 212|510112|\n", "| 68|510138|\n", + "| 177|510163|\n", "| 107|510239|\n", "| 0|510353|\n", "| 124|510440|\n", + "| 161|510467|\n", "| 3|510500|\n", "| 111|510502|\n", "| 59|510522|\n", "| 145|510577|\n", "| 136|510645|\n", + "| 156|510863|\n", "| 81|510867|\n", "| 128|510885|\n", "| 55|510942|\n", + "| 149|510964|\n", "| 64|510980|\n", "| 119|510982|\n", + "| 165|511015|\n", "| 98|511023|\n", "| 90|511222|\n", "| 144|511527|\n", + "| 195|511635|\n", "| 140|511645|\n", + "| 169|511709|\n", + "| 207|511709|\n", + "| 186|512087|\n", + "| 152|512124|\n", "| 115|513085|\n", + "| 216|513831|\n", + "| 201|517541|\n", + "| 217|522158|\n", "+-----------+------+\n", "\n" ] @@ -417,7 +488,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "fe004162-5b22-4a11-9fad-665fa5cdecc0", "metadata": {}, "outputs": [], @@ -427,7 +498,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "22a6039e-9848-4717-98b6-bc915540357b", "metadata": {}, "outputs": [ @@ -435,24 +506,31 @@ "name": "stderr", "output_type": "stream", "text": [ - " \r" + "[Stage 5:======================================================>(220 + 1) / 221]\r" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "+-------+----------------+--------------------+--------------------+------------------+-----------------+--------------------+--------------------+---------------------+----------------------+------------------+------------------+------------------+------------------+----------------------+------------------+------------------------+-------------------------+------------------------+-------------------------+--------------------------+-------------------------+\n", - "|summary| Trip ID|Trip Start Timestamp| Trip End Timestamp| Trip Seconds| Trip Miles| Pickup Census Tract|Dropoff Census Tract|Pickup Community Area|Dropoff Community Area| Fare| Tip|Additional Charges| Trip Total|Shared Trip Authorized| Trips Pooled|Pickup Centroid Latitude|Pickup Centroid Longitude|Pickup Centroid Location|Dropoff Centroid Latitude|Dropoff Centroid Longitude|Dropoff Centroid Location|\n", - "+-------+----------------+--------------------+--------------------+------------------+-----------------+--------------------+--------------------+---------------------+----------------------+------------------+------------------+------------------+------------------+----------------------+------------------+------------------------+-------------------------+------------------------+-------------------------+--------------------------+-------------------------+\n", - "| count| 75941422| 75941418| 75941418| 75734390| 75936416| 54524319| 54212548| 71251928| 70671348| 75941396| 75941396| 75941401| 75941396| 75941418| 75941417| 71318057| 71318057| 71318057| 70736437| 70736437| 70736437|\n", - "| mean| Infinity| null| null|1096.2543981538638|6.141646303138717|1.703136857838941...|1.703137903596516...| 25.661978297625854| 26.258115679355658|11.739635850254846|0.6085739719612212|2.9182092456895123|15.266419259915724| null|1.2804379723385988| 41.892476679590715| -87.66676506931884| null| 41.893084931516434| -87.6684044378785| null|\n", - "| stddev| NaN| null| null| 791.0521565804846|6.872701032692777| 335304.7232780373| 339517.8791407581| 20.41142021754772| 20.741043048650216|10.015387358734893|1.7084197946001913|1.9332980990564295| 11.77088848690995| null|0.7688769391250518| 0.06125422358694956| 0.06243839308525308| null| 0.06128831300417072| 0.06583691144806354| null|\n", - "| min| \"error\" : true|01/01/2019 01:00:...|01/01/2019 01:00:...| 0| 0.0| 17031010100| 17031010100| 1| 1| 0.0| 0| 0.0| 0.0| false| 1| 41.6502216756| -87.913624596| POINT (-87.529950...| 41.6502216756| -87.913624596| POINT (-87.529950...|\n", - "| max| }|09/05/2019 12:45:...|09/05/2019 12:45:...| 86130| 841.6| 17031980100| 17031980100| 77| 77| 940.0| 200| 97.13| 1048.65| true| 24| 42.0212235931| -87.529950466| POINT (-87.913624...| 42.0212235931| -87.529950466| POINT (-87.913624...|\n", - "+-------+----------------+--------------------+--------------------+------------------+-----------------+--------------------+--------------------+---------------------+----------------------+------------------+------------------+------------------+------------------+----------------------+------------------+------------------------+-------------------------+------------------------+-------------------------+--------------------------+-------------------------+\n", + "+-------+--------------------+--------------------+--------------------+------------------+-----------------+--------------------+--------------------+---------------------+----------------------+------------------+------------------+------------------+-----------------+------------------+------------------------+-------------------------+------------------------+-------------------------+--------------------------+-------------------------+\n", + "|summary| Trip ID|Trip Start Timestamp| Trip End Timestamp| Trip Seconds| Trip Miles| Pickup Census Tract|Dropoff Census Tract|Pickup Community Area|Dropoff Community Area| Fare| Tip|Additional Charges| Trip Total| Trips Pooled|Pickup Centroid Latitude|Pickup Centroid Longitude|Pickup Centroid Location|Dropoff Centroid Latitude|Dropoff Centroid Longitude|Dropoff Centroid Location|\n", + "+-------+--------------------+--------------------+--------------------+------------------+-----------------+--------------------+--------------------+---------------------+----------------------+------------------+------------------+------------------+-----------------+------------------+------------------------+-------------------------+------------------------+-------------------------+--------------------------+-------------------------+\n", + "| count| 111850744| 111850744| 111850744| 111640159| 111845712| 80159344| 79692434| 104758952| 103907934| 111850710| 111850710| 111850721| 111850710| 111850744| 104859338| 104859338| 104859338| 104006127| 104006127| 104006127|\n", + "| mean| Infinity| null| null|1098.6039198851374|6.266568157749369|1.703136985102642...|1.703138047984168...| 25.71652171549024| 26.34727758132502|11.841644925633462|0.6359152481016884| 2.951603552825186|15.42916401670994|1.2342150446491442| 41.892595572401085| -87.66708572872462| null| 41.89328620432969| -87.66895823013692| null|\n", + "| stddev| NaN| null| null| 793.9050393106324|7.006727330628898| 336242.04462014034| 340679.41855988774| 20.465131326243473| 20.836890085975796| 9.866076054019159| 1.753348040124672|1.9570891546444813|11.67225578516926|1.0397470312853918| 0.06125250115773195| 0.0629637934363363| null| 0.06132821162924636| 0.06663889115222305| null|\n", + "| min|00000004aede6ba80...|01/01/2019 01:00:...|01/01/2019 01:00:...| 0| 0.0| 17031010100| 17031010100| 1| 1| 0.0| 0| 0.0| 0.0| 1| 41.6502216756| -87.913624596| POINT (-87.529950...| 41.6502216756| -87.913624596| POINT (-87.529950...|\n", + "| max|ffffffac204ad0d7f...|12/31/2019 12:45:...|12/31/2019 12:45:...| 86130| 841.6| 17031980100| 17031980100| 77| 77| 940.0| 200| 97.13| 1048.65| 4097| 42.0212235931| -87.529950466| POINT (-87.913624...| 42.0212235931| -87.529950466| POINT (-87.913624...|\n", + "+-------+--------------------+--------------------+--------------------+------------------+-----------------+--------------------+--------------------+---------------------+----------------------+------------------+------------------+------------------+-----------------+------------------+------------------------+-------------------------+------------------------+-------------------------+--------------------------+-------------------------+\n", "\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] } ], "source": [ @@ -461,7 +539,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "c78e4618-8383-4df2-862b-4cb9dbeb20ab", "metadata": {}, "outputs": [ @@ -469,7 +547,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "[Stage 8:======================================================>(149 + 1) / 150]\r" + "[Stage 8:======================================================>(220 + 1) / 221]\r" ] }, { @@ -479,7 +557,7 @@ "+-------+--------------------+------------------+------------+----------+-------------------+--------------------+---------------------+----------------------+----+---+------------------+----------+----------------------+------------+------------------------+-------------------------+------------------------+-------------------------+--------------------------+-------------------------+\n", "|Trip ID|Trip Start Timestamp|Trip End Timestamp|Trip Seconds|Trip Miles|Pickup Census Tract|Dropoff Census Tract|Pickup Community Area|Dropoff Community Area|Fare|Tip|Additional Charges|Trip Total|Shared Trip Authorized|Trips Pooled|Pickup Centroid Latitude|Pickup Centroid Longitude|Pickup Centroid Location|Dropoff Centroid Latitude|Dropoff Centroid Longitude|Dropoff Centroid Location|\n", "+-------+--------------------+------------------+------------+----------+-------------------+--------------------+---------------------+----------------------+----+---+------------------+----------+----------------------+------------+------------------------+-------------------------+------------------------+-------------------------+--------------------------+-------------------------+\n", - "| 0| 4| 4| 207032| 5006| 21417103| 21728874| 4689494| 5270074| 26| 26| 21| 26| 4| 5| 4623365| 4623365| 4623365| 5204985| 5204985| 5204985|\n", + "| 0| 0| 0| 210585| 5032| 31691400| 32158310| 7091792| 7942810| 34| 34| 23| 34| 0| 0| 6991406| 6991406| 6991406| 7844617| 7844617| 7844617|\n", "+-------+--------------------+------------------+------------+----------+-------------------+--------------------+---------------------+----------------------+----+---+------------------+----------+----------------------+------------+------------------------+-------------------------+------------------------+-------------------------+--------------------------+-------------------------+\n", "\n" ] @@ -500,7 +578,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "ee6f3669-6fc4-404d-8e91-ba819dec25fe", "metadata": {}, "outputs": [ @@ -517,13 +595,13 @@ "" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -540,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "90aa424e-4efa-47af-9710-0e5d50216fc8", "metadata": {}, "outputs": [ @@ -548,8 +626,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "23/11/16 17:03:54 WARN org.apache.spark.sql.catalyst.util.package: Truncated the string representation of a plan since it was too large. This behavior can be adjusted by setting 'spark.sql.debug.maxToStringFields'.\n", - "[Stage 12:=====================================================>(149 + 1) / 150]\r" + "23/11/25 19:54:37 WARN org.apache.spark.sql.catalyst.util.package: Truncated the string representation of a plan since it was too large. This behavior can be adjusted by setting 'spark.sql.debug.maxToStringFields'.\n", + "[Stage 12:=====================================================>(220 + 1) / 221]\r" ] }, { @@ -559,7 +637,7 @@ "+------------------------------+\n", "|approx_count_distinct(Trip ID)|\n", "+------------------------------+\n", - "| 75176953|\n", + "| 110499871|\n", "+------------------------------+\n", "\n" ] @@ -581,7 +659,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "2dd6ea75-5417-4d27-92bb-4d9a24808545", "metadata": {}, "outputs": [ @@ -595,10 +673,10 @@ { "data": { "text/plain": [ - "50940663" + "74818146" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -610,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "46e2e9e5-3581-444c-b149-827a5cbc62f5", "metadata": {}, "outputs": [], @@ -623,7 +701,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "6a52d857-bc07-47a7-8cc9-71478bf10e08", "metadata": {}, "outputs": [], @@ -644,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "17ebe569-82bb-49b0-aaaf-ac5062bede35", "metadata": {}, "outputs": [], @@ -658,7 +736,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "38ae8fc8-7d8b-4560-a6fb-7d84fc672929", "metadata": {}, "outputs": [ @@ -676,7 +754,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "id": "fdd98395-7ec5-413f-975c-db44d2871c46", "metadata": {}, "outputs": [ @@ -717,72 +795,72 @@ " \n", " \n", " 0\n", - " 65\n", " 8\n", - " 22.55\n", - " 20.0\n", + " 28\n", + " 10.05\n", + " 7.5\n", " 0\n", - " 22.55\n", - " 12.8\n", - " 1574.0\n", - " 23\n", - " 7\n", - " 1\n", + " 10.05\n", + " 2.6\n", + " 986.0\n", + " 20\n", + " 5\n", + " 4\n", " \n", " \n", " 1\n", - " 3\n", - " 3\n", - " 5.05\n", - " 2.5\n", + " 22\n", + " 25\n", + " 15.05\n", + " 12.5\n", " 0\n", - " 5.05\n", - " 0.5\n", - " 191.0\n", - " 14\n", - " 2\n", - " 3\n", + " 15.05\n", + " 7.8\n", + " 2219.0\n", + " 4\n", + " 7\n", + " 11\n", " \n", " \n", " 2\n", - " 6\n", - " 28\n", - " 12.55\n", - " 10.0\n", - " 0\n", - " 12.55\n", - " 4.5\n", - " 1296.0\n", - " 14\n", - " 7\n", " 8\n", + " 41\n", + " 15.05\n", + " 12.5\n", + " 0\n", + " 15.05\n", + " 7.9\n", + " 1030.0\n", + " 17\n", + " 5\n", + " 11\n", " \n", " \n", " 3\n", - " 8\n", - " 58\n", - " 10.00\n", - " 10.0\n", + " 21\n", + " 22\n", + " 10.05\n", + " 7.5\n", " 0\n", - " 10.00\n", - " 11.1\n", - " 2156.0\n", - " 19\n", - " 5\n", + " 10.05\n", + " 2.7\n", + " 519.0\n", " 1\n", + " 7\n", + " 2\n", " \n", " \n", " 4\n", - " 71\n", - " 69\n", + " 8\n", + " 6\n", " 12.55\n", " 10.0\n", " 0\n", " 12.55\n", - " 5.3\n", - " 846.0\n", - " 10\n", - " 4\n", + " 5.1\n", + " 811.0\n", + " 8\n", + " 5\n", " 2\n", " \n", " \n", @@ -791,21 +869,21 @@ ], "text/plain": [ " pickup_area dropoff_area total Fare Tip total miles seconds hour \\\n", - "0 65 8 22.55 20.0 0 22.55 12.8 1574.0 23 \n", - "1 3 3 5.05 2.5 0 5.05 0.5 191.0 14 \n", - "2 6 28 12.55 10.0 0 12.55 4.5 1296.0 14 \n", - "3 8 58 10.00 10.0 0 10.00 11.1 2156.0 19 \n", - "4 71 69 12.55 10.0 0 12.55 5.3 846.0 10 \n", + "0 8 28 10.05 7.5 0 10.05 2.6 986.0 20 \n", + "1 22 25 15.05 12.5 0 15.05 7.8 2219.0 4 \n", + "2 8 41 15.05 12.5 0 15.05 7.9 1030.0 17 \n", + "3 21 22 10.05 7.5 0 10.05 2.7 519.0 1 \n", + "4 8 6 12.55 10.0 0 12.55 5.1 811.0 8 \n", "\n", " day month \n", - "0 7 1 \n", - "1 2 3 \n", - "2 7 8 \n", - "3 5 1 \n", - "4 4 2 " + "0 5 4 \n", + "1 7 11 \n", + "2 5 11 \n", + "3 7 2 \n", + "4 5 2 " ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -816,7 +894,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "id": "064352aa-8513-4953-b527-48cc322fdfab", "metadata": {}, "outputs": [], @@ -827,7 +905,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "id": "a81f2984-28da-4dbb-9645-7615f81c1b67", "metadata": {}, "outputs": [], @@ -838,7 +916,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "id": "aaa804fd-84c8-4670-a4fe-4027d9fc1510", "metadata": {}, "outputs": [], @@ -851,23 +929,23 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "id": "a973b0bb-3518-4d17-a53e-6201c08fe814", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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WZWnjxo1as2aN5s6dK0natWuXXC6X9u7dqyVLlqi8vFw7d+7U7t27NW3aNEnSnj17FBsbq8OHD2vmzJk+qRUAgK7QoRH16dOnddddd6lPnz7yeDwqKCiwl1OnTvmsuAMHDmjcuHF65JFHFB0draSkJL300kv2/vPnz6ukpEQzZsywt4WGhmry5Mk6duyYJCk/P191dXVebWJiYpSYmGi3aUlNTY0qKiq8FgAAuluHRtRvvfWWr+to0R//+Edt27ZNK1as0M9+9jO9//77Wr58uUJDQ/U3f/M3KikpkSS5XC6vz7lcLhUVXXvtY0lJifr27avIyMhmba5/viWZmZlau3atj48IAID2Mfo1lw0NDbr77ruVkZGhpKQkLVmyRIsXL9a2bdu82jV9PMyyrFYfGWutTVpamsrLy+3lwoULHT8QAAA6qEMj6vvvv/+mIffmm292uKDGhg4dqpEjR3ptu+OOO/TKK69Iktxut6Rro+ahQ4fabUpLS+1RttvtVm1trcrKyrxG1aWlpTe9cz00NFShoaE+OQ4AADqqQyPqu+66S2PGjLGXkSNHqra2VidPntSoUaN8Vtw999yjc+fOeW37+OOPFRcXJ+nanONut1s5OTn2/traWuXm5tohPHbsWIWEhHi1KS4ulsfj6bZHzAAA6KgOjag3bNjQ4vb09HRVVVV1qqDGfvrTn2rSpEnKyMjQvHnz9P7772vHjh3asWOHpGunvFNTU5WRkaGEhAQlJCQoIyND/fv31/z58yVJTqdTixYt0sqVKxUVFaXBgwdr1apVGjVqlH0XOAAApurwXN8teeyxx/TNb35Tv/zlL33yfePHj9f+/fuVlpamdevWKT4+Xhs3btSjjz5qt1m9erWqq6uVnJyssrIyTZgwQYcOHVJ4eLjdZsOGDQoODta8efNUXV2tqVOnKjs7W0FBQT6pEwCAruLToH7vvffUr18/X36lZs+erdmzZ99wv8PhUHp6utLT02/Ypl+/ftq0aZM2bdrk09oAAOhqHQrq65OLXGdZloqLi3XixAn9/Oc/90lhAACgg0HtdDq91vv06aMRI0Zo3bp1XhOLAACAzulQUDee0hMAAHSdTl2jzs/P10cffSSHw6GRI0cqKSnJV3UBAAB1MKhLS0v1/e9/X2+//bYGDRoky7JUXl6u+++/X/v27dPXvvY1X9cJAEBA6tCEJykpKaqoqNDZs2f1xRdfqKysTB6PRxUVFVq+fLmvawQAIGB1aER98OBBHT58WHfccYe9beTIkdqyZQs3kwEA4EMdGlE3NDQ0ewe1JIWEhKihoaHTRQEAgGs6FNTf+c539MQTT+hPf/qTve3SpUv66U9/qqlTp/qsOAAAAl2Hgnrz5s2qrKzUrbfeqq9//eu67bbbFB8fr8rKSmb/AgDAhzp0jTo2NlYnT55UTk6OCgsLZVmWRo4cyUsuAADwsXaNqN98802NHDlSFRUVkqTp06crJSVFy5cv1/jx43XnnXfq3Xff7ZJCAQAIRO0K6o0bN2rx4sWKiIhots/pdGrJkiXKysryWXEAAAS6dgX1Bx98oO9+97s33D9jxgzl5+d3uqhAUldXp4KCAhUUFPzvZQR/VwQAMEm7rlF/9tlnLT6WZX9ZcLA+//zzThcVSDwej5K3HFCEO07FnuNyDh/j75IAAAZp14j6L/7iL3TmzJkb7j99+rSGDh3a6aICTYQ7TpHDRmjAEPoOAOCtXUH9ve99T08//bSuXLnSbF91dbWeeeYZzZ4922fFAQAQ6Np16vupp57Sq6++qm984xtatmyZRowYIYfDoY8++khbtmxRfX291qxZ01W1AgAQcNoV1C6XS8eOHdPjjz+utLQ0Wf9755PD4dDMmTO1detWuVyuLikUAIBA1O4JT+Li4vT73/9eZWVl+sMf/iDLspSQkKDIyMiuqA8AgIDWoZnJJCkyMlLjx4/3ZS0AAKCJDs31DQAAugdBDQCAwQhqAAAMRlADAGAwghoAAIMR1AAAGIygBgDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADEZQAwBgsA6/lAPmaqi/qsLCQq9tiYmJCgkJ8VNFAICOIqh7oarPL2n972oUfbZGklRRUqStS6WkpCQ/VwYAaC+CupcaGB2ryGEj/F0GAKCTuEYNAIDBCGoAAAxGUAMAYDCCGgAAgxHUAAAYjKAGAMBgBDUAAAYjqAEAMBhBDQCAwQhqAAAMxhSiAaiurk4ej8de54UdAGAugjoAeTweJW85oAh3HC/sAADDEdQBKsIdx0s7AKAH4Bo1AAAGI6gBADAYQQ0AgMEIagAADEZQAwBgMIIaAACDEdQAABiMoAYAwGAENQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYLAeFdSZmZlyOBxKTU21t1mWpfT0dMXExCgsLExTpkzR2bNnvT5XU1OjlJQUDRkyRAMGDNCcOXN08eLFbq4eAID26zFBnZeXpx07dmj06NFe29evX6+srCxt3rxZeXl5crvdmj59uiorK+02qamp2r9/v/bt26ejR4+qqqpKs2fPVn19fXcfhl801F9VYWGhCgoKVFBQoMLCQlmWv6sCALRFj3gfdVVVlR599FG99NJLevbZZ+3tlmVp48aNWrNmjebOnStJ2rVrl1wul/bu3aslS5aovLxcO3fu1O7duzVt2jRJ0p49exQbG6vDhw9r5syZfjmm7lT1+SWt/12Nos/WSJKKPcflHD7Gz1UBANqiR4yoly5dqgceeMAO2uvOnz+vkpISzZgxw94WGhqqyZMn69ixY5Kk/Px81dXVebWJiYlRYmKi3aYlNTU1qqio8Fp6soHRsYocNkKRw0ZowJCh/i4HANBGxo+o9+3bp5MnTyovL6/ZvpKSEkmSy+Xy2u5yuVRUVGS36du3ryIjI5u1uf75lmRmZmrt2rWdLR8AgE4xekR94cIFPfHEE9qzZ4/69et3w3YOh8Nr3bKsZtuaaq1NWlqaysvL7eXChQvtKx4AAB8wOqjz8/NVWlqqsWPHKjg4WMHBwcrNzdWvf/1rBQcH2yPppiPj0tJSe5/b7VZtba3Kyspu2KYloaGhioiI8FoAAOhuRgf11KlTdebMGZ06dcpexo0bp0cffVSnTp3S8OHD5Xa7lZOTY3+mtrZWubm5mjRpkiRp7NixCgkJ8WpTXFwsj8djtwEAwFRGX6MODw9XYmKi17YBAwYoKirK3p6amqqMjAwlJCQoISFBGRkZ6t+/v+bPny9JcjqdWrRokVauXKmoqCgNHjxYq1at0qhRo5rdnAYAgGmMDuq2WL16taqrq5WcnKyysjJNmDBBhw4dUnh4uN1mw4YNCg4O1rx581RdXa2pU6cqOztbQUFBfqwcAIDW9bigfvvtt73WHQ6H0tPTlZ6efsPP9OvXT5s2bdKmTZu6tjgAAHzM6GvUAAAEOoIaAACDEdQAABiMoAYAwGAENQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYDCCGgAAgxHUAAAYjKAGAMBgBDUAAAYjqAEAMBhBDQCAwQhqAAAMRlADAGAwghoAAIMF+7sA+FdD/VUVFhZ6bUtMTFRISIifKgIANEZQB7iqzy9p/e9qFH22RpJUUVKkrUulpKQkP1cGAJAIakgaGB2ryGEj/F0GAKAFXKMGAMBgBDUAAAYjqAEAMBhBDQCAwQhqAAAMRlADAGAwghoAAIPxHDXarK6uTh6Px2sbs5gBQNciqNFmHo9HyVsOKMIdJ4lZzACgOxDUaJcIdxyzmAFAN+IaNQAABmNEDS9N36ZVV1cnSQoJCVFhYaEsy1+VAUBgIqjhpenbtIo9xxU0cLCib/2Gij3H5Rw+xs8VAkBgIajRTOO3aVWUFCk4IlqRw0aooqTIz5UBQODhGjUAAAYjqAEAMBhBDQCAwQhqAAAMRlADAGAwghoAAIMR1AAAGIygBgDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADEZQAwBgMIIaAACDEdQAABiMoAYAwGAENQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYDCCGgAAgxHUAAAYjKAGAMBgBDUAAAYjqAEAMJjRQZ2Zmanx48crPDxc0dHRevjhh3Xu3DmvNpZlKT09XTExMQoLC9OUKVN09uxZrzY1NTVKSUnRkCFDNGDAAM2ZM0cXL17szkPplRrqr6qwsFAFBQUqKChQXV2dv0sCgF7H6KDOzc3V0qVLdfz4ceXk5Ojq1auaMWOGLl++bLdZv369srKytHnzZuXl5cntdmv69OmqrKy026Smpmr//v3at2+fjh49qqqqKs2ePVv19fX+OKxeo+rzS1r/uzN68pUPlLzlgDwej79LAoBeJ9jfBdzMwYMHvdZffvllRUdHKz8/X/fdd58sy9LGjRu1Zs0azZ07V5K0a9cuuVwu7d27V0uWLFF5ebl27typ3bt3a9q0aZKkPXv2KDY2VocPH9bMmTO7/bh6k4HRsYocNsLfZQBAr2X0iLqp8vJySdLgwYMlSefPn1dJSYlmzJhhtwkNDdXkyZN17NgxSVJ+fr7q6uq82sTExCgxMdFug85rehqcU+EA4BtGj6gbsyxLK1as0L333qvExERJUklJiSTJ5XJ5tXW5XCoqKrLb9O3bV5GRkc3aXP98S2pqalRTU2OvV1RU+OQ4eqtrp8FrFH32Wp9VlBRp61IpKSnJz5UBQM/WY4J62bJlOn36tI4ePdpsn8Ph8Fq3LKvZtqZaa5OZmam1a9d2rNgAxWlwAPC9HnHqOyUlRQcOHNBbb72lW265xd7udrslqdnIuLS01B5lu91u1dbWqqys7IZtWpKWlqby8nJ7uXDhgq8OBwCANjM6qC3L0rJly/Tqq6/qzTffVHx8vNf++Ph4ud1u5eTk2Ntqa2uVm5urSZMmSZLGjh2rkJAQrzbFxcXyeDx2m5aEhoYqIiLCawEAoLsZfep76dKl2rt3r/7jP/5D4eHh9sjZ6XQqLCxMDodDqampysjIUEJCghISEpSRkaH+/ftr/vz5dttFixZp5cqVioqK0uDBg7Vq1SqNGjXKvgscvnf95rLGEhMTFRIS4qeKAKBnMjqot23bJkmaMmWK1/aXX35Zf/u3fytJWr16taqrq5WcnKyysjJNmDBBhw4dUnh4uN1+w4YNCg4O1rx581RdXa2pU6cqOztbQUFB3XUoAYebywDAN4wOasuyWm3jcDiUnp6u9PT0G7bp16+fNm3apE2bNvmwOrSGm8sAoPOMvkYNAECgI6gBADAYQQ0AgMEIagAADEZQAwBgMIIaAACDEdQAABiMoAYAwGAENQAABjN6ZjIEhrq6Onk8HnudOcEB4P8Q1PA7j8ej5C0HFOGOY05wAGiCoEa3aPo2raaj5gh3HPOCA0ALCGp0i8Zv02LUDABtR1Cj2/A2LQBoP+76BgDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADEZQAwBgMIIaAACDEdQAABiMoAYAwGDMTIZu13Te78LCQlmWHwsCAIMR1Oh2jef9lqRiz3E5h4/xc1UAYCaCGn7ReN7vipIiP1cDAObiGjUAAAYjqAEAMBhBDQCAwQhqAAAMRlADAGAwghoAAIPxeBaM0nQyFElKTExUSEhIs7Z1dXXyeDxtagsAPRVBDaM0nQyloqRIW5dKSUlJzdp6PB4lbzmgCHdcq20BoKciqGGcxpOhtCbCHdfmtgDQExHUMFp7ToUDQG9EUHezptdVeSHFzbXnVDgA9EYEdTdrel2VF1K0rj2nwm+EG88A9FQEtR80vq7KCym6BzeeAeipCGoEjEC48azpmQPOGgA9H0EN9CKNzxxw1gDoHQhqoJcJhDMHQCBhClEAAAxGUAMAYDBOfaNHaTwBStNn0JtOjtLRG6l4lAuASQhq9CiNJ0Bp+gx6432duZGKR7kAmISgRo9zfQKUlp5Bv76v6ei6vaPvtt6QxeNQALoaQY1eqenUo90x+vbHyJspaYHej6BGr9V46tHOjL5b48/HoZiSFuj9CGoEvNZG3766Sc1XGo+iCwsLFe5iSlqgNyOoAd189N04yL/80x+VOr1Qt99+uyTv0Xdrr+Ts6PXslk5v//rIx4pwxzGCBgIAQQ20QeMb2Nb/7kyLo+/WXsnZ+DR108CXbhzcNzq9faMb6gD0LgQ10E43G3239krO69ezmwZ+azei8cY1IHAR1ICf+OI92zfT2ql4AD0DQQ10kc7eTd5ZrZ2KB9AzENRAF2ntbvLu0NWjdgBdj6AGulBrz3K3hElMADRGUAMGaPqykeuPX0lMYgIEOoIaMEBLLxvx9V3e3FwG9EwENWCIm71sxBe4uQzomQhqIIBwcxnQ8xDUQIBqfCq8rq5OkrxOg3NaHDBDQAX11q1b9cILL6i4uFh33nmnNm7cqG9/+9v+Lgvwi6bXxYMGDlb0rd+QdPPT4k3vSpcIdaArBUxQ/+Y3v1Fqaqq2bt2qe+65R9u3b9esWbP04YcfatiwYf4uD/CLxtfFgyOi7dPiN7vxrOnc41zrBrpWwAR1VlaWFi1apB/96EeSpI0bN+qNN97Qtm3blJmZ6efqALM0vfGs8UtEmr5a82avAW3P6NtXbxdrz2n8xp/t6OfaWy/QXgER1LW1tcrPz9eTTz7ptX3GjBk6duyYn6oCzNZ0spbrLxFp+lx3a68BbfxMeOP9TYOxcdum39O0beP1lp47b3wav62/ebPPtfabN/sNqWP/6Gjte27WtrX1jv6joqP/mDLdzY7LhH+UBURQ/8///I/q6+vlcrm8trtcLpWUlLT4mZqaGtXU1Njr5eXlkqSKiopO1VJVVaUvPj2nqzXV176vuEhBlRXqG+T956b72tPWV9/jj9807Xt6cu0+74OBkbpaU636ulqVX/pDi/uqPruop146p0GuWEnSF598pPBht6t/5LW/7433f/HJR+oTNrDFti19T9O219eb/kZ9Xa1UV2P/P9bW37zZ51r7zZv9xldffKZV86boG9+49g+Am/n444/1y//3tvoPdrX6PTdre7P19tRzs/o68z2mudlxNd4nXfvvsOOpH2vMGN9MQhQeHi6Hw3HzRlYAuHTpkiXJOnbsmNf2Z5991hoxYkSLn3nmmWcsSSwsLCwsLF22lJeXt5phATGiHjJkiIKCgpqNnktLS5uNsq9LS0vTihUr7PWGhgZ98cUXioqKav1fPzdRUVGh2NhYXbhwQRERER3+HlxDf/oW/elb9Kdv9cb+DA8Pb7VNQAR13759NXbsWOXk5Ogv//Iv7e05OTl66KGHWvxMaGioQkNDvbYNGjTIZzVFRET0mr9oJqA/fYv+9C3607cCrT8DIqglacWKFVqwYIHGjRuniRMnaseOHfr000/1k5/8xN+lAQBwQwET1H/913+tP//5z1q3bp2Ki4uVmJio3//+94qLi/N3aQAA3FDABLUkJScnKzk52a81hIaG6plnnml2Wh0dQ3/6Fv3pW/SnbwVqfzosi1fSAwBgqj7+LgAAANwYQQ0AgMEIagAADEZQd7OtW7cqPj5e/fr109ixY/Xuu+/6u6Qe4Z133tGDDz6omJgYORwOvfbaa177LctSenq6YmJiFBYWpilTpujs2bP+KdZwmZmZGj9+vMLDwxUdHa2HH35Y586d82pDf7bdtm3bNHr0aPvZ3okTJ+r111+399OXnZOZmSmHw6HU1FR7W6D1KUHdja6/anPNmjUqKCjQt7/9bc2aNUuffvqpv0sz3uXLlzVmzBht3ry5xf3r169XVlaWNm/erLy8PLndbk2fPl2VlZXdXKn5cnNztXTpUh0/flw5OTm6evWqZsyYocuXL9tt6M+2u+WWW/T888/rxIkTOnHihL7zne/ooYcesoODvuy4vLw87dixQ6NHj/baHnB92slptNEO3/zmN62f/OQnXttuv/1268knn/RTRT2TJGv//v32ekNDg+V2u63nn3/e3nblyhXL6XRaL774oh8q7FlKS0stSVZubq5lWfSnL0RGRlr/9E//RF92QmVlpZWQkGDl5ORYkydPtp544gnLsgLz7ycj6m5y/VWbM2bM8NrOqzY77/z58yopKfHq29DQUE2ePJm+bYPrb4YbPHiwJPqzM+rr67Vv3z5dvnxZEydOpC87YenSpXrggQc0bdo0r+2B2KcBNeGJP3XkVZtom+v911LfFhUV+aOkHsOyLK1YsUL33nuvEhMTJdGfHXHmzBlNnDhRV65c0cCBA7V//36NHDnSDg76sn327dunkydPKi8vr9m+QPz7SVB3s6Zv3rIsq1Nv48L/oW/bb9myZTp9+rSOHj3abB/92XYjRozQqVOn9OWXX+qVV17RwoULlZuba++nL9vuwoULeuKJJ3To0CH169fvhu0CqU859d1NOvKqTbSN2+2WJPq2nVJSUnTgwAG99dZbuuWWW+zt9Gf79e3bV7fddpvGjRunzMxMjRkzRv/4j/9IX3ZAfn6+SktLNXbsWAUHBys4OFi5ubn69a9/reDgYLvfAqlPCepu0vhVm43l5ORo0qRJfqqqd4iPj5fb7fbq29raWuXm5tK3LbAsS8uWLdOrr76qN998U/Hx8V776c/OsyxLNTU19GUHTJ06VWfOnNGpU6fsZdy4cXr00Ud16tQpDR8+PPD61H/3sQWeffv2WSEhIdbOnTutDz/80EpNTbUGDBhgffLJJ/4uzXiVlZVWQUGBVVBQYEmysrKyrIKCAquoqMiyLMt6/vnnLafTab366qvWmTNnrB/84AfW0KFDrYqKCj9Xbp7HH3/ccjqd1ttvv20VFxfby1dffWW3oT/bLi0tzXrnnXes8+fPW6dPn7Z+9rOfWX369LEOHTpkWRZ96QuN7/q2rMDrU4K6m23ZssWKi4uz+vbta9199932IzG4ubfeesuS1GxZuHChZVnXHtl45plnLLfbbYWGhlr33XefdebMGf8WbaiW+lGS9fLLL9tt6M+2++EPf2j/P/21r33Nmjp1qh3SlkVf+kLToA60PuXtWQAAGIxr1AAAGIygBgDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADEZQAwBgMIIaAACDEdQAOuztt9+Ww+HQl19+KUnKzs7WoEGD/FoT0NsQ1AA6bNKkSSouLpbT6fR3KUCvxfuoAXRY37597Vc5AugajKgB2KZMmaKUlBSlpqYqMjJSLpdLO3bs0OXLl/V3f/d3Cg8P19e//nW9/vrrkpqf+m7Jb3/7W40dO1b9+vXT8OHDtXbtWl29etXen56ermHDhik0NFQxMTFavnx5Vx8m0KMQ1AC87Nq1S0OGDNH777+vlJQUPf7443rkkUc0adIknTx5UjNnztSCBQv01Vdftfpdb7zxhh577DEtX75cH374obZv367s7Gw999xzkqR///d/14YNG7R9+3b993//t1577TWNGjWqqw8R6FF4exYA25QpU1RfX693331XklRfXy+n06m5c+fqX/7lXyRJJSUlGjp0qN577z1duXJF999/v8rKyjRo0CBlZ2crNTXVHmHfd999mjVrltLS0uzf2LNnj1avXq0//elPysrK0vbt2+XxeBQSEtLtxwv0BIyoAXgZPXq0/eegoCBFRUV5jXJdLpckqbS0tNXvys/P17p16zRw4EB7Wbx4sYqLi/XVV1/pkUceUXV1tYYPH67Fixdr//79XqfFAXAzGYAmmo5sHQ6H1zaHwyFJamhoaPW7GhoatHbtWs2dO7fZvn79+ik2Nlbnzp1TTk6ODh8+rOTkZL3wwgvKzc1lhA38L4IaQJe5++67de7cOd122203bBMWFqY5c+Zozpw5Wrp0qW6//XadOXNGd999dzdWCpiLoAbQZZ5++mnNnj1bsbGxeuSRR9SnTx+dPn1aZ86c0bPPPqvs7GzV19drwoQJ6t+/v3bv3q2wsDDFxcX5u3TAGFyjBtBlZs6cqf/8z/9UTk6Oxo8fr29961vKysqyg3jQoEF66aWXdM8992j06NE6cuSIfvvb3yoqKsrPlQPm4K5vAAAMxogaAACDEdQAABiMoAYAwGAENQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYDCCGgAAgxHUAAAYjKAGAMBgBDUAAAb7/z3RnzLeDArKAAAAAElFTkSuQmCC", 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" ] @@ -883,23 +961,23 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "id": "43beea36-d574-484a-909d-11698c9e43c8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -914,23 +992,23 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "id": "d1a92dc5-2b9b-45cf-b4d0-e5a6732b281f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 23, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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wGEENAIDBCGoAAAxGUAMAYDCCGgAAgxHUAAAYjKAGAMBgBDUAAAYjqAEAMBhBDQCAwQhqAAAMRlADAGAwghoAAIMR1AAAGIygBgDAYAQ1AAAGcwa7Awi+hoYGlZWV2fOJiYlyOvnTAAAT8GkMlZWVafZzb6hXv/6qOXVca+emKikpKdjdAgCIoMb/16tff7m98cHuBgDgLJyjBgDAYEEN6vfee0+33HKLvF6vHA6HXn/99YDllmUpMzNTXq9XPXr00Pjx43Xw4MGAGr/fr3nz5qlv376KiIhQWlqajh8/HlBTVVWl9PR0ud1uud1upaen68svv+zkrQMA4MIFNai/+uorXXPNNVq9enWLy5cvX64VK1Zo9erV2rNnjzwej2688UadPn3arsnIyNDmzZuVn5+voqIi1dTUKDU1VY2NjXbNjBkzVFJSooKCAhUUFKikpETp6emdvn0AAFyooJ6jnjp1qqZOndriMsuytGrVKi1dulTTpk2TJL300kuKjY3Vpk2bNHv2bPl8Pq1fv14bN27UpEmTJEl5eXmKi4vTtm3bNHnyZB0+fFgFBQX68MMPNWrUKEnSunXrNHr0aB05ckSDBw9u8f39fr/8fr89X11d3ZGbDgDAeTH2HHV5ebkqKiqUkpJit7lcLo0bN047d+6UJBUXF6u+vj6gxuv1Kjk52a754IMP5Ha77ZCWpOuvv15ut9uuaUl2drZ9qNztdisuLq6jNxEAgHMyNqgrKiokSbGxsQHtsbGx9rKKigqFhYWpT58+31kTExPT7PVjYmLsmpYsWbJEPp/Pno4dO3ZB2wMAQHsYf3uWw+EImLcsq1nb2c6uaan+XK/jcrnkcrna2FsAADqWsXvUHo9Hkprt9VZWVtp72R6PR3V1daqqqvrOms8//7zZ6586darZ3joAAKYxNqjj4+Pl8XhUWFhot9XV1WnHjh0aM2aMJGnEiBEKDQ0NqDl58qRKS0vtmtGjR8vn82n37t12za5du+Tz+ewaAABMFdRD3zU1NTp69Kg9X15erpKSEkVFRWnAgAHKyMhQVlaWEhISlJCQoKysLPXs2VMzZsyQJLndbs2aNUsLFy5UdHS0oqKitGjRIg0dOtS+CnzIkCGaMmWK7rvvPq1du1aSdP/99ys1NbXVK74BADBFUIN67969mjBhgj2/YMECSdLMmTOVm5urxYsXq7a2VnPmzFFVVZVGjRqlrVu3KjIy0l5n5cqVcjqdmj59umprazVx4kTl5uYqJCTErnn55Zc1f/58++rwtLS0Vu/dBgDAJEEN6vHjx8uyrFaXOxwOZWZmKjMzs9Wa8PBw5eTkKCcnp9WaqKgo5eXlXUhXAQAICmPPUQMAAIIaAACjEdQAABiMoAYAwGAENQAABiOoAQAwGEENAIDBCGoAAAzWrqAeNGiQ/va3vzVr//LLLzVo0KAL7hQAAPhGu4L6k08+UWNjY7N2v9+vEydOXHCnAADAN9r0E6Jbtmyx//3WW2/J7Xbb842NjXr77bc1cODADuscAADdXZuC+tZbb5X0zW9wz5w5M2BZaGioBg4cqGeeeabDOgcAQHfXpqBuamqS9M2zovfs2aO+fft2SqcAAMA32vX0rPLy8o7uBwAAaEG7H3P59ttv6+2331ZlZaW9p/2t//zP/7zgjgEAgHYG9b/+679q2bJlGjlypC677DI5HI6O7hcAAFA7g/qFF15Qbm6u0tPTO7o/AADg77TrPuq6ujqNGTOmo/sCAADO0q6g/vnPf65NmzZ1dF8AAMBZ2nXo++uvv9aLL76obdu26eqrr1ZoaGjA8hUrVnRI5wAA6O7aFdT79+/XsGHDJEmlpaUBy7iwDACAjtOuoH733Xc7uh8AAKAFPOYSAACDtWuPesKECd95iPudd95pd4cAAMD/aVdQf3t++lv19fUqKSlRaWlps4d1AACA9mtXUK9cubLF9szMTNXU1FxQhwAAwP/p0HPUd999N7/zDQBAB+rQoP7ggw8UHh7ekS8JAEC31q5D39OmTQuYtyxLJ0+e1N69e/X44493SMcAAEA7g9rtdgfMX3LJJRo8eLCWLVumlJSUDukYAABoZ1Bv2LCho/sBAABa0K6g/lZxcbEOHz4sh8OhpKQkDR8+vKP6BQAA1M6grqys1B133KHt27fr0ksvlWVZ8vl8mjBhgvLz89WvX7+O7icAAN1Su676njdvnqqrq3Xw4EF98cUXqqqqUmlpqaqrqzV//vyO7iMAAN1Wu/aoCwoKtG3bNg0ZMsRuS0pK0nPPPcfFZAAAdKB27VE3NTU1ewa1JIWGhqqpqemCOwUAAL7RrqD+53/+Zz300EP6y1/+YredOHFCDz/8sCZOnNhhnQMAoLtrV1CvXr1ap0+f1sCBA/X9739fV1xxheLj43X69Gnl5OR0dB8BAOi22hXUcXFx2rdvn/7whz8oIyND8+fP15tvvqni4mL179+/wzrX0NCgX/7yl4qPj1ePHj00aNAgLVu2LODwumVZyszMlNfrVY8ePTR+/HgdPHgw4HX8fr/mzZunvn37KiIiQmlpaTp+/HiH9RMAgM7SpqB+5513lJSUpOrqaknSjTfeqHnz5mn+/Pm69tprddVVV+n999/vsM49/fTTeuGFF7R69WodPnxYy5cv13/8x38E7LUvX75cK1as0OrVq7Vnzx55PB7deOONOn36tF2TkZGhzZs3Kz8/X0VFRaqpqVFqaqoaGxs7rK8AAHSGNgX1qlWrdN9996l3797Nlrndbs2ePVsrVqzosM598MEH+tGPfqSbb75ZAwcO1E9+8hOlpKRo7969kr7Zm161apWWLl2qadOmKTk5WS+99JLOnDmjTZs2SZJ8Pp/Wr1+vZ555RpMmTdLw4cOVl5enAwcOaNu2ba2+t9/vV3V1dcAEAEBXa1NQf/TRR5oyZUqry1NSUlRcXHzBnfrW2LFj9fbbb6usrMx+/6KiIt10002SpPLyclVUVATcEuZyuTRu3Djt3LlT0je/nlZfXx9Q4/V6lZycbNe0JDs7W263257i4uI6bLsAADhfbbqP+vPPP2/xtiz7xZxOnTp16oI79a1HH31UPp9PV155pUJCQtTY2Kgnn3xSd955pySpoqJCkhQbGxuwXmxsrD799FO7JiwsTH369GlW8+36LVmyZIkWLFhgz1dXVxPWAIAu16ag/t73vqcDBw7oiiuuaHH5/v37ddlll3VIxyTplVdeUV5enjZt2qSrrrpKJSUlysjIkNfr1cyZM+06h8MRsJ5lWc3aznauGpfLJZfLdWEbAADABWrToe+bbrpJv/rVr/T11183W1ZbW6snnnhCqampHda5Rx55RI899pjuuOMODR06VOnp6Xr44YeVnZ0tSfJ4PJLUbM+4srLS3sv2eDyqq6tTVVVVqzUAAJiqTUH9y1/+Ul988YUSExO1fPly/e53v9OWLVv09NNPa/Dgwfriiy+0dOnSDuvcmTNndMklgV0MCQmxb8+Kj4+Xx+NRYWGhvbyurk47duzQmDFjJEkjRoxQaGhoQM3JkydVWlpq1wAAYKo2HfqOjY3Vzp079Ytf/EJLliyRZVmSvjn0PHnyZD3//PMdupd6yy236Mknn9SAAQN01VVX6X//93+1YsUK/exnP7PfNyMjQ1lZWUpISFBCQoKysrLUs2dPzZgxQ9I3V6PPmjVLCxcuVHR0tKKiorRo0SINHTpUkyZN6rC+AgDQGdr8UI7LL79cb775pqqqqnT06FFZlqWEhIRmF2t1hJycHD3++OOaM2eOKisr5fV6NXv2bP3qV7+yaxYvXqza2lrNmTNHVVVVGjVqlLZu3arIyEi7ZuXKlXI6nZo+fbpqa2s1ceJE5ebmKiQkpMP7DABAR2rX07MkqU+fPrr22ms7si/NREZGatWqVVq1alWrNQ6HQ5mZmcrMzGy1Jjw8XDk5Ofy8KQDgotOunxAFAABdg6AGAMBgBDUAAAYjqAEAMBhBDQCAwQhqAAAMRlADAGAwghoAAIMR1AAAGIygBgDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADEZQAwBgMIIaAACDEdQAABiMoAYAwGAENQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYDCCGgAAgxHUAAAYjKAGAMBgBDUAAAYjqAEAMBhBDQCAwQhqAAAMRlADAGAwghoAAIMR1AAAGIygBgDAYM5gdwAXj4aGBpWVldnziYmJcjr5EwKAzsSnLM5bWVmZZj/3hnr166+aU8e1dm6qkpKSgt0tAPiHRlCjTXr16y+3Nz7Y3QCAboNz1AAAGMz4oD5x4oTuvvtuRUdHq2fPnho2bJiKi4vt5ZZlKTMzU16vVz169ND48eN18ODBgNfw+/2aN2+e+vbtq4iICKWlpen48eNdvSkAALSZ0UFdVVWlG264QaGhofqf//kfHTp0SM8884wuvfRSu2b58uVasWKFVq9erT179sjj8ejGG2/U6dOn7ZqMjAxt3rxZ+fn5KioqUk1NjVJTU9XY2BiErQIA4PwZfY766aefVlxcnDZs2GC3DRw40P63ZVlatWqVli5dqmnTpkmSXnrpJcXGxmrTpk2aPXu2fD6f1q9fr40bN2rSpEmSpLy8PMXFxWnbtm2aPHlyl24TAABtYfQe9ZYtWzRy5EjddtttiomJ0fDhw7Vu3Tp7eXl5uSoqKpSSkmK3uVwujRs3Tjt37pQkFRcXq76+PqDG6/UqOTnZrmmJ3+9XdXV1wAQAQFczOqg//vhjrVmzRgkJCXrrrbf0wAMPaP78+fqv//ovSVJFRYUkKTY2NmC92NhYe1lFRYXCwsLUp0+fVmtakp2dLbfbbU9xcXEduWkAAJwXo4O6qalJP/jBD5SVlaXhw4dr9uzZuu+++7RmzZqAOofDETBvWVaztrOdq2bJkiXy+Xz2dOzYsfZvCAAA7WR0UF922WXNflBjyJAh+uyzzyRJHo9HkprtGVdWVtp72R6PR3V1daqqqmq1piUul0u9e/cOmAAA6GpGB/UNN9ygI0eOBLSVlZXp8ssvlyTFx8fL4/GosLDQXl5XV6cdO3ZozJgxkqQRI0YoNDQ0oObkyZMqLS21awAAMJXRV30//PDDGjNmjLKysjR9+nTt3r1bL774ol588UVJ3xzyzsjIUFZWlhISEpSQkKCsrCz17NlTM2bMkCS53W7NmjVLCxcuVHR0tKKiorRo0SINHTrUvgocAABTGR3U1157rTZv3qwlS5Zo2bJlio+P16pVq3TXXXfZNYsXL1Ztba3mzJmjqqoqjRo1Slu3blVkZKRds3LlSjmdTk2fPl21tbWaOHGicnNzFRISEozNAgDgvBkd1JKUmpqq1NTUVpc7HA5lZmYqMzOz1Zrw8HDl5OQoJyenE3oIAEDnMfocNQAA3R1BDQCAwQhqAAAMRlADAGAwghoAAIMR1AAAGIygBgDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADEZQAwBgMIIaAACDEdQAABiMoAYAwGAENQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYDCCGgAAgxHUAAAYjKAGAMBgBDUAAAYjqAEAMBhBDQCAwQhqAAAM5gx2B9BcQ0ODysrKAtoSExPldPKfCwC6Gz75DVRWVqbZz72hXv36S5JqTh3X2rmpSkpKCnLPAABdjaA2VK9+/eX2xge7GwCAIOMcNQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYDCCGgAAgxHUAAAYjKAGAMBgBDUAAAa7qII6OztbDodDGRkZdptlWcrMzJTX61WPHj00fvx4HTx4MGA9v9+vefPmqW/fvoqIiFBaWpqOHz/exb0HAKDtLpqg3rNnj1588UVdffXVAe3Lly/XihUrtHr1au3Zs0cej0c33nijTp8+bddkZGRo8+bNys/PV1FRkWpqapSamqrGxsau3gwAANrkogjqmpoa3XXXXVq3bp369Oljt1uWpVWrVmnp0qWaNm2akpOT9dJLL+nMmTPatGmTJMnn82n9+vV65plnNGnSJA0fPlx5eXk6cOCAtm3b1up7+v1+VVdXB0wAAHS1iyKo586dq5tvvlmTJk0KaC8vL1dFRYVSUlLsNpfLpXHjxmnnzp2SpOLiYtXX1wfUeL1eJScn2zUtyc7Oltvttqe4uLgO3ioAAM7N+KDOz8/Xvn37lJ2d3WxZRUWFJCk2NjagPTY21l5WUVGhsLCwgD3xs2tasmTJEvl8Pns6duzYhW4KAABtZvRjLo8dO6aHHnpIW7duVXh4eKt1DocjYN6yrGZtZztXjcvlksvlaluHAQDoYEbvURcXF6uyslIjRoyQ0+mU0+nUjh079Oyzz8rpdNp70mfvGVdWVtrLPB6P6urqVFVV1WoNAACmMjqoJ06cqAMHDqikpMSeRo4cqbvuukslJSUaNGiQPB6PCgsL7XXq6uq0Y8cOjRkzRpI0YsQIhYaGBtScPHlSpaWldg0AAKYy+tB3ZGSkkpOTA9oiIiIUHR1tt2dkZCgrK0sJCQlKSEhQVlaWevbsqRkzZkiS3G63Zs2apYULFyo6OlpRUVFatGiRhg4d2uziNAAATGN0UJ+PxYsXq7a2VnPmzFFVVZVGjRqlrVu3KjIy0q5ZuXKlnE6npk+frtraWk2cOFG5ubkKCQkJYs8BADi3iy6ot2/fHjDvcDiUmZmpzMzMVtcJDw9XTk6OcnJyOrdzUENDg8rKyuz5xMREOZ0X3Z8ZABiDT1B0qLKyMs1+7g316tdfNaeOa+3cVCUlJQW7WwBw0SKo0eF69esvtzc+2N0AgH8IRl/1DQBAd0dQAwBgMIIaAACDEdQAABiMoAYAwGAENQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYDCCGgAAgxHUAAAYjKAGAMBgBDUAAAYjqAEAMBhBDQCAwQhqAAAMRlADAGAwghoAAIMR1AAAGIygBgDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADEZQAwBgMIIaAACDOYPdAXQ/DQ0NKisrs+cTExPldPKnCAAt4dMRXa6srEyzn3tDvfr1V82p41o7N1VJSUnB7hYAGImgRlD06tdfbm98sLsBAMbjHDUAAAYjqAEAMBhBDQCAwQhqAAAMRlADAGAwghoAAIMZHdTZ2dm69tprFRkZqZiYGN166606cuRIQI1lWcrMzJTX61WPHj00fvx4HTx4MKDG7/dr3rx56tu3ryIiIpSWlqbjx4935aYAANAuRgf1jh07NHfuXH344YcqLCxUQ0ODUlJS9NVXX9k1y5cv14oVK7R69Wrt2bNHHo9HN954o06fPm3XZGRkaPPmzcrPz1dRUZFqamqUmpqqxsbGYGwWAADnzegfPCkoKAiY37Bhg2JiYlRcXKwf/vCHsixLq1at0tKlSzVt2jRJ0ksvvaTY2Fht2rRJs2fPls/n0/r167Vx40ZNmjRJkpSXl6e4uDht27ZNkydPbvG9/X6//H6/PV9dXd1JWwkAQOuM3qM+m8/nkyRFRUVJksrLy1VRUaGUlBS7xuVyady4cdq5c6ckqbi4WPX19QE1Xq9XycnJdk1LsrOz5Xa77SkuLq4zNgkAgO900QS1ZVlasGCBxo4dq+TkZElSRUWFJCk2NjagNjY21l5WUVGhsLAw9enTp9WalixZskQ+n8+ejh071pGbAwDAeTH60Pffe/DBB7V//34VFRU1W+ZwOALmLctq1na2c9W4XC65XK72dRYAgA5yUexRz5s3T1u2bNG7776r/v372+0ej0eSmu0ZV1ZW2nvZHo9HdXV1qqqqarUGAABTGR3UlmXpwQcf1GuvvaZ33nlH8fGBT1uKj4+Xx+NRYWGh3VZXV6cdO3ZozJgxkqQRI0YoNDQ0oObkyZMqLS21awAAMJXRh77nzp2rTZs26Xe/+50iIyPtPWe3260ePXrI4XAoIyNDWVlZSkhIUEJCgrKystSzZ0/NmDHDrp01a5YWLlyo6OhoRUVFadGiRRo6dKh9FTgAAKYyOqjXrFkjSRo/fnxA+4YNG3TvvfdKkhYvXqza2lrNmTNHVVVVGjVqlLZu3arIyEi7fuXKlXI6nZo+fbpqa2s1ceJE5ebmKiQkpKs2BQCAdjE6qC3LOmeNw+FQZmamMjMzW60JDw9XTk6OcnJyOrB3AAB0PqPPUQMA0N0R1AAAGIygBgDAYAQ1AAAGI6gBADCY0Vd9A23R0NCgsrIyez4xMVFOJ3/iAC5ufIrhH0ZZWZlmP/eGevXrr5pTx7V2bqqSkpKC3S0AuCAENS4K57u33Ktff7m98c3aAeBiRVDjosDeMoDuiqDGRYO9ZQDdEVd9AwBgMIIaAACDEdQAABiMoAYAwGAENQAABuOqb3Qr/HoZgIsNn1DoVrgfG8DFhqBGt8P92AAuJpyjBgDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADMZV312M+3gBAG1BQnQx7uM139lfpiS+UAEIHj55goD7eM3291+mJPGFCkBQEdRAC87nyxSnMQB0BT5VgHbiNAaArkBQAxeA0xgAOhu3ZwEAYDCCGgAAg3HoG+hEXHAG4ELxiQF0Ii44A3ChCGqgk3HBGYALwTlqAAAMxh41EGScxwbwXfg0AILsfM9jE+hA98T/5YABzuc8NhemAd1TtzpH/fzzzys+Pl7h4eEaMWKE3n///WB3CWiTbwP92weGfJeGhgYdOnTInhoaGtpVAyC4us0e9SuvvKKMjAw9//zzuuGGG7R27VpNnTpVhw4d0oABA4LdPaDDnc8eeFfvpZ/P4fvzfcwopwLQXXSbv+oVK1Zo1qxZ+vnPfy5JWrVqld566y2tWbNG2dnZQe4d0DnO55B6Rz0p7Hxq2vrlQWr9MaOd8SXjfMO/o8ajq79smP7lxsTxMOH59Ob8F+pEdXV1Ki4u1mOPPRbQnpKSop07d7a4jt/vl9/vt+d9Pp8kqbq6+oL6UlNToy9PHFWD/4xq/voX7d9/iWpqagJqPv74Y7tG0nnVdXZNMN4vWO99MY9/Z7531ivb1ePSfqr98pT+5fbxGjRoULtqGuq+VoP/jBrqvtb+/ftb7NO3NZLOq661mrY6n23o6PE4n/frKF39fm1l4nj8fY0k1X55Sr9Z8jNdeeWVHdKHyMhIORyO7y6yuoETJ05Ykqw//vGPAe1PPvmklZiY2OI6TzzxhCWJiYmJiYmp0yafz3fODOsWe9TfOvtbi2VZrX6TWbJkiRYsWGDPNzU16YsvvlB0dPS5v/18h+rqasXFxenYsWPq3bt3u1+nu2Hc2o4xax/Gre0Ys/aLjIw8Z023COq+ffsqJCREFRUVAe2VlZWKjY1tcR2XyyWXyxXQdumll3ZYn3r37s0fdDswbm3HmLUP49Z2jFnn6Ba3Z4WFhWnEiBEqLCwMaC8sLNSYMWOC1CsAAM6tW+xRS9KCBQuUnp6ukSNHavTo0XrxxRf12Wef6YEHHgh21wAAaFW3Cerbb79df/vb37Rs2TKdPHlSycnJevPNN3X55Zd3aT9cLpeeeOKJZofV8d0Yt7ZjzNqHcWs7xqxzOSzLsoLdCQAA0LJucY4aAICLFUENAIDBCGoAAAxGUAMAYDCCuovxqM3WZWdn69prr1VkZKRiYmJ066236siRIwE1lmUpMzNTXq9XPXr00Pjx43Xw4MEg9dg82dnZcjgcysjIsNsYs5adOHFCd999t6Kjo9WzZ08NGzZMxcXF9nLGrbmGhgb98pe/VHx8vHr06KFBgwZp2bJlampqsmsYt05wYb+ijbbIz8+3QkNDrXXr1lmHDh2yHnroISsiIsL69NNPg901I0yePNnasGGDVVpaapWUlFg333yzNWDAAKumpsaueeqpp6zIyEjrt7/9rXXgwAHr9ttvty677DKruro6iD03w+7du62BAwdaV199tfXQQw/Z7YxZc1988YV1+eWXW/fee6+1a9cuq7y83Nq2bZt19OhRu4Zxa+7f//3frejoaOuNN96wysvLrVdffdXq1auXtWrVKruGcet4BHUXuu6666wHHnggoO3KK6+0HnvssSD1yGyVlZWWJGvHjh2WZVlWU1OT5fF4rKeeesqu+frrry2322298MILweqmEU6fPm0lJCRYhYWF1rhx4+ygZsxa9uijj1pjx45tdTnj1rKbb77Z+tnPfhbQNm3aNOvuu++2LItx6ywc+u4i3z5qMyUlJaD9ux612d19+2jRqKgoSVJ5ebkqKioCxtDlcmncuHHdfgznzp2rm2++WZMmTQpoZ8xatmXLFo0cOVK33XabYmJiNHz4cK1bt85ezri1bOzYsXr77bft5zN/9NFHKioq0k033SSJcess3eaXyYLtr3/9qxobG5s9BCQ2NrbZw0LwzXmuBQsWaOzYsUpOTpYke5xaGsNPP/20y/toivz8fO3bt0979uxptowxa9nHH3+sNWvWaMGCBfqXf/kX7d69W/Pnz5fL5dI999zDuLXi0Ucflc/n05VXXqmQkBA1NjbqySef1J133imJv7fOQlB3sbY8arM7e/DBB7V//34VFRU1W8YY/p9jx47poYce0tatWxUeHt5qHWMWqKmpSSNHjlRWVpYkafjw4Tp48KDWrFmje+65x65j3AK98sorysvL06ZNm3TVVVeppKREGRkZ8nq9mjlzpl3HuHUsDn13kfY8arO7mjdvnrZs2aJ3331X/fv3t9s9Ho8kMYZ/p7i4WJWVlRoxYoScTqecTqd27NihZ599Vk6n0x4XxizQZZddpqSkpIC2IUOG6LPPPpPE31prHnnkET322GO64447NHToUKWnp+vhhx9Wdna2JMatsxDUXYRHbZ6bZVl68MEH9dprr+mdd95RfHx8wPL4+Hh5PJ6AMayrq9OOHTu67RhOnDhRBw4cUElJiT2NHDlSd911l0pKSjRo0CDGrAU33HBDs1v/ysrK7If08LfWsjNnzuiSSwJjIyQkxL49i3HrJEG8kK3b+fb2rPXr11uHDh2yMjIyrIiICOuTTz4JdteM8Itf/MJyu93W9u3brZMnT9rTmTNn7JqnnnrKcrvd1muvvWYdOHDAuvPOO7n14yx/f9W3ZTFmLdm9e7fldDqtJ5980vrTn/5kvfzyy1bPnj2tvLw8u4Zxa27mzJnW9773Pfv2rNdee83q27evtXjxYruGcet4BHUXe+6556zLL7/cCgsLs37wgx/Ytx7BsiS1OG3YsMGuaWpqsp544gnL4/FYLpfL+uEPf2gdOHAgeJ020NlBzZi17Pe//72VnJxsuVwu68orr7RefPHFgOWMW3PV1dXWQw89ZA0YMMAKDw+3Bg0aZC1dutTy+/12DePW8XjMJQAABuMcNQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYDCCGgAAgxHUAAAYjKAGAMBgBDUAAAYjqAG06t5775XD4Wg2HT16NNhdA7oNnkcN4DtNmTJFGzZsCGjr169fm16jsbFRDoej2ZOXAJwb/9cA+E4ul0sejydg+vWvf62hQ4cqIiJCcXFxmjNnjmpqaux1cnNzdemll+qNN95QUlKSXC6XPv30U9XV1Wnx4sX63ve+p4iICI0aNUrbt28P3sYBFwGCGkCbXXLJJXr22WdVWlqql156Se+8844WL14cUHPmzBllZ2frN7/5jQ4ePKiYmBj99Kc/1R//+Efl5+dr//79uu222zRlyhT96U9/CtKWAObj6VkAWnXvvfcqLy9P4eHhdtvUqVP16quvBtS9+uqr+sUvfqG//vWvkr7Zo/7pT3+qkpISXXPNNZKkP//5z0pISNDx48fl9XrtdSdNmqTrrrtOWVlZXbBFwMWHc9QAvtOECRO0Zs0aez4iIkLvvvuusrKydOjQIVVXV6uhoUFff/21vvrqK0VEREiSwsLCdPXVV9vr7du3T5ZlKTExMeD1/X6/oqOju2ZjgIsQQQ3gO0VEROiKK66w5z/99FPddNNNeuCBB/Rv//ZvioqKUlFRkWbNmqX6+nq7rkePHnI4HPZ8U1OTQkJCVFxcrJCQkID36NWrV+dvCHCRIqgBtMnevXvV0NCgZ555xr6K+7//+7/Pud7w4cPV2NioyspK/dM//VNndxP4h8HFZADa5Pvf/74aGhqUk5Ojjz/+WBs3btQLL7xwzvUSExN111136Z577tFrr72m8vJy7dmzR08//bTefPPNLug5cHEiqAG0ybBhw7RixQo9/fTTSk5O1ssvv6zs7OzzWnfDhg265557tHDhQg0ePFhpaWnatWuX4uLiOrnXwMWLq74BADAYe9QAABiMoAYAwGAENQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYDCCGgAAgxHUAAAYjKAGAMBgBDUAAAb7f+ksmj+gMpXPAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -945,23 +1023,23 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "id": "42f2cac9-9ba2-4004-b631-64d9c4cc0e4d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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kZPh8aUhWVpZKS0tVUFCggoIClZaWcsY6AKBTaNdT39dee+1Zn+Ju7VH1DTfc4HN98eLFWrFihXbu3KmBAwdq+fLlWrBggSZPnixJev755xUXF6cNGzZoxowZ8ng8WrNmjV544QWNHTtWkrR+/XolJCRoy5YtmjBhgsrKylRQUKCdO3cqLS1NkrR69Wqlp6frwIED6tevX3v+CAAACIh2HVEPHTpUQ4YMcS4DBw5UQ0ODSkpKNHjw4HYN0tjYqI0bN+rLL79Uenq6ysvLVVlZqfHjxztrwsPDNWrUKG3fvl2SVFxcrJMnT/qsiY+PV0pKirNmx44dsizLibQkjRgxQpZlOWta4vV6VVNT43MBACDQ2nVEvWzZsha3L1q0SHV1dW26r7179yo9PV0nTpzQ9773PW3atEkDBw50IhoXF+ezPi4uTp9++qkkqbKyUmFhYerRo0ezNZWVlc6a2NjYZvuNjY111rQkLy9Pjz76aJseCwAAHa1DX6O+7bbb2vw53/369VNpaal27typX/3qV5o6daref/995/bTn2K3bfucZ5afvqal9ee6n/nz58vj8TiXQ4cOtfYhAQDQYTo01Dt27FDXrl3b9DNhYWG69NJLNXz4cOXl5WnIkCH63e9+J7fbLUnNjnqrqqqco2y3262GhgZVV1efdc2RI0ea7ffo0aPNjta/LTw83Dkb/dQFAIBAa9dT36dO7jrFtm1VVFTonXfe0SOPPHJeA9m2La/Xq6SkJLndbhUWFuqKK66Q9M1HlxYVFemJJ56QJKWmpio0NFSFhYWaMmWKJKmiokL79u3TkiVLJEnp6enyeDzavXu3fvSjH0mSdu3aJY/Hw8egAgCM165QW5blc/2iiy5Sv3799Nhjj/mc2HUu//Ef/6FJkyYpISFBtbW12rhxo9566y0VFBTI5XIpJydHubm5Sk5OVnJysnJzc9WtWzdlZWU5c0ybNk1z585Vz549FR0drXnz5mnw4MHOWeADBgzQxIkTNX36dK1cuVKSdNdddykjI4MzvgEAxmtXqNeuXdshOz9y5Iiys7NVUVEhy7J0+eWXq6CgQOPGjZMkPfjgg6qvr9c999yj6upqpaWlafPmzYqMjHTuY9myZQoJCdGUKVNUX1+vMWPGaN26derSpYuz5sUXX9ScOXOcf0RkZmYqPz+/Qx4DAAD+5LJt227vDxcXF6usrEwul0sDBw50nqL+LqqpqZFlWfJ4POf1enVJSYlSU1M1bsFaRSf694j+i4MHVLj4DhUXF2vYsGF+3RcAwD/adURdVVWlm2++WW+99Za+//3vy7ZteTweXXvttdq4caMuvvjijp4TAIALUrvO+p49e7Zqamq0f/9+ffHFF6qurta+fftUU1OjOXPmdPSMAABcsNp1RF1QUKAtW7ZowIABzraBAwfq6aefbtPJZAAA4OzadUTd1NTU7DuoJSk0NFRNTU3nPRQAAPhGu0J93XXX6d5779W//vUvZ9tnn32m++67T2PGjOmw4QAAuNC1K9T5+fmqra1Vnz599MMf/lCXXnqpkpKSVFtbq9///vcdPSMAABesdr1GnZCQoJKSEhUWFuof//iHbNvWwIEDnQ8ZAQAAHaNNR9RvvvmmBg4c6Hzl47hx4zR79mzNmTNHV155pQYNGqS3337bL4MCAHAhalOoly9frunTp7f4gR+WZWnGjBlaunRphw0HAMCFrk2hfvfddzVx4sQz3j5+/HgVFxef91AAAOAbbQr1kSNHWnxb1ikhISE6evToeQ8FAAC+0aZQ/+AHP9DevXvPePt7772nXr16nfdQAADgG20K9U9+8hP95je/0YkTJ5rdVl9fr4ULFyojI6PDhgMA4ELXprdn/frXv9bLL7+syy67TLNmzVK/fv3kcrlUVlamp59+Wo2NjVqwYIG/ZgUA4ILTplDHxcVp+/bt+tWvfqX58+fr1DdkulwuTZgwQc8884zi4uL8MigAABeiNn/gSe/evfXXv/5V1dXV+uijj2TbtpKTk9WjRw9/zAcAwAWtXZ9MJkk9evTQlVde2ZGzAACA07Trs74BAEBgEGoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMFhQQ52Xl6crr7xSkZGRio2N1Y033qgDBw74rLFtW4sWLVJ8fLwiIiI0evRo7d+/32eN1+vV7NmzFRMTo+7duyszM1OHDx/2WVNdXa3s7GxZliXLspSdna3jx4/7+yECAHBeghrqoqIizZw5Uzt37lRhYaG+/vprjR8/Xl9++aWzZsmSJVq6dKny8/O1Z88eud1ujRs3TrW1tc6anJwcbdq0SRs3btS2bdtUV1enjIwMNTY2OmuysrJUWlqqgoICFRQUqLS0VNnZ2QF9vAAAtFVIMHdeUFDgc33t2rWKjY1VcXGxrrnmGtm2reXLl2vBggWaPHmyJOn5559XXFycNmzYoBkzZsjj8WjNmjV64YUXNHbsWEnS+vXrlZCQoC1btmjChAkqKytTQUGBdu7cqbS0NEnS6tWrlZ6ergMHDqhfv36BfeAAALSSUa9RezweSVJ0dLQkqby8XJWVlRo/fryzJjw8XKNGjdL27dslScXFxTp58qTPmvj4eKWkpDhrduzYIcuynEhL0ogRI2RZlrPmdF6vVzU1NT4XAAACzZhQ27at+++/X1dffbVSUlIkSZWVlZKkuLg4n7VxcXHObZWVlQoLC1OPHj3OuiY2NrbZPmNjY501p8vLy3Nez7YsSwkJCef3AAEAaAdjQj1r1iy99957+u///u9mt7lcLp/rtm0323a609e0tP5s9zN//nx5PB7ncujQodY8DAAAOpQRoZ49e7ZeffVVbd26VZdccomz3e12S1Kzo96qqirnKNvtdquhoUHV1dVnXXPkyJFm+z169Gizo/VTwsPDFRUV5XMBACDQghpq27Y1a9Ysvfzyy3rzzTeVlJTkc3tSUpLcbrcKCwudbQ0NDSoqKtLIkSMlSampqQoNDfVZU1FRoX379jlr0tPT5fF4tHv3bmfNrl275PF4nDUAAJgoqGd9z5w5Uxs2bNAf//hHRUZGOkfOlmUpIiJCLpdLOTk5ys3NVXJyspKTk5Wbm6tu3bopKyvLWTtt2jTNnTtXPXv2VHR0tObNm6fBgwc7Z4EPGDBAEydO1PTp07Vy5UpJ0l133aWMjAzO+AYAGC2ooV6xYoUkafTo0T7b165dq9tvv12S9OCDD6q+vl733HOPqqurlZaWps2bNysyMtJZv2zZMoWEhGjKlCmqr6/XmDFjtG7dOnXp0sVZ8+KLL2rOnDnO2eGZmZnKz8/37wMEAOA8uWzbtoM9RGdQU1Mjy7Lk8XjO6/XqkpISpaamatyCtYpO9O/R/BcHD6hw8R0qLi7WsGHD/LovAIB/GHEyGQAAaBmhBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMFhQQ/23v/1NN9xwg+Lj4+VyufTKK6/43G7bthYtWqT4+HhFRERo9OjR2r9/v88ar9er2bNnKyYmRt27d1dmZqYOHz7ss6a6ulrZ2dmyLEuWZSk7O1vHjx/386MDAOD8BTXUX375pYYMGaL8/PwWb1+yZImWLl2q/Px87dmzR263W+PGjVNtba2zJicnR5s2bdLGjRu1bds21dXVKSMjQ42Njc6arKwslZaWqqCgQAUFBSotLVV2drbfHx8AAOcrJJg7nzRpkiZNmtTibbZta/ny5VqwYIEmT54sSXr++ecVFxenDRs2aMaMGfJ4PFqzZo1eeOEFjR07VpK0fv16JSQkaMuWLZowYYLKyspUUFCgnTt3Ki0tTZK0evVqpaen68CBA+rXr1+L+/d6vfJ6vc71mpqajnzoAAC0irGvUZeXl6uyslLjx493toWHh2vUqFHavn27JKm4uFgnT570WRMfH6+UlBRnzY4dO2RZlhNpSRoxYoQsy3LWtCQvL895qtyyLCUkJHT0QwQA4JyMDXVlZaUkKS4uzmd7XFycc1tlZaXCwsLUo0ePs66JjY1tdv+xsbHOmpbMnz9fHo/HuRw6dOi8Hg8AAO0R1Ke+W8Plcvlct2272bbTnb6mpfXnup/w8HCFh4e3cVoAADqWsUfUbrdbkpod9VZVVTlH2W63Ww0NDaqurj7rmiNHjjS7/6NHjzY7WgcAwDTGhjopKUlut1uFhYXOtoaGBhUVFWnkyJGSpNTUVIWGhvqsqaio0L59+5w16enp8ng82r17t7Nm165d8ng8zhoAAEwV1Ke+6+rq9NFHHznXy8vLVVpaqujoaCUmJionJ0e5ublKTk5WcnKycnNz1a1bN2VlZUmSLMvStGnTNHfuXPXs2VPR0dGaN2+eBg8e7JwFPmDAAE2cOFHTp0/XypUrJUl33XWXMjIyznjGNwAApghqqN955x1de+21zvX7779fkjR16lStW7dODz74oOrr63XPPfeourpaaWlp2rx5syIjI52fWbZsmUJCQjRlyhTV19drzJgxWrdunbp06eKsefHFFzVnzhzn7PDMzMwzvncbAACTuGzbtoM9RGdQU1Mjy7Lk8XgUFRXV7vspKSlRamqqxi1Yq+hE/x7Rf3HwgAoX36Hi4mINGzbMr/sCAPiHsa9RAwAAQg0AgNEINQAABiPUAAAYjFADAGAwQg0AgMEINQAABiPUAAAYjFADAGAwQg0AgMEINQAABiPUAAAYjFADAGAwQg0AgMEINQAABiPUAAAYjFADAGAwQg0AgMEINQAABiPUAAAYjFADAGAwQg0AgMEINQAABiPUAAAYjFADAGAwQg0AgMEINQAABiPUAAAYjFADAGAwQg0AgMEINQAABiPUAAAYjFADAGAwQg0AgMEINQAABiPUAAAYjFADAGCwkGAPAP8rKyvz+z5iYmKUmJjo9/0AwIWGUH+H1Xs+l+TSbbfd5vd9RUR00z/+UUasAaCDEervsJNf1UqyNTTrIV2c1N9v+6mp+ES7nntUx44dI9QA0MEI9QXge7GJik7sF+wxAADtwMlkAAAYjFADAGAwQg0AgMEINQAABiPUAAAYjFADAGAwQg0AgMF4HzU6DB9VCgAdj1DjvPFRpQDgP4Qa542PKgUA/yHU6DDfpY8qPXjwoI4dOxaQffF0PoCzIdTAaQ4ePKj+/Qeovv6rgOyPp/MBnA2hBk5z7Ngx1dd/pbQ7FyqqVx+/7oun8wGcC6EGziCqV5/vzFP5ADov3kcNAIDBCDUAAAYj1AAAGIzXqNHp+PsT0ALxCWsA0FqEGp1GID8BTZJOehsCsh8AOJsLKtTPPPOMfvvb36qiokKDBg3S8uXL9eMf/zjYY6GVAvUJaBV7d2jfq6v09ddf+20fANBaF0yoX3rpJeXk5OiZZ57RVVddpZUrV2rSpEl6//33ef9qJ+PvT0CrqfjEb/d9Jt+lLzThU92AjnXBhHrp0qWaNm2afvnLX0qSli9frtdff10rVqxQXl5ekKfDhSqQT+eHh3fV//zP/1GvXr38to+Kigr97Gc/14kT9X7bx7cF4jFJktfrVXh4uF/3IfEPj/PxXf4H4gUR6oaGBhUXF+vhhx/22T5+/Hht3769xZ/xer3yer3OdY/HI0mqqak5r1nq6uokSV98ekBfe/37l1lNxaeSJM9nHyo0xMV+DNuPJH3+z32SbPUd/XNZcZf4bT+ef32sj9/+ozIyMvy2j2/74XU3KerieL/uI9CPKRDCw7vqhRf+oLi4OL/v66KLLlJTU9N3Yj9HjhxRdvYv5PWe8Ot+TunaNULvvLNHCQkJ531fkZGRcrnO8feMfQH47LPPbEn2//7v//psX7x4sX3ZZZe1+DMLFy60JXHhwoULFy5+u3g8nnM27II4oj7l9H+12LZ9xn/JzJ8/X/fff79zvampSV988YV69ux57n/9nEVNTY0SEhJ06NAhRUVFtft+Ao25A4u5A4u5A6+zzt7Rc0dGRp5zzQUR6piYGHXp0kWVlZU+26uqqs74FFN4eHiz16S+//3vd9hMUVFRneo/zlOYO7CYO7CYO/A66+yBnPuC+GSysLAwpaamqrCw0Gd7YWGhRo4cGaSpAAA4twviiFqS7r//fmVnZ2v48OFKT0/XqlWrdPDgQd19993BHg0AgDO6YEJ900036fPPP9djjz2miooKpaSk6K9//at69+4d0DnCw8O1cOHCgLzVoyMxd2Axd2Axd+B11tmDMbfLtm07YHsDAABtckG8Rg0AQGdFqAEAMBihBgDAYIQaAACDEeoAe+aZZ5SUlKSuXbsqNTVVb7/9drBHOqu8vDxdeeWVioyMVGxsrG688UYdOHAg2GO1WV5enlwul3JycoI9yjl99tlnuu2229SzZ09169ZNQ4cOVXFxcbDHOquvv/5av/71r5WUlKSIiAj17dtXjz32WEA+S7ot/va3v+mGG25QfHy8XC6XXnnlFZ/bbdvWokWLFB8fr4iICI0ePVr79+8PzrDfcra5T548qYceekiDBw9W9+7dFR8fr1/84hf617/+FbyB/59z/Xl/24wZM+RyubR8+fKAzXcmrZm7rKxMmZmZsixLkZGRGjFihA4ePOiXeQh1AJ36qs0FCxbo73//u3784x9r0qRJfvs/tyMUFRVp5syZ2rlzpwoLC/X1119r/Pjx+vLLL4M9Wqvt2bNHq1at0uWXXx7sUc6purpaV111lUJDQ/Xaa6/p/fff15NPPtmhn4rnD0888YSeffZZ5efnq6ysTEuWLNFvf/tb/f73vw/2aD6+/PJLDRkyRPn5+S3evmTJEi1dulT5+fnas2eP3G63xo0bp9ra2gBP6utsc3/11VcqKSnRI488opKSEr388sv64IMPlJmZGYRJfZ3rz/uUV155Rbt27VJ8vH+/yKW1zjX3P//5T1199dXq37+/3nrrLb377rt65JFH1LVrV/8MdN7feIFW+9GPfmTffffdPtv69+9vP/zww0GaqO2qqqpsSXZRUVGwR2mV2tpaOzk52S4sLLRHjRpl33vvvcEe6aweeugh++qrrw72GG12/fXX23feeafPtsmTJ9u33XZbkCY6N0n2pk2bnOtNTU222+22H3/8cWfbiRMnbMuy7GeffTYIE7bs9Llbsnv3bluS/emnnwZmqFY409yHDx+2f/CDH9j79u2ze/fubS9btizgs51NS3PfdNNNAf1vmyPqADn1VZvjx4/32X62r9o00amv+4yOjg7yJK0zc+ZMXX/99Ro7dmywR2mVV199VcOHD9fPf/5zxcbG6oorrtDq1auDPdY5XX311XrjjTf0wQcfSJLeffddbdu2TT/5yU+CPFnrlZeXq7Ky0ud3NDw8XKNGjepUv6PSN7+nLpfL+GdimpqalJ2drQceeECDBg0K9jit0tTUpL/85S+67LLLNGHCBMXGxiotLe2sT+ufL0IdIMeOHVNjY2OzLwGJi4tr9mUhprJtW/fff7+uvvpqpaSkBHucc9q4caNKSkqUl5cX7FFa7eOPP9aKFSuUnJys119/XXfffbfmzJmjP/zhD8Ee7aweeugh3XLLLerfv79CQ0N1xRVXKCcnR7fcckuwR2u1U7+Hnfl3VJJOnDihhx9+WFlZWcZ/2cUTTzyhkJAQzZkzJ9ijtFpVVZXq6ur0+OOPa+LEidq8ebP+7d/+TZMnT1ZRUZFf9nnBfISoKdryVZummTVrlt577z1t27Yt2KOc06FDh3Tvvfdq8+bN/nvdyA+ampo0fPhw5ebmSpKuuOIK7d+/XytWrNAvfvGLIE93Zi+99JLWr1+vDRs2aNCgQSotLVVOTo7i4+M1derUYI/XJp35d/TkyZO6+eab1dTUpGeeeSbY45xVcXGxfve736mkpKTT/PlKck6Q/OlPf6r77rtPkjR06FBt375dzz77rEaNGtXh++SIOkDa81WbJpk9e7ZeffVVbd26VZdcckmwxzmn4uJiVVVVKTU1VSEhIQoJCVFRUZGeeuophYSEqLGxMdgjtqhXr14aOHCgz7YBAwYYfcKhJD3wwAN6+OGHdfPNN2vw4MHKzs7Wfffd16mezXC73ZLUaX9HT548qSlTpqi8vFyFhYXGH02//fbbqqqqUmJiovM7+umnn2ru3Lnq06dPsMc7o5iYGIWEhAT095RQB0hn/apN27Y1a9Ysvfzyy3rzzTeVlJQU7JFaZcyYMdq7d69KS0udy/Dhw3XrrbeqtLRUXbp0CfaILbrqqquavf3tgw8+CPiXx7TVV199pYsu8v3rpEuXLsa9PetskpKS5Ha7fX5HGxoaVFRUZPTvqPT/I/3hhx9qy5Yt6tmzZ7BHOqfs7Gy99957Pr+j8fHxeuCBB/T6668He7wzCgsL05VXXhnQ31Oe+g6gzvhVmzNnztSGDRv0xz/+UZGRkc7RhmVZioiICPJ0ZxYZGdnsdfTu3burZ8+eRr++ft9992nkyJHKzc3VlClTtHv3bq1atUqrVq0K9mhndcMNN2jx4sVKTEzUoEGD9Pe//11Lly7VnXfeGezRfNTV1emjjz5yrpeXl6u0tFTR0dFKTExUTk6OcnNzlZycrOTkZOXm5qpbt27KysoK4tRnnzs+Pl4/+9nPVFJSoj//+c9qbGx0fk+jo6MVFhYWrLHP+ed9+j8oQkND5Xa71a9fv0CP6uNccz/wwAO66aabdM011+jaa69VQUGB/vSnP+mtt97yz0ABO78ctm3b9tNPP2337t3bDgsLs4cNG2b825wktXhZu3ZtsEdrs87w9izbtu0//elPdkpKih0eHm7379/fXrVqVbBHOqeamhr73nvvtRMTE+2uXbvaffv2tRcsWGB7vd5gj+Zj69atLf73PHXqVNu2v3mL1sKFC223222Hh4fb11xzjb13797gDm2ffe7y8vIz/p5u3brV2LlbYsrbs1oz95o1a+xLL73U7tq1qz1kyBD7lVde8ds8fM0lAAAG4zVqAAAMRqgBADAYoQYAwGCEGgAAgxFqAAAMRqgBADAYoQYAwGCEGgAAgxFqAB1m0aJFGjp0aLDHAL5T+GQyAK1yrq8inDp1qvLz8+X1ejvFl0IAnQWhBtAq3/76x5deekm/+c1vfL5BKCIiQpZlBWM04DuNp74BtIrb7XYulmXJ5XI123b6U9+33367brzxRj366KOKjY1VVFSUZsyYoYaGhuA9EKCT4WsuAfjVG2+8oa5du2rr1q365JNPdMcddygmJkaLFy8O9mhAp8ARNQC/CgsL03PPPadBgwbp+uuv12OPPaannnpKTU1NwR4N6BQINQC/GjJkiLp16+ZcT09PV11dnQ4dOhTEqYDOg1ADCIpznUUO4BuEGoBfvfvuu6qvr3eu79y5U9/73vd0ySWXBHEqoPMg1AD8qqGhQdOmTdP777+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", "text/plain": [ "
" ] @@ -976,7 +1054,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "id": "2ae6d6b2-9001-4ded-ba3a-225861cbe451", "metadata": {}, "outputs": [], @@ -991,7 +1069,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "id": "67a9c9c1-dd4e-41b6-9d29-b475a1189268", "metadata": {}, "outputs": [ @@ -999,7 +1077,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "[Stage 23:=====================================================>(149 + 1) / 150]\r" + "[Stage 22:=====================================================>(219 + 2) / 221]]\r" ] }, { @@ -1009,11 +1087,11 @@ "+--------------------+-------------------+-------------------+-------+-----+------------+-------------+-----------+------------+----+---+-----+-------------+--------------+-------------+--------------+-----+------------+----+---+\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", - "|f8cdeea6aafc3766e...|2019-01-19 15:00:00|2019-01-19 15:00:00| 247| 0.6| 17031410900| 17031410800| 41| 41| 2.5| 0| 5.05|41.7971534246|-87.5823657023|41.7979652088|-87.5896070309| 1| 19| 15| 7|\n", - "|cf4b771fa216d6876...|2019-01-19 17:30:00|2019-01-19 17:30:00| 472| 1.3| 17031410500| 17031411200| 41| 41| 5.0| 0| 7.55|41.7978270187|-87.6037457654|41.7905666284|-87.5940154442| 1| 19| 17| 7|\n", - "|3298aedd93d1ae9d2...|2019-01-19 18:00:00|2019-01-19 18:00:00| 253| 0.7| 17031410900| 17031411200| 41| 41| 2.5| 0| 5.05|41.7971534246|-87.5823657023|41.7905666284|-87.5940154442| 1| 19| 18| 7|\n", - "|8ebe40ca044486aa0...|2019-01-19 22:00:00|2019-01-19 22:15:00| 461| 1.2| 17031411100| 17031410600| 41| 41| 5.0| 1| 8.55|41.7904478989|-87.5904311285|41.7979711911|-87.5989445134| 1| 19| 22| 7|\n", - "|b6f36968431e81a32...|2019-01-19 23:00:00|2019-01-19 23:15:00| 472| 1.1| 17031410100| 17031836300| 41| 41| 5.0| 2| 9.55|41.8012268363|-87.5853031602|41.8015328005|-87.6017598207| 1| 19| 23| 7|\n", + "|7f2f93bb0ccaf0618...|2019-01-09 07:15:00|2019-01-09 07:30:00| 288| 1.3| 17031410800| 17031836200| 41| 41| 5.0| 0| 7.55|41.7979652088|-87.5896070309|41.7904693995|-87.6012851221| 1| 9| 7| 4|\n", + "|4c647f91b10ba39e9...|2019-01-09 08:15:00|2019-01-09 08:15:00| 363| 1.4| 17031411000| 17031836200| 41| 41| 5.0| 0| 7.55|41.7905062613|-87.5831437169|41.7904693995|-87.6012851221| 1| 9| 8| 4|\n", + "|f249be7b043562afe...|2019-01-09 08:45:00|2019-01-09 08:45:00| 64| 0.0| null| null| 41| 41| 2.5| 0| 5.05| 41.794090253| -87.592310855| 41.794090253| -87.592310855| 1| 9| 8| 4|\n", + "|99f8bcc7d6339c79a...|2019-01-09 09:15:00|2019-01-09 09:15:00| 230| 0.8| 17031836300| 17031410100| 41| 41| 5.0| 0| 7.55|41.8015328005|-87.6017598207|41.8012268363|-87.5853031602| 1| 9| 9| 4|\n", + "|ae941a97ba7e287cd...|2019-01-09 19:15:00|2019-01-09 19:15:00| 331| 1.4| 17031410500| 17031836200| 41| 41| 5.0| 0| 7.55|41.7978270187|-87.6037457654|41.7904693995|-87.6012851221| 1| 9| 19| 4|\n", "+--------------------+-------------------+-------------------+-------+-----+------------+-------------+-----------+------------+----+---+-----+-------------+--------------+-------------+--------------+-----+------------+----+---+\n", "only showing top 5 rows\n", "\n" @@ -1033,7 +1111,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "id": "2c54ef92-e61e-4827-ad6c-bb8b9405e701", "metadata": {}, "outputs": [ @@ -1041,12 +1119,12 @@ "name": "stderr", "output_type": "stream", "text": [ - " \r" + " ]\r" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -1067,7 +1145,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "id": "a4969a36-7c79-422e-a1b1-cf2017208b55", "metadata": {}, "outputs": [ @@ -1080,7 +1158,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1107,7 +1185,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "id": "880c5d7d-6e3f-4780-80ef-9d993a65eff0", "metadata": {}, "outputs": [], @@ -1117,7 +1195,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "id": "a1b60972-6242-4259-8209-87d9fe9e750f", "metadata": {}, "outputs": [ @@ -1125,7 +1203,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "[Stage 80:====================================================> (131 + 4) / 135]]\r" + "[Stage 75:=============>(220 + 1) / 221][Stage 76:=============>(219 + 2) / 221]]\r" ] }, { @@ -1135,7 +1213,7 @@ "+-------------------------+\n", "|approx_count_distinct(ID)|\n", "+-------------------------+\n", - "| 199983|\n", + "| 275674|\n", "+-------------------------+\n", "\n" ] @@ -1156,7 +1234,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "id": "4170f6ac-afca-44c9-9e2e-7e78670de3d1", "metadata": {}, "outputs": [ @@ -1169,7 +1247,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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rTVpeoxOd06dPw8nJCVKpFC+//DK2b9+O4OBgFBQUAAC8vb1N2nt7e3P7CgoKIJFI4Obmds82Xl5etc7r5eVl0ubu87i5uUEikXBt6rJs2TJu3o9cLoe/v38j3z2pj7O9GO+OMxT9XJdwGdk3aCEwQggh/Gt0ohMUFIT09HQkJyfjlVdeQUxMDDIzM7n9dxd5ZIzdt/Dj3W3qat+UNndbtGgRFAoFt+Xm5t4zLtI440J98VAXD6i1erz7ewaY7daLJYQQYiYanehIJBJ07twZ4eHhWLZsGXr16oXPP/8cPj4+AFCrR6WoqIjrffHx8YFarUZJSck92xQWFtY6b3FxsUmbu89TUlICjUZTq6fnTlKplLtjzLiR5mMo+hkCiZ0Qf128gV2n8vkOiViKykqgQwfDVlnJdzSkBVVqKtHhsw7o8FkHVGroWpOW98Dr6DDGoFKpEBgYCB8fH8THx3P71Go1EhMTMWjQIABAWFgYxGKxSZv8/HxkZGRwbSIiIqBQKJCSksK1+eeff6BQKEzaZGRkID//9hfpvn37IJVKERYW9qBviTyAQA8ZZkV2AgB8uCsT5dVU9JM0AGPA1auGjXoCrRpjDFcVV3FVcZV6fUmrsGtM43/9618YPXo0/P39UV5eji1btiAhIQFxcXEQCASYN28ePvroI3Tp0gVdunTBRx99BEdHR0yfPh0AIJfL8fzzz2PBggVo06YN3N3dsXDhQvTs2RPDhw8HAHTv3h2jRo1CbGwsvv76awDAiy++iHHjxiEoKAgAEBUVheDgYERHR2P58uW4desWFi5ciNjYWOqlMQMvD+2EHSfykH2zEiv3XcCSCT34DokQQoiNalSiU1hYiOjoaOTn50MulyM0NBRxcXEYMWIEAODNN99EVVUVZs2ahZKSEgwYMAD79u2Ds7Mzd4zVq1fDzs4OU6dORVVVFR599FFs2LABIpGIa7Np0ybMnTuXuztrwoQJWLt2LbdfJBJh9+7dmDVrFgYPHgwHBwdMnz4dK1aseKAPgzQPe7EIH04KQfR3KfhvUjYmh7VDSFs532ERQgixQQJmw32HZWVlkMvlUCgU1BPUAl7dfAJ/nLyOXu3k2DZrMETCe09KJzZMqQScnAyPKyoAmYzfeEiLUaqVcFpmuNYViyogk9C1Jo3XmO9vqnVFWsy7Y7vDWWqHk9cU+Dklh+9wCCGE2CBKdEiL8XKxx8KRhnlVn8adQ1E5Ff0khBDSuijRIS3q6YEB6NlWjvJqLT6iop+kPgIBEBxs2O6z7haxbAKBAMGewQj2DL7vGmuENAeao0NzdFrcqWulmPjl32AM+PmFARjU2YPvkAghhFgwmqNDzEpoO1dEDwwAALyzIwMqre4+ryCEEEKaByU6pFUsiAqCh5MUV24o8U3iFb7DIYQQYiMo0SGtQu4gxrvjugMA1h66hKs3qegnuUNlJdCjh2GjEhBWrVJTiR7reqDHuh5UAoK0Ckp0SKuZ0MsPgzu3gUqrx3u/n6Hl38ltjAGZmYaNfi+sGmMMmcWZyCzOpL8BpFVQokNajUAgwIcTQyARCZF4oRh7Mwru/yJCCCHkAVCiQ1pVR08nvDy0IwDg/T/OoEKl5TkiQggh1owSHdLqZg3rjIA2jigsU2HVvgt8h0MIIcSKUaJDWp29WIQPJoYAADYczcKZ6wqeIyKEEGKtKNEhvBja1RNje/pCz4B/b8+AXk+TEgkhhDQ/SnQIb94dFwwnqR3Sc0ux+RgV/bRpAgEQEGDYqCyAVRMIBAiQByBAHkAlIEiroBIQVAKCV98fycIHuzLhYm+Hgwsj4eEk5TskQgixCIwxm00WG/P9bddKMRFSp2ciAvBb6jVk5pfhoz1nsWpqb75DIoQQqLQ6VKv1UOv00NRsaq3xZ2Z47u6fa9qY/KzTQ6O96+ea59TcfuM5mMn5jK+7/Ry745x62AmF+GRyTzzWpx3fH5dZo0SH8MpOJMTSx0Lw+Pqj2JaWhylh/ojo1IbvsAghNuzIxRt47sdjUGv1fIdyT2qdHr+lXqNE5z4o0SG869PeDdP7t8emf3Lw7u8Z2DP3IUjsaPqYTamqAh5+2PD48GHAwYHfeEiLqdJU4eENhmt9eOZhOIjN71rvOnXdJMmRiIQQiwQQ2wkhFgkhEQkhsat5TnT7ObHdXT8b99vd4zV3HVd8x3O3X2N4jttvJ0TurUpM+yYZJ3JKodXpYSeiv5n1oUSHmIU3R3bDn2cKcKmoAt/+dQWzh3XmOyTSmvR64Pjx24+J1dIzPY5fP849NkcnrxmWvFg3oy9Gh/iY5TwYXxd7ONvbobxai3MF5QhpK+c7JLNFKSAxC3JHMf491lD084sDF5F7i4r9EUJaX5VahwuF5QCAPu1dzTLJAQChUIC+7d0AAMezb/EcjXmjRIeYjUm92yKio6Ho5+KdVPSTENL6MvMV0OkZPJ2l8HGx5zucewoPqEl0rpbwHIl5o0SHmA2BQIAPJ4VALBLg4Lki/HmmkO+QCCE2Jj3XMGzVq53cbHtzjMI6GBKdVEp07okSHWJWOns54aWHOwEwFP1UUtFPQkgrOnWtFAAQ2s6V1zgaore/K0RCAfIV1cgrreI7HLNFiQ4xO3Me6Qx/dwfkK6rx2X4q+kkIaT2naiYi9/J35TeQBnCU2KGHn2GxPJqnUz+664qYHXuxCB9MCMGzG47h+7+z0c7NER5OUsikIjjb20EmtYNMYgcnqR2c7O0gptsqrYOHB98RkFbi4Wie11pRpUHWDSUAINRC7mLq294Np64pkHa1BBN7t+U7HLNEiQ4xS8O6eWF0iA/2ZhRg8c4z92wrsRMakh6pIQlykopq/nvnc7cfcwmT5I599ob/Su2EZj8ub5VkMqC4mO8oSCuQSWQofsM8r/Xpmt6c9u6OcJNJeI6mYcI7uGHD0WyakHwPlOgQs/XhpBA429uhuFwFpUqHcpUWypqtQqWFqmZBL7VWj1taNW4p1Q98TpFQcEdSdO+EyUkqgpO9HeQOYgwIbAOZlP53IsSSneTm51hGbw4AhAe4AwDO5pehQqWFE/0dqoU+EWK2PJyk+HRyr3r3a3R6LulRqnSoUGlQodJxz1VU1yRFamOCpEN5zXNKtWkbpVoHANDpGRRVGiiqNI2Kta2rA5Y93hMPd/V8oPdMCOHPydxSAEAvC5iIbOQjt0dbVwfklVYhPacUQ7qY57AgnyjRIRZLLBLC1VECV8cH72LW6xkqNTpUVBsTJ8Nm2otkSKYMSdXtnqWLhRXIK63CM9+n4Mlwf/x7XHe42Iub4R3akKoqYPRow+O9e6kEhBWr0lRh9CbDtd47Y69ZlYCwpInIdwrv4Ia89Cocv3qLEp06UKJDCAyrjBqHpRpLqdJi+Z/nseFoNn45novEC8X46PEQPNLNuwUitVJ6PZCYePsxsVp6pkfi1UTusbkoLKtGQVk1hAIgpK0L3+E0SniAG35Pv07r6dSDblch5AHJpHZYMqEH/vdSBDq0cURBWTWe23Ac839JR2nlg88bIoS0POOwVRcvZzhKLKsPIKxmns6JnFLo9LSi/N0o0SGkmfQPdMfe1x5G7EOBEAiAbSfyMGL1Yfx5poDv0Agh92EctrKkichGQT7OcJLaoUKlxbmCMr7DMTuU6BDSjBwkIvx7bDC2vjIInTxlKC5X4aWfUvHq5hO4WaHiOzxCSD24O64sbH4OYLhbtE97VwBUDqIulOgQ0gL6tnfD7rkP4ZXIThAJBfjj5HVErT6MXaeuU7FSQswMYwyn8ww9Or0t6I6rO4UFUN2r+jQq0Vm2bBn69esHZ2dneHl5YdKkSTh//rxJG4FAUOe2fPlyrk1kZGSt/dOmTTM5TklJCaKjoyGXyyGXyxEdHY3S0lKTNjk5ORg/fjxkMhk8PDwwd+5cqNU0J4KYB3uxCG+N6obtswYhyNsZN5VqzPn5BF7ZmIbicurdIcRc5NyqRGmlBhKREEE+znyH0yTG9XSOZ1Oic7dGJTqJiYmYPXs2kpOTER8fD61Wi6ioKCiVSq5Nfn6+yfb9999DIBDgiSeeMDlWbGysSbuvv/7aZP/06dORnp6OuLg4xMXFIT09HdHR0dx+nU6HsWPHQqlU4siRI9iyZQu2bt2KBQsWNOVzIKTFhLZzxR+vDsHcR7vATihA3JkCjFidiO0nrlHvzp0cHQ0bsXqOYkc4is3nWqfXTETu7ucCiZ1lDnT0bu8KoQDIK61CgaKa73DMSqOmlsfFxZn8/MMPP8DLywupqal4+OGHAQA+Pj4mbX7//XcMGzYMHTt2NHne0dGxVlujs2fPIi4uDsnJyRgwYAAA4Ntvv0VERATOnz+PoKAg7Nu3D5mZmcjNzYWfnx8AYOXKlZg5cyaWLl0KFxfLuj2QWDeJnRDzR3TFyB7eePO3UzhzvQyv/3ISu07mY+ljPeEjt+c7RH7JZMAd/2Ai1ksmkUH5L/O61tz6ORY4EdnISWqH7r4uOHO9DMev3sK4UD++QzIbD5S6KhSGXw53d/c69xcWFmL37t14/vnna+3btGkTPDw80KNHDyxcuBDl5eXcvqSkJMjlci7JAYCBAwdCLpfj6NGjXJuQkBAuyQGAkSNHQqVSITU1tc54VCoVysrKTDZCWlMPPzl2zB6MhVFdIRYJcOBcEUasTsT/judS7w4hPDlVMxHZklZErkt4zTwdGr4y1eREhzGG+fPnY8iQIQgJCamzzY8//ghnZ2c8/vjjJs/PmDEDmzdvRkJCAt59911s3brVpE1BQQG8vLxqHc/LywsFBQVcG29v0wXZ3NzcIJFIuDZ3W7ZsGTfnRy6Xw9/fv1HvmZDmIBYJMeeRLtg99yH0aidHebUWb/52CjE/HENeaRXf4RFiU7Q6PTLyDP/o7eVvuT06ABDWwdDpQBOSTTU50ZkzZw5OnTqFzZs319vm+++/x4wZM2Bvb9otHxsbi+HDhyMkJATTpk3Db7/9hv379yMtLY1rU1cFacaYyfMNaXOnRYsWQaFQcFtubu593ychLaWrtzO2vjIIi0Z3g8ROiMMXijFy9WFs+ueq7fXuVFcDY8catmqaX2DNqrXVGPvzWIz9eSyqtfxf60vFFajS6OAktUNHDye+w3kgxh6dzPwyKFVanqMxH01KdF599VXs3LkThw4dQrt27eps89dff+H8+fN44YUX7nu8vn37QiwW4+LFiwAM83wKCwtrtSsuLuZ6cXx8fGr13JSUlECj0dTq6TGSSqVwcXEx2Qjhk51IiJeGdsLe1x5CWIAbKlRa/Ht7Bmb83z/IvVXJd3itR6cD9uwxbDod39GQFqTT67Dn4h7subgHOj3/19q4InJIWxcIhXX/I9lS+Lk6wE9uD52ece+LNDLRYYxhzpw52LZtGw4ePIjAwMB623733XcICwtDr171V582OnPmDDQaDXx9fQEAERERUCgUSElJ4dr8888/UCgUGDRoENcmIyMD+fn5XJt9+/ZBKpUiLCysMW+LEN518nTC/16KwLvjgmEvFuLo5ZuIWn0YG/7Ogp6WdCekxZzkJiK78htIM+lrnKdDw1ecRiU6s2fPxsaNG/Hzzz/D2dkZBQUFKCgoQFWV6byCsrIy/Prrr3X25ly+fBkffPABjh8/juzsbOzZswdTpkxBnz59MHjwYABA9+7dMWrUKMTGxiI5ORnJycmIjY3FuHHjEBQUBACIiopCcHAwoqOjceLECRw4cAALFy5EbGws9dQQiyQSCvD8kEDEvfYwBgS6o0qjw5I/MjHtm2Rk3TCvu1QIsRbcRGQLXBG5LuG0cGAtjUp01q9fD4VCgcjISPj6+nLbL7/8YtJuy5YtYIzhqaeeqnUMiUSCAwcOYOTIkQgKCsLcuXMRFRWF/fv3QyQSce02bdqEnj17IioqClFRUQgNDcVPP/3E7ReJRNi9ezfs7e0xePBgTJ06FZMmTcKKFSsa+xkQYlY6eMiwOXYgPpzYA44SEVKyb2HUZ4fxf39doYJ9hDSjao0O5/INd/xaYo2ruoTXTEhOyymh3uAaAmZzsx5vKysrg1wuh0KhoF4gYpZyb1Vi0bbTOHLpBgCgT3tXLJ8cis5elrl6a72USsCpZiJoRYVhXR1ilZRqJZyWGa51xaIKyCT8XesTOSV4bN1RtJFJcPyd4fXeyGJJtDo9Qt/fh0q1DnHzHkI3H+v8bmvM97dlLgFJiI3wd3fET8/3x8eP94Sz1A4nckox5osjWJdwCVqdnu/wCLFoxgm7oe3kVpHkAIYbHIwFPmk9HQNKdAgxcwKBANP6t8efrz+MyCBPqLV6fBp3Ho+tO4pzBbToJSFNZVwROdRKJiIbhQXQejp3okSHEAvh5+qAH2b2w4opveBib4fTeQqMX3MEn++/CI2l9+7IZABjho2GrayaTCIDW8zAFjNeh60A4GTNROTeVjIR2YhbIfnqLZ4jMQ+U6BBiQQQCASaHtUP8/KEY3t0bGh3D6v0XMGHt38jIU/AdHiEWo6xagys1dzNay0Rkoz41BT5zb1WhqIz/RRn5RokOIRbI28Ue3z4Ths+n9Yaboxhn88sw8cu/seLP81Bp+V+EjRBzl3FNAcaAtq4OaOMk5TucZuVsL0ZQzSRkWk+HEh1CLJZAIMDE3m2x7/WhGNPTBzo9w9pDlzB+zRHLWxW1uhqYMsWwUQkIq1atrcaUX6dgyq9TeC0BwS0UaOH1reoTFuAKgCYkA5ToEGLxPJ2lWDcjDOtm9IWHkwQXCivw2Lq/sWzvWVRrLKR3R6cDfvvNsFEJCKum0+vwW+Zv+C3zN15LQFhLxfL6hBsnJOdQokOJDiFWYkxPX+x7fSgm9vaDngFfJ17BmC/+QipNSCSkFmu948oorGZC8pk8BarUtv2PB0p0CLEi7jIJPp/WB98+Ew4vZymuFCsx+askfPBHps3/sSPEqLhchbzSKggEQE8rm4hs1M7NAd4uUmj1jLu7zFZRokOIFRoR7I3414fiib7twBjw/d9Z+PeO03yHRYhZMA5bdfJ0gpPUjt9gWohAILg9fGXjE5Ip0SHESskdxVg5tRe+iQ4DAGw/kYcLheU8R0UI/05yw1bW2ZtjZBy+Op5t28PXlOgQYuWievhgdIgPGANWx1/gOxxCeHfKShcKvFt4h9uVzG25wCclOoTYgNdHdIVAAOzNKKCFBYlNY4xZ/URko+6+LnAQi1BWrcWl4gq+w+ENJTqE2ICu3s6Y2MsPALDKHHt1HB0NVcsrKgyPidVyFDuiYlEFKhZVwFHc+tf6WkkVbinVEIsE6O7r3Ornb01ikZBbJ8iW19OhRIcQG/Ha8K4QCQU4eK4Iaea2toZAYKhxJZMZHhOrJRAIIJPIIJPIeKkYbrwDqZuPC6R2olY/f2szTki25bpXlOgQYiMCPWSY3LcdAGDVPjPs1SGkFZyykYnIRmE183TSbPjOK0p0CLEhrz7aGWKRAEcu3UDS5Zt8h3ObSgXMnGnYVCq+oyEtSKVVYeaOmZi5YyZU2ta/1sbyKL2sfCKyUd/2bhAIgOyblSgut83/tyjRIcSGtHNzxLR+7QEAq+LPgzEzuRNDqwV+/NGwabV8R0NakFavxY8nf8SPJ3+EVt+611qnZ9xkfGst/XA3uYMYXb0Mc5FsdT0dSnQIsTFzHukMqZ0Qx7JLcPjiDb7DIaTVXC6ugFKtg6NEhM5eTnyH02rCuNvMbXOeDiU6hNgYbxd7RA8MAACs3GdGvTqEtDDjsFWInxwioe1Meg83LhxIPTqEEFvxcmQnOEpEOHVNgf1ni/gOh5BWYWsTkY2Md15l5ClQrbG9mneU6BBigzycpJg5qAMAQ6+OLa+aSmyHcUVkW5mIbOTv7gBPZyk0utuLJdoSSnQIsVEvPtwRzlI7nCsox56MfL7DIaRFqbQ6nM031HqzlYnIRgKBAGHtjcNXtjdPhxIdQmyUq6MELzzUEYBhtWStTs9zRIS0nHP55VDr9HBzFMPf3YHvcFodV/fKBldIpkSHEBv23JAOcHUU40qxEr+nX+cvEEdHoKjIsFEJCKvmKHZE0cIiFC0satUSEMZhq57tXHlZkZlvxkrmqTklNncDAiU6hNgwZ3sxXh7aCQDw+YGL0PDVqyMQAJ6ehs0Gv4RsiUAggKfME54yz1ZNOE7WzE3pbWMTkY16+MkhtROitFKDy8VKvsNpVZToEGLjnokIgIeTBDm3KvFb6jW+wyGkRRh7dKy9Ynl9JHZCbhK2ra2nQ4kOITbOUWKHWZGdAQBfHLjIz+2nKhUwe7ZhoxIQVk2lVWH27tmYvXt2q5WAqFBpcbGoAgAQ6m+bPTrAHevp2Ng8HUp0CCGYPqA9fFzska+oxpaUnNYPQKsF1q0zbFQCwqpp9VqsO74O646va7USEBl5CjAG+Mrt4eVs3yrnNEfchGQbWziQEh1CCOzFIrz6qKFXZ+2hy6hS296iYsR63R62st3eHMBQ4BMArtxQ4maF7fScUqJDCAEATAnzh7+7A25UqPBTcjbf4RDSbIwTkW1tocC7uTpK0KWmxpct9epQokMIAWCYrDj3kS4AgPUJl1GhoiEkYh24FZFtdCLynbjbzCnRIYTYosf6tEVHDxlKKjX44UgW3+EQ8sBuVqiQe6sKABDS1raHrgBKdAghNs5OJMS8EV0BAN/8dQWKSg3PERHyYE7lGYatOnrIIHcQ8xwN/8I7GAp8nspTQKW1jbl4jUp0li1bhn79+sHZ2RleXl6YNGkSzp8/b9Jm5syZEAgEJtvAgQNN2qhUKrz66qvw8PCATCbDhAkTcO2a6fodJSUliI6Ohlwuh1wuR3R0NEpLS03a5OTkYPz48ZDJZPDw8MDcuXOhVqsb85YIIXcZ19MXQd7OKK/W4tu/rvAdDiEP5FSubVYsr0+HNo5oI5NArdUjI882Cnw2KtFJTEzE7NmzkZycjPj4eGi1WkRFRUGpNF1lcdSoUcjPz+e2PXv2mOyfN28etm/fji1btuDIkSOoqKjAuHHjoNPdzi6nT5+O9PR0xMXFIS4uDunp6YiOjub263Q6jB07FkqlEkeOHMGWLVuwdetWLFiwoCmfAyGkhlAowPwoQ6/O939ntc7dGQ4OQFaWYXOwvTpEtsRB7ICs17KQ9VoWHMQtf61ttWJ5fQQCATd8ZTPr6bAHUFRUxACwxMRE7rmYmBg2ceLEel9TWlrKxGIx27JlC/dcXl4eEwqFLC4ujjHGWGZmJgPAkpOTuTZJSUkMADt37hxjjLE9e/YwoVDI8vLyuDabN29mUqmUKRSKBsWvUCgYgAa3J8RW6PV6Nu6Lv1jAW7vY0t2ZfIdDSJPo9XoW9mE8C3hrFzuefYvvcMzG14mXWMBbu9gLPx7jO5Qma8z39wPN0VEoDN1e7u7uJs8nJCTAy8sLXbt2RWxsLIqKirh9qamp0Gg0iIqK4p7z8/NDSEgIjh49CgBISkqCXC7HgAEDuDYDBw6EXC43aRMSEgI/Pz+uzciRI6FSqZCamlpnvCqVCmVlZSYbIaQ2geB2r86PR7NRVFbNc0SENN51RTVuVKhgJxSgh58L3+GYjbAAw3d22lXbKPDZ5ESHMYb58+djyJAhCAkJ4Z4fPXo0Nm3ahIMHD2LlypU4duwYHnnkEahqlnUvKCiARCKBm5ubyfG8vb1RUFDAtfHy8qp1Ti8vL5M23t7eJvvd3NwgkUi4NndbtmwZN+dHLpfD39+/qW+fEKsX2dUTYQFuUGn1+PLQpZY9mVoNvPGGYaN5dlZNrVPjjX1v4I19b0Cta9lrfSq3FADQ1dsZ9mJRi57LkoS0dYHEToibSjWyblh/gc8mJzpz5szBqVOnsHnzZpPnn3zySYwdOxYhISEYP3489u7diwsXLmD37t33PB5jzKSSbV1VbZvS5k6LFi2CQqHgttzc3HvGRIgtEwgEWFDTq/NzSg6ulVS23Mk0GmDFCsOmoTu9rJlGp8GKpBVYkbQCGl3LXmtaKLBuUjsRetVMzj5uA7eZNynRefXVV7Fz504cOnQI7dq1u2dbX19fBAQE4OLFiwAAHx8fqNVqlJSYfrhFRUVcD42Pjw8KCwtrHau4uNikzd09NyUlJdBoNLV6eoykUilcXFxMNkJI/QZ18sCgTm2g0TGsPdjCvTqENLPbCwXSHVd362tcT8cGJiQ3KtFhjGHOnDnYtm0bDh48iMDAwPu+5ubNm8jNzYWvry8AICwsDGKxGPHx8Vyb/Px8ZGRkYNCgQQCAiIgIKBQKpKSkcG3++ecfKBQKkzYZGRnIz8/n2uzbtw9SqRRhYWGNeVuEkHsw9ur8mnoN2TbQzU2sg17PcPqa8dZyV36DMUPhNfN0UnMo0TExe/ZsbNy4ET///DOcnZ1RUFCAgoICVFUZVp2sqKjAwoULkZSUhOzsbCQkJGD8+PHw8PDAY489BgCQy+V4/vnnsWDBAhw4cAAnTpzA008/jZ49e2L48OEAgO7du2PUqFGIjY1FcnIykpOTERsbi3HjxiEoKAgAEBUVheDgYERHR+PEiRM4cOAAFi5ciNjYWOqpIaQZhQW4IzLIEzo9wxcHLvIdDiENcuWGEuUqLezFQnT1duI7HLNjvMX8UlEFSiute15coxKd9evXQ6FQIDIyEr6+vtz2yy+/AABEIhFOnz6NiRMnomvXroiJiUHXrl2RlJQEZ2dn7jirV6/GpEmTMHXqVAwePBiOjo74448/IBLdniy2adMm9OzZE1FRUYiKikJoaCh++uknbr9IJMLu3bthb2+PwYMHY+rUqZg0aRJWrFjxoJ8JIeQuC0YY/oGxPT0PFwvLeY6GkPszDlv18JPDTkRFAO7mLpOgo6cMgPWXg7BrTOP73Ybm4OCAP//8877Hsbe3x5o1a7BmzZp627i7u2Pjxo33PE779u2xa9eu+56PEPJgeraTY2QPb/x5phCf7b+IL2f05TskQu7plHEiMg1b1Ss8wA1XipU4frUEj3ave26rNaA0lxDSIK+P6AqBANh9Oh9nrtvG0vHEcp3kVkSmicj14ebpWPmEZEp0CCEN0s3HBeNDDQt0ro5v5rk6Dg5ARoZhoxIQVs1B7ICMVzKQ8UpGi5WAUGv1OHPdsCAsTUSuX1gHwzydk9dKodbqeY6m5VCiQwhpsNeGd4FQAOw/W4j0msXYmoVQCPToYdiE9GfJmgkFQvTw6oEeXj0gFLTMtb5QWA61Vg8Xezt0aOPYIuewBh09ZHBzFEOl1SPDintp6S8KIaTBOnk64fG+hrWzVu47z3M0hNTNOGwV2s613gVkiWmBT2sevqJEhxDSKK892gV2QgH+ungD/1y52TwHVauBJUsMG5WAsGpqnRpLEpZgScKSFisBcSrXuCIyzc+5H2Pdq+NXb/EcScuhRIcQ0ij+7o54sp+hTtzKfReapyigRgO8/75hoxIQVk2j0+D9xPfxfuL7LVYC4s4eHXJv4TXzdFKvllptgU9KdAghjTbnkc6Q2AmRkn0LRy7d4DscQjiVai0u1Kz1RLeW31/PtnJIRELcqFAh51YL1rPjESU6hJBG85U7YMaA9gCasVeHkGZw5noZ9AzwcpbCR27Pdzhmz14sQkhbQzWB41Y6T4cSHUJIk7wS2QkOYhHSc0tx8FwR3+EQAgA4WXM3IFUsb7jwDsZ5OpToEEIIx8vZHjGDOgAw9Oro9dSrQ/h3e0VkmojcUNydV1Y6IZkSHUJIk730cEc4Se2QmV+GuDMFfIdDCFfjiiYiN5wx0blQWAFFpfXdDECJDiGkydxkEjw/JBAAsCr+AnTUq0N4VFqpRvZNw4TaUOrRaTAPJykCPQwFPtNyrG/4ihIdQsgDef6hQMgdxLhUVIE/Tl5v2kHs7YGUFMNmTxNIrZm9nT1SXkhBygspsLdr3mttHLYKaOMIV0dJsx7b2vVtb+jVscb1dCjRIYQ8EBd7MV58uCMA4LP9F6DRNaFmjkgE9Otn2ESiZo6QmBORUIR+bfuhX9t+EAmb91obh63otvLGM66nY413XlGiQwh5YDMHdUAbmQTZNyuxLe0a3+EQG3WypkeHhq0aLzzgdoHPJv1jxYxRokMIeWAyqR1eiewEAPjiwCWotLrGHUCtBpYvN2xUAsKqqXVqLP97OZb/vbzZS0DQreVN18nTCXIHMao1emTWVH63FpToEEKaxdMDA+DtIkVeaRV+OZbbuBdrNMCbbxo2KgFh1TQ6Dd7c/ybe3P9ms5aAKFBUo6hcBaEA6OHn0mzHtRVC4e0Cn9a2ng4lOoSQZmEvFmHOsM4AgLUHL6Fa08heHUIegLG+VVdvZzhK7PgNxkJZ63o6lOgQQprN1H7+aOvqgKJyFTYmX+U7HGJDaCLygzPO0zmeXWJVZV0o0SGENBupnQivPdoFALAu4TKUKi3PERFbYby1PNSfJiI3VS9/V4hFAhSVq3CtpIrvcJoNJTqEkGb1eN+26NDGEbeUamw4ms13OMQGMMZuT0SmHp0msxeL0MPPkCha03o6lOgQQpqVnUiI10d0BQB8nXgZiiqaXExaVvbNSpRVayGxEyLIx5nvcCxaWID1radDiQ4hpNmNC/VDV28nlFVr8d1fV/gOh1g54/ycHn4uEIvoa+1BhHMTkinRIYSQeomEArw+3NCr8/3f2bilvM96Kfb2wKFDho1KQFg1ezt7HIo5hEMxh5qtBMTJXGPFctdmOZ4tC6tZIfl8YTnKqq2jN5YSHUJIixjZwwc9/FxQodLi68OX791YJAIiIw0blYCwaiKhCJEdIhHZIbLZSkDcrlhOE5EflJezPdq7O4Ix4EROKd/hNAtKdAghLUIoFGBBlKFX58ej2Sgqr+Y5ImKNtDo9Mq4bSz+48huMleCGr7KtY0IyJTqEkBYzLMgLfdq7olqjx7pD9+jV0WiAL780bLQyslXT6DT4MuVLfJnyZbOsjHyhsALVGj2cpXbo6CFrhgiJcfjKWlZIpkSHENJiBAIBFkYFAQB+/icH10vrWZtDrQbmzDFsVOvKqql1aszZOwdz9s5pllpXxmGrnu3kEAoFD3w8AoQHuAMA0nNLobWCAp+U6BBCWtSgTm0wINAdap0eaw9d4jscYmVuVyx35TcQK9LFywnO9naoVOtwNr+c73AeGCU6hJAWJRAIsKCmV+d/x3KRc7OS54iINbm9UCBNRG4uQqEAfdsbh68sf54OJTqEkBbXP9AdD3f1hFbP8PmBi3yHQ6xEtUaH84WGHodQf1d+g7Ey4VZUyZwSHUJIq1hQs1ry9hPXcKmogudoiDU4c70MOj2Dh5MEfnJaf6k5GSckp1pBgU9KdAghraKXvytGBHtDz4DP9l/gOxxiBe6sWC4Q0ETk5tTb3xUioQAFZdW4rrDspSEo0SGEtJr5Nb06u07l42x+Gc/REEt3iiYitxhHiR16+LkAAI5b+Ho6jUp0li1bhn79+sHZ2RleXl6YNGkSzp8/z+3XaDR466230LNnT8hkMvj5+eGZZ57B9evXTY4TGRkJgUBgsk2bNs2kTUlJCaKjoyGXyyGXyxEdHY3S0lKTNjk5ORg/fjxkMhk8PDwwd+5cqOnWVELMVndfF4wN9QUArI6/o1dHKgV27TJsUilP0ZHWILWTYtdTu7DrqV2Q2j3YtTZORA71p4nILSHMSupeNSrRSUxMxOzZs5GcnIz4+HhotVpERUVBqVQCACorK5GWloZ3330XaWlp2LZtGy5cuIAJEybUOlZsbCzy8/O57euvvzbZP336dKSnpyMuLg5xcXFIT09HdHQ0t1+n02Hs2LFQKpU4cuQItmzZgq1bt2LBggVN+RwIIa3k9eFdIBQA+zILuaEH2NkBY8caNjs7XuMjLctOaIexXcdibNexsBM2/VorqjS4csPw3UM1rlqGcT0dS69k3qjfsri4OJOff/jhB3h5eSE1NRUPP/ww5HI54uPjTdqsWbMG/fv3R05ODtq3b8897+joCB8fnzrPc/bsWcTFxSE5ORkDBgwAAHz77beIiIjA+fPnERQUhH379iEzMxO5ubnw8/MDAKxcuRIzZ87E0qVL4eLi0pi3RghpJZ29nDGpT1tsS8vDyn0X8ONz/fkOiVigjDzDsJW/uwPcZRKeo7FO4TUTks8VlKFCpYWT1DL/EfJAc3QUCsMvmru7+z3bCAQCuLq6mjy/adMmeHh4oEePHli4cCHKy28vSpSUlAS5XM4lOQAwcOBAyOVyHD16lGsTEhLCJTkAMHLkSKhUKqSmptYZi0qlQllZmclGCGl9rz3aBXZCARIvFBvG/zUaYMMGw0YlIKyaRqfBhvQN2JC+4YFKQJzkCnm6Nk9gpBZvF3u0c3OAngEnciy3V6fJiQ5jDPPnz8eQIUMQEhJSZ5vq6mq8/fbbmD59ukkPy4wZM7B582YkJCTg3XffxdatW/H4449z+wsKCuDl5VXreF5eXigoKODaeHt7m+x3c3ODRCLh2txt2bJl3JwfuVwOf3//Rr9vQsiDC2gjw5TwdgCAlfsuGMo+PPusYaN5dlZNrVPj2d+fxbO/P/tAJSBO5Rr+oU0LBbYs4zwdSx6+anKiM2fOHJw6dQqbN2+uc79Go8G0adOg1+uxbt06k32xsbEYPnw4QkJCMG3aNPz222/Yv38/0tLSuDZ13SrIGDN5viFt7rRo0SIoFApuy83NbdB7JYQ0vzmPdIFEJETSlZtIvnyD73CIhaEendYRbgUTkpuU6Lz66qvYuXMnDh06hHbt2tXar9FoMHXqVGRlZSE+Pv6+82X69u0LsViMixcNK6b6+PigsLCwVrvi4mKuF8fHx6dWz01JSQk0Gk2tnh4jqVQKFxcXk40Qwo+2rg6YPsAwb49WSyaNUVRejXxFNQQCIKQt9ei0pLCaCcknckostsBnoxIdxhjmzJmDbdu24eDBgwgMDKzVxpjkXLx4Efv370ebNm3ue9wzZ85Ao9HA19dw22lERAQUCgVSUlK4Nv/88w8UCgUGDRrEtcnIyEB+fj7XZt++fZBKpQgLC2vM2yKE8GRWZCfYi4VIrxmGIKQhjMNWXbycLHaCrKUI8nGGs9QOSvXtchuWplGJzuzZs7Fx40b8/PPPcHZ2RkFBAQoKClBVVQUA0Gq1mDx5Mo4fP45NmzZBp9NxbYzr21y+fBkffPABjh8/juzsbOzZswdTpkxBnz59MHjwYABA9+7dMWrUKMTGxiI5ORnJycmIjY3FuHHjEBRkKA4YFRWF4OBgREdH48SJEzhw4AAWLlyI2NhY6qkhxEJ4udgjJqID32EQC3OKhq1ajUgoQO/2rgAsd/iqUYnO+vXroVAoEBkZCV9fX2775ZdfAADXrl3Dzp07ce3aNfTu3dukjfFuKYlEggMHDmDkyJEICgrC3LlzERUVhf3790MkEnHn2rRpE3r27ImoqChERUUhNDQUP/30E7dfJBJh9+7dsLe3x+DBgzF16lRMmjQJK1asaI7PhRDSSl4a2gkyiej+DQmpkX6NJiK3JktfT6dRfX73K+zVoUOH+7bx9/dHYmLifc/l7u6OjRs33rNN+/btsWvXrvseixBivtxlEkRHBPAdBrEQjDHq0WllxvV0LLVHhwY3CSG8mzK4M2ZPehuMAYuUOvjL+I6ItBSpnRT/m/w/7nFj5d6qQmmlBmKRAN18nZs7PFIHY4HPvNIq5Cuq4Ct34DukRqGinoQQ3vl5OKNkzETs6TYEO07XvuOSWA87oR2m9JiCKT2mNKkEhPG28mBfF0jtaMizNcikduhek1Ra4vAVJTqEELPwWJ+2AIDtJ/LuOwRObBcNW/EjrL3lDl9RokMI4Z9Wi3EX/sbEi3/jalEZTl6j282tlVavxa9nfsWvZ36FVq9t9OtP1txaHkoTkVtVWIeaCclXb/EcSeNRokMI4Z9KBYcZT+Hzbcsg0WqwLe0a3xGRFqLSqjD1t6mY+ttUqLSqRr1Wp2fIuF5zx5W/awtER+pjXCH5bH45lKrGJ6h8okSHEGJ2/jh5HWqtZa7CSlrOpaIKVKp1kElE6OTpxHc4NsXP1QF+cnvo9Awnc0v5DqdRKNEhhJiVNk4SlFRqkHihmO9QiJkxTkQOaSuHSFh3TUPScm4PX1nWPB1KdAghZmV8qKEUzPYTNHxFTBknItOwFT+Mw1eU6BBCyAMY39sPALA/swiKSg3P0RBzQhOR+RVWk+icuFoCnd5y7oykRIcQYla6+7ggyNsZap0eu0/n3/8FxCaotDqcKygDAPSiW8t50c3HGTKJCOUqLS5YUIFPSnQIIWZFIBDgsb7GNXVo+IoYnM0vh0bH4C6ToJ2bZa3May3sREKuwKclDV9RokMI4Z9EAvzwg2GTSDCpd1sIBMCx7BLk3KzkOzrSjCQiCX6Y+AN+mPgDJCJJg193e6FAOQQCmojMl7CaAp+p2Zazng7VuiKE8E8sBmbO5H70kYsxuJMHjly6ge0n8vDa8C78xUaalVgkxszeMxv9utvzc1ybNyDSKJY4IZl6dAghZul2SYhrVBKCcLeW96KJyLzq094VQgFwraQKhWXVfIfTIJToEEL4p9UCu3cbNq1h1dVRIT5wEIuQfbMSJyxsgTJSP61ei90XdmP3hd0NLgFRodLicnEFAOrR4ZuzvRhBPi4ALKfuFSU6hBD+qVTAuHGGTWUoCyCT2mFUiA8AUEkIK6LSqjBu8ziM2zyuwSUgTl9TgDGgrasDPJ2lLRwhuR9u+MpCKplTokMIMVvG4atdp/KpJIQNu3MiMuFfeAdjJXPLmJBMiQ4hxGwN7uwBL2cpSis1OHS+iO9wCE9OcomOK69xEAPjwoFnrpehSq3jOZr7o0SHEGK2REIBJhknJafl8RwN4YvxjiuaiGwe2ro6wMfFHlo9Q7oFzJ+jRIcQYtaMw1cHzhWitFLNczSktd2sUCGvtAoAEEKJjlkQCARcr44lDF9RokMIMWvdfV3QzccZGh3DrlNUEsLWnLpm6M3p5CmDi72Y52iIUZgFradDiQ4hxOw9zpWEoOErW3N7/RxXXuMgpowTktOulkBv5gU+aWVkQgj/JBJg7drbj+8ysXdbfLz3HFKvliD7hhIdPGStHCBpLhKRBGtHr+Ue38/JmjkgdMeVeenu6wIHsQhl1VpcLKpAkI8z3yHVi3p0CCH8E4uB2bMNm7j28IS3iz0Gd/YAQL06lk4sEmN2/9mY3X82xKJ7D0Uxxrihq1B/11aIjjSUWCRE75prYu4LB1KiQwixCMbhqx3peVQSwkbklVbhplINO6EAwb4ufIdD7mIcvjpu5hOSKdEhhPBPpwMSEgybru51OUb28IGjRISrNyuRlmPe/4Ik9dPpdUjITkBCdgJ0+nuvwWLszenm6wx7sag1wiONcPvOK/P+/5ESHUII/6qrgWHDDFt13YUCHSW3S0JspTV1LFa1thrDfhyGYT8OQ7X23kUhaaFA89Y3wA0CAXD1ZiWKyxtWzoMPlOgQQizG433aAQB2n8qHSmv+K7KSB2OciEwLBZonF3sxgrwNk5DNeT0dSnQIIRYjolMbeLtIoajS4NA5KglhzfR6hoy8MgDUo2PO+lpAgU9KdAghFuPOkhDbaPjKql25UYEKlRYOYhG6eDnxHQ6pR7gFLBxIiQ4hxKIYh68OnS9CiZJKQlgrY32rkLYusBPRV5W5Cg9wBwCcua5AtcY8h5Ppt4cQYlGCfJwR7OtSUxLiOt/hkBZCE5Etg7+7AzydpdDobq95ZG4o0SGEWBzjmjrbaPFAq3XSuFAgTUQ2awKB4I7hK/OckEwlIAgh/BOLgU8/vf34Pib09sNHe87iRE4prhRXoKMnzeGwFGKRGJ8O/5R7XBe1Vo+z1w0TkanGlfkLC3DD3owCpJrphORG9egsW7YM/fr1g7OzM7y8vDBp0iScP3/epA1jDEuWLIGfnx8cHBwQGRmJM2fOmLRRqVR49dVX4eHhAZlMhgkTJuDatWsmbUpKShAdHQ25XA65XI7o6GiUlpaatMnJycH48eMhk8ng4eGBuXPnQq2mMXtCLI5EArzxhmGro9bV3byc7fFQF08AwA7q1bEoEpEEbwx+A28MfqPeWlfnC8qh1ukhdxAjoI1jK0dIGiu8g2GeTmqOeRb4bFSik5iYiNmzZyM5ORnx8fHQarWIioqCUqnk2nz66adYtWoV1q5di2PHjsHHxwcjRoxAeXk512bevHnYvn07tmzZgiNHjqCiogLjxo2D7o4VUadPn4709HTExcUhLi4O6enpiI6O5vbrdDqMHTsWSqUSR44cwZYtW7B161YsWLDgQT4PQoiF4CqaU0kIq3N7fo4cAoGA32DIffXwc4G9WIjSSg2u3KjgO5za2AMoKipiAFhiYiJjjDG9Xs98fHzYxx9/zLWprq5mcrmcffXVV4wxxkpLS5lYLGZbtmzh2uTl5TGhUMji4uIYY4xlZmYyACw5OZlrk5SUxACwc+fOMcYY27NnDxMKhSwvL49rs3nzZiaVSplCoWhQ/AqFggFocHtCSAvRahlLSTFsWm2DXlKp0rLgd/eygLd2sZSsmy0cIGkuWp2WpVxLYSnXUphWV/e1Xvi/dBbw1i62PO5cK0dHmmrqV0dZwFu72OZ/rrbK+Rrz/f1Ak5EVCsNkMXd3Q7dVVlYWCgoKEBUVxbWRSqUYOnQojh49CgBITU2FRqMxaePn54eQkBCuTVJSEuRyOQYMGMC1GThwIORyuUmbkJAQ+Pn5cW1GjhwJlUqF1NTUOuNVqVQoKysz2QghZqC6Gujf37DVUwLibg4SEUb39AUAbEu7dp/WxFxUa6vR///6o///9a+3BMQpmohsccLMeD2dJic6jDHMnz8fQ4YMQUhICACgoKAAAODt7W3S1tvbm9tXUFAAiUQCNze3e7bx8vKqdU4vLy+TNnefx83NDRKJhGtzt2XLlnFzfuRyOfz9/Rv7tgkhZuTxmsUDd53KN9s1PEjjVKq1uFhkmOrQ29+V32BIgxkrmZtjgc8mJzpz5szBqVOnsHnz5lr77h5TZYzdd5z17jZ1tW9KmzstWrQICoWC23Jzc+8ZEyHEvA3s2Aa+cnuUV2txkEpCWIWMvDLoGeDjYg8vF3u+wyEN1Le9IdHJuqHEjQrzKvDZpETn1Vdfxc6dO3Ho0CG0a9eOe97Hx1BZ+O4elaKiIq73xcfHB2q1GiUlJfdsU1hYWOu8xcXFJm3uPk9JSQk0Gk2tnh4jqVQKFxcXk40QYrmEVBLC6py6YyIysRyujhKuVEeamfXqNCrRYYxhzpw52LZtGw4ePIjAwECT/YGBgfDx8UF8fDz3nFqtRmJiIgYNGgQACAsLg1gsNmmTn5+PjIwMrk1ERAQUCgVSUlK4Nv/88w8UCoVJm4yMDOTn53Nt9u3bB6lUirCwsMa8LUKIBTMOXyWcL8JNM/uXJGm8dGPFchq2sjjmOnzVqERn9uzZ2LhxI37++Wc4OzujoKAABQUFqKqqAmAYSpo3bx4++ugjbN++HRkZGZg5cyYcHR0xffp0AIBcLsfzzz+PBQsW4MCBAzhx4gSefvpp9OzZE8OHDwcAdO/eHaNGjUJsbCySk5ORnJyM2NhYjBs3DkFBQQCAqKgoBAcHIzo6GidOnMCBAwewcOFCxMbGUk8NITaki7czQtq6QKtn2HUq//4vIGaNJiJbrrCaulfmNiG5UYnO+vXroVAoEBkZCV9fX2775ZdfuDZvvvkm5s2bh1mzZiE8PBx5eXnYt28fnJ2duTarV6/GpEmTMHXqVAwePBiOjo74448/IBKJuDabNm1Cz549ERUVhaioKISGhuKnn37i9otEIuzevRv29vYYPHgwpk6dikmTJmHFihUP8nkQQizQYzWFPqkkhGUrUaqRc6sSABDa1pXfYEijGUtBnL5mXgU+BYzZ7kpbZWVlkMvlUCgU1AtECJ/UauCjjwyP//WvBq2OfKfichUGLjsAnZ7hwIKh6EQlIcyWWqfGR38ZrvW/HvqXyerIiReKEfN9CgI9ZDi0MJKnCElTMcbQb+l+3KhQ47eXI7gVk1tCY76/qdYVIYR/EgmwZEmTX+7pLMXDXTxw6HwxtqflYeHIoOaLjTQriUiCJZFL6tx3smZ+Dg1bWSaBQIC+7d2wL7MQx6+WtGii0xhUvZwQYhUe62sYvtp+Is8s6+2Q+7t9x5Urr3GQpjNOSD5uRgU+KdEhhPBPrwfOnDFsen2TDhEV7A1nqR3ySqtwLPtWMwdImoue6XGm6AzOFJ2Bnt2+1owxnKyZiNyLenQslnFCclpOidnUoKNEhxDCv6oqICTEsNXcxdlY9mIRRvc0rOVFa+qYrypNFULWhyBkfQiqNLevdUFZNYrLVRAJBejhR4mOpQpp6wKJnRC3lGpcuaG8/wtaASU6hBCrYbz7as9pKglhaU7mGnpzuno7w0Eiuk9rYq6kdiKuR85c1tOhRIcQYjUGBLqjrasDylVa7D9be3V1Yr5O1szPoWEry2ccvko1k3k6lOgQQqyGoSSEHwBgOw1fWRSaiGw9wrlK5uYxV44SHUKIVTEOXyVcKDa74oKkbno941ZE7uVPPTqWLqwm0blcrESJUs1zNJToEEKsTGcvJ4S2k0OnZ/jj5HW+wyENkH1TifJqLaR2QnT1dr7/C4hZc5NJ0MlTBsA85ulQokMIsTqP1RT63E4lISyCsTenh58LxCL6WrIGYdzwFf+JDq2MTAjhn1gMLFx4+/EDGt/LD0t3n8WpawpcKipHZy/qJTAXYpEYCyMWco+B2xXLaX6O9QgPcMf/jl9DqhnM06FEhxDCP4kEWL682Q7n4STF0K6eOHCuCNvS8vDmqG7NdmzyYCQiCZZHmV5r40Rkmp9jPcJqVkg+eU0BlVYHqR1/SwZQHyEhxCo91tcwfPV7+nUqCWHGNDo9zlwvAwD0oh4dq9HRQwZ3mQRqrR4ZeWW8xkKJDiGEf3o9kJ1t2JpYAuJuw7vfLgnxTxb/3efEQM/0yC7NRnZpNvRMjwuF5VBp9XC2t0OHNjK+wyPNxFjgEwDSeJ6nQ4kOIYR/VVVAYKBha2IJiLvZi0UYG+oLANiWdq1ZjkkeXJWmCoGfByLw80BUaaq4FZFD28khFAp4jo40J67AJ8/zdCjRIYRYLePdV3szClClppIQ5ogWCrReo0N88NXTffGfST15jYMSHUKI1erXwVASokKlRTyVhDBLVLHcegW0kWFUiC88naW8xkGJDiHEagmFAjxeMyl5Ow1fmZ0qtQ4XCssBAL38XfkNhlgtSnQIIVbNOHx1+OINFJdTSQhzcq5AAZ2ewdNZCh8Xe77DIVaKEh1CiFXr6OmEXv6u0OkZdlJJCLNyKs94W7kcAgFNRCYtgxIdQojVe5wrCUHDV+YkI894x5Urv4EQq0YrIxNC+GdnB8yadftxMxvfyw8f7spERl4ZLhSWU+FIHtkJ7TAr3HCtMzIrAND8HNKyKNEhhPBPKgW+/LLFDu8ukyAyyAv7zxZiW1oe3h5NJSH4IrWT4suxX0JRpUGvv/YBAELb0h1XpOXQ0BUhxCY8zpWEyKOSEGbgdM1t5e3dHeEmk/AcDbFmlOgQQvjHGFBcbNhYyyQhj3TzgrO9HfIV1Ui+crNFzkHujzGGYmUxjly5DAaGUFo/h7QwSnQIIfyrrAS8vAxbZWWLnMJeLMK4UD8AwNa0vBY5B7m/Sk0lvFZ4YVHyQDCoqJAnaXGU6BBCbIZx+CouI59KQpgJmohMWholOoQQmxEe4AZ/dwco1TrsyyzgOxybJxQAIW1d+A6DWDlKdAghNkMgEOCxPu0AANto+Ip3nTyd4Cihm39Jy6JEhxBiU4wlIf66WIyismqeo7FtIXRbOWkFlOgQQmxKoIcMfdq7Qs9AJSF41pMSHdIKKNEhhNgcY0kIGr5qfeyO5QMo0SGtgRIdQgj/7OyAmBjD1gIlIO42LtQPYpEAmfllOFdQ1uLnI7ddV6gh0z4KZ91wBPu68R0OsQGU6BBC+CeVAhs2GDaptMVP5yaTYFiQFwBgO/XqtKqz16vgoXkdw7yXwNnege9wiA1odKJz+PBhjB8/Hn5+fhAIBNixY4fJfoFAUOe2fPlyrk1kZGSt/dOmTTM5TklJCaKjoyGXyyGXyxEdHY3S0lKTNjk5ORg/fjxkMhk8PDwwd+5cqNXqxr4lQogNMq6psyM9DzoqCdEqGGPY9E8OAGBAoDvP0RBb0ehER6lUolevXli7dm2d+/Pz802277//HgKBAE888YRJu9jYWJN2X3/9tcn+6dOnIz09HXFxcYiLi0N6ejqio6O5/TqdDmPHjoVSqcSRI0ewZcsWbN26FQsWLGjsWyKE8I0xQKk0bC1UAuJuw7p5Qe4gRmGZCkmXqSREa0i6fBP/ZN2EnUiNJ/t7mszXIaSlNHowfPTo0Rg9enS9+318fEx+/v333zFs2DB07NjR5HlHR8dabY3Onj2LuLg4JCcnY8CAAQCAb7/9FhERETh//jyCgoKwb98+ZGZmIjc3F35+hmXdV65ciZkzZ2Lp0qVwcaFFqAixGJWVgJOT4XFFBSCTtfgppXYijAv1xaZ/crAt7RqGdPFo8XPaMsYYVsVfAIMKlyWT0flLoGJRBWSSlr/WxLa16BydwsJC7N69G88//3ytfZs2bYKHhwd69OiBhQsXory8nNuXlJQEuVzOJTkAMHDgQMjlchw9epRrExISwiU5ADBy5EioVCqkpqbWGY9KpUJZWZnJRgixXVxJiDMFqFRreY7Guv118QaOXy2B1I6mhpLW1aK/cT/++COcnZ3x+OOPmzw/Y8YMbN68GQkJCXj33XexdetWkzYFBQXw8vKqdTwvLy8UFBRwbby9vU32u7m5QSKRcG3utmzZMm7Oj1wuh7+//4O+RUKIBevb3g0BbRxRqdbhzzNUEqKlGHtzAGBaP/q7S1pXiyY633//PWbMmAF7e3uT52NjYzF8+HCEhIRg2rRp+O2337B//36kpaVxbQQCQa3jMcZMnm9ImzstWrQICoWC23Jzc5v61gghVsBQEoLW1GlpCeeLkZ5bCnuxEM8/1PH+LyCkGbVYovPXX3/h/PnzeOGFF+7btm/fvhCLxbh48SIAwzyfwsLCWu2Ki4u5XhwfH59aPTclJSXQaDS1enqMpFIpXFxcTDZCiG0zJjp/X7qBQioJ0ezu7M2JiegAT6eWXz6AkDu1WKLz3XffISwsDL169bpv2zNnzkCj0cDX1xcAEBERAYVCgZSUFK7NP//8A4VCgUGDBnFtMjIykJ+fz7XZt28fpFIpwsLCmvndEEKsVUAbGcIC3KBnwO/p1KvT3PafLcLpPAUcJSK8+DD15pDW1+hEp6KiAunp6UhPTwcAZGVlIT09HTk5OVybsrIy/Prrr3X25ly+fBkffPABjh8/juzsbOzZswdTpkxBnz59MHjwYABA9+7dMWrUKMTGxiI5ORnJycmIjY3FuHHjEBQUBACIiopCcHAwoqOjceLECRw4cAALFy5EbGws9dQQQhqFhq9ahl5/uzdn5qAOaEO9OYQHjU50jh8/jj59+qBPnz4AgPnz56NPnz547733uDZbtmwBYwxPPfVUrddLJBIcOHAAI0eORFBQEObOnYuoqCjs378fIpGIa7dp0yb07NkTUVFRiIqKQmhoKH766Sduv0gkwu7du2Fvb4/Bgwdj6tSpmDRpElasWNHYt0QI4ZtIBEyebNju+DvQWsaF+kIiEuJcQTkyr9PdmM1lX2YBzuaXwUlqh9iauTkioQiTgydjcvBkiIStf62J7REwG16xqaysDHK5HAqFgnqBCLFxL/+UirgzBYh9KBD/HhvMdzgWT69nGP35XzhfWI65j3TG/KggvkMiVqQx39+0oAEhhAB4rGZNnd/Tr1NJiGawJyMf5wvL4Wxvh+eH0Nwcwh9KdAghBMCwIC+4OopRVK7C35du8B2ORdPpGT7bb7iL9oUhHSF3FPMcEbFllOgQQvinVAICgWFTKnkJQWInxPhQw0rr29Ku8RKDtdh16jouFVVA7iDGs0M6mOxTqpUQvC+A4H0BlGp+rjWxLZToEEJIDePw1Z9nCqFUUUmIptDq9Pi8pjfnxYc7wsWeenMIvyjRIYSQGn38XRHoIUOVRoe4DCoJ0RS/p1/HlRtKuDmKETOoA9/hEEKJDiGEGN1ZEmL7CVpTp7E0Oj2+OGjozXlpaCc4Se14jogQSnQIIcQEVxLi8g3kK6p4jsaybE/Lw9WblWgjk+CZiAC+wyEEACU6hBBiwt/dEf06uIExwzAMaRi19nZvziuRneAood4cYh4o0SGEkLs81qcdAEMPhQ2vqdoov6Vew7WSKng6SzFjAPXmEPNBKTchhH8iETBmzO3HPBvb0xdL/jiD84XlyMwvQw8/Od8hmTWVVoe1Nb05syI7wUFS/zUUCUUY02UM95iQlkaJDiGEf/b2wO7dfEfBkTuKMby7F/acLsC2tDxKdO7jf8dycV1RDW8XKZ7q3/6ebe3t7LF7uvlca2L9aOiKEELqYBy++j39OrQ6Pc/RmK9qjQ5rD10CAMwZ1hn2YuqlIeaFenQaQKfTQaPR8B0GIS1OLBZDZAZDR+ZgaFdPuDmKcaNChSOXbiAyyIvvkMzS5pQcFJap4Ce3x9R+/nyHQ0gtlOjcA2MMBQUFKC0t5TsUQlqNq6srfHx8IBAIWu+kSiXgVZNIFBUBMlnrnbseEjshJvTyw49JV7EtLY8SnTpUqXVYl3AZADDnkS6Q2t0/SVaqlfBaYfgsixYWQSbh/1oT60aJzj0YkxwvLy84Ojq27h9+QloZYwyVlZUoKioCAPj6+rZuAJWVrXu+Bnisbzv8mHQV+zILUKHS0gJ4d9n0z1UUl6vQzs0Bk8PaNfh1lRrzu9bEetH/tfXQ6XRcktOmTRu+wyGkVTg4OAAAioqK4OXlZfPDWL3aydHRQ4YrN5TYezofU8JpaMaoUq3F+prenLmPdIHEjqZ8EvNEv5n1MM7JcXR05DkSQlqX8Xee5qUZSkI83pdKQtTlp6SruKlUI6CNI1cMlRBzRInOfdBwFbE19DtvamJvw5d40pWbuF5KJSEAoEKlxVeJt3tzxCL6KiHmi347CSHkHvzdHdE/0B2MATvSqVcHAH48mo2SSg06esgwsbcf3+EQck+U6BBCyH08bqxoTiUhUF6twTeHrwAAXhveBXbUm0PMHP2GklalVqvRuXNn/P333w98rF27dqFPnz7Q62kxN4snFAJDhxo2ofn9WRoT6guJnRAXiypw5noZ3+Hw6oe/s6Go0qCzlxPGhTa+N0coEGJowFAMDRgKocD8rjWxPvRbRppddnY2BAIB0tPTa+375ptvEBAQgMGDB3PPCQQC7Nixw+Rn4yaTydClSxfMnDkTqampJscaN24cBAIBfv7555Z6K6S1ODgACQmGrebOL3PiYi/GiGBvAMD6hMs226ujqNLg278MvTnzhneBSNj4+VwOYgckzExAwswEOIjN71oT60OJTiMwxlCp1rb6Zk1/VNesWYMXXnjhvu1++OEH5Ofn48yZM/jyyy9RUVGBAQMG4L///a9Ju2effRZr1qxpqXAJ4Tw3OBAioQC7T+djzcFLfIfDi++OZKG8Wosgb2eMCWnldZYIaSJaR6cRqjQ6BL/3Z6ufN/ODkXCUNPxS6fV6LF++HN9++y1yc3Ph7e2Nl156Cf/+979x+vRpvPbaa0hKSoKjoyOeeOIJrFq1Ck5OTgCAyMhI9O7dG5999hl3vEmTJsHV1RUbNmwAAHTo0AEvvvgiLl26hF9//RVubm5455138OKLLwIAAgMDAQB9+vQBAAwdOhQJCQlIS0vDpUuXMHbs2Pu+B+PqvMbzRUVFISYmBnPmzMH48ePh5uYGAJgwYQLmzp2LK1euoGPHjg3+jAhprLAAN3w4MQT/2n4aq+IvIKCNI3dHli0orVTj+yNZAIDXR3SBsAm9OYTwgXp0rNCiRYvwySef4N1330VmZiZ+/vlneHt7o7KyEqNGjYKbmxuOHTuGX3/9Ffv378ecOXMafY6VK1ciPDwcJ06cwKxZs/DKK6/g3LlzAICUlBQAwP79+5Gfn49t27YBAA4fPoyuXbvCxcWlSe/r9ddfR3l5OeLj47nnAgIC4OXlhb/++qtJxyRmQqkEPD0Nm1LJdzT1mj6gPWIfMiTyb/x2CqlXb/EcUev59q8rqFBpEezrgqhgnyYfR6lWwnO5JzyXe0KpNt9rTawH9eg0goNYhMwPRvJy3oYqLy/H559/jrVr1yImJgYA0KlTJwwZMgTffvstqqqq8N///heymlpCa9euxfjx4/HJJ5/A29u7wecZM2YMZs2aBQB46623sHr1aiQkJKBbt27w9PQEALRp04brlQEMc3f8/Jp+K2q3bt2449ypbdu2tZ4jFujGDb4jaJC3R3fH1ZuV2JdZiNj/pmLHrMFo38a6Fxa9pVTjh7+zAQCvj+j6wL05Nyot41oT60CJTiMIBIJGDSHx4ezZs1CpVHj00Ufr3NerVy8uyQGAwYMHQ6/X4/z5841KdEJDQ7nHAoEAPj4+XI2k+lRVVcHe3r7B57ibca7S3QvaOTg4oNIM6yQR6yQSCvDZtN548utknM5T4NkNKdg2azDkDmK+Q2sxXx++jEq1Dj3byjG8OxU3JZaFhq6sjMM97lhhjNW76q3xeaFQWGvyc12lAMRi0z/qAoHgvrd5e3h4oKSk5J5t7uXs2bMAbs8BMrp16xbXi0RIa3CU2OH/YsLhK7fH5WIlZm1KhUZnncscFJer8N+jVwEA80d0pZWzicWhRMfKdOnSBQ4ODjhw4ECtfcHBwUhPT4fyjjkQf//9N4RCIbp27QoA8PT0RH5+Prdfp9MhIyOjUTFIJBLutXfq06cPzp071+S7yD777DO4uLhg+PDh3HPV1dW4fPkyN/GZkNbi7WKP72L6QSYR4e9LN/HO9gyrukPS6OvEy6jS6NDb3xWRQfQPCmJ5KNGxMvb29njrrbfw5ptv4r///S8uX76M5ORkfPfdd5gxYwbs7e0RExODjIwMHDp0CK+++iqio6O5YatHHnkEu3fvxu7du3Hu3DnMmjULpaWljYrBy8sLDg4OiIuLQ2FhIRQKBQBg2LBhUCqVOHPmzH2PUVpaioKCAly9ehXx8fGYPHkyfv75Z6xfvx6urq5cu+TkZEilUkRERDQqRkKaQ7CfC9ZM7wOhAPjleC6+rlkx2FoUlVXjp2TqzSGWjRIdK/Tuu+9iwYIFeO+999C9e3c8+eSTKCoqgqOjI/7880/cunUL/fr1w+TJk/Hoo49i7dq13Gufe+45xMTE4JlnnsHQoUMRGBiIYcOGNer8dnZ2+OKLL/D111/Dz88PEydOBGCYnPz4449j06ZN9z3Gs88+C19fX3Tr1g2vvPIKnJyckJKSgunTp5u027x5M2bMmEFV5glvHunmjffGBQMAPt57DnEZ+fd5heVYl3AZKq0e4QFueKiLB9/hENIkAmaNfa0NVFZWBrlcDoVCUeuW5+rqamRlZSEwMPCBJtASU6dPn8bw4cNx6dIlODs7P9CxiouL0a1bNxw/frzWvB3SdLz87ldVAQ8/bHh8+LBZro58P0t2nsGGo9mwFwvxy4sR6OXvyndIDyRfUYWhyxOg1urx8wsDMKhz8yQ6VZoqPLzBcK0PzzxMqyOTJrnX9/fdqEeHtKqePXvi008/bZbbwbOysrBu3TpKcqyBgwNw7Jhhs8AkBwDeGdsdw4I8Ua3R4/kfjyOvtIrvkB7IukOXodbqMSDQHRGd2jTbcR3EDjgWewzHYo9RkkNaBSU6pNXFxMSgZ8+eD3yc/v3748knn2yGiAh5cHYiIdZM74tuPs64UaHCcz8cQ3l17TsWLUFeaRW2HMsBYFg3h+bmEEvW6ETn8OHDGD9+PPz8/GoVYwSAmTNnmhRlFAgEGDhwoEkblUqFV199FR4eHpDJZJgwYQKuXbtm0qakpATR0dGQy+WQy+WIjo6uNSk2JycH48ePh0wmg4eHB+bOnQu1Wt3Yt0QIIc3CSWqH72f2g6ezFOcLyzHn5xPQWuBt52sPXoJGxzC4cxsM7Nh8vTmE8KHRiY5SqUSvXr1MJrDebdSoUcjPz+e2PXv2mOyfN28etm/fji1btuDIkSOoqKjAuHHjTG5Hnj59OtLT0xEXF4e4uDikp6cjOjqa26/T6TB27FgolUocOXIEW7ZswdatW7FgwYLGviVCCN8qK4EOHQybhS/+6OfqgO9iwmEvFiLxQjHe/yPTom47z71ViV+P5wIAXh/etdmPX6mpRIfPOqDDZx1QqbHsa00sQ6OX+R09ejRGjx59zzZSqdRk6f87KRQKfPfdd/jpp5+49VA2btwIf39/7N+/HyNHjsTZs2cRFxeH5ORkDBgwAADw7bffIiIiAufPn0dQUBD27duHzMxM5ObmcmUFVq5ciZkzZ2Lp0qVNrqdECOEBY8DVq7cfW7jQdq74fFofvLwxFT8lX0WghwzPDbGMuWRrDl6EVs/wcFdPhHdwb/bjM8ZwVXGVe0xIS2uROToJCQnw8vJC165dERsba1IaIDU1FRqNBlFRUdxzfn5+CAkJwdGjRwEASUlJkMvlXJIDAAMHDoRcLjdpExISYlI7aeTIkVCpVEhNTa0zLpVKhbKyMpONEEJawsgePlg02lCf7cPdmdifWchzRPeXfUOJrWl5AIDXh3fhORpCmkezJzqjR4/Gpk2bcPDgQaxcuRLHjh3DI488ApVKBQAoKCiARCKBm5ubyeu8vb1RUFDAtfHyql1PxcvLy6TN3bWZ3NzcIJFIuDZ3W7ZsGTfnRy6Xw9/f/4HfLyGE1Cf2oY54qn97MAbM3XICGXkKvkO6py8OXoROz/BINy/0ae92/xcQYgGaPdF58sknMXbsWISEhGD8+PHYu3cvLly4gN27d9/zdXfXYaprln9T2txp0aJFUCgU3Jabm9vQt0UIIY0mEAjwwcQeeKiLByrVOrzw43EUKKr5DqtOl4srsOOEsTen+efmEMKXFr+93NfXFwEBAbh48SIAwMfHB2q1ulZxx6KiIq6HxsfHB4WFtbt5i4uLTdrc3XNTUlICjUZTbxVuqVQKFxcXk43ctmHDBpPyCkuWLEHv3r15i8cWZWdnQyAQID09ne9QSDMRi4RYO70vung5oaCsGs//eAxKlZbvsGr54sBF6BkwItgbPdvJ+Q6HkGbT4onOzZs3kZubC19fXwBAWFgYxGIx4uPjuTb5+fnIyMjAoEGDAAARERFQKBRISUnh2vzzzz9QKBQmbTIyMkwKUO7btw9SqRRhYWEt/bbMVl239wsEAly6dKnFzvnjjz+if//+kMlkcHZ2xsMPP4xdu3a12PnulpCQAIFA0OiaXI1x52dpZ2eH9u3bY/78+dyQbHPx9/dHfn4+QkJCmvW4hF9yBzG+n9kPbWQSnLlehte2pEOnN5+JuBcLy7Hz5HUAwDyam0OsTKMTnYqKCqSnp3P/4szKykJ6ejpycnJQUVGBhQsXIikpCdnZ2UhISMD48ePh4eGBxx57DAAgl8vx/PPPY8GCBThw4ABOnDiBp59+Gj179uTuwurevTtGjRqF2NhYJCcnIzk5GbGxsRg3bhyCgoIAAFFRUQgODkZ0dDROnDiBAwcOYOHChYiNjbX5npq7b+/Pz89vsdWDFy5ciJdeeglTp07FyZMnkZKSgoceeggTJ0685xIEzUWjab4F2Rhj0Grr/5f2Dz/8gPz8fG5F5p9++gn/+c9/mu38ACASieDj4wM7u0bfEGnZBAIgONiwWenidP7ujvjmmXBI7ITYf7YQH+05y3dInM8OXARjwOgQH/Twa9neHIFAgGDPYAR7BtNChKR1sEY6dOgQA1Bri4mJYZWVlSwqKop5enoysVjM2rdvz2JiYlhOTo7JMaqqqticOXOYu7s7c3BwYOPGjavV5ubNm2zGjBnM2dmZOTs7sxkzZrCSkhKTNlevXmVjx45lDg4OzN3dnc2ZM4dVV1c3+L0oFAoGgCkUilr7qqqqWGZmJquqqqq1r0JVUe9WpalqcNtKdeV92zZWTEwMmzhxYp37Vq5cyUJCQpijoyNr164de+WVV1h5eTm3/4cffmByuZz7efHixaxXr171nispKYkBYF988UWtffPnz2disZi7rnUda/Xq1SwgIID7OSUlhQ0fPpy1adOGubi4sIcffpilpqaavAYAW79+PZswYQJzdHRkzzzzTJ2/i4wxptfr2SeffMICAwOZvb09Cw0NZb/++it3LOPvclxcHAsLC2NisZgdPHiwzvcKgG3fvt3kueeee46NGTPG5LmdO3eyvn37MqlUygIDA9mSJUuYRqPh9p89e5YNHjyYSaVS1r17dxYfH29y7KysLAaAnThxwiTG/fv3s7CwMObg4MAiIiLYuXPnuGOmp6ezyMhI5uTkxJydnVnfvn3ZsWPH6nwfDXGv333y4Ham57GAt3axgLd2sf8mZfMdDjubr2ABb+1iHd7exc7ll/EdDiENcq/v77s1+p+NkZGR91z74M8//7zvMezt7bFmzRqsWbOm3jbu7u7YuHHjPY/Tvn37Vh0iMXJa5lTvvjFdxmD39NsTr71WeNW7KNbQgKFImJnA/dzh8w64UXnDpA1b3Hzd20KhEF988QU6dOiArKwszJo1C2+++SbWrVvXpONt3rwZTk5OeOmll2rtW7BgAVatWoWtW7di3rx5DTpeeXk5YmJi8MUXXwAwrIs0ZswYXLx40aQA6OLFi7Fs2TKsXr0aIpEIEydOxBNPPIHz58/DxcUFDjW1kt555x1s27YN69evR5cuXXD48GE8/fTT8PT0xNChQ7njvfnmm1ixYgU6duxoMkfpXi5cuIBDhw5h5syZ3HN//vknnn76aXzxxRd46KGHcPnyZbz44otczHq9HpMmTUL79u3xzz//oLy8vMELXP773//GypUr4enpiZdffhnPPfcc/v77bwDAjBkz0KdPH6xfvx4ikQjp6ekQi8UNOi5pfeN7+eHqTSVW7LuAJTvPoL27I4Z29eQtns/iDfMnx/b0RZDPgxXaJcQc2Vj/uG3YtWsXnJxuJ2OjR4/Gr7/+apJwBAYG4sMPP8Qrr7zS5ETnwoUL6NSpEyQSSa19fn5+kMvluHDhQoOP98gjj5j8/PXXX8PNzQ2JiYkYN24c9/z06dPx3HPPcT9nZWUBMCw/YExUlEolVq1ahYMHDyIiIgIA0LFjRxw5cgRff/21SaLzwQcfYMSIEfeN76mnnoJIJIJWq4VKpcK4ceOwaNEibv/SpUvx9ttvIyYmhjvfhx9+iDfffBOLFy/Gvn37cPnyZSQkJHALai5durRB5166dCkX89tvv42xY8eiuroa9vb2yMnJwRtvvIFu3QxrtnTpQnMszN3sYZ2RdaMSW9OuYfamNGx9ZRAvSUZGngJxZwogENDcHGK9KNFpgopFFfXuEwlFJj8XLSyqpyUgFJhOkcp+LfuB4jIaNmwY1q9fz/0sk8kAAIcOHcJHH32EzMxMlJWVQavVorq6GkqlkmvTnBhjdSZB9SkqKsJ7772HgwcPorCwEDqdDpWVlcjJyTFpFx4eft9jZWZmorq6ulYSoVar0adPn0YfDwBWr16N4cOHQ6fT4dKlS5g/fz6io6OxZcsWAIbFMI8dO4alS5dyr9HpdKiurkZlZSXOnz8Pf39/k1XD+/fv36Bzh4aGco+NE/uLioq4SdEvvPACt9r4lClT0KlTpwYd12xUVgL9+hkeHzsGODryG08LEwgEWPZ4T1wrqcQ/Wbfw3IZj2D57ELyc7Vs1js/2G3pzJvTyQ2ev1km0KjWV6Pet4Vofiz0GR7F1X2vCP0p0mkAmaXhS0FJt73kcmQydO3c2ee7q1asYM2YMXn75ZXz44Ydwd3fHkSNH8Pzzzzd5Qm+XLl1w5MgRqNXqWgnN9evXUVZWhq5dDetxCIXCWkOed5935syZKC4uxmeffYaAgABIpVJERETUKtTakKRMrzcUUty9ezfatm1rsk8qlTb6eIBhSQPj5xoUFITy8nI89dRT+M9//oPOnTtDr9fj/fffx+OPP17rtfb29vdc4+l+7hyKMh7D+B6XLFmC6dOnY/fu3di7dy8WL16MLVu2cDcAWATGgMzM249tgMROiK+jw/DYuqPIuqFE7H9TsSV2IBwkovu/uBmculaK/WcLIRQAcx9tvd4cxhgyizO5x4S0tBa/vZyYh+PHj0Or1WLlypUYOHAgunbtiuvXrz/QMZ966ilUVFTg66+/rrVvxYoVsLe3x5NPPgkA8PT0REFBgckftrvXivnrr78wd+5cjBkzBj169IBUKsWNG6ZzlupiTLLuLAobHBwMqVSKnJwcdO7c2WRrrhWxRSLDF1JVVRUAoG/fvjh//nyt83Xu3BlCoRDdunVDTk6OyRpRx44da5ZYunbtitdffx379u3D448/jh9++KFZjktalqujBN/P7AdXRzFO5pZiwa/p0LfSbeer4w3DypP6tEUnz/rnHRJi6ahHx0Z06tQJWq0Wa9aswfjx4/H333/jq6++eqBjRkRE4LXXXsMbb7wBtVqNSZMmQaPRYOPGjfjiiy+wYcMGtGnTBoBhEntxcTE+/fRTTJ48GXFxcdi7d6/JUgCdO3fGTz/9hPDwcJSVleGNN97gJhbfS0BAAAQCAXbt2oUxY8bAwcEBzs7OWLhwIV5//XXo9XoMGTIEZWVlOHr0KJycnLh5NI1RWlqKgoIC6PV6XLx4ER988AG6du2K7t27AwDee+89jBs3Dv7+/pgyZQqEQiFOnTqF06dP4z//+Q9GjBiBTp06ISYmBp9++inKy8vx73//G0Ddq3w3RFVVFd544w1MnjwZgYGBuHbtGo4dO4YnnniiSccjrS/QQ4ZvosMx4/+Ssed0AZa3OY+3RnVr0XOm5ZTg0PliiIQCzH2E5uYQ60Y9Ojaid+/eWLVqFT755BOEhIRg06ZNWLZs2QMf97PPPsO6deuwefNmhISEoHv37li+fDkOHjyIp59+mmvXvXt3rFu3Dl9++SV69eqFlJQULFy40ORY33//PUpKStCnTx9ER0dj7ty5ddY8u1vbtm3x/vvv4+2334a3tzfmzJkDAPjwww/x3nvvYdmyZejevTtGjhyJP/74o8lrCj377LPw9fVFu3bt8NRTT6FHjx7Yu3cvt+bNyJEjsWvXLsTHx6Nfv34YOHAgVq1ahYCAAACGHqAdO3agoqIC/fr1wwsvvIB33nkHgGFoqylEIhFu3ryJZ555Bl27dsXUqVMxevRovP/++006HuFH/0B3fPKEYR7W+oTL+N+xli1PY+zNeaJvW3TwaP75eYSYEwGz4UHSsrIyyOVyKBSKWosMVldXIysrC4GBgU3+ErJF2dnZGDp0KCIiIrBp0yZueIfU7e+//8aQIUNw6dIls5lAzMvvvlIJGO8UrKgAWmByvCVYte88vjh4CXZCAf77XH8M6uzR7Oc4ln0LU75Kgp1QgEMLI+Hv3rqTgZVqJbdER8Wiimabm0hsy72+v+9GPTqkWXXo0AEJCQno1q0b1Wuqw/bt2xEfH4/s7Gzs378fL774IgYPHmw2SQ7h1+sjumJCLz9o9Qwvb0zFpaL67/BsKmNvzpRw/1ZPcgjhA83RIc0uMDAQS5Ys4TsMs1ReXo4333wTubm58PDwwPDhw7Fy5Uq+w+KfQADUDPFZawmIhhAIBPh0cijySquQerUEz204hh2zB8Nd1vBlGu4l6fJNHL18E2KRAHMe6Xz/F7QAgUCAAHkA95iQlkZDVzR0RYgJ+t3n380KFSat+xu5t6oQHuCGjS8MgL34wYaBGWN48ptkpGTdQvTAAHw4iQrHEstFQ1eEEGLB2jhJ8cPMfnC2t8PxqyV4a+upB15z5ujlm0jJugWJnRCzhtFQKbEdlOgQQogZ6uzljK+eDoOdUIDf069zqxg3BWMMq2rm5kzv3x6+8vsv20CItaBEhxDCv6oqQwmIfv0MjwkAYHBnDyx9zDDE9PmBi9hxIq9Jxzl88QZSr5ZAaifErEh+e3OqNFXo920/9Pu2H6o0dK1Jy6PJyIQQ/un1wPHjtx8TzpP92iPrRiW+SryMN387BT9XB/QPdG/w6+/szYkeGAAvF37nXemZHsevH+ceE9LSqEeHEELM3JsjgzCqhw/UOj1e+uk4sm8oG/zaQ+eLcDK3FA5iEV4aSnNziO2hRIcQQsycUCjA6id7o1c7OUoqNXhuwzGUVqrv+7o7e3OeGRQAT2fpfV5BiPWhRIc02IYNG+Dq6sp3GKQBOnTogM8++4zvMEgzcpCI8G1MONq6OuDKDSVe3pgKtfbeQz/xmYXIyCuDTCLCSw9Tbw6xTZToWJmioiK89NJLaN++PaRSKXx8fDBy5EgkJSU98LGffPJJXLhwoRmivL+qqiosXrwYQUFBkEql8PDwwOTJk3HmzJlWOT8ALFmyBL17926x4yckJEAgENS5FRQUtNh5ieXycrbHdzPD4SS1Q/KVW/j39tP13nau1zOsrrlTa+bgDs226CAhloYmI1uZJ554AhqNBj/++CM6duyIwsJCHDhwALdu3Xqg42o0Gjg4ODSomviDUqlUGD58OHJycrBy5UoMGDAAhYWFWLZsGQYMGID9+/dj4MCBLXZ+xhh0Ol2zHU+j0UAsFte7//z587UWvGpIMVNim7r5uGDt9D54bsMx/Jp6DR08ZJg9rPYqx3+eKcDZ/DI4Se0Q+1BHHiIlxDxQj05TKJX1b9XVDW979220dbVphNLSUhw5cgSffPIJhg0bhoCAAPTv3x+LFi3C2LFjuXYCgQDr16/H6NGj4eDggMDAQPz666/c/uzsbAgEAvzvf/9DZGQk7O3tsXHjxlpDV8Yej59++gkdOnSAXC7HtGnTUF5ezrUpLy/HjBkzIJPJ4Ovri9WrVyMyMhLz5s2r93189tlnSEpKwq5duzB16lTufWzduhXdu3fH888/z/0rtq5jTZo0CTNnzuR+3rhxI8LDw+Hs7AwfHx9Mnz4dRUVF3H5jz8qff/6J8PBwSKVS/PTTT3j//fdx8uRJrpdlw4YNAACFQoEXX3wRXl5ecHFxwSOPPIKTJ0/W+ly+//57dOzYEVKp9J6LvXl5ecHHx8dkEwoN/2vOnDkTkyZNwooVK+Dr64s2bdpg9uzZ0Gg03OuLioowfvx47lpu2rSp1jmWLFnC9fL5+flh7ty59cbDGw8Pw0buKzLIC+9P6AEAWP7neew+lW+y39CbY+h9fW5IIFwdzas3x8PRAx6OdK1J66BEpymcnOrfnnjCtK2XV/1tR482bduhQ+02jQrLCU5OTtixYwdUKtU927777rt44okncPLkSTz99NN46qmncPbsWZM2b731FubOnYuzZ89i5MiRdR7n8uXL2LFjB3bt2oVdu3YhMTERH3/8Mbd//vz5+Pvvv7Fz507Ex8fjr7/+Qlpa2j1j+/nnnzFixAj06tXL5HmhUIjXX38dmZmZJonF/ajVanz44Yc4efIkduzYgaysLJNEyOjNN9/EsmXLcPbsWURFRWHBggXo0aMH8vPzkZ+fjyeffBKMMYwdOxYFBQXYs2cPUlNT0bdvXzz66KMmvWaXLl3C//73P2zduvWBi5seOnQIly9fxqFDh/Djjz9iw4YNXNIFGJKh7OxsHDx4EL/99hvWrVtnksj99ttvWL16Nb7++mtcvHgRO3bsQM+ePR8opmYnkwHFxYbNRiuXN1Z0RAc8NzgQADD/f+lIyynh9u0+nY8LhRVwtrfD80MC+QqxTjKJDMVvFKP4jWKqXE5aB7NhCoWCAWAKhaLWvqqqKpaZmcmqqqpqvxCofxszxrSto2P9bYcONW3r4VG7TSP99ttvzM3Njdnb27NBgwaxRYsWsZMnT94VPtjLL79s8tyAAQPYK6+8whhjLCsriwFgn332mUmbH374gcnlcu7nxYsXM0dHR1ZWVsY998Ybb7ABAwYwxhgrKytjYrGY/frrr9z+0tJS5ujoyF577bV634O9vX29+9PS0hgA9ssvvzDGGBs6dGitthMnTmQxMTH1Hj8lJYUBYOXl5Ywxxg4dOsQAsB07dpi0W7x4MevVq5fJcwcOHGAuLi6surra5PlOnTqxr7/+mnudWCxmRUVF9cZw53llMpnJ1rVrV65NTEwMCwgIYFqtlntuypQp7Mknn2SMMXb+/HkGgCUnJ3P7z549ywCw1atXM8YYW7lyJevatStTq9X3jMfonr/7xKxodXr2/IYUFvDWLhb24T6Wc1PJtDo9e2TFIRbw1i72+f4LfIdISIu41/f33ahHpykqKurftm41bVtUVH/bvXtN22Zn127TSE888QSuX7+OnTt3YuTIkUhISEDfvn1NegAAICIiotbPd/fohIeH3/d8HTp0gLOzM/ezr68v15tw5coVaDQa9O/fn9svl8sRFBTU2LfFYTVDQBJJw7viT5w4gYkTJyIgIADOzs6IjIwEAOTk5Ji0a8j7TU1NRUVFBdq0acP1oDk5OSErKwuXL1/m2gUEBMDT07NB8f31119IT0/ntj///NNkf48ePSAS3S7oeOdnfPbsWdjZ2ZnE3q1bN5MhxilTpqCqqgodO3ZEbGwstm/fDq1W26DYiHkTCQX4fFofBPu64EaFGs9tOIaf/7mKy8VKyB3EeHZwB75DJIR3NBm5KRrTtd5Sbe/B3t4eI0aMwIgRI/Dee+/hhRdewOLFi+scrrmTQCC4K5z7x3P3JFuBQAB9zcq2xqTk7uOy+xQn7NKlCzIzM+vcd+7cOQBA165dARiGs+4+3p3zV5RKJaKiohAVFYWNGzfC09MTOTk5GDlyJNRq03VIGvJ+9Xo9fH19kZCQUGvfnclFQ45lFBgYeM/b9pvyGd/J398f58+fR3x8PPbv349Zs2Zh+fLlSExMvOck6VZVVXV7KHfvXqAVJr1bC5nUDt/NDMekL//GxaIKvPu74c7EFx/uCGd7M7m+d6jSVGH0JsO13jtjLxzEdK1Jy6IeHRsQHBwM5V0Tm5OTk2v93K1bt2Y9b6dOnSAWi5GSksI9V1ZWhosX712c8KmnnsL+/ftrzcPR6/VYvXo1wsPDERwcDADw9PREfv7tiZg6nQ4ZGRncz+fOncONGzfw8ccf46GHHkK3bt1M5q/ci0QiqXX3Vd++fVFQUAA7Ozt07tzZZPPgYSJt9+7dodVqcdxYPgGGu7hKS0tN2jk4OGDChAn44osvkJCQgKSkJJw+fbqVo70HvR5ITDRsVAKi0XzlDvguph8cxIaeP3eZBDGDOvAbVD30TI/Eq4lIvJpIJSBIq6AeHSty8+ZNTJkyBc899xxCQ0Ph7OyM48eP49NPP8XEiRNN2v76668IDw/HkCFDsGnTJqSkpOC7775r1nicnZ0RExODN954A+7u7vDy8sLixYshFArv2QPx+uuv4/fff8f48eNNbi//6KOPcPHiRfz9999c20ceeQTz58/H7t270alTJ6xevdrkS759+/aQSCRYs2YNXn75ZWRkZODDDz9sUPwdOnRAVlYW0tPT0a5dOzg7O2P48OGIiIjApEmT8MknnyAoKAjXr1/Hnj17MGnSpAYNf92tqKgI1XfdrdemTZsG9bYEBQVh1KhRiI2NxTfffAM7OzvMmzfPZBmADRs2QKfTYcCAAXB0dMRPP/0EBwcHBAQENDpWYr5C2srx5Yw+eHfHGbw+oiucpPTnnRCAenSsipOTEwYMGIDVq1fj4YcfRkhICN59913ExsZi7dq1Jm3ff/99bNmyBaGhofjxxx+xadMmrpekOa1atQoREREYN24chg8fjsGDB6N79+6wt6+/sKC9vT0OHDiAZ555BosWLUKnTp3Qv39/ZGRkICMjAz169ODaPvfcc4iJicEzzzyDoUOHIjAwEMOGDeP2e3p6YsOGDfj1118RHByMjz/+GCtWrGhQ7E888QRGjRqFYcOGwdPTE5s3b4ZAIMCePXvw8MMP47nnnkPXrl0xbdo0ZGdnw9vbu0mfUVBQEHx9fU221NTUBr/+hx9+gL+/P4YOHYrHH3+cu/XdyNXVFd9++y0GDx6M0NBQHDhwAH/88QfatGnTpHiJ+Xqkmzf+fvsRTA5rx3cohJgNAbvfhAkrVlZWBrlcDoVCUWvBturqamRlZSEwMPCeX8qWSCAQYPv27Zg0aVKrn1upVKJt27ZYuXIlnn/++Qa/bu/evXjsscewYsUKzJkzpwUjJLz87iuVt5dTqKigW8ytmFKthNMyw7WuWFRBt5iTJrnX9/fdqEeHtKgTJ05g8+bNuHz5MtLS0jBjxgwAqDWUdj+jR4/G3r17cevWLdy4caMlQiWEEGKFaBCXtLgVK1bg/PnzkEgkCAsLw19//dWkibvDhg0zGZYihBBC7ocSHRvUmqOVffr0adR8E2LDHB35joC0EkcxXWvSeijRIYTwTyZrdG03YplkEhmU/6JrTVoPzdG5Dxueq01sFP3OE0KsCSU69TCuYVJZWclzJIS0LuPvvNmsmkwIIQ+g0UNXhw8fxvLly5Gamor8/HyT25Q1Gg3eeecd7NmzB1euXIFcLsfw4cPx8ccfw8/PjztGZGQkEhMTTY775JNPYsuWLdzPJSUlmDt3Lnbu3AkAmDBhAtasWWOyVH5OTg5mz56NgwcPwsHBAdOnT8eKFSsaVQepPiKRCK6urtwquo6Ojvdc5I4QS8cYQ2VlJYqKiuDq6mpSX6vFVVcDTzxheLx1K2BlSzqQ26q11Xjif4ZrvXXqVtjb0bUmLavRiY5SqUSvXr3w7LPP4gnjH6YalZWVSEtLw7vvvotevXqhpKQE8+bNw4QJE0yWqAeA2NhYfPDBB9zPDnfVtpk+fTquXbuGuLg4AMCLL76I6Oho/PHHHwAMS/2PHTsWnp6eOHLkCG7evImYmBgwxrBmzZrGvq06+fj4AECDSwYQYg1cXV253/1Wo9MBe/bcfkyslk6vw56Le7jHhLS0Ric6o0ePxmhj8b27yOVyxMfHmzy3Zs0a9O/fHzk5OWjfvj33vKOjY71/TM+ePYu4uDgkJydjwIABAIBvv/0WEREROH/+PIKCgrBv3z5kZmYiNzeX6y1auXIlZs6ciaVLl953AaGGEAgE8PX1hZeXl0mhSEKslVgsbt2eHEIIaWEtfteVQqGAQCCoVZ1506ZN2LhxI7y9vTF69GgsXrwYzs7OAICkpCTI5XIuyQGAgQMHQi6X4+jRowgKCkJSUhJCQkJMhsRGjhwJlUqF1NTUOtdbUalUUKlU3M9lZWUNeg8ikYj++BNCCCEWqEUTnerqarz99tuYPn26SQ/LjBkzEBgYCB8fH2RkZGDRokU4efIk1xtUUFBgUqvHyMvLCwUFBVybu2sLubm5QSKRcG3utmzZMrz//vvN9fYIIYQQYuZaLNHRaDSYNm0a9Ho91q1bZ7IvNjaWexwSEoIuXbogPDwcaWlp6Nu3LwDUOfGXMWbyfEPa3GnRokWYP38+93NZWRn8/f0b98YIIYQQYjFa5PZyjUaDqVOnIisrC/Hx8fedL9O3b1+IxWJcvHgRgGEScGFhYa12xcXFXC+Oj49PrZ6bkpISaDSaeqtIS6VSuLi4mGyEEEIIsV7N3qNjTHIuXryIQ4cOoU2bNvd9zZkzZ6DRaODr6wsAiIiIgEKhQEpKCvr37w8A+Oeff6BQKDBo0CCuzdKlS5Gfn8+9bt++fZBKpQgLC2tQrMaF0Ro6V4cQ0kLuXBW5rIzuvLJiSrUSqDY8Lisrg05C15o0nvF7u0ELnLJGKi8vZydOnGAnTpxgANiqVavYiRMn2NWrV5lGo2ETJkxg7dq1Y+np6Sw/P5/bVCoVY4yxS5cusffff58dO3aMZWVlsd27d7Nu3bqxPn36MK1Wy51n1KhRLDQ0lCUlJbGkpCTWs2dPNm7cOG6/VqtlISEh7NFHH2VpaWls//79rF27dmzOnDkNfi+5ubkMAG200UYbbbTRZoFbbm7ufb/rBYw1br33hISEOu9oiomJwZIlSxAYGFjn6w4dOoTIyEjk5ubi6aefRkZGBioqKuDv74+xY8di8eLFcHd359rfunWr1oKBa9eurbVg4KxZs2otGCiVShv0XvR6Pa5fvw5nZ2ebXAzQOEcpNzeXhvEeAH2OzYM+x+ZBn2PzoM+xebTU58gYQ3l5Ofz8/CAU3nsWTqMTHWI9ysrKIJfLoVAo6H/kB0CfY/Ogz7F50OfYPOhzbB7m8DlSrStCCCGEWC1KdAghhBBitSjRsWFSqRSLFy9u8JwmUjf6HJsHfY7Ngz7H5kGfY/Mwh8+R5ugQQgghxGpRjw4hhBBCrBYlOoQQQgixWpToEEIIIcRqUaJDCCGEEKtFiY6NWbZsGfr16wdnZ2d4eXlh0qRJOH/+PN9hWbxly5ZBIBBg3rx5fIdicfLy8vD000+jTZs2cHR0RO/evZGamsp3WBZFq9XinXfeQWBgIBwcHNCxY0d88MEH0Ov1fIdm1g4fPozx48fDz88PAoEAO3bsMNnPGMOSJUvg5+cHBwcHREZG4syZM/wEa8bu9TlqNBq89dZb6NmzJ2QyGfz8/PDMM8/g+vXrrRYfJTo2JjExEbNnz0ZycjLi4+Oh1WoRFRUF5Z1FFUmjHDt2DN988w1CQ0P5DsXilJSUYPDgwRCLxdi7dy8yMzOxcuVKk1Iv5P4++eQTfPXVV1i7di3Onj2LTz/9FMuXL8eaNWv4Ds2sKZVK9OrVC2vXrq1z/6effopVq1Zh7dq1OHbsGHx8fDBixAiUl5e3cqTm7V6fY2VlJdLS0vDuu+8iLS0N27Ztw4ULFzBhwoTWC7DBFTCJVSoqKmIAWGJiIt+hWKTy8nLWpUsXFh8fz4YOHcpee+01vkOyKG+99RYbMmQI32FYvLFjx7LnnnvO5LnHH3+cPf300zxFZHkAsO3bt3M/6/V65uPjwz7++GPuuerqaiaXy9lXX33FQ4SW4e7PsS4pKSkMALt69WqrxEQ9OjZOoVAAgElBVdJws2fPxtixYzF8+HC+Q7FIO3fuRHh4OKZMmQIvLy/06dMH3377Ld9hWZwhQ4bgwIEDuHDhAgDg5MmTOHLkCMaMGcNzZJYrKysLBQUFiIqK4p6TSqUYOnQojh49ymNklk+hUEAgELRaz61dq5yFmCXGGObPn48hQ4YgJCSE73AszpYtW5CWloZjx47xHYrFunLlCtavX4/58+fjX//6F1JSUjB37lxIpVI888wzfIdnMd566y0oFAp069YNIpEIOp0OS5cuxVNPPcV3aBaroKAAAODt7W3yvLe3N65evcpHSFahuroab7/9NqZPn95qRT4p0bFhc+bMwalTp3DkyBG+Q7E4ubm5eO2117Bv3z7Y29vzHY7F0uv1CA8Px0cffQQA6NOnD86cOYP169dTotMIv/zyCzZu3Iiff/4ZPXr0QHp6OubNmwc/Pz/ExMTwHZ5FEwgEJj8zxmo9RxpGo9Fg2rRp0Ov1WLduXaudlxIdG/Xqq69i586dOHz4MNq1a8d3OBYnNTUVRUVFCAsL457T6XQ4fPgw1q5dC5VKBZFIxGOElsHX1xfBwcEmz3Xv3h1bt27lKSLL9MYbb+Dtt9/GtGnTAAA9e/bE1atXsWzZMkp0msjHxweAoWfH19eXe76oqKhWLw+5P41Gg6lTpyIrKwsHDx5std4cgO66sjmMMcyZMwfbtm3DwYMHERgYyHdIFunRRx/F6dOnkZ6ezm3h4eGYMWMG0tPTKclpoMGDB9da3uDChQsICAjgKSLLVFlZCaHQ9M+5SCSi28sfQGBgIHx8fBAfH889p1arkZiYiEGDBvEYmeUxJjkXL17E/v370aZNm1Y9P/Xo2JjZs2fj559/xu+//w5nZ2duHFoul8PBwYHn6CyHs7NzrXlNMpkMbdq0oflOjfD6669j0KBB+OijjzB16lSkpKTgm2++wTfffMN3aBZl/PjxWLp0Kdq3b48ePXrgxIkTWLVqFZ577jm+QzNrFRUVuHTpEvdzVlYW0tPT4e7ujvbt22PevHn46KOP0KVLF3Tp0gUfffQRHB0dMX36dB6jNj/3+hz9/PwwefJkpKWlYdeuXdDpdNz3jru7OyQSScsH2Cr3dhGzAaDO7YcffuA7NItHt5c3zR9//MFCQkKYVCpl3bp1Y9988w3fIVmcsrIy9tprr7H27dsze3t71rFjR/bvf/+bqVQqvkMza4cOHarz72FMTAxjzHCL+eLFi5mPjw+TSqXs4YcfZqdPn+Y3aDN0r88xKyur3u+dQ4cOtUp8AsYYa/l0ihBCCCGk9dEcHUIIIYRYLUp0CCGEEGK1KNEhhBBCiNWiRIcQQgghVosSHUIIIYRYLUp0CCGEEGK1KNEhhBBCiNWiRIcQQgghVosSHUIIucuSJUvQu3dvvsMghDQDSnQIITZNIBBgx44dfIdBCGkhlOgQQgghxGpRokMIMQuRkZF49dVXMW/ePLi5ucHb2xvffPMNlEolnn32WTg7O6NTp07Yu3cv95rExET0798fUqkUvr6+ePvtt6HVak2OOXfuXLz5/+3dQShsbRzH8e/QrDRNoZgmNWuFLChsbjbKCqVsrGxQs7Fgo0yyENmykrAWIhtZoAajlNXYWCHTbCSym3FXpqt763XfrnvH9P2szvOcc/79exanX8/pdMbHqayspLa2lkQiUTgfi8UA6O3tJRAIFMZv1tfXicVihMNhBgYGeHp6+swlkPQJDDqSisbq6irV1dWkUini8TgjIyP09/fT3t7OxcUFXV1dDA4O8vLywt3dHd3d3bS0tHB5ecnS0hLLy8vMzMz8VLOiooKzszPm5uaYnp5mf38fgPPzcwBWVla4v78vjAGur6/Z2tpid3eX3d1dDg8PmZ2d/XuLIemP8O/lkorCt2/fyOVyHB8fA5DL5QiHw/T19bG2tgZAJpMhEolwcnLCzs4OGxsbpNNpAoEAAIuLi0xMTPD4+EhZWdlPNQFaW1vp7OwshJZAIMDm5iY9PT2FaxKJBPPz82QyGUKhEADj4+McHR1xenr6N5ZD0h/ijo6kotHY2Fg4Li8vp6qqioaGhsJcTU0NANlslnQ6TVtbWyHkAHR0dPD8/Mzt7e0vawJEIhGy2ex/9hKLxQoh53fuk1RcDDqSikYwGHw3DgQC7+beQk0+n+f19fVdyAF426D+cf5XNfP5/P/q5SP3SSouBh1JX1J9fT3JZJIf374nk0lCoRDRaPTDdYLBILlc7jNalFQEDDqSvqTR0VFubm6Ix+NcXV2xvb3N1NQUY2NjlJV9/NEWi8U4ODggk8nw8PDwiR1L+hcMOpK+pGg0yt7eHqlUiqamJoaHhxkaGmJycvK36iwsLLC/v09dXR3Nzc2f1K2kf8WvriRJUslyR0eSJJUsg44kSSpZBh1JklSyDDqSJKlkGXQkSVLJMuhIkqSSZdCRJEkly6AjSZJKlkFHkiSVLIOOJEkqWQYdSZJUsr4Dp/+6Z+Y6rIoAAAAASUVORK5CYII=", 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" ] @@ -1189,7 +1267,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "id": "d266e90c-ae57-41cb-99a5-3185b61e60ed", "metadata": {}, "outputs": [ @@ -1197,12 +1275,12 @@ "name": "stderr", "output_type": "stream", "text": [ - " 50]]\r" + " 21]]\r" ] }, { "data": { - "image/png": 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cjny3WVpaWpFj+QEo/1/Ar13Q4No/7hxVo0YNHTt2rMD40aNHJUl+fn5/af+SVL16dVWpUqXM5qlVq5ZDf1znf9bnyJEj1621Wq366quv1LVrV3Xq1EkJCQl2Z2Ku/rlc/Xm3on4uJflZlwZHnnNHj6Go13bfvn3Vt29f5eTkaNu2bZoyZYqio6NVt25dRUREONR/jRo19P3338swDLv5Tpw4ocuXLxd4vTj6XYJlpXr16razkCNHjiy05upVC6WCvecf29y5c4tc1TAgIMC2ImNxr6mSqFKlit3vT+fOndWyZUtNmjRJgwYNKnD2/Go1atQo0fz5x/Tpp5+qTp06xfZTp04dLVy4UJL0888/65NPPlF8fLxyc3P11ltvlfi4ANjjkkUApktNTVVcXJx8fHz05JNPlugxTk5Oat26tW11tPxLykpyVsgRe/fu1X//+1+7seXLl8vLy0t33XWXJNlWG9y9e7dd3apVqwrsz2q1lri3qKgobdy40fZHer6lS5fKw8OjVJa59vT0VOvWrfX555/b9XXlyhUtW7ZMtWrVKnAJXFlq27atfHx89NZbb133ElZJuvPOO7Vp0yYdOXJEkZGRdl8wXtTP5csvvyx0XyX5WZcGR55zR4/heqxWqzp06KCpU6dKUoFV9EoiKipK58+fL/Cl4PmXZpb0KxHKSlHvAR4eHurYsaN27dql8PBwtWrVqsDtesG7Xbt2qlatmvbt21fo41u1aiVXV1d5enrqnnvu0eeff66LFy/aHn/u3Lkb/tnlH9ubb76pixcv6rXXXiu2tmPHjtqwYYPdIiJ5eXn6+OOP7eq6du0qZ2dnHThwoMhjKkyjRo300ksvqVmzZmV++TZQ0XGGDEC5Sk5Otn1G4cSJE/r222+1aNEiOTk5aeXKlcWuvvfWW29p48aN6tmzp4KDg3Xx4kW9//77kmT7QmkvLy/VqVNH//d//6eoqCj5+vrKz8/vhpZol/68hKxPnz6Kj49XzZo1tWzZMq1bt05Tp06Vh4eHpD8v9WncuLHi4uJ0+fJlVa9eXStXrtTmzZsL7K9Zs2b6/PPPtWDBArVs2bLAv4BfbeLEiVq9erU6duyoCRMmyNfXVx9++KHWrFmjadOmycfH54aO6VpTpkxR586d1bFjR8XFxcnV1VXz589XcnKyPvroo3I9w1G1alXNnDlTTzzxhDp16qRhw4YpICBAv/76q/773/9q3rx5BR4TGhqqb7/9Vp06dVL79u21fv161apVSz169JCvr68ef/xxvfLKK3J2dtbixYt1+PDhQucuyc+6tJT0OXf0GAozYcIEHTlyRFFRUapVq5bOnDmjf/7zn3JxcVGHDh0c7v2RRx7Rm2++qSFDhuj3339Xs2bNtHnzZk2ePFk9evSw+3J3MxT3HvDPf/5T9957r+677z79/e9/V926dXXu3Dn9+uuv+vLLL4tdeVL68/U5d+5cDRkyRKdPn9ZDDz0kf39/nTx5Uv/973918uRJLViwQNKfX6rdrVs3de7cWWPHjlVeXp6mTp0qT09PnT59+oaPr0OHDurRo4cWLVqkF154ocBZvXwvvfSSVq1apfvvv18TJkyQh4eH3nzzzQIry9atW1evvPKKxo8fr99++03dunVT9erVdfz4cW3fvl2enp6aNGmSdu/erVGjRulvf/ubGjZsKFdXV23cuFG7d+++7uWTAK7DzBVFAFQe+avC5d9cXV0Nf39/o0OHDsbkyZONEydOFHjMtSuqbd261XjggQeMOnXqGFar1ahRo4bRoUMHY9WqVXaPW79+vXHnnXcaVqvVkGQMGTLEbn8nT5687lyG8eeqdT179jQ+/fRTo2nTpoarq6tRt25dY9asWQUe//PPPxtdunQxvL29jdtuu80YPXq0sWbNmgKrLJ4+fdp46KGHjGrVqhkWi8VuThWyMtyePXuM3r17Gz4+Poarq6vRvHlzu9X6DOP/rQj3r3/9y248f6XDa+sL8+233xr333+/4enpabi7uxtt2rQxvvzyy0L358gqi9erLWqFyn//+99Ghw4dDE9PT8PDw8No0qSJ3SqKV6+ymO/IkSPGHXfcYdStW9c4cOCAYRiGsX37dqNt27aGp6encfvttxsTJ0403nvvvUJXKCzpz7ow+Y8vzI4dOwr9OZTkOb+RY7jW6tWrje7duxu333677feuR48exrfffnvd4ypslUXDMIxTp04ZTz31lFGzZk3D2dnZqFOnjjFu3Djj4sWLdnWSjJEjR153nuvNl68kqywaRtHvAYbx52vzscceM26//XbDxcXFuO2224y2bdsar732mq2mqN+pfJs2bTJ69uxp+Pr6Gi4uLsbtt99u9OzZs0D9qlWrjPDwcMPV1dUIDg42/vGPfxS5cua1CnuN59uzZ49RpUoV49FHH7WNFfb+8d133xlt2rQxrFarERgYaPzv//6v8c477xT6O/fFF18YHTt2NLy9vQ2r1WrUqVPHeOihh4z169cbhmEYx48fN4YOHWrccccdhqenp1G1alUjPDzceOONN4zLly9f93gAFM1iGCW4JgQAgAqsbt26CgsL0+rVq81uBQBQyfAZMgAAAAAwCYEMAAAAAEzCJYsAAAAAYBLOkAEAAACASQhkAAAAAGASAhkAAAAAmIQvhi5FV65c0dGjR+Xl5VWuX6QKAAAA4OZiGIbOnTunoKAgValS9HkwAlkpOnr0qGrXrm12GwAAAABuEocPH1atWrWK3E4gK0VeXl6S/nzSvb29Te4GAAAAgFnOnj2r2rVr2zJCUQhkpSj/MkVvb28CGQAAAIDrfpSJRT0AAAAAwCQEMgAAAAAwCYEMAAAAAExCIAMAAAAAkxDIAAAAAMAkBDIAAAAAMAmBDAAAAABMQiADAAAAAJMQyAAAAADAJAQyAAAAADAJgQwAAAAATEIgAwAAAACTEMgAAAAAwCQEMgAAAAAwCYEMAAAAAExCIAMAAAAAkxDIAAAAAMAkBDIAAAAAMImz2Q0AAADg5pGamqr09PRyn9fPz0/BwcHlPi9gNgIZAAAAJP0Zxu4IDdWF7Oxyn9vdw0M/paQQylDpEMgAAAAgSUpPT9eF7GyNmPGOguo3Krd5jx74WfPjhis9PZ1AhkqHQAYAAAA7QfUbKaRpC7PbACoFFvUAAAAAAJMQyAAAAADAJAQyAAAAADAJgQwAAAAATEIgAwAAAACTEMgAAAAAwCQEMgAAAAAwCYEMAAAAAExCIAMAAAAAkxDIAAAAAMAkzmY3AAAAgMKlpqYqPT293OZLSUkpt7kA/IlABgAAcBNKTU3VHaGhupCdXe5z5+bklvucQGVFIAMAALgJpaen60J2tkbMeEdB9RuVy5z/3bRO/5r9ui5fvlwu8wEgkAEAANzUguo3UkjTFuUy19EDP5fLPAD+Hxb1AAAAAACTEMgAAAAAwCQEMgAAAAAwCYEMAAAAAExCIAMAAAAAkxDIAAAAAMAkBDIAAAAAMAmBDAAAAABMwhdDAwAA4KaQkpJSrvP5+fkpODi4XOcErkUgAwAAgKnOnDwui8WiwYMHl+u87h4e+iklhVAGUxHIAAAAYKrss5kyDEOPvjpH9cPCy2XOowd+1vy44UpPTyeQwVQEMgAAANwUaoY0UEjTFma3AZSrm2ZRjylTpshisSg2NtY2ZhiG4uPjFRQUJHd3d0VGRmrv3r12j8vJydHo0aPl5+cnT09P9enTR0eOHLGrycjIUExMjHx8fOTj46OYmBidOXPGriY1NVW9e/eWp6en/Pz8NGbMGOXm5pbV4QIAAADAzRHIduzYoXfeeUfh4fanqKdNm6ZZs2Zp3rx52rFjhwIDA9W5c2edO3fOVhMbG6uVK1dqxYoV2rx5s86fP69evXopLy/PVhMdHa2kpCQlJCQoISFBSUlJiomJsW3Py8tTz549lZWVpc2bN2vFihX67LPPNHbs2LI/eAAAAACVlumB7Pz58xo0aJDeffddVa9e3TZuGIZmz56t8ePHq3///goLC9OSJUuUnZ2t5cuXS5IyMzO1cOFCzZw5U506ddKdd96pZcuWac+ePVq/fr2kP1frSUhI0HvvvaeIiAhFRETo3Xff1erVq7V//35JUmJiovbt26dly5bpzjvvVKdOnTRz5ky9++67Onv2bPk/KQAAAAAqBdMD2ciRI9WzZ0916tTJbvzgwYNKS0tTly5dbGNWq1UdOnTQli1bJEk7d+7UpUuX7GqCgoIUFhZmq9m6dat8fHzUunVrW02bNm3k4+NjVxMWFqagoCBbTdeuXZWTk6OdO3cW2XtOTo7Onj1rdwMAAACAkjJ1UY8VK1boxx9/1I4dOwpsS0tLkyQFBATYjQcEBOjQoUO2GldXV7sza/k1+Y9PS0uTv79/gf37+/vb1Vw7T/Xq1eXq6mqrKcyUKVM0adKk6x0mAAAAABTKtDNkhw8f1tNPP61ly5bJzc2tyDqLxWJ33zCMAmPXuramsPobqbnWuHHjlJmZabsdPny42L4AAAAA4GqmBbKdO3fqxIkTatmypZydneXs7KxNmzZpzpw5cnZ2tp2xuvYM1YkTJ2zbAgMDlZubq4yMjGJrjh8/XmD+kydP2tVcO09GRoYuXbpU4MzZ1axWq7y9ve1uAAAAAFBSpgWyqKgo7dmzR0lJSbZbq1atNGjQICUlJalevXoKDAzUunXrbI/Jzc3Vpk2b1LZtW0lSy5Yt5eLiYldz7NgxJScn22oiIiKUmZmp7du322q+//57ZWZm2tUkJyfr2LFjtprExERZrVa1bNmyTJ8HAAAAAJWXaZ8h8/LyUlhYmN2Yp6enatSoYRuPjY3V5MmT1bBhQzVs2FCTJ0+Wh4eHoqOjJUk+Pj56/PHHNXbsWNWoUUO+vr6Ki4tTs2bNbIuEhIaGqlu3bho2bJjefvttSdLw4cPVq1cvNW7cWJLUpUsXNWnSRDExMZo+fbpOnz6tuLg4DRs2jLNeAAAAAMqMqYt6XM9zzz2nCxcuaMSIEcrIyFDr1q2VmJgoLy8vW80bb7whZ2dnDRgwQBcuXFBUVJQWL14sJycnW82HH36oMWPG2FZj7NOnj+bNm2fb7uTkpDVr1mjEiBFq166d3N3dFR0drRkzZpTfwQIAAACodG6qQPb111/b3bdYLIqPj1d8fHyRj3Fzc9PcuXM1d+7cImt8fX21bNmyYucODg7W6tWrHWkXAAAAAP4S07+HDAAAAAAqKwIZAAAAAJiEQAYAAAAAJiGQAQAAAIBJCGQAAAAAYBICGQAAAACYhEAGAAAAACYhkAEAAACASQhkAAAAAGASAhkAAAAAmIRABgAAAAAmIZABAAAAgEkIZAAAAABgEgIZAAAAAJiEQAYAAAAAJiGQAQAAAIBJCGQAAAAAYBICGQAAAACYhEAGAAAAACYhkAEAAACASQhkAAAAAGASAhkAAAAAmIRABgAAAAAmIZABAAAAgEkIZAAAAABgEgIZAAAAAJiEQAYAAAAAJiGQAQAAAIBJCGQAAAAAYBICGQAAAACYhEAGAAAAACYhkAEAAACASQhkAAAAAGASAhkAAAAAmIRABgAAAAAmIZABAAAAgEkIZAAAAABgEgIZAAAAAJiEQAYAAAAAJiGQAQAAAIBJCGQAAAAAYBICGQAAAACYhEAGAAAAACZxNrsBAAAAwCwpKSnlOp+fn5+Cg4PLdU7c3AhkAAAAqHTOnDwui8WiwYMHl+u87h4e+iklhVAGGwIZAAAAKp3ss5kyDEOPvjpH9cPCy2XOowd+1vy44UpPTyeQwYZABgAAgEqrZkgDhTRtYXYbqMRY1AMAAAAATEIgAwAAAACTEMgAAAAAwCQEMgAAAAAwCYEMAAAAAExCIAMAAAAAkxDIAAAAAMAkBDIAAAAAMAmBDAAAAABMQiADAAAAAJMQyAAAAADAJAQyAAAAADAJgQwAAAAATEIgAwAAAACTEMgAAAAAwCQEMgAAAAAwCYEMAAAAAEzibHYDAAAAQGWSkpJS7nP6+fkpODi43OfF9RHIAAAAgHJw5uRxWSwWDR48uNzndvfw0E8pKYSymxCBDAAAACgH2WczZRiGHn11juqHhZfbvEcP/Kz5ccOVnp5OILsJEcgAAACAclQzpIFCmrYwuw3cJFjUAwAAAABMQiADAAAAAJMQyAAAAADAJAQyAAAAADAJgQwAAAAATEIgAwAAAACTEMgAAAAAwCQEMgAAAAAwCYEMAAAAAExCIAMAAAAAkxDIAAAAAMAkBDIAAAAAMAmBDAAAAABMQiADAAAAAJMQyAAAAADAJAQyAAAAADAJgQwAAAAATEIgAwAAAACTEMgAAAAAwCQEMgAAAAAwCYEMAAAAAExCIAMAAAAAkxDIAAAAAMAkpgayBQsWKDw8XN7e3vL29lZERIT+85//2LYbhqH4+HgFBQXJ3d1dkZGR2rt3r90+cnJyNHr0aPn5+cnT01N9+vTRkSNH7GoyMjIUExMjHx8f+fj4KCYmRmfOnLGrSU1NVe/eveXp6Sk/Pz+NGTNGubm5ZXbsAAAAAGBqIKtVq5b+8Y9/6IcfftAPP/yg+++/X3379rWFrmnTpmnWrFmaN2+eduzYocDAQHXu3Fnnzp2z7SM2NlYrV67UihUrtHnzZp0/f169evVSXl6erSY6OlpJSUlKSEhQQkKCkpKSFBMTY9uel5ennj17KisrS5s3b9aKFSv02WefaezYseX3ZAAAAACodJzNnLx37952919//XUtWLBA27ZtU5MmTTR79myNHz9e/fv3lyQtWbJEAQEBWr58uZ588kllZmZq4cKF+uCDD9SpUydJ0rJly1S7dm2tX79eXbt2VUpKihISErRt2za1bt1akvTuu+8qIiJC+/fvV+PGjZWYmKh9+/bp8OHDCgoKkiTNnDlTQ4cO1euvvy5vb+9yfFYAAAAAVBY3zWfI8vLytGLFCmVlZSkiIkIHDx5UWlqaunTpYquxWq3q0KGDtmzZIknauXOnLl26ZFcTFBSksLAwW83WrVvl4+NjC2OS1KZNG/n4+NjVhIWF2cKYJHXt2lU5OTnauXNnkT3n5OTo7NmzdjcAAAAAKCnTA9mePXtUtWpVWa1WPfXUU1q5cqWaNGmitLQ0SVJAQIBdfUBAgG1bWlqaXF1dVb169WJr/P39C8zr7+9vV3PtPNWrV5erq6utpjBTpkyxfS7Nx8dHtWvXdvDoAQAAAFRmpgeyxo0bKykpSdu2bdPf//53DRkyRPv27bNtt1gsdvWGYRQYu9a1NYXV30jNtcaNG6fMzEzb7fDhw8X2BQAAAABXMz2Qubq6qkGDBmrVqpWmTJmi5s2b65///KcCAwMlqcAZqhMnTtjOZgUGBio3N1cZGRnF1hw/frzAvCdPnrSruXaejIwMXbp0qcCZs6tZrVbbCpH5NwAAAAAoKdMD2bUMw1BOTo5CQkIUGBiodevW2bbl5uZq06ZNatu2rSSpZcuWcnFxsas5duyYkpOTbTURERHKzMzU9u3bbTXff/+9MjMz7WqSk5N17NgxW01iYqKsVqtatmxZpscLAAAAoPIydZXFF198Ud27d1ft2rV17tw5rVixQl9//bUSEhJksVgUGxuryZMnq2HDhmrYsKEmT54sDw8PRUdHS5J8fHz0+OOPa+zYsapRo4Z8fX0VFxenZs2a2VZdDA0NVbdu3TRs2DC9/fbbkqThw4erV69eaty4sSSpS5cuatKkiWJiYjR9+nSdPn1acXFxGjZsGGe9AAAAAJQZUwPZ8ePHFRMTo2PHjsnHx0fh4eFKSEhQ586dJUnPPfecLly4oBEjRigjI0OtW7dWYmKivLy8bPt444035OzsrAEDBujChQuKiorS4sWL5eTkZKv58MMPNWbMGNtqjH369NG8efNs252cnLRmzRqNGDFC7dq1k7u7u6KjozVjxoxyeiYAAAAAVEamBrKFCxcWu91isSg+Pl7x8fFF1ri5uWnu3LmaO3dukTW+vr5atmxZsXMFBwdr9erVxdYAAAAAQGm66T5DBgAAAACVBYEMAAAAAExCIAMAAAAAk5j6GTIAAAAA5SMlJaVc5/Pz81NwcHC5znkrIpABAAAAFdiZk8dlsVg0ePDgcp3X3cNDP6WkEMqug0AGAAAAVGDZZzNlGIYefXWO6oeFl8ucRw/8rPlxw5Wenk4guw4CGQAAAFAJ1AxpoJCmLcxuA9dgUQ8AAAAAMAmBDAAAAABMQiADAAAAAJM4HMguXLig7Oxs2/1Dhw5p9uzZSkxMLNXGAAAAAKCicziQ9e3bV0uXLpUknTlzRq1bt9bMmTPVt29fLViwoNQbBAAAAICKyuFA9uOPP+q+++6TJH366acKCAjQoUOHtHTpUs2ZM6fUGwQAAACAisrhQJadnS0vLy9JUmJiovr3768qVaqoTZs2OnToUKk3CAAAAAAVlcOBrEGDBvriiy90+PBhrV27Vl26dJEknThxQt7e3qXeIAAAAABUVA4HsgkTJiguLk5169bVPffco4iICEl/ni278847S71BAAAAAKionB19wEMPPaR7771Xx44dU/PmzW3jUVFReuCBB0q1OQAAAACoyG7oe8gCAwPl5eWldevW6cKFC5Kku+++W3fccUepNgcAAAAAFZnDgezUqVOKiopSo0aN1KNHDx07dkyS9MQTT2js2LGl3iAAAAAAVFQOB7JnnnlGLi4uSk1NlYeHh2184MCBSkhIKNXmAAAAAKAic/gzZImJiVq7dq1q1aplN96wYUOWvQcAAAAABzh8hiwrK8vuzFi+9PR0Wa3WUmkKAAAAACoDhwNZ+/bttXTpUtt9i8WiK1euaPr06erYsWOpNgcAAAAAFZnDlyxOnz5dkZGR+uGHH5Sbm6vnnntOe/fu1enTp/Xdd9+VRY8AAAAAUCE5fIasSZMm2r17t+655x517txZWVlZ6t+/v3bt2qX69euXRY8AAAAAUCE5fIZM+vN7yCZNmlTavQAAAABApVKiQLZ79+4S7zA8PPyGmwEAAACAyqREgaxFixayWCwyDEMWi8U2bhiGJNmN5eXllXKLAAAAAFAxlegzZAcPHtRvv/2mgwcP6rPPPlNISIjmz5+vpKQkJSUlaf78+apfv74+++yzsu4XAAAAACqMEp0hq1Onju2///a3v2nOnDnq0aOHbSw8PFy1a9fWyy+/rH79+pV6kwAAAABQETm8yuKePXsUEhJSYDwkJET79u0rlaYAAAAAoDJwOJCFhobqtdde08WLF21jOTk5eu211xQaGlqqzQEAAABARebwsvdvvfWWevfurdq1a6t58+aSpP/+97+yWCxavXp1qTcIAAAAABWVw4Hsnnvu0cGDB7Vs2TL99NNPMgxDAwcOVHR0tDw9PcuiRwAAAACokG7oi6E9PDw0fPjw0u4FAAAAACqVEgWyVatWqXv37nJxcdGqVauKre3Tp0+pNAYAAAAAFV2JAlm/fv2UlpYmf3//Ype1t1gsfDE0AAAAAJRQiQLZlStXCv1vAAAAAMCNc3jZ++L88ccfpbk7AAAAAKjQSiWQpaWlafTo0WrQoEFp7A4AAAAAKoUSr7J45swZjRw5UomJiXJxcdELL7ygUaNGKT4+XjNmzFDTpk31/vvvl2WvAAAAAG4hKSkp5Tqfn5+fgoODy3XOv6rEgezFF1/UN998oyFDhighIUHPPPOMEhISdPHiRf3nP/9Rhw4dyrJPAAAAALeIMyePy2KxaPDgweU6r7uHh35KSbmlQlmJA9maNWu0aNEiderUSSNGjFCDBg3UqFEjzZ49uwzbAwAAAHCryT6bKcMw9Oirc1Q/LLxc5jx64GfNjxuu9PT0ihnIjh49qiZNmkiS6tWrJzc3Nz3xxBNl1hgAAACAW1vNkAYKadrC7DZuaiVe1OPKlStycXGx3XdycpKnp2eZNAUAAAAAlUGJz5AZhqGhQ4fKarVKki5evKinnnqqQCj7/PPPS7dDAAAAAKigShzIhgwZYne/vD+gBwAAAAAVTYkD2aJFi8qyDwAAAACodErli6EBAAAAAI4jkAEAAACASQhkAAAAAGASAhkAAAAAmKREgeyuu+5SRkaGJOmVV15RdnZ2mTYFAAAAAJVBiQJZSkqKsrKyJEmTJk3S+fPny7QpAAAAAKgMSrTsfYsWLfToo4/q3nvvlWEYmjFjhqpWrVpo7YQJE0q1QQAAAACoqEoUyBYvXqyJEydq9erVslgs+s9//iNn54IPtVgsBDIAAAAAKKESBbLGjRtrxYoVkqQqVapow4YN8vf3L9PGAAAAAKCiK1Egu9qVK1fKog8AAAAAqHQcDmSSdODAAc2ePVspKSmyWCwKDQ3V008/rfr165d2fwAAAABQYTn8PWRr165VkyZNtH37doWHhyssLEzff/+9mjZtqnXr1pVFjwAAAABQITl8huyFF17QM888o3/84x8Fxp9//nl17ty51JoDAAAAgIrM4TNkKSkpevzxxwuMP/bYY9q3b1+pNAUAAAAAlYHDgey2225TUlJSgfGkpCRWXgQAAAAABzh8yeKwYcM0fPhw/fbbb2rbtq0sFos2b96sqVOnauzYsWXRIwAAAABUSA4HspdfflleXl6aOXOmxo0bJ0kKCgpSfHy8xowZU+oNAgAAAEBF5XAgs1gseuaZZ/TMM8/o3LlzkiQvL69SbwwAAAAAKrob+h6yfAQxAAAAALhxDi/qAQAAAAAoHQQyAAAAADAJgQwAAAAATOJQILt06ZI6duyon3/+uaz6AQAAAIBKw6FA5uLiouTkZFkslrLqBwAAAAAqDYcvWXzkkUe0cOHCsugFAAAAACoVh5e9z83N1Xvvvad169apVatW8vT0tNs+a9asUmsOAAAAACoyhwNZcnKy7rrrLkkq8FkyLmUEAAAAgJJzOJB99dVXZdEHAAAAAFQ6N7zs/a+//qq1a9fqwoULkiTDMEqtKQAAAACoDBwOZKdOnVJUVJQaNWqkHj166NixY5KkJ554QmPHji31BgEAAACgonI4kD3zzDNycXFRamqqPDw8bOMDBw5UQkJCqTYHAAAAABWZw58hS0xM1Nq1a1WrVi278YYNG+rQoUOl1hgAAAAAVHQOnyHLysqyOzOWLz09XVartVSaAgAAAIDKwOFA1r59ey1dutR232Kx6MqVK5o+fbo6duxYqs0BAAAAQEXm8CWL06dPV2RkpH744Qfl5ubqueee0969e3X69Gl99913ZdEjAAAAAFRIDp8ha9KkiXbv3q177rlHnTt3VlZWlvr3769du3apfv36ZdEjAAAAAFRIDp8hk6TAwEBNmjSptHsBAAAAgErlhgJZRkaGFi5cqJSUFFksFoWGhurRRx+Vr69vafcHAAAAABWWw5csbtq0SSEhIZozZ44yMjJ0+vRpzZkzRyEhIdq0aVNZ9AgAAAAAFZLDZ8hGjhypAQMGaMGCBXJycpIk5eXlacSIERo5cqSSk5NLvUkAAAAAqIgcPkN24MABjR071hbGJMnJyUnPPvusDhw4UKrNAQAAAEBF5nAgu+uuu5SSklJgPCUlRS1atCiNngAAAACgUihRINu9e7ftNmbMGD399NOaMWOGNm/erM2bN2vGjBl65plnFBsb69DkU6ZM0d133y0vLy/5+/urX79+2r9/v12NYRiKj49XUFCQ3N3dFRkZqb1799rV5OTkaPTo0fLz85Onp6f69OmjI0eO2NVkZGQoJiZGPj4+8vHxUUxMjM6cOWNXk5qaqt69e8vT01N+fn4aM2aMcnNzHTomAAAAACipEn2GrEWLFrJYLDIMwzb23HPPFaiLjo7WwIEDSzz5pk2bNHLkSN199926fPmyxo8fry5dumjfvn3y9PSUJE2bNk2zZs3S4sWL1ahRI7322mvq3Lmz9u/fLy8vL0lSbGysvvzyS61YsUI1atTQ2LFj1atXL+3cudN2aWV0dLSOHDmihIQESdLw4cMVExOjL7/8UtKfn4Pr2bOnbrvtNm3evFmnTp3SkCFDZBiG5s6dW+JjAgAAAICSKlEgO3jwYJlMnh+O8i1atEj+/v7auXOn2rdvL8MwNHv2bI0fP179+/eXJC1ZskQBAQFavny5nnzySWVmZmrhwoX64IMP1KlTJ0nSsmXLVLt2ba1fv15du3ZVSkqKEhIStG3bNrVu3VqS9O677yoiIkL79+9X48aNlZiYqH379unw4cMKCgqSJM2cOVNDhw7V66+/Lm9v7zJ5DgAAAABUXiUKZHXq1CnrPiRJmZmZkmT7PrODBw8qLS1NXbp0sdVYrVZ16NBBW7Zs0ZNPPqmdO3fq0qVLdjVBQUEKCwvTli1b1LVrV23dulU+Pj62MCZJbdq0kY+Pj7Zs2aLGjRtr69atCgsLs4UxSeratatycnK0c+dOdezYsUC/OTk5ysnJsd0/e/Zs6T0ZAAAAACq8G/pi6D/++EPfffedTpw4oStXrthtGzNmzA01YhiGnn32Wd17770KCwuTJKWlpUmSAgIC7GoDAgJ06NAhW42rq6uqV69eoCb/8WlpafL39y8wp7+/v13NtfNUr15drq6utpprTZkyRZMmTXL0UAEAAABA0g0EskWLFumpp56Sq6uratSoIYvFYttmsVhuOJCNGjVKu3fv1ubNmwtsu3oO6c/wdu3Yta6tKaz+RmquNm7cOD377LO2+2fPnlXt2rWL7QsAAAAA8jkcyCZMmKAJEyZo3LhxqlLF4VXzCzV69GitWrVK33zzjWrVqmUbDwwMlPTn2auaNWvaxk+cOGE7mxUYGKjc3FxlZGTYnSU7ceKE2rZta6s5fvx4gXlPnjxpt5/vv//ebntGRoYuXbpU4MxZPqvVKqvVeiOHDAAAAACOfw9Zdna2Hn744VIJY4ZhaNSoUfr888+1ceNGhYSE2G0PCQlRYGCg1q1bZxvLzc3Vpk2bbGGrZcuWcnFxsas5duyYkpOTbTURERHKzMzU9u3bbTXff/+9MjMz7WqSk5N17NgxW01iYqKsVqtatmz5l48VAAAAAK7lcKp6/PHH9a9//atUJh85cqSWLVum5cuXy8vLS2lpaUpLS9OFCxck/XkJYWxsrCZPnqyVK1cqOTlZQ4cOlYeHh6KjoyVJPj4+evzxxzV27Fht2LBBu3bt0uDBg9WsWTPbqouhoaHq1q2bhg0bpm3btmnbtm0aNmyYevXqpcaNG0uSunTpoiZNmigmJka7du3Shg0bFBcXp2HDhrHCIgAAAIAy4fAli1OmTFGvXr2UkJCgZs2aycXFxW77rFmzSryvBQsWSJIiIyPtxhctWqShQ4dK+vP7zi5cuKARI0YoIyNDrVu3VmJiou07yCTpjTfekLOzswYMGKALFy4oKipKixcvtn0HmSR9+OGHGjNmjG01xj59+mjevHm27U5OTlqzZo1GjBihdu3ayd3dXdHR0ZoxY0aJjwcAAAAAHOFwIJs8ebLWrl1rO7N0vUUxinP1F00XxWKxKD4+XvHx8UXWuLm5ae7cucV+gbOvr6+WLVtW7FzBwcFavXr1dXsCAAAAgNLgcCCbNWuW3n//fdsZLAAAAADAjXH4M2RWq1Xt2rUri14AAAAAoFJxOJA9/fTTxV4aCAAAAAAoGYcvWdy+fbs2btyo1atXq2nTpgUW9fj8889LrTkAAAAAqMgcDmTVqlVT//79y6IXlLLU1FSlp6eX65x+fn4KDg4u1zkBAACAW5XDgWzRokVl0QdKWWpqqu4IDdWF7Oxyndfdw0M/paQQygAAAIAScDiQ4daQnp6uC9nZGjHjHQXVb1Qucx498LPmxw1Xeno6gQwAAAAoAYcDWUhISLHfN/bbb7/9pYZQuoLqN1JI0xZmtwEAAACgEA4HstjYWLv7ly5d0q5du5SQkKD//d//La2+AAAAAKDCcziQPf3004WOv/nmm/rhhx/+ckMAAAAAUFk4/D1kRenevbs+++yz0todAAAAAFR4pRbIPv30U/n6+pbW7gAAAACgwnP4ksU777zTblEPwzCUlpamkydPav78+aXaHAAAAABUZA4Hsn79+tndr1Klim677TZFRkbqjjvuKK2+AAAAAKDCcziQTZw4sSz6AAAAAIBKp9Q+QwYAAAAAcEyJz5BVqVKl2C+EliSLxaLLly//5aYAAAAAoDIocSBbuXJlkdu2bNmiuXPnyjCMUmkKAAAAACqDEgeyvn37Fhj76aefNG7cOH355ZcaNGiQXn311VJtDgAAAAAqshv6DNnRo0c1bNgwhYeH6/Lly0pKStKSJUsUHBxc2v0BAAAAQIXlUCDLzMzU888/rwYNGmjv3r3asGGDvvzyS4WFhZVVfwAAAABQYZX4ksVp06Zp6tSpCgwM1EcffVToJYwAAAAAgJIrcSB74YUX5O7urgYNGmjJkiVasmRJoXWff/55qTUHAAAAABVZiQPZI488ct1l7wEAAAAAJVfiQLZ48eIybAMAAAAAKp8bWmURAAAAAPDXEcgAAAAAwCQEMgAAAAAwCYEMAAAAAExCIAMAAAAAkxDIAAAAAMAkBDIAAAAAMAmBDAAAAABMQiADAAAAAJMQyAAAAADAJAQyAAAAADAJgQwAAAAATEIgAwAAAACTEMgAAAAAwCQEMgAAAAAwCYEMAAAAAExCIAMAAAAAkxDIAAAAAMAkBDIAAAAAMAmBDAAAAABMQiADAAAAAJMQyAAAAADAJAQyAAAAADAJgQwAAAAATEIgAwAAAACTEMgAAAAAwCQEMgAAAAAwCYEMAAAAAExCIAMAAAAAkxDIAAAAAMAkBDIAAAAAMAmBDAAAAABMQiADAAAAAJMQyAAAAADAJAQyAAAAADAJgQwAAAAATEIgAwAAAACTEMgAAAAAwCQEMgAAAAAwibPZDaDiSUlJKfc5/fz8FBwcXO7zAgAAAH8FgQyl5szJ47JYLBo8eHC5z+3u4aGfUlIIZQAAALilEMhQarLPZsowDD366hzVDwsvt3mPHvhZ8+OGKz09nUAGAACAWwqBDKWuZkgDhTRtYXYbAAAAwE2PRT0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", 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" ] @@ -1226,7 +1304,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "id": "2fda94cd-990c-436b-93b0-979f7e3c8ad3", "metadata": {}, "outputs": [ @@ -1243,13 +1321,13 @@ "" ] }, - "execution_count": 33, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1265,7 +1343,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "id": "90914451-ac49-44f6-98d5-4eb6b5f8dbf6", "metadata": {}, "outputs": [ @@ -1283,7 +1361,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "id": "748f2fd1-b2d6-47bb-8315-b4034acbbcee", "metadata": {}, "outputs": [ @@ -1298,7 +1376,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1318,7 +1396,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "id": "5758417d-edcd-448a-9535-16f5b9c1528a", "metadata": {}, "outputs": [ @@ -1335,13 +1413,13 @@ "" ] }, - "execution_count": 36, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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WrJnGjh2rH374QfPmzZPX61Xbtm196jdq1EihoaGlygEAAKRKhJOsrCx1797deT1q1ChJ0qBBgzR37lzl5eUpNzf31LUQAACcVjxmZjXdiBMpKChQTEyM9u3bp+jo6Jpujt+Sxyx2ft42pU8NtgQAgOpT2fdvvlsHAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4it/hZMWKFerbt68SEhLk8Xi0aNGi4y7/xhtvqGfPnmrYsKGio6PVqVMnLV26tLLtBQAAdZzf4aSwsFAdOnTQjBkzKrT8ihUr1LNnTy1ZskTZ2dnq3r27+vbtqzVr1vjdWAAAUPcF+lshPT1d6enpFV5+2rRpPq8ffvhh/eMf/9Dbb7+t1NRUfzcPAADqOL/DyckqLi7W/v37Vb9+/XKXKSoqUlFRkfO6oKCgOpoGAABcoNofiH3iiSdUWFioa6+9ttxlMjMzFRMT40yJiYnV2EIAAFCTqjWcLFiwQPfff78WLlyoRo0albvc2LFjtW/fPmfavn17NbYSAADUpGq7rbNw4UINGTJEr732mnr06HHcZUNCQhQSElJNLQMAAG5SLVdOFixYoMGDB+uVV15Rnz59qmOTAACglvL7ysmBAwf07bffOq+3bt2qnJwc1a9fX82aNdPYsWP1ww8/aN68eZJ+CSYZGRmaPn26fv/73ys/P1+SFBYWppiYmFO0GwAAoK7w+8pJVlaWUlNTnY8Bjxo1SqmpqZowYYIkKS8vT7m5uc7yzz33nI4cOaLbbrtNjRs3dqa77rrrFO0CAACoS/y+ctKtWzeZWbnz586d6/P6o48+8ncTAADgNMZ36wAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFchnAAAAFcJrOkGADg1kscsdn7eNqVPDbYEAE4OV04AAICrEE4AAICrEE4AAICrEE4AAICrEE4AAICrEE4AAICrEE4AAICrEE4AAICrEE4AAICrEE4AAICr+B1OVqxYob59+yohIUEej0eLFi06YZ2PP/5YaWlpCg0N1Zlnnqlnn322Mm0FAACnAb/DSWFhoTp06KAZM2ZUaPmtW7fq0ksvVdeuXbVmzRqNGzdOd955p/7+97/73VgAAFD3+f3Ff+np6UpPT6/w8s8++6yaNWumadOmSZJat26trKwsPf7447r66qv93TwAAKjjqvyZk88++0y9evXyKevdu7eysrJ0+PDhMusUFRWpoKDAZwIAAKeHKg8n+fn5iouL8ymLi4vTkSNHtHv37jLrZGZmKiYmxpkSExOrupkAAMAlquXTOh6Px+e1mZVZXmLs2LHat2+fM23fvr3K2wgAANzB72dO/BUfH6/8/Hyfsl27dikwMFCxsbFl1gkJCVFISEhVNw0AALhQlV856dSpk5YvX+5TtmzZMnXs2FFBQUFVvXkAAFDL+B1ODhw4oJycHOXk5Ej65aPCOTk5ys3NlfTLLZmMjAxn+WHDhum7777TqFGjtGHDBr344ouaM2eORo8efWr2AAAA1Cl+39bJyspS9+7dndejRo2SJA0aNEhz585VXl6eE1QkKSUlRUuWLNHIkSP1zDPPKCEhQU899RQfIwYAAGXyO5x069bNeaC1LHPnzi1VduGFF+qLL77wd1MAAOA0xHfrAAAAVyGcAAAAVyGcAAAAV6nycU6A013ymMU+r7dN6VNDLQGA2oErJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUIJwAAwFUqFU5mzpyplJQUhYaGKi0tTStXrjzu8vPnz1eHDh0UHh6uxo0b64YbbtCePXsq1WAAAFC3+R1OFi5cqBEjRmj8+PFas2aNunbtqvT0dOXm5pa5/CeffKKMjAwNGTJE69at02uvvaZ///vfGjp06Ek3HgAA1D1+h5OpU6dqyJAhGjp0qFq3bq1p06YpMTFRs2bNKnP5zz//XMnJybrzzjuVkpKi888/X7fccouysrLK3UZRUZEKCgp8JgAAcHrwK5wcOnRI2dnZ6tWrl095r169tGrVqjLrdO7cWd9//72WLFkiM9POnTv1+uuvq0+fPuVuJzMzUzExMc6UmJjoTzMBAEAt5lc42b17t44ePaq4uDif8ri4OOXn55dZp3Pnzpo/f7769++v4OBgxcfHq169enr66afL3c7YsWO1b98+Z9q+fbs/zQQAALVYpR6I9Xg8Pq/NrFRZifXr1+vOO+/UhAkTlJ2drXfffVdbt27VsGHDyl1/SEiIoqOjfSYAAHB6CPRn4QYNGiggIKDUVZJdu3aVuppSIjMzU126dNHdd98tSWrfvr0iIiLUtWtXPfjgg2rcuHElmw4AAOoiv66cBAcHKy0tTcuXL/cpX758uTp37lxmnYMHD8rr9d1MQECApF+uuAAAABzL79s6o0aN0gsvvKAXX3xRGzZs0MiRI5Wbm+vcphk7dqwyMjKc5fv27as33nhDs2bN0pYtW/Tpp5/qzjvv1LnnnquEhIRTtycAAKBO8Ou2jiT1799fe/bs0eTJk5WXl6e2bdtqyZIlSkpKkiTl5eX5jHkyePBg7d+/XzNmzNCf//xn1atXTxdddJEeeeSRU7cXAACgzvA7nEjS8OHDNXz48DLnzZ07t1TZHXfcoTvuuKMymwIAAKcZvlsHAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4CuEEAAC4SqW+W+d0ljxmsfPztil9arAlAADUTVw5AQAArkI4AQAArkI4AQAArkI4AQAArkI4AQAArkI4AQAArkI4AQAArkI4AQAArkI4AQAArkI4AQAArkI4AQAArkI4AQAArkI4AQAArkI4AQAArkI4AQAArkI4AQAArkI4AQAArkI4AQAArlKpcDJz5kylpKQoNDRUaWlpWrly5XGXLyoq0vjx45WUlKSQkBD95je/0YsvvlipBgOnUvKYxc4EAHCHQH8rLFy4UCNGjNDMmTPVpUsXPffcc0pPT9f69evVrFmzMutce+212rlzp+bMmaPmzZtr165dOnLkyEk3HgAA1D1+h5OpU6dqyJAhGjp0qCRp2rRpWrp0qWbNmqXMzMxSy7/77rv6+OOPtWXLFtWvX1+SlJycfHKtBgAAdZZft3UOHTqk7Oxs9erVy6e8V69eWrVqVZl13nrrLXXs2FGPPvqomjRpopYtW2r06NH66aefyt1OUVGRCgoKfCYAAHB68OvKye7du3X06FHFxcX5lMfFxSk/P7/MOlu2bNEnn3yi0NBQvfnmm9q9e7eGDx+uvXv3lvvcSWZmpiZNmuRP0wAAQB1RqQdiPR6Pz2szK1VWori4WB6PR/Pnz9e5556rSy+9VFOnTtXcuXPLvXoyduxY7du3z5m2b99emWYCAIBayK8rJw0aNFBAQECpqyS7du0qdTWlROPGjdWkSRPFxMQ4Za1bt5aZ6fvvv1eLFi1K1QkJCVFISIg/TQMAAHWEX1dOgoODlZaWpuXLl/uUL1++XJ07dy6zTpcuXbRjxw4dOHDAKdu4caO8Xq+aNm1aiSYDAIC6zO/bOqNGjdILL7ygF198URs2bNDIkSOVm5urYcOGSfrllkxGRoaz/IABAxQbG6sbbrhB69ev14oVK3T33XfrxhtvVFhY2KnbEwAAUCf4/VHi/v37a8+ePZo8ebLy8vLUtm1bLVmyRElJSZKkvLw85ebmOstHRkZq+fLluuOOO9SxY0fFxsbq2muv1YMPPnjq9gIAANQZfocTSRo+fLiGDx9e5ry5c+eWKmvVqlWpW0EAAABlqVQ4QWnHDn++bUqfGmwJAAC1G1/8BwAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXIVwAgAAXKVS4WTmzJlKSUlRaGio0tLStHLlygrV+/TTTxUYGKizzjqrMpsFAACnAb/DycKFCzVixAiNHz9ea9asUdeuXZWenq7c3Nzj1tu3b58yMjJ08cUXV7qxAACg7vM7nEydOlVDhgzR0KFD1bp1a02bNk2JiYmaNWvWcevdcsstGjBggDp16lTpxgIAgLrPr3By6NAhZWdnq1evXj7lvXr10qpVq8qt99JLL2nz5s2aOHFihbZTVFSkgoICnwkAAJwe/Aonu3fv1tGjRxUXF+dTHhcXp/z8/DLrbNq0SWPGjNH8+fMVGBhYoe1kZmYqJibGmRITE/1pJgAAqMUq9UCsx+PxeW1mpcok6ejRoxowYIAmTZqkli1bVnj9Y8eO1b59+5xp+/btlWkmAACohSp2KeP/16BBAwUEBJS6SrJr165SV1Mkaf/+/crKytKaNWt0++23S5KKi4tlZgoMDNSyZct00UUXlaoXEhKikJAQf5oGAADqCL+unAQHBystLU3Lly/3KV++fLk6d+5cavno6GitXbtWOTk5zjRs2DD99re/VU5Ojs4777yTaz0AAKhz/LpyIkmjRo3S9ddfr44dO6pTp06aPXu2cnNzNWzYMEm/3JL54YcfNG/ePHm9XrVt29anfqNGjRQaGlqqHAAAQKpEOOnfv7/27NmjyZMnKy8vT23bttWSJUuUlJQkScrLyzvhmCdAVUges9j5eduUPjXYEgDAyfA7nEjS8OHDNXz48DLnzZ0797h177//ft1///2V2SwAADgN8N06AADAVQgnAADAVQgnAADAVQgnAADAVQgnAADAVQgnAADAVQgnAADAVQgnAADAVQgnAADAVQgnAADAVQgnAADAVSr13ToAAOD0VdVftMqVEwAA4CqEEwAA4CqEEwAA4CqEEwAA4CqEEwAA4CqEEwAA4CqEEwAA4CqEEwAA4CqEEwAA4CqEEwAA4CqEEwAA4CqEEwAA4CqEEwAA4CqEEwAA4CqEEwAA4CqEEwAA4CqBNd0AAFUvecxi5+dtU/rUYEsA4MS4cgIAAFyFcAIAAFylUuFk5syZSklJUWhoqNLS0rRy5cpyl33jjTfUs2dPNWzYUNHR0erUqZOWLl1a6Qb7K3nMYp8JAAC4m9/hZOHChRoxYoTGjx+vNWvWqGvXrkpPT1dubm6Zy69YsUI9e/bUkiVLlJ2dre7du6tv375as2bNSTceAADUPX4/EDt16lQNGTJEQ4cOlSRNmzZNS5cu1axZs5SZmVlq+WnTpvm8fvjhh/WPf/xDb7/9tlJTU8vcRlFRkYqKipzXBQUF/jYTAADUUn5dOTl06JCys7PVq1cvn/JevXpp1apVFVpHcXGx9u/fr/r165e7TGZmpmJiYpwpMTHRn2YCAIBazK9wsnv3bh09elRxcXE+5XFxccrPz6/QOp544gkVFhbq2muvLXeZsWPHat++fc60fft2f5oJAABqsUqNc+LxeHxem1mpsrIsWLBA999/v/7xj3+oUaNG5S4XEhKikJCQyjQNAADUcn6FkwYNGiggIKDUVZJdu3aVupryawsXLtSQIUP02muvqUePHv63FAAAnBb8uq0THBystLQ0LV++3Kd8+fLl6ty5c7n1FixYoMGDB+uVV15Rnz6MTgkAAMrn922dUaNG6frrr1fHjh3VqVMnzZ49W7m5uRo2bJikX54X+eGHHzRv3jxJvwSTjIwMTZ8+Xb///e+dqy5hYWGKiYk5hbsCAADqAr/DSf/+/bVnzx5NnjxZeXl5atu2rZYsWaKkpCRJUl5ens+YJ88995yOHDmi2267TbfddptTPmjQIM2dO/fk9wAAANQplXogdvjw4Ro+fHiZ834dOD766KPKbAIAAJym+G4dAADgKoQTAADgKoQTAADgKpV65gQAasqx3y6+bQpDEwB1EeEEAACcEqfqnwdu6wAAAFchnAAAAFfhtk4ZuKcNAEDN4coJAABwFa6cALUMV/YA1HWEEwCAXwjIqGqndTjhD6z2OfaYSRw3AKiLeOYEAAC4Sq26ctJ24lJ5Q8Kd1/zXXP242gQAqGpcOQEAAK5Sq66cANWFK0QAUHO4cgIAAFyFcAIAAFyF2zqo87hFAwC1C+EEQJ1HQAVqlzoTTjj51D4MqOZeHBsANanOhBP4j0BX8zgGAFAa4QRl4k2zZtW1379b94crRO7m1n6Dqkc4AU5jde3kX9f2B3UfAblshBMAQK1yuofQ0yHQEE4A1JjT/U1G4ndQG3HMqh7hBDhFOGEB5Tvd/z5O9/33F+EEAIBThBByahBOALgSJ3ng9EU4caHjPexUmRN2dZ3kT+V23PrGdDo8iIbjow+cWm4+P9X0eeh0OKeWp1Jf/Ddz5kylpKQoNDRUaWlpWrly5XGX//jjj5WWlqbQ0FCdeeaZevbZZyvVWACA/5LHLPaZqmM7wMnw+8rJwoULNWLECM2cOVNdunTRc889p/T0dK1fv17NmjUrtfzWrVt16aWX6qabbtLLL7+sTz/9VMOHD1fDhg119dVXn5KdAP/NofrUtv/A3OBU/844BmWrzHmwrv0u68rVFr/DydSpUzVkyBANHTpUkjRt2jQtXbpUs2bNUmZmZqnln332WTVr1kzTpk2TJLVu3VpZWVl6/PHHT/twUtf+KMpzuuzn6a6uBeSa7rc1vX2gJvkVTg4dOqTs7GyNGTPGp7xXr15atWpVmXU+++wz9erVy6esd+/emjNnjg4fPqygoKBSdYqKilRUVOS83rdvnySpuOigz3IFBQXOz8fOK6+8MnWOLa+uOuyne/ezNra5MnXYz8rVaTtxqfPz15N6V0mbjzevItuvaJ1jyyu6P7X9eNbGNlemzq/bXJX9tmSemckv5ocffvjBJNmnn37qU/7QQw9Zy5Yty6zTokULe+ihh3zKPv30U5NkO3bsKLPOxIkTTRITExMTExNTHZi2b9/uT9ywSn1ax+Px+Lw2s1JlJ1q+rPISY8eO1ahRo5zXxcXF2rt3r2JjY7V//34lJiZq+/btio6O9qlXUFBQ5jx/y91cp6a3z36yn6fLftb09tlP9rMu7GdUVJT279+vhIQE+cOvcNKgQQMFBAQoPz/fp3zXrl2Ki4srs058fHyZywcGBio2NrbMOiEhIQoJCfEpq1evnqT/F2iio6NL/UJKlDfP33I316np7VdXnZrefnXVqentV1edmt7+6dLmytSp6e1XV52a3n511anp7R87LyYmpsz5x+PXR4mDg4OVlpam5cuX+5QvX75cnTt3LrNOp06dSi2/bNkydezYscznTQAAwOnN73FORo0apRdeeEEvvviiNmzYoJEjRyo3N1fDhg2T9MstmYyMDGf5YcOG6bvvvtOoUaO0YcMGvfjii5ozZ45Gjx596vYCAADUGX4/c9K/f3/t2bNHkydPVl5entq2baslS5YoKSlJkpSXl6fc3Fxn+ZSUFC1ZskQjR47UM888o4SEBD311FOV/hhxSEiIJk6cWOq2z/Hm+Vvu5jo1vX32k/08XfazprfPfrKfdW0//eEx8/fzPQAAAFWnUsPXAwAAVBXCCQAAcBXCCQAAcBXCCQAAcJXTPpzwPDAAAO5SqeHr65KQkBB9+eWXat26dZVvKy8vT7NmzdInn3yivLw8BQQEKCUlRVdccYUGDx6sgICAKm8DAABuV6s/SvzTTz9pyZIlmj9/vt544w2nfMOGDVq5cqX27t2rMWPG6JtvvlH//v119OhRtWrVSs2aNXOWnT59uq677jpnKP2pU6fqxx9/1F/+8hetWrVKiYmJGjFihBITE/Xyyy9r1qxZys3N1dGjR3XzzTfr/vvvL9Wup59+WllZWerTp4+uvfZa/fWvf9WECROUm5urhg0bKiUlRatXr9bAgQN16NAhLV26VK1bt9bSpUsVFRVV5b83NyosLNQrr7yiVatWKT8/Xx6PR3FxcerSpYv+9Kc/KSIiosx6a9as0euvv66HHnrIpzw/P1+vvvqqMjIyVL9+fe3evVtz5sxRUVGRrrnmGp8weuaZZ2rp0qVq0aKFU3b48GEtXrxY//73v9W0aVNlZGQoIiJCK1eu1LPPPqvc3FwdPHhQ48eP11VXXVWqXW+//baysrJ0ySWXqFOnTvrggw/0+OOP6/Dhw0pISFBAQECpgHrxxRefot9m7VSZPrBz5049+uijmjRpkiIjI53yPXv26IsvvlBRUZEuu+yy4x5/qXQfKDn+mzZtUkhIiPr16+eM5VTSB1atWqUOHTro3nvvVadOnUq1jT7gv1N5HqAP1HJ+fU2gi/znP/+xpKQk83g8JskuvPBC27Fjh73zzjsWHBxsZ5xxhkmyd955xxo2bGiSLDIy0jwej3Xo0MG6detm3bp1M4/HY0FBQdalSxfr3r27bdmyxeLj4y0+Pt6ioqKsQYMGFhMTY5MnT7awsDC78847bdasWc43LcbFxdmUKVMsLy/PzMwmT55sUVFRdvXVV1t8fLxNmTLFYmNjrVmzZnbxxRdbw4YNbcKECfbXv/7VzjvvPDMz27t3r5111ll266232uzZs23w4MF2ySWXWHp6ug0ePNief/55O3DgQJm/hy+++MLGjRtXqjwvL8+efPJJ27Nnj5mZ/fe//7UpU6bYpEmTbP369T7LpqSk2MaNG33KDh06ZG+++aaNGzfOZs6c6Wx/xYoVNmDAADv//PPt7LPPtr///e9ltuutt96yCRMm2KpVq8zM7P3337f09HTr3bu3Pf300zZnzhy74YYb7JJLLrELLrjAIiIiLDIy0vr162c333yz3XTTTdavXz+rV6+eNWnSxNatW+ez/h07dtg555xjXq/XJFlGRobt37/fzMz+9a9/WXR0tEmyM844w7KysiwlJcUaNmxoDRo0sKCgIBs9erRNnz7dpk+fbgEBAdakSRPLzMy06dOn265du6xdu3YWHBxsoaGhFhQUZM2aNbM5c+aY1+u1yy+/3O69916nD5x11ln26quvWlFRkZmZzZo1ywIDAy0tLc2io6Pt5ZdftqioKLvmmmssMjLSJFl0dLR5PB7r06ePnXfeeRYQEGBXXnmlzZo1y6/jn5+fb6NGjXL2vcTu3btt2bJl9vbbb5/w+JfVB0qO/6OPPmrTp0+3bdu2OfNK+kBycrL169fPOcaVPf59+vSxAQMGWGxsrNWrV8+vPvC73/3OJFlAQIDTB/71r39ZTEyMc24oOf4tWrQo8/hPnz7dJNnIkSNt+vTp9tBDDznHv0WLFubxeKxhw4b2/fff26JFi5w+IMk8Ho95PB675557nONf1/pAdZwDTqYPlHUeoA/43weq4n3gZLg+nPzjH/8oczrvvPPsnHPOsQceeMA8Ho/17dvXUlJS7Oyzz7bx48dbfn6+eTweO+OMM2zcuHH28MMPW0pKig0YMMB69uzprD8wMNA8Ho/t3LnTzMz++Mc/Wrdu3aywsNDCw8Nt48aNdtlll1m9evXsueeec+p5PB4bO3as1a9f3+nsl19+ucXHx9trr71mZmY5OTkWEBBgL7/8soWFhdnmzZvtjTfesObNm9vRo0ctKCjI8vPzzczs+eefN6/XW+E/zNr45jx06FD74x//aB6PxyIiIqxx48bm8Xisfv36Fhsba16v16655ho7fPiws59ZWVl2ySWXWMeOHe3LL790pr59+1r79u3t4YcfNo/HYx07drS0tDTbu3ev9ejRwwYOHGiS7LHHHrOmTZva0KFDzePxWNOmTS0yMtLCw8MtOTnZkpOTnRNYYmKipaSk2E033WRnnXWW5eXlWVRUlH3xxRfWuXNna9iwoU2ZMsWnDwwcONBiYmIsKCjIYmNj7a677rIzzzzTZs+ebWZmH3zwgYWGhtozzzxj6enpdsstt9icOXOsdevWlpmZaenp6WZmtmTJEgsICLDQ0NBa/+bs7/Hv06ePRUVFmcfjsauvvtrn+H/55ZfH7QMl7Vu+fLnTBy688EIbOnSoffvttybJOf4lxywiIsLn+CcnJ5ski4+Pt+TkZIuKinKOv5lZZGSknX322XbjjTfaeeed5/QBj8djL730krVr1848Ho9z/NeuXWutW7euM32gOs4Bx+sDlTkP0AfK7wPV9T5wslwfTjwej3m9XuckWDKV/EJK5puZDR8+3Dwej73//vtOOAkMDLTs7GwzM1u9erUlJydbeHi4HTp0yMxKh5OUlBR7//33zcwsNjbWsrKy7PPPPzev12s5OTk+7frXv/5lYWFhdujQIVu4cKH17t3bJFmjRo1s3LhxtmnTJgsKCrKvv/7akpKS7JNPPrFt27ZZeHi47dixwzwejx08eNDMzH7/+9+b1+stdWDLOznXxjdnM7P09HTr1q2btWrVyszMMjMzzev12rp162zjxo2WnJxsEydOLHX8j30jLGlvyc9er9d+/vln69evn5111llWr149W7FihXm9Xjt06JB5vV7717/+ZTfffLOdddZZ9vrrr1uTJk2cbfy6D7Rs2dL++c9/mplZTEyMffnll/bhhx+a1+u1L7/8slQfCA8Pt507d9ojjzxirVq1MknWvn17mz17thUUFFhQUJCtXbvWCbtbt2618PBwKyoqsqCgINu9e7d169bNunbtaklJSRU6/m5+c/b3+Kenp1tYWJgtWbKk3OP/62N+7Dmg5O+/pA8EBATYqlWrnHNAyfE3M7v55pvtt7/9rTVq1Mjn9yzJVqxYUer4l/SBF154wZKTk61Ro0ZOHyjpM99++62FhYU5x9/r9ZrX67XMzEwrKCgwM6vVfaA6zgHH6wPH9oOKngfoA+X3gep6H1i7dq2dDNeHk4SEBHvzzTdLlUdFRdn69ettzZo1zsnJzCw4ONji4+OdN6fIyEjbvHmzM3/dunXm9Xqtffv29tVXX1lQUJB5PB7btWuXs72vv/7azMyuu+46GzJkiG3dutW8Xq/93//9n7Mej8dj48aNs3bt2vm0KzEx0QYOHOjccvJ6vfa3v/3N7rrrLmvbtq1NmjTJ4uLirHv37tatWzenXkhIiCUmJpbaz/JOzrXxzdnMLDw83D744AMLDw83M7OioiKTZPPmzTMzs0WLFllycrKzjQYNGthtt91mjRo1sm3btjlTeHi4ffjhh7Z48WLn+B8+fNiuuOIK83q99s477zjlx/aBN9980xISEiwwMLDU/pf0gUaNGjn/nVx++eU2ZswY27Ztm3k8Hps+fbrP/j/xxBPWokULn2PWsGFDu+SSSywiIsLCwsLM4/HY4sWLLSEhwbKzs+2jjz6ypk2b2o8//mgej8cKCgosLCzMli5daiEhIRU6/m5+c/b3+AcFBVl8fLwtWrSozOM/Z84ce+6558rsA7Nnz/b5+z98+LAFBARYq1at7KuvvirzHDB79myTZE8//bTP/q9cubLU8S/pA7feequFhIRY7969nT5Qsv/PP/+8Tx9YsWKFhYeHW2hoqEVERNgPP/xQq/tAdZwDjtcHSvqBP+cB+kD5faC63ge8Xq+dc845Th/wl+vDSd++fe2+++4rVX7OOefYvHnzLCcnxzwej1Pevn175zaM1+u1tWvX+lwiXLlypaWkpNiCBQssLi7OOeDt2rWz1NRUi4yMtDfeeMPMzH744QdLTk62Dh06WGRkpIWFhdn5559vN910k0myoKAgW7x4sU+7xo8fbw0bNrQhQ4ZYfHy8jR071po1a2ZPPvmkpaWlOR2pc+fOtmXLFqdebGys3X333aX2s7yTc218czb7JfzNnj3bmjZtamZmP/74o0mymJgYe+yxx2zx4sUWHBxs+fn5lpOTYy1btrTQ0FCbNGmSzzbatWtnr7/+eqnjf/jwYYuMjLRGjRo5+//Pf/7TuUJl9su98JCQELvkkkssLy/P2f9LL73UrrzySjvjjDNsyZIlZma2fv16i42NtfT0dOe5mOuuu84eeugh83g8FhwcbC+99JJP22677TZr0aKF/d///Z8lJyfboEGDrFWrVtajRw9r166dtWjRwq655hrr37+/paamOr+XBx98sFRArY1vzv4ef4/HY2PGjLGYmBgbO3asBQUFWV5enuXn51vnzp2td+/edsYZZ5TZBx5//HGf429m1qpVK+vSpYs1a9bMvF5vqeP/+eefW+PGje2iiy5y+oAku+CCC0od/5I+EBMTY6GhofbAAw84fcDj8dg111xjISEhZfaB3/zmN9avXz8799xza3UfqI5zwPH6QGXOA/SB4/eB6ngfWLFihQ0aNMgiIiIsIiLC/OX6cLJixQp75513SpU//PDDlp6ebgcOHLCPPvrIKZ81a5b985//tFtvvbXUScvMbNy4cTZkyBAzM9u+fbstWrTIxo0bZ/fff78zvfvuu87yP/74o5177rkWHR1toaGhFhwcbElJSRYREWHLly8vtf4jR47Ygw8+aJdddplz6WvBggWWmJhosbGxdt111znPmRxr4sSJzht0Tk7OCU/OtfHN+Z133rEePXpYRESEXXXVVbZlyxbnD3PKlCnO/eeS/wI8nl+eGerfv3+p39c999xjvXr1sr1799rcuXN95k2YMMHS0tJ8/lh/3QeuvPJKe/jhhy0+Pt4CAgLsiiuusMGDBzvT3/72N2f5b7/91lq1amUBAQHOfytBQUEmqdS+m5kdOHDAhg4dam3btrVhw4bZoUOH7LHHHnPqlOxfcnKyffHFF87xDw8Pt379+lXo+Jf0ATe+OVfm+JuZ8/B4ye+n5DJ+TEyMPfLII2X2ge7du5c6/vfff7+9/PLLdvnll5fZB8aNG2dXXXWVFRcXO33A4/H49IFjj7+Z2dChQ52H5I/9j7Vjx45lXtmtS32gus4B5fWBypwH6AMn7gNV/T5QYt++fc4tPn+4PpycTo59gz7Rybkib85lhTOzmntzDg4O9nlC/dd/mGZmM2bMsJEjR9qqVat8riz92uHDh23fvn3lzj9y5IjPJ0yOVVhYaD///LOZ/fKg3bRp02zv3r3lrqtknw4ePGj5+fm2Y8cO55klf/z0009WUFBgGzduLHVFz8y/42/m3jfnkzn+r732mk2cONFWrVplq1at8vlv/1jFxcXl9oHi4mIzK90HSsqPPf5mv/SBqVOnltkHSuocOHDAfvrpJysuLnb6QHkP/pXUKUthYWGZfaCkjlv7QFWfA0qeCzQr3Qeq4jxQVh840XmgrD5Q288Dv34f6Nev3yl7HzhZtXqck7pq69atys/PlyTFx8crJSWl1DJHjhzRwYMHFR0dXeY6jh49qu+//975XP6xDh48qICAAIWEhCg7O1uffPKJMjIydMYZZ5TbpsLCQnm9XhUUFKi4uFgNGjRQUFCQX/v1888/6/Dhw4qKitKmTZtUVFSkVq1aKTDwtB8L0EdFjr9U+T5w7PGXVKE+UFhY6NTZtWtXpfpAZY5/cHBwmYMklldeV+pUdx/44osvtHLlyhP2Ac4B1ac6+0B1vg9UFD3ChVJSUkp1xO3bt2vixIl68cUXJUmBgYGKjo4uVV5ix44dmjRpUqly6ZfBiUrqpKWlKS0trcxtHGvv3r1lzjtenV/PCw0NVWhoqLZv367MzEyfOj/99JOys7NVVFSk+fPn+8z78ccf9cQTT2jAgAFq06aNT51Vq1Zp9erVGjt2rM+23VrneOvKycnRjBkzdPfdd6tTp0765ptv9Oijj2rnzp1q3ry5brzxRrVq1UrffPONpk+frqKiInXt2lWS1KlTJ595x9aRdNw6ERER+uabbzRkyBA1b95cQ4YM0W9/+9sy63Tu3NmZN3ny5HLbVlJ+onUFBgYed5DEw4cP6+qrr1ZYWJgk6cILL5T0ywm3rPLaXGfKlCk+g0HWq1dPf/nLX7Rp0yYlJCQoIyNDiYmJziCRmzZtUuPGjTVo0CDnjenX8wYPHqykpKQy6yQmJjp1VqxYoU2bNumZZ55x5pVX5+effy6zXWVtv6x1JSQkaNCgQc5gZxUZ9DI2NlY33nij7rzzTkly5n377bdKTEzU6NGj9cc//vGE5ZVZV3XWOXZwz2PfB+644w5de+21zt/OsUaOHFnmvGPrHBtMylpXyftAedv5dXlJ/z1R207KKb8WgyqRk5NT5qU5f8vdWOfYAfVKLmHu2LHDmde0aVPn/mzJYHvlDcLn5jrHW1fJ4IGSLDQ01Bk88KyzznKWDw4Odsp79OhhZ511lkmyqKgoV9WpzLqksgdJlGTh4eFWr149q1evns/giSV1ji2vzXV+PRhk48aNLT4+3oKDg61x48YWExNjy5cvdwaJ7Nmzp3m9XouKirINGzb4DCB5KutU1/aPN+hlw4YNLTQ01ObMmWPPP/+8My8xMdGuvvpqi4yMtEGDBp2wvDLrqs46UtmDe5acG1u0aOFTfrx5/paf6joni3DiEuUNNjdu3DjnIV6Px3PC8pJ55ZW7sU7JgHp//etfbdy4cSbJUlJS7LvvvrMrrrjCevbsaR6PxzZt2uQMtte7d2+77LLLbN26debx/L9B+Nxc53jr6tSpk40YMcK8Xq8tWLDAGTywU6dONn78eOdj6yXlZmadOnWyzp07W8+ePV1VpzLrKm+QRK/Xa02bNnXGHioRGBhoI0aM8BmXqLbXOfZjnMcOBunxeCw3N9cuu+wyS0xMdMrNfnlj6Nmzp/3hD3+osjrVtf3jDXoZHh5u06dPtzZt2lhqaqozLzw83L777jubP3++hYaGnrC8MuuqzjoeT9mDe3o8Hlu2bJndddddPuVvv/22eTwee++990rNK6/OqVzX8eq8/fbbdvToUasswolLlKTPkgeNjn3o8NjpROW/nleRddV0nV+/9nq9Nnz4cGvWrJnFxsY6n60vMXz4cPN6vbZkyRLLz8/3GYTPzXWOt67IyEj77LPPzOv12tGjR53BA6Ojo23Tpk22du1aa9Sokc+ggtHR0bZ48WKLi4tzVZ3KrMus/EESX331VWvZsqX9+c9/9ilft26drV69usx5tbHOseHk2GBTUv75559bQECAT7DxeDy2ZMkSa9q0aZXVqa7tH2/Qy9jYWFu0aJGFhYVZo0aNnHkldUoGGjtReWXWVZ11PJ7yB/eMi4uzcePG2fr1653ygIAAk2R33XWXbdq0qUJ1TuW6jlcnICDAEhISnAFJ/UU4cYnyBpsrKf/1YHPllZfMmzp1apnlbqxTMqCemfnUuf32283j8di8efNKrScoKMji4uKcweZKuLnOidb1yiuvlBqbpuSNftu2bRYaGuozVkF0dLR99NFHFhoa6qo6lVlXibIGSVy3bp3t37/fMjIySpWbWbnzalsdj6fswSBLyrdu3WqSnPKSeVlZWRYSElJldapr+8cb9PK6666zjh07Wrt27eyaa65x5pXUefjhhy0mJuaE5ZVZV3XW8XjKHtzT4/HY6NGjLSkpyefc8d1335n0y+ivvz4PlVfnVK7reHW+++47mzhxYqk6FUU4cYnyBpsrKf/1eCbllZfMu/nmm8ssd2OdkgH1zKxUnUaNGll4eHipzn3OOedYjx49nMH2juXWOsdbV2xsrEVERDjlJR8xbN++vb3zzjvO4IHHfvSwffv29vjjj1tKSoqr6lRmXSXKGiTx2AHhyis/3rzaUsfjKXswyJLykiHKS8pL5p155pkWFBRUZXWqa/vHG/TyvPPOM0nWtm1bGzVqlDNvwIABFhISYh6Px6688soTlldmXdVZR+UM7llyJaq4uNiWLVtWal5+fn6Z5WXVOZXrOl6dEmXVqQg+reMSd999twoLC8stb968uT788MMTlpfM27NnjwYMGFChddV0nSuvvFILFizQ9ddfX6rOiBEj9Oyzz2r79u0+67nyyiu1cuVK/elPf9Kzzz7rM8+tdY63rgcffFBvv/223nnnHUlS27ZtJUm33nqrjh49qnfeeUcXXXSRU14y78MPP9RFF13kqjqVWVeJkjp//OMfdf755ys7O9vnkwbllR9vXm2ps3r1agUHBzvzwsPDJUkTJ06UJC1btkwhISFOecm8ZcuWKTw8XH/4wx+qpE51bT8hIUFr1qxR79695fV6deTIEa1evVrbt29Xly5dlJmZqaVLl+rtt9+WmTnz+vbtq/DwcGVlZVWovDLrqq46ERERWrRokXr06OHTf5KSkhQQECCPx6OePXuWmhcYGFhmeVl1TuW6jlenRFl1KoJxTgAAgKt4a7oBAAAAxyKcAAAAVyGcAAAAVyGcAAAAVyGcAKeRbt26acSIETXdDEnS7NmzlZiYKK/Xq2nTppVbBuD0w0eJAVS7goIC3X777Zo6daquvvpqxcTElFkG4PTElRMAkqRDhw5V27Zyc3N1+PBh9enTR40bN1Z4eHiZZadade4jgMojnAB1VGFhoTIyMhQZGanGjRvriSee8JmfnJysBx98UIMHD1ZMTIxuuukmSdLf//53/e53v1NISIiSk5PLrPfAAw9owIABioyMVEJCgp5++mmfZXJzc9WvXz9FRkYqOjpa1157rXbu3ClJmjt3rtq1aydJOvPMM+XxeMos27Zt23H3b/PmzerXr5/i4uIUGRmpc845R++9916F9nHVqlW64IILFBYWpsTERN15550+gyC+/PLL6tixo6KiohQfH68BAwZo165dFfm1AzgV/B5TFkCtcOutt1rTpk1t2bJl9tVXX9lll11mkZGRdtddd5mZWVJSkkVHR9tjjz1mmzZtsk2bNllWVpZ5vV6bPHmy/ec//7GXXnrJwsLC7KWXXnLWm5SUZFFRUZaZmWn/+c9/7KmnnrKAgABniOri4mJLTU21888/3/kit7PPPtsuvPBCMzM7ePCgvffeeybJVq9ebXl5eXbgwIFSZUeOHDnu/uXk5Nizzz5rX331lW3cuNHGjx9voaGh9t133/m09df7+NVXX1lkZKQ9+eSTtnHjRvv0008tNTXVBg8e7NSbM2eOLVmyxDZv3myfffaZ/f73v7f09PRTc2AAnBDhBKiD9u/fb8HBwfbqq686ZXv27LGwsDCfcHLFFVf41BswYID17NnTp+zuu++2Nm3aOK+TkpLskksu8Vmmf//+zpv3smXLLCAgwHJzc53569atc4KH2S9f8CjJtm7d6ixTVpm/2rRpY08//bRPW3+9j9dff73dfPPNPmUrV640r9drP/30U5nrXb16tUmy/fv3V7ptACqO2zpAHbR582YdOnRInTp1csrq16+v3/72tz7LdezY0ef1hg0b1KVLF5+yLl26aNOmTTp69KhTdux6S15v2LDBWUdiYqISExOd+W3atFG9evWcZU6FwsJC3XPPPc66IyMj9c033yg3N9dnuV/vY3Z2tubOnavIyEhn6t27t4qLi7V161ZJ0po1a9SvXz8lJSUpKipK3bp1k6RS6wZQNfi0DlAHWQW/MisiIqJUPY/HU6l1ldQrax3HK6+su+++W0uXLtXjjz+u5s2bKywsTH/4wx9KPfT6630sLi7WLbfcojvvvLPUOps1a6bCwkL16tVLvXr10ssvv6yGDRsqNzdXvXv35oFaoJoQToA6qHnz5goKCtLnn3+uZs2aSZJ+/PFHbdy4URdeeGG59dq0aaNPPvnEp2zVqlVq2bKlAgICnLLPP//cZ5nPP/9crVq1ctaRm5ur7du3O1dP1q9fr3379ql169anZP8kaeXKlRo8eLCuvPJKSdKBAwdO+BCtJJ199tlat26dmjdvXub8tWvXavfu3ZoyZYrT/qysrFPWbgAnxm0doA6KjIzUkCFDdPfdd+v999/X119/rcGDB8vrPf6f/J///Ge9//77euCBB7Rx40b95S9/0YwZMzR69Gif5T799FM9+uij2rhxo5555hm99tpruuuuuyRJPXr0UPv27TVw4EB98cUXWr16tTIyMnThhReWusVyMpo3b6433nhDOTk5+vLLLzVgwAAVFxefsN69996rzz77TLfddptycnK0adMmvfXWW7rjjjsk/XL1JDg4WE8//bS2bNmit956Sw888MApazeAEyOcAHXUY489pgsuuECXX365evToofPPP19paWnHrXP22Wfrb3/7m1599VW1bdtWEyZM0OTJkzV48GCf5f785z8rOztbqampeuCBB/TEE0+od+/ekn65vbNo0SKdccYZuuCCC9SjRw+deeaZWrhw4SndvyeffFJnnHGGOnfurL59+6p37946++yzT1ivffv2+vjjj7Vp0yZ17dpVqampuu+++9S4cWNJUsOGDTV37ly99tpratOmjaZMmaLHH3/8lLYdwPF5rKI3lAFAv4wdMmLECNcMgw+g7uHKCQAAcBXCCQBX+t3vfufzcd9jp/nz59d08wBUIW7rAHCl7777TocPHy5zXlxcnKKioqq5RQCqC+EEAAC4Crd1AACAqxBOAACAqxBOAACAqxBOAACAqxBOAACAqxBOAACAqxBOAACAq/x/CXolBUMf4ewAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -1356,7 +1434,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "id": "4876aef0-e741-4302-82d5-24f133f1d762", "metadata": {}, "outputs": [ @@ -1364,7 +1442,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "[Stage 164:===========================> (104 + 52) / 200]]]]\r" + " 21]]\r" ] } ], @@ -1376,10 +1454,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "id": "4404605a-e2d7-4c69-973e-ab7180f4f817", "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "TypeError", + "evalue": "'Column' object is not callable", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[38], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mdf_2019\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmonth\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdistinct\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[0;31mTypeError\u001b[0m: 'Column' object is not callable" + ] + } + ], "source": [ "df_2019.month.distinct()" ]