{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Air Quality Predictions with Amazon SageMaker and Amazon EMR\n", "\n", "This notebook demonstrates the ability to use Apache Spark on Amazon EMR to do data prep with two different datasets in order to build an urban air quality predictor with Amazon SageMaker.\n", "\n", "To create the environment, use the `us-east-1` CloudFormation template from the [Create and Managed Amazon EMR Clusters from SageMaker Studio](https://aws.amazon.com/blogs/machine-learning/part-1-create-and-manage-amazon-emr-clusters-from-sagemaker-studio-to-run-interactive-spark-and-ml-workloads/) blog post. This notebook makes use of the approach demonstrated in the blog post about how to [Build a model to predict the impact of weather on urban air quality using Amazon SageMaker](https://aws.amazon.com/blogs/machine-learning/build-a-model-to-predict-the-impact-of-weather-on-urban-air-quality-using-amazon-sagemaker/) and combines data from these two open datasets:\n", "- [OpenAQ physical air quality data](https://registry.opendata.aws/openaq/)\n", "- [NOAA Global Surface Summary of Day](https://registry.opendata.aws/noaa-gsod/)\n", "\n", "\n", "Before we get started - we need to upgrade the version of pandas we use as there is a [minor version conflict with numpy](https://github.com/numpy/numpy/issues/18355). Run the cell below, restart the kernel, and run the next cell to validate the version of pandas is `1.0.5`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "%pip install pandas==1.0.5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Please restart the kernel after installation to proceed." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "import pandas as pd\n", "print(pd.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we use the `sagemaker_studio_analytics_extension` to connect to our EMR cluster that we created using \"Clusters\" section under the \"SageMaker resources\" tab to the left." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# %load_ext sagemaker_studio_analytics_extension.magics\n", "# %sm_analytics emr connect --cluster-id j-xxxxxxxxxxxx --auth-type None " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When you first connect to the cluster, the extension prints out your YARN Application ID and a link you can use to start the Spark UI.\n", "\n", "If you need to fetch the link again, you can always use the `%%info` magic." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 1: Data Prep in Amazon EMR\n", "\n", "In the cells below, we're going to perform the following operations:\n", "\n", "- Use Spark on the EMR cluster to read our data from the OpenAQ S3 Bucket.\n", "- Filter the available data to Seattle and NO2 readings (indicative of air quality).\n", "- Group the readings by day.\n", "- Export the aggregate dataset to a local Pandas dataframe in the notebook." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "df = spark.read.json(\"s3://openaq-fetches/realtime-gzipped/2022-01-05/1641409725.ndjson.gz\")\n", "df2 = spark.read.schema(df.schema).json(\"s3://openaq-fetches/realtime-gzipped/20*\")\n", "\n", "df2.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from pyspark.sql.functions import split, lower\n", "\n", "# Breaking Arg Change to sql split in Spark3+\n", "if int(sc.version[0]) > 2:\n", " yr_split_args = (df2.date.utc, \"-\", 0)\n", "else:\n", " yr_split_args = (df2.date.utc, \"-\") \n", "\n", "dfSea = df2.filter(lower((df2.city)).contains('seattle')).filter(df2.parameter == \"no2\").withColumn(\"year\", split(*yr_split_args)[0]).cache()\n", "dfSea.show(truncate=False)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "FloatProgress(value=0.0, bar_style='info', description='Progress:', layout=Layout(height='25px', width='50%'),…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------------------+\n", "| ymd| no2_avg|\n", "+----------+--------------------+\n", "|2017-03-28| 0.01535000000000001|\n", "|2017-06-29| 0.01664864864864866|\n", "|2017-01-30|0.015363636363636374|\n", "|2016-07-17|0.010406250000000006|\n", "|2021-02-02|0.015575916230366488|\n", "|2020-08-22|0.005172413793103451|\n", "|2021-09-14|0.015440298507462686|\n", "|2021-07-23|0.009538461538461543|\n", "|2021-08-25| 0.01839867109634551|\n", "|2021-06-28|0.018137931034482763|\n", "|2022-03-15|0.014335000000000002|\n", "|2021-11-17|0.013957575757575757|\n", "|2021-04-24| 0.0076|\n", "|2021-11-11|0.014009615384615386|\n", "|2021-07-08| 0.01033823529411765|\n", "|2022-05-26|0.015492307692307696|\n", "|2021-09-06|0.009160771704180061|\n", "|2022-01-15|0.017383495145631072|\n", "|2022-05-24|0.008828313253012046|\n", "|2022-01-18|0.015954751131221717|\n", "+----------+--------------------+\n", "only showing top 20 rows" ] } ], "source": [ "from pyspark.sql.functions import to_date\n", "\n", "dfNoAvg = dfSea.withColumn(\"ymd\", to_date(dfSea.date.utc)).groupBy(\"ymd\").avg(\"value\").withColumnRenamed(\"avg(value)\", \"no2_avg\")\n", "dfNoAvg.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While this is running, you can click the Spark UI link mentioned above to debug your job while it's running. Some useful pages to check out:\n", "- \"Jobs\" page shows you the current status of your job/task\n", "- \"Event Timeline\" on the Jobs page shows Spark Executors starting up or shutting down\n", "- The \"Executors\" tab shows you how many Executors are started, what the capacity is of each, and allows you to drill into logs\n", "\n", "Here, you could also experiement with the `dfSea` dataframe as it is cached. The command below should execute within a matter of seconds." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%spark -o dfNoAvg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 2: Bring Spark results into SageMaker Studio\n", "\n", "With the `%%spark -o` command above, we took the `dfNoAvg` dataframe from Spark and made it available in the `%%local` Python context as a Pandas dataframe with the same name. Now we can use local libraries to explore the data as well." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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Xz0QmwZJf0rqpej2dfWnjNoIgksELq/ZUugoEQQwhLoJfG+f8Vs75LM75HPFX9pqNYNIJniwPB5btOICbXtmE/31ilfMxQqBxFcqvmbIeZ/5pHnbt7y2qjtXAv944G7fO2Oz7Tdynm17ZhN0dfYn2iYzz0jJZjm1tPfEVGAGTNtuv8UvucySIkQgtMBPEyMRF8FvGGLuOMfZxxtiHxJ9L4YyxzzPGNjLGmhhjF2q2j2KMPZrfvogxNin/+8mMsZX5v9cZY1+NdFVVjjwe0+AcP6lM7p72Drr7MImn4CqTL995AADQ3pPcmEhbW3tw0yubfL8FTT2T237jFIZumb4Jp/xxNra2dsdWZlQKwV1ykmAheTvI1pMgEgatLxPEyMTFx++f8//lWPeh6RwYY7UAbgdwOoBmAEsYY89xztdJu/0YwAHO+fGMsbORMyn9FnIBZU7inKcZY28C8Dpj7HnO+YiINiBPltNZjvraERImcYgoZsIuBHBXQWakPjH1/pCppxuLtu0HALR0DeDtE8fGV7ADpuvoGiAfP4JIKrSoTBAjk1DBj3N+SpFlnwygiXO+FQAYY48A+DIAWfD7MoDL85+fAHAbY4xxzmX7uEaM4HnHYDqL+loXxSwRFRZBPPN8/CK2xJH2cuWKD6SrTyRRedSWKjR+YxpqR1w7JoikQz2aIEYmoRIFY2wCY+xWxthyxtgyxtifGGMTHMp+C4Bd0vfm/G/affLavIMAJuTP+1HG2FoAqwGcP1K0fYB/BX4wTTPn2JHur6tGqrAbvS5tZBQBoVRTz4cX78SpN84uqYxykTRZSL0eIfgdOrqeWj1BJIykjV8EQbjhokp6BEArgK8D+Eb+86MOx+nUKepQY9yHc76Ic/4+AB8BcBFjrDFwAsZ+yhhbyhhb2tra6lCl6kCeLA9Sjp2ywRh8OYzSlnstzEMTbLkYCZPAHDD1LHF2cdFTq7GltTJBT8JISsATU3CXzr4UGupqMKqu/BYH29t6MHUNRRckiKEiyf7XBEGYcXmjH8E5v4pzvi3/dzXcEro3A3ir9P0YAG+Y9mGM1QE4DMB+eQfO+XoAPQDer56Ac3435/wkzvlJEydOdKhSdSAPx6Txix/5/g5I93fAcq+FyaLzy5Il28svbbDhVO9PNsGSctLnTZ39aRzamPMGKPe1/mXOFlwQIcouQRAEQRDRcRH8ZjHGzmaM1eT//h3AFIfjlgB4B2PsWMZYA4CzATyn7PMcgHPyn78BYCbnnOePqQMAxtg/AXgXgO0O50wE8uTZJowQpaFq/GzaKU/jF1GQSapskM7or0y9hQmW+5L3bDUJ3Mc11oMxVvZr3dzSnehAQAQx3Ej6whVBEHpcBL/zAPwDwGD+7xEAv2aMdTHGjBmq8z55vwAwDcB6AI9xztcyxq5kjH0pv9t9ACYwxpoA/BqASPnwKeQiea4E8DSAn3HO26JfXnXiH5BpdI4bkw+l7UUotjkr/IqoVzWRMpjFqpN3k2ZwOLBpXxf+OG1j0YFLkhbwRBfcZVxjHRjKe62cczS1dJfV9GzX/t7EPS+CKIWkmKoTBBENl6ie44otnHP+IoAXld8ulT73A/im5riHADxU7HmrHmk8pkXw8pHJclz01OrCDw6CX9TJaVLnmimDxk+9PybN4HDg23e/hvaeQfzkX47F4Yc0RD4+1isbBrdJFYy6+lM4tLEe3QPpslavrXsQB/tSZfMl3LC3E5+/ZR4u/uJ78JN/eXtZzkEQ1QbNLQhiZOL0pmWMfY0xdhNj7EbG2FfKXamRjjx5Jgfs+BErnXsO9mPOptbA7zrEc3B9Ggl38TNq/NTmmo5pdlEObY3pGlxJStcUaU1sGr9ySn5NLd3a8xdDR+8gPnTVK1iyveAqvvtAHwBgQdOIMRohiFBIA04QIxOXdA53ADgfubQKawCczxi7vdwVG8nIwzGNzfEjzBFrFOnMJqNwb5+oDySZD9AkNAU0fjGZepajH7D88y++7BgrNQwWCsR9EN2isz+VE/wYK6tZWFNrd74CpZe1uaUb+3sGcflza73fRB5Uk5aaIEYi1BsIYmQSauoJ4DMA3s/zy0OMscnICYFEmRjuGr8f/3UJTnn3UZWuRtEIwU9d8bStgIrn4KrAGgbz+LJimkQHfPximmyXoxcU0hgUxzDsmiWh1/jV5338ynfeLZ7Gr/STjK6vBVDQIgJAXW3uQZeq4S2VhU1t+O3TqzH1vz6Nxnw9CaJSJG38IgjCDRdTz40A3iZ9fysAirsdM/2pDF5Ylct2IQ/Iw3FwnrGhBRc/s6bS1SgaU/RA260uBHcZhg+kApjTOaj7xXO/yrEAIoTzooO7xFeVYYF8H9KZLHoHM3mNX3nPK4S0OJqKuAS53TV4Gr/KCn6XP78W29t7saO9t6L1IAiA3mUEMVJx0fhNALCeMbY4//0jAF5ljD0HAJzzLxmPJJy56oV1+PuinTj60Eb80xGHeL9Xw9jMOffM5qoBT+On/G6P6kkJ3GXM6RxUjd/wN/Uslmrom8XSPZAGAIxrrAdQ3mv1fPxiOEnG66eFsurygl9cixDFIrTkQgNJDC279vdidEMtjhw7qtJVGRYkefwiCMKMi+B3afguRKm80ZELQNDVn/L7+FWBXqF7II2DfSkcM/6Q8J2HAaZ8fbZ7XayPX1JfroNGHz//dzHZrSlxrlvOflC8qWeMdRoG7URUgYGhqz8n+B3aWAeG8vn4dfWnsLezHw11NQGNXEfvIJoP9OH9bznMuTwvCJNUXdH2BiucE1VcX31NeaKXEnb+5fezwBiw7bovVroqFYdzjn++6pVKV4MgiArgks5hzlBUZKTSN5gJCCLy12rQMH39zoXYtK8b26+vjheq0dTTcq+z2eCE0kY1aUCLIWWYRJvy+KmBdKJSFo1fiWVXQdeMRkHyQ2d/CgDyCdzLt4CxpbUHAPD2I8dgw94u37Zv/OVVNLVEG1d0wrhokpXW+Im+UUsav4qR1IW4qFS6LxAEUTlcNH5EGfnkDTOxv2cQp7xrovfbcA/uorJpX3f4TsOIYgS/orVCRR433DFNHEx5/Ial4OcFdynSxy/OOg0zWaCzr6DxA8rXjoWZ5zuOHocNe7t8ZuNygBZXdIpo0SbjMjsuFqH9rk34ohAx/BmosPabIIjKQTYnQ8At0zf5wovL7O8ZDPxG6Rzio7M/hU9ePxMrdh7wfksbtHcuefxcSfrUzjWPn9iv1LlueUwNS0vnUA1m2FGQr6fLp/FjZRuHmlq6UV/LMGlCzky81PPo+qnQAlY6nYPoC0lrN0T1MZDKVLoKBEFUCBL8hoBbpm/GXxdud9qX84JZYe47TRJKYfmOA9jd0YebXtnk/ZYtQuNX7FytWh/fDVM3WBNeyxNsbtFQCyG7tkQnv3Jq/IrWqlfZs71z9hasfeOgcbscqFX4+HkJ3Mt0sU0t3Zg0YQzq8n5vpZ5F17fFT5WO6pmJaC5OEOXC5KNNEETyKUrwY4xdHnM9RjwmnzCaI8SDfH89jZ9yd233OqpLRDVbc2WzHHfP3YpX1u2z7FP4LE9kVX9Vca9LvR3l7AfFurtwANvbenDdi+urYoHmhqkb8MVb5wd+V01eGWSNX12Zffy6cfxRYwt10PnoRXhAul3F8ZUW/AoaP4KoLAMpEvyIkct1L67HpAunVLoaFaNYjd+yWGsxQuEOWpMokx7CDZOGx3avi/cDq77nd7AvhUyWG3P1AWY/VFM6h1J9/Mrp63rGzXOLOo5z4P/+fTnumru1KH80f2GlHR5afMT7V9D45YO7lKFOA+kMdrT35AS//G+680R59rqIvaJbm3x7h4qCiXn1jQnVDt1zP+TjR4xk7pq7tdJVqChFCX6c8+fjrshIRGduoa6uk9xXGrrbJwKORJkLiOdQzZo8V9rzfqe2ibK8iRt+B6TgLsPR1DP/X+SsiwoH9yaUwz1KnovQI9/jroE0Gutr0FBXPm+A7W29yHLg+KPGeu1D95xN6Vd02Hz85C3pTBZXv7AOLV39kepcCpUWPEcydO/9DKTJx48gRiqhb3XG2GTG2OHS9/GMsfvLW62RgWk+4wvuQoZBpSEENukndXJ46ruPyu1qi+o5glaMRcAhWzAMVw21Z+o5DG09Sw44wwu+i6aE9u6VKe3wMFwEU3mPrv6Ul7ydgZWl/Qst6XETx3q/6QU39zJt6RzkC5zf1IZ752/D755e4154TIygoWTYQD5tfiqd05KIj5E0NyHiwWU59wTOeYf4wjk/AOCfy1elkYNpkuM3nRvKGiUPneCsRvUU/n/WBO5RffzKGhKjvOzvGQAQQeNn0VALc9GO3hRun9VUdJ3KsQDCNNLW/p5BTFu71+l4DqCuNjeEpixmscMBF3NJMYFgDOhPZdFYX+N9L0c7bmrpBmM5wc8mhEfR1tjSOWQ5R/OBXky6cApmrG8BQBPgkUIqXY0jcfkgU8/kQHPE4hmpQrOL4FfDGBsvvjDGjgDl/4sFeT4jBx/hhkl1NbKquQP3zd9W9PEtnf2YdOEULJfSMZSKuKei09cw/+/aY4ZDrrchoq1baPyi+/ipAoasNfzDtI1F16kcllo6YeM/HlyK8x5ahgOaNCsqnHPUx6XxKzNRTd3SWY76fKRNhvK046bWbrzl8NEY3VBbWCgp0tRz1/6cQDd/c2tgm6zwW9jUDgB4cfWeYqtdMtU4JlQ7AxkybZQhU8/kQMNJ8YzUsdhF8LsRwELG2FWMsasALATw+/JWa2RgWm2whcevNFFXSL502wJc9cK6os+3cEtuovbXBduLLgPwT/ILGoDcdxF4xHavhULH2SLPEqVwuLPfycdPr5VWLzeupNlDdR93tPcAcDeNrKsVgt/wXkGXn+XW1pyJ5Ya9nTjp6lfQ1p3T8Mq3OJ3JFlJwMFY2jd/xR40Vp8jVQXMm7nBrF2/bDwB4bGlzYJtoq5zD8+mbOG5UMVUmqpRK53Acbgy1prtnII0rnl+LvkESOOOmGucYw4XhNr8eKkIFP875gwC+AWAfgBYAX+OcP1Tuio0E/OZy0kRa2kd83nuwH//1yAr0Vzjxqm0+XI4BqDAhLA6bwCY0CXnFhvUcxZ6/GocVFx8/V41fXEFPynEfbUK8k4aXw8s/V/J1lrmhyILfv944BwBwz9xtaOsexKwNOS2Z/OxSGe6ZseY0fvFWMJPl2NrajePz/n02rbuLxk+YFPdpxsdCcBeO1q6ckHvUoY3538x88vqZ+OodC0LPHRXy2x56yKTXz1ALwnfN2YIHFmzH5Fe3D+l5RwJD8SSvfH6dt7iWJEbqSOwasm0DgKcAPAugmzH2tvJVaeRg1vgVPovJ2FUvrMMzK9/A9PXm3GpDgW0COFSB0zJZ7uUZC6MQXEQ2peW+/56Pn6X+UVeGxNmqcUWpENXTPFky+fVxwOfLF1futDhu400vb8SkC6d4dTLlzgQco2CCFzR+w9zHTyc8iTqLaxBzQQaGTDaLurw0Vo5ItrsP9GEgnS1o/GDWurs8C5vgLR4N57lopQBw2Oj6/G/m43Z39GHFzg7j9mKpwiGh6ql0DsfhhtrPyp02KpUvn6Krxs9QjCf3L9iGf7/r1fKfaIgZqWOxS1TP/0RO2/cKgBcATMn/J0pEbnTyJFSXF01srvS4OdQaP13ZFz65Ch+4/GWn88kT8lQmi3QmG8jrVcgxZy6v2EurxoFFBHexTaYzqrSXJ8u5z5cvrhd9HFoS4WvqojV38dnjksZPt4L+wwcW47v3vuZWOa9/l6fB6J6DuMaGvGZP7k/pbEGoLYePX1NrFwBoTD2DOPVzB+00h9zn3esaN1U4JFQ9rj64+3sGMWtjS5lrM/wY7uloCKIcVOPCfBy4aPx+BeBdnPP3cc5P4Jx/gHN+QrkrNhIwNTqdz1SNp5WqbEO1+sGVoWqFiJsFHl+W8+NxuRXyC/8dv3sJp9w42zuu4OOH0PJU7WB4vcU5qm9gac8Hd7FNlnRa6dzv/mPCTIqmrtmL8x5aGlqnOG6j2pZsj9LJx48D9Z6PX3D/WRtbsSAfTMQZx+vknON79y7CzA1uFgBawS+/KFKryaGXzkjBXcqg8hOpHITgJyje1NNhXOLBiL6VoNJj+EjEdRz+7niVLkAAACAASURBVL2L8MMHliQ++EnQJJ80otXKgd5Bz4R9KOGcY1Vz/BYRRPlxEfx2AThY7oqMRExzFb/PVO7/cBEk4jSHdMHTxWnzc4WfzzPry3/ftb+vENwlf3NrveAu5nKKvbJqnOIJU0/bZMDk1xc1uMv5f1uGaWv3BfbjnGPqmr3S99Bqh8IUAV8vz7gHa+EopHOIa+LkepmDmSzmN7Xh/IeWO+2vE/zEb8KkM+stbuSup1ZSi8Xtl9bU0o0jxzbg8EMa8uc0q/xcFpR0ZsmqSTcH9/q8JwtWYwclIuNqebB+TyeA5LcLtbuQxq96+ei1M/CRa6aXrXzTQtXkhdvxpdsWYP7mtrKdu9wkvZ+bcBH8tgKYzRi7iDH2a/FX7oqNBHQdSv2pkHIg3A9tKBjqwAS263apiXjhy5N8cVzGm+iG5/ErVqitttV9zrmXysBJiwL/cwjm8bNff0Ndbgjar6RPmLG+Bef/bZl0jtLvo9cEHIpyCX4gp3OIK1hC1Obiel90E19RZyG8BoO7lNHUs6Xbl7jd07prrsfF/0jXzlTNPufB/SoRaKW6RoSh5y9ztuDTv58Va5kuWuORhPo+y5Q52EsFLat9nPfQUtwyfVOlq1FVmLrOhr05c/1dB3qHsDbxUmlFSqVwEfx2Iuff1wBgnPRHlIipydk0fpV2jradvthOlM5kjdelamlkXE6X0pWbP1BMAt1MPcPPFXbc5c+txf97dGVxBQGYuWEfJl04BW909BVdRhidfWnvvrj4Tdk+A+GasAljchofkTtQoAqC6v1fun2/Zy5orGOWozsfzAMoCPgu7dRFg5fT+AnBr0SNnxBOyiQW6K5ZDe4id5VMlvuCu8T5fuSc+1I5AHIwpOD+LmOebuIqfpF9/ModxMKFETrXcOb6lzZg5/54J5NRF+CSPiFULy81RKaelV4InbZ2H26Zvrmidag2TE8sCV0kAZdQFKGJ2DnnVwAAY2xc7iu3z7YIZ3QvF3WSZdL43fTKJmzY04m7f3BS2espU4qP356DfdjS0oNPveNI3+/H/+4lfPifxuPJ//uJwDG2lUKnCbxmQm4K7uJixuqycrlxb5e3Gibfky2t3TjQG54Y3MTDi3cBAFY1H8SbDx9ddDk22noKvgI2bZ0v/Yivvfr3U4VHzrnPZ+zwQxqw52A/2nsUHwXlRqvP+ht/yUUY2379F411vPCpVXhsaTO2XvsF1NSwgLk0szxNVx+/2pqYBD+pzDj3E+iuRzwbYeosrqGWMaQyWSmdA4tVIG3tHkBnf9ov+Fl8mN0Edf1xtWBS3k4u+fiJ/9HrXzojdbpROaJ2zyRMam0ENH7DYEGEGJ6Ejb/DRZtbDElf4DHhEtXz/YyxFQDWAFjLGFvGGHtf+auWfExjLdd8Vk2hbp2xGS+vG/rUDi4BUAQHe/0pF77wp3n43n2LtMcu23HAft4iJ0sFwSPor+QJfjX+30vljFvmoiN/7aqAlEoXfw67b1o8CE3buFF1Vj83ue1GCe4ib35mxW7Pp2Yg5T+XeonFjM8imXdGEdoLJr7mY1WBtaWrH+3dqgM99+oV1/vD9UUU9bz64C4FTRgAdPbl2uy4xjpkstwLXIOYNX66wC62qJ7FamizinDHefA3YmQQVbBJ+oQwYJI/RHn9yhEoiigvpq4w1Gbysza24OoX1sVaZsK7uZFQjR+AuwH8mnM+CwAYY58FcA+AoHqGiAQ3TJh1pnM1DgFIhoIoefweX7bLd9yBXrfcezI2U8/iNQH+71E0flFRzedK0wy5ax2LRUT0nHjoKN9k6fnX38C7/0/BwtsU0EW9S2rQDXn7f0lmr6oPTpwThELQEv9ztp1BFXpPvmYGAL+GUaeZLxqL4KMj6kvXJvgJ80dP6G+sx2Ami9oaKYF7pLPZ2aIT/PL/9f3cXFZTSzdOu2kOjps4JrCt4ONXKEBMcIWgWIkX/0idbFSSqON30h9RpTR+lTb1JKJTCT9oHT98YAkA4OJ/e298hQ6PSxtyXHz8xgihDwA457MBBN+yRGTkMVAOQKAznRsuUT2j5PHzJ00v7nzear1lm4mO3kHMb2oVexuPcxH8XOq/aV8XNuztVI/0PmU5x2AJgl+hLZRP9BOT/6PHNfr8Pv7z4RU4/ea53ne5Hdwzb6v0u6LxUxqMqf2e99Ay33ebxs8lD5/uWE/j5wX88Z+lrXvA03ppfUPVcqXPsc2bHMuJej59Hr/c8xVCt1iYGdtYh1Qm6wWuYTFLfk0t3Rg7qg7/59BG7zdbgCXbpHTFzpylwJbWnsA2NbgLULjWjKftHPrxNOlzjd7BNFq6+itdDR+6IF82eMKzG6jvakrnQJhIsqxe6fl0pXCK6skYu4QxNin/dzGAbeWu2EjAHBI/+DsbJhq/Yn38iu1gYqKmOzysxB9PXurlUfNHofQfKcxoz7ptPp57/Y1AOfM3t6FnMCdsiInDQDoTeHl+7ua5+Pwt8/x1VIR42aSGc64xHzQjjiynxk8kbz/q0FEhefwK2x5YsN37rLaBVFpN0+BWjxplZJLbjxywxSVYh5ymQC1L5qSrp3uCuVM6B4umMzLeAodbSXEEqxCTYXVbbQ3LBXfxonrG2+KaWrtx3MQxPsHbptm3CX62bbJvn7p/VA1H32Am8oKDibaugWEnGMXJ1+981dOQDxfEe6TGUfIbLlqOchEYp8sd1XOYWXj++rGV2NeZ3D4YJ2GvmlKf7b3ztuIbdy4srZAiSXYvN+Mi+P0IwEQAT+X/jgTww3JWaqSgmgEC+eAumn1rLcEPhpIoPn6+bUWerzBBC5YQJkwK/zF1X/UweQL61wX+NY0d7T343n2LcMkza7zfOnoH8a6Lp+LOOVvCqh/whZNNPe+ZtxUfvno6dra7RbDjigBTDtq6BzF2VB1G19eGCPn6bWobUCfYrgsAqrAhH9XVXxD8XMK0F6qQXzzJyt/0OAV38fn4uQtsmSzH7o4+XDNlXUBwde3eUfuTTogvmHoGC09luGfqmfspvnGnqaUbxymJ28Xzlq/fJgwK7ClHguYCXsTaiInc33PpVHzy+pluO4fwnXsXDTvBKE7kcXe4IPoZA7Boa3vowk7SFQGVM/UcktNoka/xqeW7ccNLGypXmSqi3Fqxq6esx9KQGA/lotLz6UphFPwYY42MsYmc8wOc819yzj/EOf8QgOsAlC+e/AiCa1aic78X9gloKyqs8ovi4ydPrIvtX7ZBJ0qZPo2fcqC8Crx8ZwdmbWjxctn1DARX+dvyWronljWHnpdbTD1nbciZobrmwfE0fmUO7jJhbAMYYyEaXP3v6jNRTSbDnllXfwqb93Vpyi0c2DdYeCYuExZVYPbaVITgLvpy9Z9t/O21HTjuty/i3PsX455527Bil/+F5yz45ZsRBzCYzmL2xhbr/joB2da3MtmsF9wlznQOnf0p7Osc8Pn3iXMA/v6iBuPR1zN8PPJZVihaziiX1Z4fE/77sddx+XNrIxxJFEOck7KMJPB/6+7XcOvMJuv+STcBU7uN3I8G0hk8u3J3YibF8za3Yv2ezoB//aj6cL3Hey6Ziq/cvqBcVasKktEK9FTagq5S2Fr+rQD+RfP7aQBuLk91RhZZzcSRc3Wikvvv+aGhsqsU0Xz85OO4cT8bYgKuNfUMKUfeLAcZUa+hVukFP/zrEvzzVa8A0AtZXqAdJzND/2dZoHDRaAjauwewpyNnmhK36Z3M/p5BHDGmATUsTMjXbwvk8cuowV0sZWY5vnbHQpx+89zAfZePsuUN1Ncp5xfY2pUT2NUonzpc8/hFqQdQWCzYkdfyBtJdOJXiv483vrwR5z6wBIu37TfurxWQNIKRKDud4V6qCpMVQjF4gV0mqhq//Ll9Gr/wvIsuKUfkXQI5Kg2Hb2sL+gwKnlzejL8u3G7cPlK4dcZma5srNcVJnK85tQ01tQQXl3znju/Uw5Kgj1/h+2XPrsWvHlmJ5Tsro4WJm+/ftxhn/mlewL9+VF1t6LF9qQxW7uooV9WGlK7+FDJZjp6BNP6+aEckKxX973HWzn1eGKfyI+km3SZsUT0/xTn/qfoj5/zvjLHflrFOIwZTJE+d71BBW5HTGlQKW0dx7UJZDtQ6yi62lfkoA08qo7+/gD1YiuoTwsC8CbGLmaH6jOXJkE7LYeLDV0+XK1E22nsG8ZbDG1ETovEzpaVQb4k6MbeVmeEcm/OCgfpMTHkDVYHm/ZdNw3vffCgeO+/jvmMXbmkLlGV77i4+L746he6dQ1S3toYBGakNRQzeJO8mhJRg0vtcovR3HD0usp9cWk7gDhbbYpMulQPgX9gSeEndrXU3CxeiyjaNn4mz737Vup3I5ZIFzLk0+1IZ1KurahHIco6amAY7VQYNWzxLusZPvTx5DHglnyaqlGdnOp+LCX25GEyrgp/9+h5fusu6vZpIZbL4wOUv49snvw2cczyyZBf+6YgxgZzKOsIeWVwL0QPpLBrrw4XxTIzjwgiV+6waP9udjW9EGMHIbS7jm9gGBcKCDwzHIssqa7kpNoCLznzVBfHC7ugdRO9g2rctWjnyJN2smVSxa/zCz6tedzrLvcnncEnRIdPePeBp/Gz39+bpm7S/h2n87OaFkjZU2eYT9jQacUH3QDqghchyVVgMr8tA2i2Qh2hLzgJbfn8hVKn1v/y5tfjPh1eEluNyvvsXbMfpN8/F8p0HnO87kLtXHNxrn3Fq/Jpau9FQW4O3HXGIf4On/Q5qxG0r7i4+fnKZQpMbNgGVheikmLwNNf2DpQXDifOuRxbkEv7IA+O0NBAJASlOvz9RVCUTxQdNPe1CxpXPx5szrpKIZ/rMit2eq0qfa7CqIXpkA2k3C4FytMuRhk2Aa2GMnaz+yBj7CIBWzf5ERHQr0YDSz/JfaiSNQCXbqm313VUojCSw5fddvrMD//rHOb5tUe6DPNFTT2+L9KbbwiO8xHw+fvlxTaRJcDFl03Hps2sCq5dxkMu1OIgjxozK+fgVMSqqR6gTbNul2u6nvEW+X/cv2BZYEFBR768X7dFyvp4BfZkmzaP/Mzc+H7Ffba2iNc7/23OwH89rIssGytHUR2VVc05g2tneq/VZFL/o/f/ga/xxyT5bWrox6chDUKdoE7Smnvlfr56y3lhexqKZzXJgYVMbBqV91AmoaTSVNb6lpGAZyThPLA3EqXULlKUZ2OXxIOkTQpuPn7g3cU6wM44LLuVk9kb/tDVM49fYEK59Gq4MpOOLQmwaI+N+kq6LrXGOCyPV1NPW8i8A8Bhj7HLG2Fn5vysAPJbfRpSIvNqfMQhG4rMwL6z0C8nW5wI+fvI26fPjS5uxZHu41nL6un2+CfReJfxyWP+XO7VsEhYM7mIrI4h4Vk7+ZdIzFvuLSbh32ojPdNf+PszcsC/aQQ509qeRynAcObYBNYwVNdkP+I6oPmw2f62Mvg/kjit8lidof5qx2SoYiLJ05qG2y+vWBPUBgP8nJZ2X25d8XXfP3Yp3XvyS9nixm9D4DaazRUVB1N9GtV0XFhZ0bVXU2eT/V9D4sfg0fi3dATNPcQ4AmLu5teB/5WDNY5tILt62H9+5dxFufmWTtL9fm+HSxnUBnpLIfz/2OmaFBAkSyO3dNMEsVfCLU9HqIsTIAn7SJ4RBjV/hu+j3cQp+Bd/a0hdR0pmscWHOxkVPrfZ9DzMrbIjR1HWo+ewfZuPdl0zVbovar4ZqzjmQGnqN30g15jC2bM75YgAnI/f6PTf/xwB8lHO+aCgql3R02iAO1Tww/yE/CbpjVhOmrNozJPXTYfXxcxQKL35mDb75F7sPzZxNrfjJg0txi8GkUC0zrD5pzaq/oNai8QsMMsyc/0xbB019hMlJFB8/lXKsnArzNhdTTxNqtdQgKbYiO/tTUjl6LZ3uHM0HQoIMK/vrfL9UTBOLZ1YWtHEmjd+Ty83RXsVuYiHnuhfX48w/zcO2dnMwEW05GpNIFSat3OvmW6IEWZBuqK0BR+7eiGLjcintT2Wwc39vILCLfI7fPb0Gp900F0DQJ0eHbhJw5NgGAEBrPleeP++j/ziXFh6mUU4KTy5vxg8fWOK0r3zbv3evfjrQ7ziRM58jTo2TeVFSIEcLrvQCa7kJpN3RBB2LVfDLlx/He+tnf1+O9102reRywjR+1cyeg8oief6/bLbvOq4Plam7s8YvRgOMpPvymrC2fM55C+f8Ms751/N/l3LO3ZYEiVB0fm9cMeUU38QqXGe/2ySktWsAW1q7Y6mnTBQfPzl4RtTxviWv3euyXG9YkfKE2GfqGfDxiyD4IURToqDT3oqVZS+gRRFjTzl8JUTy9iPGNKCmxh7cxYR6LarGzzbQdvRKgp8yuNt8RHs1Qpr8slq9+yCufamgFcx4fc1YFacVZc5lIVJfV1O9hBnj1nxglva834UrugUFFbl96aKUeibLUgFiMsShCJQxvCC3t/cgyxHI4Qf1XBY453h25W5PKNRNJP/nc+8yHq9q/JbtOKDJpej/Xg6z6mpHbk+mHFylmprFMcSt3NWBG6ZucJrgXTWl4NOVdL/O4AKdRuMX4z0Q5e/c75a6SNA3mMFvn16Ng32Fd8PL6+Kxdql3jTCXAPwuCvl3kHOAvZAdSryNwuLKdaFIbZc/uH8x7pm7tahzJ7ybG0nukscwRH2Z6IQCHvg9999mjqiSzmTxkWum49Qb54TvHJGi8+pFNi9wE6puemUTHl68U7td9t0z5UlU95N5ePFOPLokGNlLDDxOwpdGYFFNPYuZ4JRjpaqtO6fxmzBmFFjRGj//MSlF4LBda0ffoLSfMhn3acf923o0QSTkZ/PjyUuxtbWgUSssspjr0jWQRibLcckza7DLMFnRLdCovweOiemxuTwb2S/YNbhLfV1NbvGJxx/cxRTRM1dXtwFu2tp9+NUjK3HbzM0A9FE9dRFCBeJa5WvuTWW8hSYgqEEmH78gLqvupYZdj2OM+8rtC3Dn7C3BqJ6a9vby2oJAkfQJoS2Be00ZNH5i7hPVrP0fi3fiH4t2ev09TsKecW2USdcwh2s+Oy+2mXz8YmoeInqsq8ZPbZdzN7Ximhft7h4mkt7PTZDgN4SojUxuvz6fE81yvuvECAC+HmJGWQq2jhLU+EnHRZg67jnYhwOS9sdWl1tnbA7Y7nvnlz6nLXn8TOP7RU+txkNK6oz6GuZNeuRy+gwR7MQ9+dtrO/BGPg9fwNSziNGnHHNRYeo5oZw+fpZ2IGvZ1HNrzZ/z6DQL1miPDqa6vQNprNzVgYde24FfPaKPsumPvqv/PXAMuO9/sazY2ZEvx/wCl6PG2hLSy/dK9iWWTT3jeEE2tXSDMeA4namn5hpOfOvhAICPv32C99uB3lwbbcnnZNQ+Z8tQOaDRFF7w+Os4+doZ6E9l8MCCbV7UO4EpdUmSiDoGueS5TJUoOPAYxzgX7dX73nxo4dwJf+Q2k3whFLsIfj0Dadz48sZQrbgoyzVyo1eX/H9deh3dwkJXfyo0R6N3fMjliXHn8EPqncobzoi+pBsal+884NOoBg+2l12qeCx8KYvx8StVM590X14TJPgNIWoT008cuVbjZzNHVHm9jAlH7Um9C5937e/FrA0t2m1hfPy6mbj+pQ3abTe+vLFQl5By5Hvmn/j6j6yJsLJXW8O85yMPQD/6q943hiNnxnfxM2u8YAeFsNJmzUQYcSYxFZh8/KIMruqe6gvbVpQ8KbBN1NRtukTRtkmL2GSrSzrL8dMHl5p3gNDOiy9u98i0W9Sn+bO/Lw/dR44aGwyWwwtCqLSprkYK5OIL7lJ6e2tq6cYx40c75WoCCqZYY0YV0s166W0sk1NPU6kpU7QV+biX1uwFAMzb3IYrnl+HS59d6ztG9vGrZDj6chL1slzugy3HogthbW7dG524f/42p7IyyhihaxsfkxYYku77Y1ugE/fG5Rnf+PIm/HlmE55Zudu6nygq6n2tqzX3c92iz3fvXeT5CIcRVhfR/g4bXf2Cnzpuer9nOb52x0Kcc/9iy7FlrZr3jJ3TOUjPrVQ/4oR3cyNGwY8xVssYO48xdhVj7JPKtovLX7XkEQxYEdyW5WrQCKHxK3v1nLAPAoWNp900B7Ok8MkuwoPLPn+e2VSoS8iI5Nf4ScK0MlZE0ab6BD+pvq9ubdfun+U8MNgOpv3PtCiNX8gxzQd68f37FqGrP1xzKmjvHsSYhlo01teCgcHFJFJFfSZRgrvIA789uIt/m+ukQN1fLkc3EWpXEqIH4IXjfBo/yyEiQf1QvHBEUDrOg8Fd1HGmcExB0yvaZ5waP11gF0C/sKWbLKqm77rnbBsrU16QieCE4UD+eav+nd+6+zXp+Ooy+xxMZ5187aJOyF2EApuW2YRJi67jC7fOw5UvuOVacwkq4vODciq1erGNoVGCuwi/8LqQCYo3TkaUImz+hro+vKr5oPa82jqFnLsQibT6W4Nv2VsoE6R3vEj9oz9Wf/1xacuEqaerT7DchroG3Oc32rJGqORn0/jdBeAzANoB3MoYu0na9jWXwhljn2eMbWSMNTHGLtRsH8UYezS/fRFjbFL+99MZY8sYY6vz///V+YqGMbpVd4Fs6sl9x+T+RxFOyomto8hjurp649K9SumDcph9HbYE7lGEasZYQXBwmkwEV5fT2Sxe29qO3rx5aDEramEC3eu7DmLe5jbsaHd3pm/vGcAR+YiIOY1f7vco1Xsxrz0RmIK76F7IAylzVD3dYohAZwZkm6D/8pEV+PuiHZ65IBCcGLqYhnFJO+9rU4ZDW6XzqbsU2/Ztx8mmnqr2JefHFzymroYFAtAwFl6/noE0Ln12jTECZibLsbWtR+vflztXkIJQHRTQxXCo64NyGgpdPXL/g+cT0T8bLNH+qk3w+/wtc41h3WXKIfgVox2V/SnjnJSpY4Tudep/7yZ7QhhXcBfhX31IQ511P5eAWjqEQKnL16kb9wPntbTBsAVXnT9wtSLac/dAGnM25Rfkmdvco9xdoeDjF93Us9sx2KGJ6n+yxWET/E7mnH+Hc34LgI8CGMsYe4oxNgoOZr2MsVoAtwM4E8B7AXybMfZeZbcfAzjAOT8ewM0Absj/3gbgLM75BwCcA+ChKBc1XAn4LUmfxQRGnkwCkoq+3JVzJIqPn+s2r+yIdZHLfHrF7uBALkf1lHM0KbtFEaq5ZDaXznJjYBnd/oL2nkGcffdrmN/Upq2PC9e+qDeFFQhH6Sjhs/f35JK3A4VJswj04cribf78jGpgDFmzHaxzYd/ZG/zBg+Xd1bm3buX3nnnmKF+tXQO4Vsn9d63iHO7yspcXaVxusxwsYCgmE3IeP/V8ptPXStFcC90iPI/fXXO34sFXd+CBBdu125sP9GIwnTUKfro+KOoxe2Mrrnw+p9kpaCPNJmAu3VlnhigEv1EWU9Rqi/AposaGEXUMchlXXHz8drb3+nIH2rT+peBidupfXIrt1MMS9frk+xMlj59Y6Bkzym6+Xaypp3DD0LU3l5yALr7exmMt1gHVhu6+M8PvLsfGiVhoc9X4yQsSYsw+pMHNfUAl6f3chE3waxAfOOdpzvlPAawEMBOA/u3t52QATZzzrZzzQQCPAPiyss+XAUzOf34CwKmMMcY5X8E5Fwmz1gJozAucVU3AfE02P8x/3LW/T7vyEcUPLU7SmaxST9sKmqUghw6WjShkqLv+aYY58ldGc68FUZSpXDn+oqdWY7ViXmLbHwgGgimHg7GYoEYRMNq7B3HkGKHxK6QCKEVGUTUk3DIBkNv9DFXw4xwtXf1Y0NQWOFbnFN60z57KRF3Nnrxwu++7k2kY9P6CpiPlth1HIuMwZJMt9XpM/biupsbb5pl6svDVcXE9pv1sET3lusrIZd2/YJuv3p4fkm5C49Chdf3CE/ysGr9kzhTKo/ELb+On3jQbP3xgifesZcHatUou7wy1/etaiM30O2kETNuLNPXsGci9y8IiYOrcIwSZLMcTy5q1Y2JdTWHxSndcGFaNX8ixQuArR87coWLFzgOYt7m1JNVWWFeIEn9CR31EHz95PirmF+qiqmvu1aT3cxM2wW8pY+zz8g+c8ysBPABgkkPZbwEgx8Jvzv+m3YdzngZwEMAEZZ+vA1jBOQ8kumKM/ZQxtpQxtrS1tVXdPOxQ25jOx++GqRvwy4dXBH43l1nehnv8717Cz/9RCCRRrMbPpZav7+rAsRe96Fw39XxPr/A7mMvDkbz6rApaUcI2cx58mZx123xzHbNBjZ/6IinHIxSaNlVwt5HT+BVMPYG8MF7CWyOg5XYU/FSyHPj6nQvx3XsXBa6nL5UJ9IPxYxpgQ52Tqrco5fASygnFPP85fNIoT3rKMZkwabIzmjZowq/xc+8XYcd4gt/EcdrtWlNP3W/KefSmnrn/lz23NrBNoJsQipyhtuAz/1i0w7itFDbu7cKa3eYFpHITVQMdl4+fEKRFYKliNH4uVXepCzd8rkZ6B9PotLgDlOrjN39zGx58dbs3wQ57VIVIysFtz72+G//z+Ou4S5OLrdai8bNplLlF0PTqFFJncf26tnPhk6vwh2l2q5ty8Mq6fZiyao/z/l+9YyG+f99i47U6WWKVuTNETufgs4jL/ZffHz//+3K899JpTmVxJMOUNypGwY9z/j3OecA5gHN+L+fcJcyRy7vcug9j7H3ImX+eZ6jj3ZzzkzjnJ02cONGhSpUly3MrEWJlWefjpyJ2MU0mi+mU7d0D2OZoAgQUot4Bdu1UsUKhQE2dEIZaopp/SyYuU8+wnGgq/1i8M7C/ai5WyrCTyXIs3xlMoCzO8a27X8PbfxsuTHPOc4Kf8PGTwvrHOfDrIkkK7AM/x679ueere5m/tnU/Ln6mkNYjLBJbmP+Ki9M4R0FD7TJplE85FAEDhAA0mM5qgrvotet1tZKPnxTcxUQ2yzF93T5JS6jfe3NLN44cOwqHGUKj6w7TAKToggAAIABJREFU9TP1PLrb6NKfdRNJYWpkC1Tx6NJgXs84OOOWufi3P5sXkMpN1LmPy8JFJstx77ytWLJ9f+i+ItWNzc8XyAmIZ9w8F9vbgnk5o9RXXqD4yu0L8OvHVloDSFUbn7h+Jk64/GXjdicfP8sz/t59i3Dps2s9wT3sftl8u8X5dAsfdTU1+boUBjBPGLRYTYiq63wDBWGL5rZAUI8s2YXbZ22xHl8O/uPBpb6FeFd08zbGmFO/N875YuoidV5wFzeNn/zuFG1U7s9T1+bmq/Ki4LS1e/ELzX1raunGcb99ES+tdhemk4A1nQNj7CjG2BWMsScYY4/nPx/tWHYzgLdK348B8IZpH8ZYHYDDAOzPfz8GwNMAfsA5H/oeVgayHPjYtTPw/styqxHct03fiwq28aYyo/e+z/5hNk754+zIx9nqAdgFBJdqymHbXQhqk8wvd7ne6n6RrGh5UFtkY9O+bqzd7U9aq9qyl6K1vWNWE752x0IsVSZXqvZsZ3svVmgEREHXQBqDmSwm5DVlTNb4xTgHsvl62PL4hAlN377nNfzttYK/ZdgqXtj2zr5wUxFZKHbRqsrXrCa2j4uDvamAeW0qkw2Y3WW5/r0tR611Ce7y90U78JMHl+Kp5c0AzH2pqaUbxx81xlJzjY+f5hYVfPzEPpoJjeUsXtkW07FqWQH+jweX4oyb3ULXhxF1DHIVtq6esh7fdMgr29Gn0fhpnsOLq/dg474un3bITfto7m8rd3XgqeW7fR2iyuU+dITkwbVq/MRvEW5C+HgrzhvcNiYfGGZvZ39gm4hMLI/5tfmXk83sWrRnq49fyPXZNH7Vhu42uPr4lbsviLHcVeOnjYGhGfT7pHnWeQ8twwsaTalIfTZt7d7AtiRjS+fwSQAiOdmDAP6W/7xITe9gYAmAdzDGjmWMNQA4G8Bzyj7PIRe8BQC+AWAm55wzxg4HMAXARZzzBW6XMvzhnKNTikKkC1OuEhZSPxj9MLyXdg0UHwmp2AAuLmOHbXVOx11z/OsBrqZpAbWz5rjxBs0ER3RhW10xvFcJPFLMRFPUb/3enFC5r9NvCa0Kfp/+wyx89Y6FxvL2d+eTt+eDu8g+fnH6ILoGd1GRd1cDxuhQQ/JHxeUlJJvx+jR+htvlTzxbSu3MfPDKl/G/T6zKny/3W5YHA+LYo3rmPhc0fuY8fs0dOS1sW7796LRtnHNsaek2+vfljgv+pjuj+qLXB3cpTuOny88ZqJO0qRy5NMWiUGvXAPYcNFswADmzr4373JJVm9jX2Y+mlq7oGj+HsTqKH6u4r2F+PoVxKVpfiurjV+0avzDUy5OfZ5TgLuI+ht0uXYRegViokp/JKX+cjeteWo/avMZPPi7/k1Ou1qJjEsDv41ftvmCmsYo7dNGwvlBq9AlRt2ISuNvWT3sHw9/hYlwYLlHzhwqbxu9GAF/hnF/GOX+Oc/4s5/wyAF8BcJPlOACez94vAEwDsB7AY5zztYyxKxljX8rvdh+ACYyxJgC/BiBSPvwCwPEALmGMrcz/HVXUFQ4j1L6XjTCJME281E75t4jmklGxJ3C3bDOashavBXl8WbPvu9p1TX05y4FjjyxoH9RO/+2T32acPHLOI62E6tiupFgoRvAT4bMz3sDl3x41+qDIWSencwDi1/jZffzMA7XOodtGj6NztwlfQmNDW7jx5Y2YtnZfrn7yRNSU9yiG+7h+Tye+8Kd5vt+EZk60S5FMWWj5clE9gxo/HbLGzx/cRb+/+rvuVrV0DaBrIG3M4Zc7zn/geQ8t9aW/8M6X/28LOe+iwdddj4vgJ1PqOKBD+Lp95Jrp+Ph1M2MvX/Ctu17FpAun4KPXzsBpN80tS3CXKH6s4vypkHQO8rhk2y9Yl+RG9Vy0td3qz6cjECBLGnujBHcxlWfaznlwDiEW8oTJHwBsa+vBXXO2eu90uS0VNH42U08XjZ+1ylqTwiTBmKPGr8z1ELe2X3n/T164HT/QJJaX6yzGYN2QrwbRA4LzUJ2p6EjAJvgdyjlfof7IOV8JQO+hH9z3Rc75Oznnx3HOr8n/dinn/Ln8537O+Tc558dzzk/mnG/N/34153wM5/xE6a/Fdq5qQB3wuMPLy+YUnSvD/33pDrM5X1R0g51tnLhNSq7uQn8q4zPXKDVintp3zX6T3LevOlFsqGXGY7O8mJV+t4hnUVA1Z8Ek8dEEPzHhnKBE9cwFd4kPzydOUz1XjZ9L4JXuATezERPyhMG02CFr710mjVGec1OLXpNzw9QNWLenU7tNbbPiGjiAW5W+abomOYG7z9TTUM+g2XSwrRcieppfG+pR09buQ1t3UPDLFiqX+64N7lLcS1zIBrYJpVz01DXxmweVS9PEOcfq5oOYnU+dsEhJu3LyNdMjleci9LqGZ8/VL1+uvJqvOYWcmzJKXVw0lFmHPjzc6B1M41t3v4b/mLw0dN/+VAaPL92F1q6BQDs70DvofWYRNH6CbW09XuwCHfLtDwTSym/U+daKXeW62FI8BM5ree5hfU0uv6eI98lFT63CVS+si3xcOdCnc5DM+i1jpnHRL5aaFZ6tqvG77Lm1mLspGLRx6fYDAQ2yrv66xV91rBDnrrU6vSUP2+Uyxth4zY9HhBxHGAiaZRY+m15e3jHG7crqWYx5pnSrpLaxVg3BL6Or/rsvmYqv31kwP3SZ0NtQO79NSyHvqU4Ua2qYWUMJHtksKkwDUUxkf9VZPqDxy0R7Ue3vyU2yj/B8/AoTrDgno3H4+LksEPSWaOrpO7fLPg73KMpE6rSb5mqFP9tpFJnIO5/uXvcOZjy/Kpnamhrven2mnoYTqz/r2npYKgf5XGGI81k1fkW+nURZrkna//PhFVqtZCmolxNXwvhUhuOs2+bj3AeWaLdHHdNcUjW4mFoVyuO+/7k6aSarGoFfLCK1dQ/gta3t2vIDQoLWtJhrPw9nxP1a+4Z+MUhm9sYWXPDEKtw+qynwvNu7C2OB6MNO41V+36unrMfZd5t9OW2L3CmNxk89zufjJ5K6W9qgLX2EK/L1R9WoAsDDi3fhvvnbij6/jeg+udF+j3KuUpVl4ln1p7NYtuMAHnp1u3X/617agEeW5IJsiXFAVwXd+KO26Yw3fyKNn+BmAC8zxj7DGBuX//ssgJfy24iIqB3Ip7I29EAxuJm6XtBkQ82bFs/AZzqfK6bjVkuRvMImOWFpF9TNRo0fuE9IVPt8LWPG+nIe3ewjbPdiXk6iTHUiLIi6ANAW8PET5cds6gmzMGIz9ZQnYnsOBoMAqPREmHSqiLxCAhcNr7yHemki5HnUybXqt6meR0Vul5ksx8It7dr6AMBX71igjaJWyzSrqDaNn/Jdl2+0qaUbY0fV4ehDzalYXd67nHPvWdgmp6xIrxNR9mAEy4O4BQT1Wem0nsUQRxLq/lQGDyzYlssLabhH8vsmTPA7KAUg0ZnZymXt2t+LSRdO8QQcefz41O9ngnOOb931Ks6++zXtuVR/QwaGzv4UVuaDO+TOV9heLZZ9Oo2YCTE3aOse8N3bcY11nsUHEDQdd2XNbrPwaTPNFe8qncZPXJZcF5fgLt5xNuEw5J7JiwUH+6ILfuVE92h2d/QZo7Xr5oEu+VmBoTD1FBq/DL5+50Jc8qw/DY+ujhc9tTp/rLlcnalnQPDLKO+6EYItncPdAK4AcBWA7fm/KwFczTm/aygqlzRUnz55YDE14MGQcMnqceqEv5QXmG5gLVbwczkqLGiHOiFX6U9lfUE9THXdsLfLJyTqNH6mlx5HdGE67KVcTJAINU+RquUwmU2azrW/ZxCHNNRidEMuh5nPpCrGkV+8h3XVsAmr8i0XybxtlBLcpUFZeXZ5PLZ+ccHjuWArUduNrrW7+NgyxvCXOVuwc3/Ol1Q3SdcJleJYNUm6NZ2DUh/dC7SppRvHHTXW+nJ1efE++OoO71nIpsjBskKL0uKi8VNPV6yQaSxf6WxxRRRMpUsv5565W3HF8+vw2NJd5vFR+lmXRLmlsx8/mbwEbd0D+NLthfQVhYm6/p04M29N8mQ+eqy8ras/jVNvnIMtrblJry6ojJrzjXOO/5i8FF+5fYHvN93n4UzBFcRhAu+bfxQ+HzGmAR2SYOP5+MUYzdIW2Er0N/37Pbgg4Jl6lhzV01plZLPcC6LWWSbBL8529snrZxqjtZem8Su+Ti54pp6G97/tGRZ89ILbdKbmAVNPg8VU0rEaxXDOX+Ccf5pzPiH/92nO+fNDVbmksaO9sBpz+s1zcN5Dy7zvOuFgdH2t9xIzmy36N6hak1KcknXHFlueywAXNsmpd7Dh+vh1M7zPppfh1tYe34RNLbaGMWO0qGKCu4Sttpt8hbJZbvU1lP+7+viZhGs5eTsQXwJ3FS+Pn1TmkfmAMv2Ogp8LpQh+9XWq4BdtUqWy5o2cVrscwUBkZIFta2thrHExyxMwFCaFviZlHH/837Wmnq3d1sAu4rxhvL6rw2s3jDH0Dqa1/aNYsx0x/kQxr4zbJy8YACwmwS8OjV+6EHFUd9/bugewYW/BPFmndb/+pQ2Yvr4F09ftww4pyNX5f8u9C02mnuL9IbRC6n3ZKmk6BjPZQP9XhZgM54G8cb6F2ZDbPmtDSyQfxnJhM+dWkcdcef/62hrfgiCzmFGruPY0n0+mcnN1wV3U4+T3mafxs5p65v7b5hQuAWnGH5J7N5VD47f2jYM49qIX8cyK3ZGPLWKpOPALQ9BlRIfZ+kkcG7kySjm5/6b+ZF8QtgiFmm3qwrf4/vdFO7WBZJKKLZ3DpZa/S4aykknhW5IZypZWewL1htoajKqvQSqTxe2zmnDHbH0qw3CNX/G9UiewFCv4uRwWNuGqC9H4AVDSZZj3YxaNX22NbbCLfg/CBNpXDX4pX/zzfLzr4pe020QdCj5+boKfaVWtvWfQC+wCyD5+0X0aAeBHnzxW+7u4rfLtFXUfsEykdMLn2444BP/7+Xdp97cFGgijXpmAuDxvf2AIg7Aede6t80OyVCUjCWwNkvAaJbpi7hz+NsUY89393sE0WjQ5t8QxHb2D3kv8YF8KrV0DVv8+cY4wBjJZ7z7P39yK9146Da9tDSYHL1bwE+OPzddYvZNxRPuTNVRBd4CSiwcQj6+giCTcl8po29Qpf5yNL9xaiDirM7Xanl/8lBeZZORy5XFTfBLm/rZ+sHJnB9532TQ8/3ohbbBa30yW+/pI7hzc983Eujc68cO/LsFliklaJdBpSo37Sk1A3tvk2uBSpmvzzBoEeqCgjdYGd8nvKmuPbTk8C8eFC8TyllyuU7XvcS+3cBR/VVe+eGtO4/3yuuhBouLw8eNw9V+3b5+7uRWTLpyCDXuDpr6n/HE2bnx5o/V4IaCZ5iY2wa8g3OnaTrDi6jggf1cDybR1D+DYi6ZgyfbgO6basalQejR/APBjAL8pc71GPKPqa1BfW4PBDMcfppk7TpiPXymCX5w+fi5DTNjkRJ2Q27hn7lbri0ueaAZMPVmYqadzNQAU71+zfk+ncdKeVV5sweAu0QbR9u4BReNXmGAVY45iMp1Q6w0UJnOupp6CZ3/+SZx4zOHa/cPygQl05kWqqafb5QcnqSpxaG9sZciavVHSpDaKcJIL8V34DOReqXIbOO3GOTj52hna+tQw4MQrX8H37l0EwC2wizhHGAOprFeP5Ts7jPsVa+op+prNx88UDrwUBn0pDJTzxaXxi8HUc3R9zgy8bzCjnXR39fsXW8RkXX4eXl83jE/y9X7nnsJCqfjZZuIrWLClDQBw+XMFwUwdg9MZjlF1tcq5C59vn6VfaAUKyea3t9sXb4cCW15U077qZ7nPA4W+7uIn7to8bTmLdXn81ONauwZwweOvo717wCnqqDidbdFLHtPe8buX8NU7FuCqF9bhH4t2emWIxYE4fGRNvP8th0U+Jmpv1vUXzt3cTMLGoBdX5xKjL5Miyl/xfC4i57a2Hvw5JNq75+MntTfhwwfkxoowyycxxoj3DaAPmhcYvy3XtnjbfnAO3Ddvm7X+1YjNx+9G8QfgbgCjAfwQwCMA3j5E9RuxjKqrRUNtTagw9IepG30qcnWwtiY5DXNu1kyAwrRX5nx91sMAhAdVcBX8trR245oX11v3sUb1ZMxYX87N5pcmwjQuptVvG6rmTPU1MkXINAVQyZl6FoJv+E09o6ML8gEU6ivfEk/jZ5lo6HN6sYBZZlQalckfgIAmwMXkybeabtg96iQ+qv+Y3M5GhWj8xjXWGctRg7uo6RzekILrBHze8seItDJbXAU/h0sdSGe8SUapZekQmjeX/GCm78XgF8qU8mNS+clmca/vMgvNNsaMyvWV3sF0oE3pFocO9uUEP1mTU5e3q9eNT9dMWYdnVxbM3jr701jQlBPiVI2f7b6LQCVyOHd1zN7U0hXU+Em7zLREqBaVGQ7xIKK8i+Trkz+PqqvBzv29OCdv6iburYvVhOv5bRYRYhFAV9SM9bk8qZ39aTy+rBmXSsK8NW9wfps9ybt/26rmg7hv/jb89unV3nYxjkYJ+OTKu47OpbdxcWEpFd2tknP0ygvhqUwWMzfsCy/TKyf3X55HPbBAn4NPhxiadkoLKQ8v3ul9HkxntYsQcrAvcebTb57jbde9t9Xf7Frj3P/h0M/jxtriGGNHMMauBrAKQB2AD3HOf5OEnHrDnVF1NaivZaGC36NL/SGDgxo/87FhE1rdhDFsohOalsJCKpPFB9+q1+AA4cFdBLc75BO0jbW26KFZHn2yFxrcpYjJY9iLbSCCxo9zjvaeQc/XDvAHd3Gp3s9POc733WRu561QS/UW9zudzXpahUAdNb+xGr15UBRG1QcbglpmVP+ZwDaNsOuC7hbaTT3FS5D5TT01bWHcKJPgxwqrqCj8dxVm1So3tXajobYGbx0/2lxxuJlnztvcFmoi71qWjpSDj18gKpzhobZ2DXhhybNZjqst+bzkMTOo8bNUOAKyoPVlKaBJFESb6h3MaMzigvuv39PpbevKh8MX5vq6RZ575m3DtLX+Ced3712El9fuDZgf2+5LW3cwTYn6TLe29gRcB1wtG+IXAYqn2CTr8udDR+cCmMzJm7qJIksV/CZdOAUXPrlKc27/fuKdlOUc09ft85W5aV+3b9+Ne7u8d7dtauRiAhsa3EXW+MWUVkVGDFNRTfGB6FZHWo2f4fd75m3Fj/66FNPX7XM6V0YRvqKboeb2N0Xi/uZfXtUGdOvoTXnnbukawP3ztymLG+GKC6vW2PMnt9e/GrH5+P0BwBIAXQA+wDm/nHMeX3Zwwsqo+hrUOWj8AGB180HjNtuKRthLQxcUImyQMvrGOZp62ibyOudvHccccUjoPjZtSpgsEVVQC8s7p/OFCaPglK2vU5TgLj2DGQymsz7No5wvy2UgP+8zfsHPNFiKkuQiheCXynDU1jC8782Hmg+UqGUskvmvjtoaFnjegTIdHrdvRVs5wJbCIiq6fiTutdfOmP/+6vrsGKPglzuLXG7Ox8/Ur/2oE/qmlm4ce+SY0L4b57u16OAu+fHO5s+j8wPScf7fluGSZ9diR3sP3jjYh3s1+bw27O3Emt0Hrbnr4jL11EXYjIoYOgbTen8o83EcH7j8ZaQyWa9vDVpSt6j8VAqC5p3P8h5qz6fAqKuxmzurmpaotzruiK7FEKXOciAw+XYIwa+wX26jarorWCT5pOue++u7OvBUPvqql2/NIHQCBaH8hVV78JMHl+Ifi3Z421ThPJPlTukmxHjlYg5qeldmsgWNXyqTRTbLcdMrm2JLsSIopo9HtcPRnYJzrj23CIwkgpK51k+Mu6b5zuu7OrR5T8PmoXs7+7XuTqffPMdXtyuVxTUXVyWrD6j3Oq18P48b29v4vwG8GcDFAN5gjHXm/7oYY+HZQomSGDuqLufj5+CbYRsEXMwhTKS8HCeF38JTE+h/dxk7drT3WoUM10m+S0RHebKv3j+TmaIg6uJf2GrhQDqLvQ656WTEYzAlqjVNrHS+PvvzK+RGHz+H+rgOjTqn+xpPcMmCMYOmS1OLmhgEPwYW8PUpxtTTZEYlE9VsT+/zYj63WKhhyJlFHtJQiyPHNvj67I3f/GDuGNM5JX8fL7gLzNek/n7xM2t835taukPNPL2TxESxK7S6CcvH3z7B9328YpZt6tpicpjlZguCz98yD//25/m+vqDez7gEv1KCHQlE++Vw13zKnHP/Ym9hz9UHVyCEcZegHcLUU1401T3b+rromn2Z4aAJiBIpWI7gKF/rIYqVhdjUbRD85CB1uuf+5dsX4NePve4/t/S4T7p6um+burgtp5ppV7S38vvBxUzPxcfPFLGT84IfaCrDMa+pDbfO2BxbUB8xvhbjJxx1WNAKftC/T958eM46Y/eBPm8/F8RzMbmTfPn2BTjrz7mANpv2deHltbmgNlkOfOmDb3Y8S4G27sHQBaew3+wavzzDoJ/Hjc3Hr4ZzPppzPo5zfqj0N45zrlmSJ+Lk6EMb0VDLnJyKbSsSthdD2IDTl/cdrJXecMWberoNH7agDa6mnvdpVtcD+K7Jv6k25I0eJTw+4GbK8aO/LgEAtHT142t3LPD5uuiQJ2GA2W9CRfd82npyL9oJsqlnfmSQ/QBsqFoW0x1UBVZAMvXMcNQwpm3PulteU2M3y3WBgwfMPYN5/FwEP2nybtgn6vtdu7ulDLmdDaSz+dVq5v3+X6e9o5CjK8vxwWMO05p8qnn8bC8+20JNfyqDXQd6cZyD4BfnqmqxTSLMuuLIsaO8fYRps2kMFb9nsll87qa51nLl5/aV2xdg3uZCdLm4Ykr0DES3KljdfNCXakYeO4I+fv5j1cUTAFi4pd1bqIkq+B3ozQkAhfHDvG97XvCTz6F7j6qLRq7dMyZZPBYi+fjJn30Lb3qT18Xb9wf8QYuNOmsbQ1WhXB7T23v8GqJaVhgpXPz3bMKh2KezXy/4ZTl8Gj8hCMcR0EmmGFPPqGjvP9eP32Ok6L2AeYxXfxZ+gragQHvz0aA/d/NcT5Of5RyHja7Hmw5rtF+EBtutc4lUOxT3fjhSfq9SoiiOPnQU6h1NPW3YXlJhk4pz8865sgYsLLiLaVCM42VZqj+XjFySOrCFmYpdEnHFz+VFsS8/IM7b1IblOztw5fMFswWbyYKXx0l5lqbgLjqhVWj8JviCuxSCKLiYlbiufuv83cS50tksaowavyA1jJUs+AHBAC+qJsAlkbFL8446YXDVEMrCnPg+kMqioa4GNazw+8Rxo3yrzIwx79hxjXW487sfyufx475yAem5KXWy5TLb2toDzsMDu6jnKhWX1BA6dGPb5953NADgsNH1qK0pTFKF0GCMNpf/fXdHP7pCtG3yPR1IZ/E/jxe0JaVq/MQiRjF5Lc+6bb6XXw/wT5IC+bCUeo4KCbpk0gqYONibm5y7mE3rTBR1z/YwxcTR9VYPF9+fVc0dOO2mOeE75pHfc/JrQPV3lx+t6g+qLii6LoLanpcqKMgLvP3Ke6yGscIY5mCmZ9f45fcxjO9ZzlFXm3vHpDPca7M6v/BiEGeNK4CTV67Bn0/FlKopaA7pdl7x1EyLziYyWY4aVpyJflQfzkACdweNcAIVfiT4DVcOG12fE/xKDMNta9hhZiIiJ55sqhia9NRwvpfXhUeJCqNUsz4ZnbzQWF+Dmf/9Ge1qtQuqpkjgsqokoiyK5yX7GfVpJteiSJPpk2nw1b3khGnUEdo8fm4Dv+ugrUsYK55rSmj8NGXpXma1jIVqZ11QX+R1ykzI5fnZzPW48qxc0fVPmxAuhJL+VBbNHb0YVVcLxgr1r5UEPfGyFff6xLcejjM/8CZffb2ontKrT70Xz6x8AyaaWvMRPUOStwPF++XFWZaqFVpxyek49xOTsO7KM/DaRaeiljFvkuoJfoZnKn53WayKEnkwKqJtx2rqye35sAAEzKcF4lpNC1MmhMav0JciHa7tw0eOHeX73pdyu0fDxffHluZJhy6X3jkf/yeoU1tbm1MFMZd3w8G+FLa39wbqMnXNXmSzPPCusvkD19Qwr7ou2jybYBoWACbLc2NgXU0uyJ64dlMAsqiI90EUc93CseZtrmm4bp3Z5FtkKuwbOFukuuk0frbgVlnOUVNT3CKuNYG75j407+/zfXdJWVLsQuJwhgS/CtNoWD365PFHor6uJvLqiYpV8Mty9Kcy+POMzSEhzOVjCp91go5pELt1xubwyoYgBLI4NH+6zvzOo8fh7RPH4tDRtsAXZkwJ5m0+fmKw++e3jc/tKyZG0op4r2HSxqUVO/Ux2xzWVYRplM/UkxXO4SKwuI6NurxT8n1jTD+d0jVjxoBaR/NfE5wHtROqSbGL4CffItPEKerCrn411ry/PMlZ0NSe1/gx73dZqBYaP/GcC8nag6aejLn5Vqk0tXSDMeDtE8eE7hvWfj79zonO53VtEW89YjTGSqaussnZWR98M8aPaQBjDIc01GF0Qy1qa5k3Hos2s3N/L+6cvSXQR0SXd6mLbeJXqjKgMT9JjUPwK4wdPDChVscb03stLFmziZaugs9k7n+0G6Mbg9Wx8MXVbom0xVG2NtufyhSV/zQKYVpVFTW4y3vfdCiu+PL7A4ugarXlxNz/n73vjrOjKvv/nrn3bt9N2fS66YX03kmhh44IhK4oSFNAERAsIMqroILgi4XXggrqD1ERFKQoRaQI0qQFCCUQQgrp2XLv/P6Y+8ycOfPMmTN375Ld5Hw/H8jeqWdmTnnq9znmh4+Gr2nQQQ+69qFI/7j5X2/ijF/+G3/4z+qI7KFb3+Vdultvb8nj/N/8J5QvqIKrKSvDdT3jWEXGk8MouqGqTIpfEA7u/bt28078+MHXNaGVknFRy+ugP5fwzNsf4rnVHoGL/Maj3nx+n3pF36jDjG2O3Eq+ZqnRO2mNZqf94kkAEiGagUd491P7rOK3y9EkCCBNAAAgAElEQVSjJlrD7csHj8e8Eb2Qc5LLOSRBG+rpurj+/pW45m+v4DdF9i0Zfeo9i6hM8y8v+NziXu6wBRm0IJQjvC9E7qJ4OOorc8wZyYhbsHSKQ0XGwdh+9X4oFr1f+ZQ4mmPPGxfj8YtT/JgOsX5rM6pyDmoqAiE4bTkHnfV7ilyigxHc5PcWG+rJNEKUy+OneCfU/mVC5V1wXdz6+FtouujOCFkANT2tZZcbSzphUs2VyTpeWBR5eR2JwTTvhj1+YbIjFLcF+wou8M7G7TjouoeM2//a2q0Y3KPGSFBK+oqjTAhiijD1+NXksvjZqTP93/J35oZyRgTzMfXZc295Gv/z15fwtmRJPuB7D6Zi/lOFF3kspc0vVUFzdCmhnirktqhtVkN+47459em0Y+HtDeQxCoTlNEOfm4NLze9JUug+2NKMsZf91SzXvB1IG5kSjkpw/RBP9T2qfe7Aa4Mx/9KaLaF9Ju9w9Yc7Itu+UqzHt625DU+9GSaL1yl++YKL14slXXR96Lan3sHvn17t34eDzphFBDiOEMhmvDl0Z5lDPdV0jXNueRpX3vVipIQFQR5zSXKdiqThJu9W67jK5/5Dyj9WQbVCTbxo/r0Krk+AVYpYp8vCMJFFVQPWZ2992v+7s4R0dwSs4reLwXmJqJZdLuNg5Vp+EjBFErkLFbnlrDTzR/YCAEwc2C10DqG6Irq4lxK2kAQSxCkEJI3Hb/+9+oaEO4IsXNEAp8uq9NamiAtF1eVF7mjNo7Yyi20tbWhpK/i1lGTECW35gstawPMFN3ZB5rZv2NYSyu8DlALuBp9U90nk77XiJ4/h4t8/qyh+wXtzDD1+N508wzu+DDOYyuJaSqinC+Dqe7zQq/jQoXRjg7uO7grq8TS30HY5jyLO4ye3U0j7Cq6LHz34ui90AckLqzGjJ5IX11pmrin1WvJxspIvW385g0LGEf5YyClC9862PB54eS0efOWDiHCcBJ1SZia8xB/jF0xP6WHjII8DdUyoOXtxHr83iwpcWgMhpR34oZ5IZ4nnGf5KeyeBx49vwVvFZ/zzs++VdH1TxKUWyAh5iWTPjRuURVANJeo8lVbJiAO3RvzrjQ3+tyVkNM8lj60tO1tx08NvsHnGcYykMlwA3777JRx6fbSuZVtxbSXmaDnUU80JLxW+QbDYN8krb2K0TctmmTTc8gUX3y9GZanH6oiAZJCck2auaW4rFI2QpXn8dDnmNz3yBuZ98z7t+aps9kcpdaGQImqjq8EqfrsYnLKQkTxbaRfsJOudjHxBL9TTBCIfIi/4XKx7OR1+4/t75LH0SGThTCq3IKM6l+Gtz5JnqX83j7543/EekQPl26VFXKhnkoBRW5nFIyvXY+aV9+LeF9dG9seFaRWkMEz5vY+45K7YexFRyTNvf4g7i4LJ+m0toTBPIBBq1m1t9i2dOuji4NXvdcvjb4f6nSxEb9zewl7r/N/+J/Sb8nNUJS0tXADqZ1O/o1mop8sWjlaPSQM2x09zCbWdGceB40g5fk6gVLflC0VBjEI8g3y+ICQM/nkF143Um0wKQ39j3TZjxS9pea3R1h0Mw9Tjl3HC5UDk6AquD8qCiTpvt7QVcOpPn8BJRUIsQpy3XkZcvTTAbD79y/Nr8KlfPMkKQdTn2qP4+blIUo5f1OMXvn5cjh8ZMkvNXSz1PK6cQ1J91VjQ+IjZTe9GDRnfuK0Ftz/9Tmn3ZMC9498+8TZ+8PeVkbYA4fxqF2CNPq6hoU+9pgm43L0NzJxpahT41l9fxhV//i+uu+9V3PyvN0P9X1eL07+P6+KGB15j93lGVc+r7Cl+LprLGOr552ffxevrtvn3AoL3E8fkLn9LnTGZWzce0njqCNf87RXM/sa92KAwqcaFeqqg+TONx2/cl//qh9SWkputU/ze3rAD7yaUydKt7TqDWlu+gK/88fnUZbg6C0qTcC2McfcL4byB2opMSBhQi8gCgbU5jYJDiCh+hh1bvdOr72/Bn57xrB+hgS9NKtwE2N5Qz2uPnYLP3uoJ+T8+eQZyjsC8q+4HIOU0pLhFa8Fl20Q54i6AAd2q8fRl+6J7jefpK1Xxi/P4/fzRN7XnVRWfK66eUFzxZdeNkqUkKRc00RFb2/JJyz2Pn6L40SR84k2PY4ABzbLaVeV+yHlP5H6Uk05ubiuwApUquPrGkTLEYagLjqpMmrBxmsg/aaO22VBP7fUVdjzHK40RsH2Gc/yckMdPuodLHsLAANVWcLFdWWSTCDpa8gUjYhe6hw5VhmFtc4c3GnuBVSuz/A25oSz3E9XbEqcEf6qYU6LDaT8PHyOYb6HDObd44Un/fG0dlo7t65/3wdZmf+5OI4ypaM27qMiKcB0/pV2mHj9CqcuEfJrwkk+NzuOMb2lZdp9fvQlj+9VL9+ePo5BhtU+f/9v/4IGXP8CkQd0xwnBc6MCFel5427Oh3/Ij0p9/fvY9TBzYjR1zXvqAeRvShMtmHQFVzePCJtOmt/zqsbewaUcr3peEcJOcVn2+tKcAex4/L8Sb2HnT5lZyuOaeV4J7FfswRcbE9UuZ6E9njOXWje/fv5I5Mor3NzfjX69vCG2T8wm3xcgiAM9PYILWvIuMI1KPRwARYyTbLk1/0u2j0FXOCPjIa+vx80ffxFsbtuOnp84yaGnngvX4dSA+3N6C02/+d2jb78+cjxlDe/i/Vep4IFgwTPU+neyrndy0MfJBHTnXdfFuMU5fHidsqGc7FT/yvgGesNenocqfdsjCyd0hrsZfPu+iZ100j1IOKBQCPpGDfJ+0MAm94aCGjanYGlODS6Zj9ss6JLx+zkK7YVtLiNETCPe9JKsZEJ4ce9ZW4JgZQ/zfnCf0xfcCwgBVADHR5fz8s3bOYAJRA4val0z6tInlO3Wop3J8W74QqasFBO9LtQJT3oTM6kmP2lYgBtXgWLqW+rgeQYyLncoia7LAm9TwA8LhwH8+Z4H/95HTBgIIigpTGzlU5zK45dNzjC3HjiNiw8Y5oVhm1+U8fqVC5zlNEzp/xs1PYdG3HgAA/PKxtzDryvv8sMP25IpT+2QhXy1xonr8ksLhSjUQyq8jjcln4/aoUS2N0vLaB1tx8PcfxrfufjmxvA29L7WPbCi24UOmLaXAJMdPnnPkv59bvYn1+LUVCqkiE9JMadyYYgniUocBe+9TrvlnFOqpi4byc/y879hWKGDzDiopUl7QWPDr2cY8v1xvUB1vMtorg0VkKelyOk9qWwkeP4IQ6aPbAESMkRx2Mtf1I1+0Xj03dKwM6jtdtQ6gVfw6EFyfyGbC4UVcqJqJN8O0mLmW9agQhArSre589j1coVDvPvTqOsy76n7c9+L7IcspF+rZ3hw/eR2gBYnaSJY2ToCOza8rFDC2X0Nku+PEhyea5BAeM2Nw9LwSGSZzCfeLY/UsFBcn729vW9KkHy287GLd1mY0RhS/0j1pj1+yDEMaa/zf3IL/xdue8/9W35sJTToNm/YXcI+Os9JopXX7zLyxKkyLzdJl1f25jMrqGRYuhBReo4Z7AcH4yDiet0dd9HXCB8E01FO+/wQpp/iLB4zFqquW+2HY9FwcaCyY5uBkRHzYFjc3vPdhYABR59/2knDFIY1c0ZIv+IreP1euC+9rj8evjQinXP/fpBy/pHUgyQhy8YFjE89rr7M/TY4fKWtPrNqQmPvTptR6JFCealwER1qkVfzUVy4z+RIoxLFUzPj632L3cWtKJTP+SifdCf42ecfa3MWCTO7ioKWtIOWZllfYp+dN8vjJip/O09VeGUztt3JzZFlEfQ8UOl0KE71cKicNVGMkB+27Mghd5QZ6Vy/xYBW/DgQnP+YcJzRhcwocjTtdqKdpTTttjp+8iBb/PevXT8WykT3z9ochjx8X8tDeUE95QKkLBYWFcApxnLI2eZBHlEMMpf59JPVCvZyJAqeGRnptKNHjl/At48JWbn96tVQQ3cUltz+HBxlyGBmqsLO9JY/mtgJ6KuQu7ZnXVMUpKRwzMoka3DsjKSXthfrZTMbWrZ+eg8E9Ay+USbdPHerZTkUxU4xnJsHCcYQ/pwShnmHhT/b40avNOAJ5NxrqmZT72bu+MlIkOw5xYy7reyIFzt93tNeemP7UrxiSzEUicHCEwKAe1Thvn9GRfdw95PlS9dK3R7HSIVJMueCyLIkq1LWjPYopnSvTz6vtUo0A6xPyXZPGS+y4dpV/24E0nhFa65pbC34/iBP+KEdLXduJNdkk/yxNm3TQ5WfJrL0EIjUpFbo8Z26McMM+bV+lS8hd0iR/Uze/0nsQQqAy66C5LfD4tdejFmmHocdPzgXmavsG12tfe9Say7KHW+dha24r4K7n3ktdoxPw+mApCqPuPRB0eYBcP6HvQd+BM0Rzfa4rwSp+HQhu/OayIpT/wAmZfm6N1uMXnPeX59fg+WI9FhW6wbRuS0uq9bO14IaEHy4ksr3WJlnZE8qrqczEk7tw7/EnJ83AWUtGAojKCULIwm74eiYKHGdtNfXCRs5LWMC3xYR6fvmPL+ANKUH814+95depiYPaHTYwNfyA9nn81PeZpJyp9zK5s2PgFTdVCtX7m5zXs7ZCUWri+z3tSavIyQu467q44QE+T8P31j8XZhHMZYQfpgkUc9pChhVIf3OLm+zx8+pMyVirqZEFmBVuJ8S9c5kQ4txlo7DqquWxRokbVkwDkELxc7ycx8OmDDBqzzeOmOD/TSFqdJiJ99MU8p1Vq/oPH3wd86+6P5HtWR0X7akHSyFYNLe35ZM9fh+fORhHThuIpWP7sNdMWifi5p+Qx6+dfHs6ggwVtL605Au+YBh395bidVUyk9rK8nr8apR+zpUQCZO7hPfJrL3+8Xm9x2+oFMmRFpyQztVRS6tY0eErPwjGhFl4vmZfMRrKEV6+anNrwTfAloO5XB7Xao5fXN7Z5h1mHr/2eGw5hDypMbKIEMCN/3gNZ/7qKfzhP6vZY3RwHOGT56SBieLHHRPkujO5vwqZFQcaMklh350VVvHrQHADMOuE66XpWD11+oeqZBxy/cPscTpX+Ak3PYan3/Jyhkxc1235QmigcMpPe61hnDBKV6SwEDZXQGlL7/pK7DO+b6zX1CsUXvQmKPtMPH7cs3OsZSZIyg00ERRMJ011ovOLt5cQ6nnwpP5G90xW/MK/TXROE49fqUn4Jt9fPULPzOhie0tbhOgpCbKA8fDKdcYJ+gRi8SQBN+OE35cjhD/H0GY19xXw3nVboYD3lFzPE256THt/c0bPeI89tz2ub1KIqCkRDF2a+97cLY6ZOQQNReInR+l/JgJIKVBlwH+9vh4A8NaGbczRAdTX1h5WT9/jV+xHedf15/nP7TMKQFTx7Vadw3c+PsUnzFIRFy5HfUbup9OlnPjQWe109qcJKaS1vLktL3n8Yq5LOX7KR6DUCC5nu6WtgCVX/x0PvBxldY6DOg5mfP3eyDHye1blEf98xeOnk2XLQaYlo5Xpl6WGeq7eGHjCTZSzvzwXX26D+rgjBCqzGTS35X2PpZrfaorbn36HJXALWJe9eSvO47nZ0ONXLo8kfWm537RK8oN8lxopZFddJ2TErdeOEBHjlElXM/Gey0qyKhNwfY2uSd+Bawetk9bjZxEBn4smQnklnGATkLuYh3rGdcAVP3kMmzTJ5KvW6wUIGW0FNySIcMpPe8MMnBiPBBAMWhPFT12g1Pcj/P8xoZ4GHh9OWSs17DDJU2jCUMYlMHNQJ7r1RSuxjtyFw6GTB+D7x001umcSO6261yjHzw9RjC/8apIDw40bjmlXhUoo+NgbG2KPLbgeu2Paul5yaNarMUV9dcj6OX5BaFrIoy4ZP7hv5JM/OCJV+BcJuGkUv3iPn5lSFj7HbFmje7LGt5ib7DWgW6hd9D7TMtmZQl5DNm1v9ducFMpW3lDPQOEDPMEyX3BRV5nF8KJX9+LfPxc6xw8TjnmPdz3HG0G+8/HJWHXVcr/9S8f2QY+aYG6i1/Hie5t9QXxIzxq/vEsapBGQ6djm1gKefYeia/hni8vxI3DpEGs27cQb67bhy3983rhNZkzCco6fovj5Rh8ROp6TW7Y1t+Hae18tm4GD1nJO8CbF+TOLR6S6pjyHmKSc6EqttOWpjp/n8dvZWvDbJbf5w+0tRjl/K9duwXm/eQYXKGWJ5LaS3BFnpAl5/HShnmXSRv70zLt+6Q//2gXPiLlxWzikV45a0kUjxM0HGSc6p9VVJLOr68I41WMqsk6kv3Hz4rJr/gEgGMfc+/Q9flbxs1DBCpUZJxSioasXpVMkVIEo6wg21AMA7v5vvKeBBH4T60qbEgbCKn5lDPUMyF2837RYcK9FVcTUY9TJWX5eVdEw8X62l9L5oIn9/L+Tcsp0BZ4JpoqBKuxQLo5awD3pHTjCPME56ahIqKf0c3jvWv4c6ZXFjZNSv5GJAi+EMJ70P9jSjEdWrk/dDtlqfblCuCTj8RilM+t4rJ2Uc5QRQvH4MbW8Qo8u/PPSYOGoXgDSevz4b8Vtb08YMncd1qsY0wduPHE6fnrqzMi8yXkuygGat7a3tGHy5ffg/pc8j5AuTNF13cg3ez9Fvanv3PMy/v3mRv83CUdy7ku+4FGwx/UN6rppjWE0F/oljQRQITFfkxi6RZoTB3SvQkN1+hI8pXj81m5pxo8efB1A/JpJngvVACGT46iga6UxnJqEmXHlHAi+8Uza1lYosEaeb9/9Mr577ytab04a3HjidAC84E0KwECJydcEssdI921PmdeUeC0/PN6RPH5kAJGuPeXyv8VyIsggj/i9L67Fd/72SmgfXS9TlOni8oVDrJ4lEpakxQMvrw2HpRaA/b/3IKZeESbxMV0j4g7j5vRuMdECMkxyq797r/e+KzJOsUyHK9Wzjb4rkqPJu8m9TzrfhnpaRMCGemZESPHjZP5g0dN4/Jyoy3rG1+/F2xuiif86AVgo/+rQViiEBgpLxey6eOX9LQZX4yE/lvr8qlAgQ1VCVcFN/RLdq3Ox5C5xOGtJYIHUeZO+fviE2H2EE2YP9f9O8lDElXOQcdtTZoWB129twWV/CKzKa7d4C3k0x09/nTTCd9LUqCqQ8s9bPjWHPUcNWeRg4vHjYJKrKVB+Wm8VJGgnWTXjCBUyxRw2n9xFiNB8IyTlnfveAblLunbTey+Hx4/bXgY+n+J1ioqfJs9aRbfqHJaM6RNRFtuTQ6fDE6s24uFX1+GDLWGj3lm/fir2nNa8G2m/SUkWwnX3r8RR//tP/zd5IKgf5QsFtBUKfrkQDrT2pa1F68/xxU8ihAitM5xM2606F/keJrdNw+rJKRJxtyDPUIUyj+iYl+k9pTGcmsj3ulBPwcgZ5PE7evqg0LGy0tFenLN0JCYVw7I5wZveT9r5W0530L3Hz+8/Bk0JuYptPhOyCDx+hajHDwC+fueLaLroTq0SIr/j6+57NbR20PNSaHDcXGJM7lJGN9TmHW0hA2e+UPBlTDnkdf02PZkTIe6bcvOtGoXEwcR4Q3UJaV3PFxmtk86nvqk7xnr8LCLgJvic44RCPVnBpgSPnw66unRxIUNcgrHq8eMUyq/d8V/s990HjdumQhfq6eccMc+uCm/qu1M9fsN61QXkLoZtkxVOnZfOZMGS25sUWlouMgAAuPa+V3Hzv970f6/d0ozKrBMhCkgMz0zjdUmYHCPfWfoiupwAQlxojNrvR/Wpw7Ezo2U4VGSMQj1F2Wm9VcgsiqWA6vbRAu04UY+6SvAgv+2gnEO6ZaJnbQV61VVEmHS1bU2hIJSLSjsI9eSiLvTnqoKKCYvg6L5mirD8fDc9/AZOuOkxtg5dHJrb8qkVLkIPxsrue/z8UE/vPzIscPCF94QXedS0sIIRRHUE3mZ5ruXG3LwRvfD6B+GUBROCrjTkLmnYqltjyF3o/XHThlCOMWqTwbH5kOIX3hd4+4NtrXmvcHljXWWohEopc1BdZRZDegYK1th+9QCAhaN6SyHLXI4fKc4pFT9pHdB9Ly/SQT8+Wtpc/1jy+JFXP85goFOO2zRGBvpGJBdu3sGv93Kopy63rZw2qILrhhU/Od/P8EZ1lYE3Ps4Jwc3/coh3HHQF2FXQPOKVMkqeH+nabDRHmYyPuwpW8etAcPOy44Q9ftwEJIe5xCFN6QCdx8+fkJR2PCGF+gTHuqHBzik4XIHpNEhiGozbHrX46kdm/+5VgYJhOoila7L1v1yzewOeYDl7WE+M6F2buKiahHqWijWbdqJRKl5PSJIb06zJSQKK+rrk33FKsck7Vvt9VS4T6bOy14tg6vHToVSGVxkkl96ZMjeQ4D0bFI+fovjR38x7pi1pPX7nLB2F2z4zL5WCpi78py0YFnts+Tx+3r86ZuU4qO01CTm69liznFgO67boGVRlNLcVUn8zAqdgquUcPtiyE6++vyUSOiyDpjSaJ4+bNYQ9Tm1n4PErroFOOH9InUr61FfipLlDI1Z5E0MCZ8nfa0C05isQE+6l3GLT9lY0XXQn/viMx2qozl1y6Z2466fRr0x0xFA5B9Xj5/8RtNML9fTYLDOh7ekVv9Z8IfQO5o/shZe/fgBmDesZKH7MdUlxTu3xk8agfN3FY3qHjpMNXnEguUhIHj/V861Cfr2vKlFPH//ho7H3om9PY+Wae15m03ZCdfyKHj9unSlnqKfrhvuNfG3TKAfZSUHKvImH3sTjl4ZNmeaWfMFNXL/vfmEN/vjMuwD45ySxuYs6/Kzi15GIE3iTFD/HX/Tiu2dSCQAZ6i3kRZGsnt+860Us/Nb9/nZOgWsruKEQg7QWORPIwmLc5Mwt6uo2NTRK/RIVGUfy+KWXJOurojklFO9NV5PbT3lP/rEu8JvT5+K+CxZrGSEB4Jl3+FId5cD7W5rRk6lJmJzjF91/6OQoLT6QLKDohOw0IYAqVIu7I6IKmyOiXgSTazsJOX6mdTZ1KBRc7GjJ48Lbni3pfIFwOQcvNC88vtRaXqE6mgz5gwl61OQwtJHPzYyDKghcevB4rLpqOXtsGoXyyiPiw67JI5yGOTQ413s5JHj87J+rEtvSHkflhwwbYBw2bGtpVy02IDy3tyqkFuu2tuDJNzcil9WEeiqEFdx8CUTHGgmytF0N9VQfa0y/erY/mBB0cQJyRdbBcbOGRMhiOJZIdd14uSjsP796s9eGSKinG3utwBuY/OFWrduGV97fYnSs7PlSD+fq+K3ZtBN5t5i/KbU/jWeF0JovhL5vNiP8MecrfhyrZ740j58M2RAzdXCPyP6kOZ6UT2L13NGal0Kd4xS/YPspP30itE9VUMLhk+HrthVcfO7WKAmM7Amk8P+GqqiHvpyhni7AhqUCwEtrzFJ65LFYEUPQx8m6cXMGANx4gpcjytWSve+CvdlzaG5pK0RD4VWcfvO/8WHRCMYZ9fwx3EU1P6v4dSDiFl/Zhc1NQDRQtHX8Upi91ZAW2UpEi/r2ljybHyhjW3NbqI5LqTlUOmRCgin/jNyCoFq+VCZMNfRDXpRNBTJ5Yuc8rrS7f/cqTB3SHVd/bLLRdTmK548KH2zeGSneDiQLvty3ue64qaywnpQAHc3xk4SFGM+2SfePhgpHQ9M4pV8nFAxtrMFpC4ZhcM9q7XOVRfFz3Xbl1jgOijl+lK8SzY1UQz1lyHX80qAUdts055gcSoaWFTGeJsAr+QLoCbbiUKMwznX0GE4Tarjfdx/EH59OX0tLFtDk+ZQEH3Udqcg4scZJteRBXIkNdXyrBs2MECHPvak3g0uF+Nqhe4V+r/4wut4JeP1r3dZm3PiP1/ztXKSe2m3U0DdV/qamc3J5Go/f4qv/jv2++6DRsY++HpBKqX2I+r08Bz6/ehNc1/u28lpcihep4IbHkcxLoAv1LNXjJ0MW1iNpDEIkrm+kfDoiWhc0LqxbVuh1oZ2R80jxk85/Z+P2yHEhj18x1LOhOqr4ldfjFw71/O2TAZeAalyPQ8ZE8eN4GzRr6LBenmGRKxYfx8od8vilWKI4xY/GkiV3sYggzvIyQGKrYkM9y5zjp05CslCaJoTj9Q+2YpuUb9YRip8jBCYN6sbuowWKe/akPKRDlSLNWSdY7kzfpCwocJ+G3mQu4+D2M+djgeLl444Fyps4nxbvb2lGLyakIpncJfnaI4qMnEldLBLqKf0dm+Nn0ADVcOIxkYLZlrwIUX5W34YqXHrw+NA5VzBkPuUI9dzekseWdvUNr4/T+1cFHjnXhRWEipt089CnFw2PnlaCa8vEQ0MwmbJ+fNIMPPiFJdq29NbkICY1pyrnpPbgtafgeNqi0Tqq+jjIY0oOb2rxSQ7C60hFNhMrnJHwGbB7xih+yjih6/nkMCKcIxRpc8xH4PpsHEOwej0696q/vCR5O6PCn3pr1QOi9tOCxmOkY/yMg8mxtz8VGABMcvyIKCqXdcKRQaXmGUvXCHn/nPhyDhRS2R7mbLn/qoqbagDjIHv8VM9TXI6fbBhJM1x9pV96F9zr3ryzFVU5751Qnj43NpK+Vf9uVcZtU0M9S0E2pPDzBH2ck0MX1Uafj/P4xcnGQY5fIdVMzIV6qvNbV4NV/DoQcVbaIRKjFLduyjXKAI+UQoWJR2FMXy+ZWrVQcWE8Jnh3085QUnF7FT81/BHwFtNfnjYbd527MLJv/qheqK/M4qzFIyP7khaJrx6yF/7z5X393xnHibznJMj30LEh0iZZKFEnCPn3x4oMaj84fppRO8qJfMFlY+mTLKIm4X+3nzUff//84sTJUb2S/E5jQz0N7q+2UQ11BMy9PYdM8gwHc4b19LfRc81q6hkhMimHx+/D7S2hor2lQM2ZlZulhn0C4W+hFinnUGrtyvZcR52zTlswLDJfVOUyoXmWg458xoTcqIbL843BH86a365Qz3Ja8eMgK9/ymkHheJF1JOtg+tAe7HOZEh+p4ySwynu/HSFQpwn5ivtMXDrvO3UAACAASURBVH/SkZwRhAhb+N/f7LGhsiUYpNHy1vrtuEIpuaK+A7rGfS+txcwr78XO1jzeWLcNX7r9Of/dpvHs0uWvPjoaWdK9SNIzoykIc1S9E37ur/SuKFKmIuNg7ohGf3vJBFPStcMpLt6/nDeFBO006Swq5PZW56IevyRDU6uf4xcNp4xTrOR5Kc3bkutjEmoqMrjnhTWhSIItO9sihCeqUgskh+XG5bFycOGWrPQTZEWMxoQ6v+rqyHKg4+NKpnGg/pQ3JHch6EI9u6jeZxW/jkTceGmoyuHgSf0BJHj8ivuGNtbgpSsOCB1jYiEfWhR81Ek7F1L80iw0bohoJK1we8Vh4VCbw6YMjBzjOAINVTmMZyanXnUVeO5r+2P60GjMfpLil8046C5Nmlku4SsGA7tX48YTpuPig8b52+iz6UoxcJ9o2pDuAIB+DYHVbf+9+mHVVcvRj7HExc1Pk2O8oqWAz/HTn0N99PoVU7FiNh9O11CVQ1OvWiRNj3HKmJeDpr+/9rrKp9EVew9dm3n4ob1q8chFS/HZfUZH9gkRtQqm8cjHYeP21sT8Tx1Ub2Y0xy/4zT0zbdEp2Wk8dTq0ZyFePKYPO18kYUyRZZCDiWGjRuOJUpER7fH3lTdvJw5xY6o1X8C3734Jj74WrkVZmfEYqrlCy7Tm+AaFmIdXPePUBnpeIYTW4xdHSsWFiJuMSSEE1kohbGuKZTBYWVq6HJXFkaF+MxKgn3n7Q3ywpRnvfrgDZ/7qKfzqsbfwwrteXmCaz+y6XsiaLrrAY+l0ccD3HsQdRbIKwoOvfBA5ntb3XNbB0dMHYcrg7hjdty4VA6oMuU+dLNXPE0XPKudJbSl6ceJC9tJCDfUUItmw0yZ5/Lop4ZRxSrC8PUmBl5Vw3xPsuhjYvRpLx/bBuq0t+PTN/8bZxbItruti847WSFtUpRZI9vilIQZ03Wi+blrIfSBfcNF00Z2R0Hj50p/bZxQAfYSEttRZzHig8ipt+TKGenZRl59V/DoQusWaaI51lg7SKVw3yiKZVPsNAGqLC6ZqIS9VVnPdMI2wSTibPOhXSLXrVl21HFMGd48cr7XyaDwQJtZcGdmMeainEMABE/qhoSqHw6YMwMGT+vvtrJUWFXUS4Canc5eNwj8vWsp6I3QMryp+8cnZCa02R2MJHj/CwZMG4BtHTNQeQ+vQoZMH4Av7j8EzX94vtH+iosTK3yVOITBpnvoMbFgnV0eT6V85R2Bg9+rQPvlrf6iwIaYRWjgKfQDYuL2lXaGeldlMaDwJoeb4SQQuPplG+Hh5H4eMI3D7mfNKbmMpUOezUr2OOsXPxKNcy1jb45BG0OCO/Sg8fnGGvAdf/QA3PPAatja3hfoqRXxwChXpCa70L+eZihNCaS7NOHqSB/XTq6ygMky+qYBXDoPwnq/4cR6/AFw42I8fegMPvLTW/61eQ46YIUEyjYK/ozUPRwj2u5Hiki8U0Jp38dKaLZF6nyRTyPNk4PHz8qEH9qhGW8Etuf+RsrB8Uv+IDJMRgjU8B+UwymNUUg00wsTjJ+X4NVSHz//jf97lTgk9S9J3lHfLpDEZx2MRpdINq9Z7ZUq2teRRcKMlDrgunRTFlcaT6krtK7kurjTG40LWTeryytB9PpKN1Ui5NKyeMrhyUdbjZxEL3eDXWtopjJDc2cz5JoxXZOmSLUA//+eqVMV8ZbgI56OZ1PeSw6EcAdz8yVm46khPUeAmX93irCu4XJlL15XlGlRJ84w8EV177FRcv2IaaNmvrczign1H49Ll4/zvxBFmkIUv44hQjmf4Psy2mBmuFMazTy0cxm5vLIHcJVUB9+I4mNnUA2ctGRkKT7lhxbRIseDAS6BROAzurwp/3jcPH+MIEbHOmrDGAsFzCURzLcpRl27TjvZ5/KornJDVtCLjhL6bV84hfgzo5ihCRghMHdIjloGzI6BatEvNp9QZi0xySKsZT1ccuL6XBnHCZjkRJwzf9dwa/285LzJQ/KJzEeVB9Wnwju9VX4GPTR8U6Sdx3y4U6lnJG0Y8hM8n4S7LGDJM2XplCz+xJ3JrOY2PHz34Glb8+DH2eqf+LGB3VPutkLzAtG9bSx6PrFzn31eHzTvaIMAr7KTAtebdWKIRUsTkd0SGXbpmzvFYgVtTkJUQTpo7VDuHZBzBKin0/uW+ofabNHlqnIEmaf3yFb9iBJIJ5PecpCe/szHgC8gXXGzc1oI//uddvLVhO6qyGd+QQN2OFMEeteG2cCJmUmkZHTGgHIkEeP2exnKpip887uI8oWnzwnXfL+sIrLzyQPz29LlsOxZf/fdU92tuK6AtX8B37nkZ64tlNmyOn0UsdJ2C+p02f0bXuQ2EHU7x+8qfXgAAzJJylUyRL7ghz4aJbFtTGUy6QggsHNUbxxaZ9rhn1w3IIIyH8/il68qypTkxB40VioO/z1k2CqctHC5dx9vJ5aakDV+gPnDinKF4/mv7+9u5SXh2wjcdEkOxz4V6Jn3bNHpnoBAXFXfp4qP71jHfXCS2wUSIU0M7OTY3gShxAyf0c+NNVvR/ddrsUO5EmjDouCdpaStgq0bxG5qQw1ZTkQ313fqqXNiy6kjRBWQEYdqlnaPKZJVPg7nDG0O/y5VnKMPkkj1rzQRCgNpo1k5uvvlPO+qjnjhnaPJBMOuzcj5whaQcqKAl5/jZQ/G9Y6bguJl8OLisND7+pWXS+UGop7yGqFBvTeNUTZfwrhU9f2hjTUgxECJs4W8ruCgU+DwnuvfvJKZDDsTQqOZe5aWQM5kw5PifPIbpV/xNe00A2NrS5uWracZgvuDGpnMQUYj8Dv1QT99z6qAtn97j94n5w3D5YRMi30NGkuIX5w0+fe/huPu8RcZtkRl4bzp5hnfthHmL3pkQwjiaKM7jl/TuCq6LF9ds9n9XhaKIvH/J4N5d8fhxBolP3/xv7f3kZ99nXJ/Qvlw2/F5cNzDClFpeQ75f3KuQx6mJMqUtdZZxkM04Ec+mfF1OAeW4NAAv9PixNzbguvtX4st/9OTngvX4WcRB5/Ez8TbprRrJn44s0pf94XmsXLs1tPAMSGExU0EMhzsMmONU2nMZpgm9ck0ngJ+004Z6yhb4pMHLUt1rvo2s1P/tvEX46+cW+pNO2u9N72NMv/oI2yV9BwKX6C0jLjSNC/UspY5fHOjZfQZJ6SNz99nRGlir42BiscuI8EIjW9jlbbQwn7tsFI6ZMRi966IeUNa7LSn6kwd3x/+dMtPflcYLFTdPtBVcbahnkrGjMhv28NVVZUMCmBDC75CcMYXesZZduAOUriRcffTkkPJXDiIdFSbKJFcfLA6O0I/9jkSSgYBg8szyuybjExc6Rp6DjCNw+NSBsYKafL0+9cGaJId66vqYOg/RsaRQyvfl5qy2fJjyRPX4vbVhO4Zfchd+9+TbkXPpPDX8LnJc8UBVecy7geKn7jNhZW3LF7wcP40s0FYoxJJ9cJEpfqhnNvCc5gtu6nIltEbrWINb8gW2ADd5u+KUs/P2GW3shQPCOX7LxvWNbY8MOdTT1LglK3jylC57fTm0FVyfRAgAqiRZhpjEqYZfXFpAGsjGlqOmDQrJgupc6hp4/M5eEiXbC91PyfHj4AhPKZdZovWyUvw+msfUeUM28DYzY6KRMYADXn+kyJs3N3ihtyWUtexUsIpfB0Jn6fGt6ToPl89c5F3njrMXYGaRpctEsJQF/UdfX4/tre1n5KypyGBmk+dZ2m6wOOmsRNyzcxPyHWcvwBcPGOv/5pReEoLNrduBEsAl6F533FT/b+4TCWYf97VH9a3H2H4NhlYsbluwcKrt2H+vfqHfqlfgsCkD0LchUGJqY0gSeFbPpLamUPw01+S2PbJyfXRjEVlH+PmxScg4AlccPgEnzPG8DRMHNjBEMoGCOX1oD/zPxyaxAgfn1dCF9prk4BJ0ZAE6Vs8kY0d1RSZEIlBbkYmUcyCQYivfzygqoUwEDGkwoHs1bvn0HKkN+r548YFjce2xU4yu3VRUkkwMG30a4llBozAndyl3+FCSYkIwiSLJZRycVyQ4ysYIWIA395ggbh2LK0GiQt1Fa0PWnzeDfdx18oVwnTIhwvl6z6/eBAB46NV1sW1Uw+/i2hjx+BVcv1ekYdcmtOaTyV3a8vEePy56c5vE6gl4Ss+GbS14c320rpwOfloGeV6ZaSIuJDEI9eTnljQe/n3G9WENE0G7+GsFdfyS8wHVc4CwMY8j0ZFRKLih4uxVStrKm+u3+QZA07Gsg7yWCSEwqEewnqrymotgfeJkxs8sHoHP7z9Gez95LYwzcjqOwLJxfXGJRKCng0mqh/rd5HWW63txM3RLWwFrNnkKOPVr32PYRWM9reLXgdB5+INSAvHH0HxOl5k4qBsWjOwNwGyR3k9SDJpb89gZImYpVfHL+vlMJopfWip4bnEeP6ABn1k8Qnse5fiZUg/LOX7cGYdM6u/nnvGeOOa5pJyvOOj26RThjBO9p6owqB7Ya4+discu2cf/HceOx21PLOCu3RuGT+Fs+B7rNSx+13x8Mh68cInRfYUQOHHOUHz98In4w1nzcd4+o9kcP39hIy8B83BJOX5A2BqbxhMWp/i1SpZGDqqAoKKmIhMidCAmPf83gvxGmk9kyzMdmZRPsauRZAQ7fe8RLIOwjHOXjcLXDt3LF4JMFD+aQ7tV5zBSCRMi1uZSUG5ZgjPscDAhJMo6QWghGX+4tcQ0hybrODh90XD8r1LKhsaEo/RZFep3olA1x1dK5Rpi0fPzrhsyjgjF46db40iIVZkWVdC7UMd5QfL4cZ6vJLTmC8VQT53Hz41VKrl5eVtzOMcv6wiWuCYJ1CS/bluKeaLZD/Xkz6F1ct/xfbXXOW7WEPzk5Jms0Y7aE2eYJmU5k9D/QueE6vCZD+K8Gw6lVUlwtjXn/VBPta+Vwvar9pfLDw/Y1tVxm5fCnLl3FaeA/VIin5O/o8wKL4PjQ9DKUSYRPxGPn/5dxV2y4AK3P+3Vw/xweys2bmvBhbc96+/rirCKXwdCR/VKnUxLYMHmThQFtYRFOpcRGNQjIBH5+p0vhhaxrBNPba+SbciozDo+G+ewXsmeF51Qxip+JfZI8n6Y1kHKOo7k8YvuF0LgtIVe2AH3nnTzDvdN1RpKpufRvVlrtdLwhgQBJE7x4++rn1hLCfXkcyWjG+NCVu89f+9EAV6GvChNGdwd2YwTeVaBKGsZ9z44Q8uI3nWh9soLahrDSrzVWR9ileTxO3BCf7yvEDnJ78QRcqFsUvwCKnuTUM9y5tcN6lGNk+eaeezDbWj/Mnb+vqNx8rwmiYQp+Ry/2Dgz57RHGdIJcy9dcUAo19cEPRjFbzLDqGzSvJxEEBSEVZbeB7IZgYsPGocDJ4YV5RFFRXrCwG76Pqbsyikev0hos4KIxw8wVvyCcFR9Z6HjVM+bzC5oQuaioi3vFlk9NR6/mPxEIBBa5dfi19DLRBXnNAgUPu93mvViXZFAI06hJaX+B8dPC8k4Kvxn4BQWUvxiIp+oMLgQ5satfAy5y+i+dRjeqzZWrlq/tQW3PRXkiaoGPSHkUM/wWC7FSKTOTWP7Nfi1hDdtDzO/5iVGV+5d0bf43RlhIpUB3at8A648BuWIkmNnDva/X1o/RNyccMungkgQTonVQddHn3nH8/y/tWE7Drj2QX875e92NVjFrwOh9/h5/6a1apBQwA1COefnL59dFJmw5EXMozTmP7/OgliRdXDgxP7423mLcMCEZKt2WvKaNAuE2i4gncdvyVgvsTlO0VCFYg5yeIDRnTWPp/M0caGe6qSf9OZ0hZBVJH2GdKGe8e+RdZzGXIfLRdSB84ipzRYiCNGh8cMz0EWv9b1jp+Bnp85E/26B8EGnmoRiU5/91scmhTza91+wN46aNghtBRevvL8l9nydx+/0vYejKpfBlqKFdb+idVx+DCGEP0fRXEFCFxAIwLpFuZwev4e/uBRfO2xC6vM6wutooqTlNHNOtE3mFOJUQkAIYFivMCFTVS6TqowEwJdD4LwgJs+czQShb5xXLS3iPC57j+6Nv523CEdNG6idf1WlWyUTCRcNF/jJSTNw4QFBaFpbvqDk+IVDPbe3xHvcm1sLOOeWp7Fq3bbYYwDgc7f+JyRAE+TfHGV8Elopx0/n8csXYp9Bt77pSnWYICPCfaMUA1HSHJrLOH6h+rj9cfdOUvweesUL7XWEMF7rdrYWfCVf7peteRfj+jfEplpsb8n7dRyBqMfPEcJn9VSftzTFjzFMF6+zfltY8WvNu76Bmcspp1ejRhXI7zVufo7Lv6Vc3z4NVbjtM/Nw2cHjY+8r/z2ufwPmjmiMHEtIqkVpKnrKxtGN21tjc2g7MzpU8RNCHCCEeFkIsVIIcRGzv1II8Zvi/seEEE3F7Y1CiAeEEFuFENd3ZBs7EmbkLsnW9BAbke/xi55HE8uxMwdjZJ8oW+KOVlnxi5/UdYIUTRqj+no1sBaN7s0OzOBaDn504nTcde7CyD42p61Uxa/Yrrwh7XTWEfjGERPx8BeXxHrCTMpx6PL/0kLHcppxotT70dAh/fV1hZCj99XvT7OO++QumhxG7vifnjoz8Vgd1AUUiMbxh0I9s46/TQU3Juqrclg8JsyKRgV1TXL8KF93dN/6UA7r8N51qK3MYNOOFry1Id6iqBP4VOWVcifUekmB1yL6fCQwcoI95Y6m/SYdgXLV+wKCvmeiTAZzTnTgqUWjXTc9ucu0IT1CIaQqyZUpuHHAzjUG18o6jv/NqY+VWk4D0H+7UX3rI+HJKv71ejgfWM3xk4VtRwD7jO+L6UMCUp6CGxhFAO/dHisxkFLoI4fH39iAO555F4++Hp+TDABPvrkRD77yAV5WjDj5gut/y1I8fq35QrGcQ/z7ac27WH7dw+y+II8yuk+nNJnA9/QlhFTqYGJQ0B1DfYt7P2TI45SZPvWVvgHMSSAXknHmr57Crx9/C0BYdnhj3TZkHL1nVoY6rwvhsXpW5zKhKI/vHTPFKJJIhfzO1KlklEIY9+J7m/HISk8J5pRkmgPUNVM+llqoGirPWjKSzY8/duZg3LBiGlbMGoLpQ3vgkwuGRe4rz4G05iYpYEkePy7v75KDxjJHhqEjoeus6DDFTwiRAXADgAMBjAdwnBBC1RA+CWCj67ojAXwXwP8Ut+8EcBmAz3dU+z4KmIQd6nP8ioqffE0STJiJtNqvy8Nf9N4X3/f/1uVOZByBSUpRbRJA1MH/i0/MwifmN0WuUeOHvwnst1c/jJeo7gncpJ1WOLrr3IW4+MCxPoOpqccvmxGoyDqhxGYVKhtlUjt11jc/3LHEcg5CRElEaCKbP7KxeA/9s3MCYJq2pNkvQ2dZ5rsgb2E0lUEaih4OnYWSlC4AkRwG7tFMlQsagzpBh8bGZQePxx1nL8DwYsjonOE9fYXKozrXf880IZiVuahSK4d6ctciQ5Fuwe8MOX7t8TipSFOsOIgyKETGXpWq+JXQljWbdobmFBNCAw7cOOCezyzUMziI+kx7WFVNvp363HKe08bt4VBo1eNXq3j8gPD62K06h2s+PhnTh/YoHgN88YAxeOXrByLjCK3Hb5tmn4pP/jzK7CizepaW4+fCceIjd4AkQ2h8DD6FB5c6vknhM82D5GCiKKntk+exIOyXm7+8f7lx0FCd8z2wSTmmKr50+/NY8D/3R4ywXm6s2ThR75cvuNiysw0N1VklYqM0j5+8lk0cGJbzTprTFPr9p2fe9cnWuHGuGoEI8vpHcopcL/jS5eMwUKpnHC4zJLB8Un+tUVE+niK2khS7Y2YO1u7ncmFN0gji6mR2ZnSkx28WgJWu677uum4LgFsBHKYccxiAnxf//n8AlgkhhOu621zXfRieAthloeuHKjEEB67j00TKherUFusdxY2Xl9cEFkfPUhj+/EdM9fKnchmB28+cH9pHx3ICLadoUn6cNjGf6X1pLYzjBzTg9L1H+AuAab0hE4GjT7FYscqeCcSFKLqaffHn6a5Jr8Pz+HkgEhHqC32L1OlJid65jMCI3rW+cgLEU73HKXYUajJneHxIhYogx49T/LxtskeYPqG6mJj0jVVXLffbxim6aniaI4RvKVQpyGWYCkBxyvWRU4PcRPK8VmUzmCgZWG799FyfjEf2AMSF9qUhvSCK8JDi5wShnnStWyW2TCIL0uV2dEQNvbQop/KpEv3oQHMiN+VUK/2gIuOk4PX0cNrCYZBVxtLzn+NznGTo5iYKs85mAkIgnza9HYqfiXCvPrfsOfjeMR5ba5/6MMMq9Qk5jF9VRgCPmbUym5EKgnukXxVZp6j46chdEpuuPbYg5/i1lebxS6rjpzOE6jx+VNKm1PFN75/mkKT8cxVEvnbLp+bgc/uMAgB85ZDxGFOMNJKPk1EjjTt6L9z8QAI9N84rMo4fadFYW5nasCQXZ5fbYmIg+eoh41k2ys07W6N1WIUoyaAkj7kBReVLJ7sQWAXaj0IIb+fWDDXsWkZam5b8imjNbdUoYA98frFv3IkDF25tsrakrXHZGdCRit9AAHLxm3eK29hjXNdtA7AJgLlE2cmhE8RN6rpx84QfisTspJp5cUK7TBSRKy5sMmhBzWW8fS9dcYAfBkPCg2kZiMlFgVY3cMqZ40cKSe/6SgzuWY0lY3prjzdZ0Po0VOE/X94X5yyN1qnxrcfSNhOvng6sR0zK8ctmHFx5xATc9pl5AIIJh75NvuBGFkYZuYyD+y5YjJPmeQQa04Z0jyj4QVv4aywc1RsvXXEAZiUUi5dBo4C7Jj2y7BH22eaUE0z7Bh3GCby0T/6XhCNamHmDhFm/90Nlitc/b5/RuO0z8/C5IgU+EORa6iyF8tTRu54vG6Drw+o4pcVRPueFdzdFQsfnDG/EbZ+Z6/8NxLC5lSG/q1woZ6in3xdMPH4GXl0AuOLwCWjqVZtauFkxe0hIYSjd4xc1HNQy9VVpfHHP5RMYOY7/jqjPcEZIU5gIw2ofo+e5dPk4HF40qPzhrPn48Ukz/Jk3y4Qq0p/yunzo5AHFfSJ0DNC+5zIBeXIA4M5n30t9vqf46fuhLq+p4BufFeWpIhOq45cE3mDpbaS6gA3V5mkGQPDd5o5o9OfOU+cPixRuV/tPTWUmso8zoNNpSd7wgT2qU6U1xCHjOEb96eR5TRHZrq1Y7qGhKquQcwk2lGBwz2pcdGB8iKJuztanHkW30SOp7zjHePwqJYMNfd/mVn3pjjjIsgAZ2fKavp51RCLHARfqaZLKYBpl1pnQkas298bUN2RyTPwNhPi0EOJJIcSTH3ygr5WyK6BT/Np8q2n8J6DOLYcR5ZVFV67TRsJGXF/dKCXuZoSITES0oNIgrMplIsKAaZ4YhanprMF8OQejy0cwd3gjrj12Ci4+cBweunApfnrqLO3xpl6C7jUV7OBP3UyDXq0rb0H/Hj97KIY2eoQP1L/ou7muJwDFQa27NXVIj1iq97gFIOuIVCGjXrt0oZ7RbXGKoqniR8JOJefx88eU91uIYEzJRDoqTPvLtcdOxQ0rpmFwMYS4Iutg+tAeIWVy5lBPadaSMmjovQk6+n21vZV+/mKw7b/vbva9N3Ifnz60J1ZdtRxNRWIR1mMk5Z7uapRT+aTQuEoTj59GOZQ9fnG1RS/WCGeAN+fKc3+p+ZScV622Mtqn6KgaZh+tLbmMCEK3fY9f6X1AzYXkoH5eLhd3QPfqEL0/9X9ZqVHH/qg+dThlXlNxn7dNHpMd3bc3bm/Fq2u3pjpH7g/eGptUziHZuKQ+puz54K6tHj9KKWUCBO+u0lcg041R0zevfiPZoKE1OpPHTxrD1J1kRXpA96rUObUcso4wMiZ5pHvh+7XlC9i8sxUN1TmFEIUnbOtZW4kz9h4R2U5g2yHJJ3OG80Zd3fqtGqXkZ1DlFCCYO/oXPY57MalAOoQUvwry+Gk4GRyBEb3rtMXmuVBP6/FLj3cAyEG1gwC8G3eMECILoBuADaY3cF33R67rznBdd0bv3noPz66ALvJOVeA40CIkdyzfSieAH544PSTok8cvbqLaIFH1OsIrziojyNkItlMIADGdxTFTqTB5Pq6dpU6yQggcNmVgLEOnivZ6CUpup/aa4d+OkJWR6PGqJa3guqiuyOD6FVPxBaaoqlAmaX2oIL+9lLC6wBPK3Se61VdGSgj1BALBhfX4Ff/NS8ro5/b1LMoNVbnYNpneu1t1DsulGm5BeYDg/MsP3wu/O2Our8BzkMc89xxAWBFoUAQAVWCjY+V++8MTZ0RYPTlwHiO6jHze0dMHGRdKLydKGctNMSHOZDRI6/FTp3qWWEhp5hHT9KVJhBLKVaoiws1V7DxePI7zBlIOdTbjBIYSyvMsvgfTou0yetXx3mwZqlDJGTFUBP1d2lb8IYfI07vxS1RIfUk1zAzuGV86oBRQbbY0kJWytoLn8dP1/ydWbYzdp+ZeV2Sj8gY3L6jvpb4qGsZJffWoaV6ZgH5+KK0ZTJdXtX2cx48D7ZIVv1lNRYNcsRbk3OGNiSVzTCGz4QJe6PQTX9oHC0b2YtoWfqY7nnkXm3e0oqEqFxoLQgh862OTpDBlM+g8jwJeygGHx9+IiuZx8ok851B3kudLeo4fnzgdfz5ngS+7mqBXXSUb6qkjd6F3r3JXJMEkyqIrevzS+d/T4QkAo4QQwwCsBnAsgBXKMX8CcDKARwF8DMD9bhJDRReCmccvvmOREiPn+9AlM46I5J4FOX78NT+UEuGFEBGPQZYRDgkUq2/q8SNLY2fwCMiYP7IRj6xc3y5CAoBfmMb3b8AL725mE9lN2LfU7yaXcODeI81zlL9F88/Bk/QCmBw+atoWQin5PEF+I6Poa46Pvg+z+1HIBpvjR8JfgQwoXpF32SujC0k1BVkPK5iQs8psBjOb9KGy8mLCeS6BsNDTr1sVNu8MvAcmr8JP0wAAIABJREFUuVNj+tZryV0IuvBu2Xj07aMnJ96zI5DWGPHQhUtiBdE0OX6h96IMb51XvL4qi0cuWuobGnSQlxBuTH58xiD89sl3ItuTUM/M43R1znhGylbOEX7fVBkbF43qjUmDuvt1Xk3QKyaMWUaEqCgbHVMqOCIXOjzvj/3geDpO9kypCpVJgfs0SOspcF0XtxZZIwHP41eRcSJ91ZT0wz+m+JjVuUwk3I17x7mMg+a2Aq5fMRVLxvTBp29+MnIMnXf41IGYOaxniMijnFC94DW5oF/r5sAsk+N30ykz8eb6bbj67pcBxOe/m2LSoG54tlj/LeuEc/yE8EL4OS++Op/9/NE30bO2Ag3V2dD3yDgCveoqceaSkbjsD88HJyR8/FJzco+fPQTX3b8ytM1X/DRjkUR6OdSTnrFPQxX6NJgrrv/4wmJ0qw7nOhLnwZad8WRLnGGHUFeZxdbmNiwa3RurHn0ztM9EftWFmHZWdJjHr5izdzaAuwG8COC3ruu+IIS4XAhxaPGwmwA0CiFWAjgfgF/yQQixCsB3AJwihHiHYQTt9FAndnlAU0iRvO30RcNx0MRAmaNwIdnKp2NITAr1lMGxVXGCOR2zvdUbVKa14HzLeTsVrDj86ez5eODzi1Of95OTZuKOsxekDleMg/zOrjjcy78bolkwtDH0qqLjiIAumfmoBWVCVQu6J91HazGX2nLN0ZOxYrZHcV6ax4/6rP4+wQn8PlMva3M+XvGjS9C7SvJCUpvTmqOIFIKE6LT5WTIbX5wSIo/f5RPDyr7JuKuuyIQMSXHQKn5lCINqL9J63yuzTuz70RUrVkHX4G7PjRPZu6QqfTeeMI29h9zt2BDkEudXzuNHl+fIhOjO2YzjG03U0PG2QgGfXDAskUQh1A6jUE9V8dOzV8vtlU9VQz25/D9ZWVDDE8uZSwoAzSlLOBx47UP46h3/9X+3tnl1/NSIgKSxf0ExwkENwVcJiQC+H9N7qMxmUFuZZb1i8rwQp/Tp+olpnrx6lOzx040N1csJeArAXgO6+eeZ8hnEQZ63sxmVU0EjBzDvfMtOz+OnhnpyV0qSA9g6ftozPMxmCN1UjzkHEoPlflpq2PrQxlp0r6kIjX0iqNF53oK5Kp50pq3gRsZSVEaOXtuyeipwXfcu13VHu647wnXdK4vbvuy67p+Kf+90Xfdo13VHuq47y3Xd16Vzm1zX7em6bp3ruoNc1/1v3H06K9R+KHd2zuN38UHj8IPjp/u/qUPyil/0ftU5cweuFyLCf37OErpsrJc/cUiCN4mg5k2VG5MGdY8UNzZBdUWYSbG9kJ+uKpeJXcxMFIdIaKOknHMTa0DuQjl+ZtoJHaX7NkLqGkdNH4QRxZIDpQg/cR489T4j+9ThpLlDpRwibzsnkOjQWhwvPGW96vGLnq/mDgHpFV6iga+RSDHSQCZlIMZC+l4U1knPN7hndeRZjerQZR1tXVD5OBXk+d+Vet8Vh+1VUmipTmFQiX50oPE2mCkJo6uTx92eSnrE3cO7ZnR/2mLuJNhwih/t48KuqBXZjPAFS5XVM209q/89fpqR0q4aF6or9JEtgETeJG1TQz3DBp6oRyDi8SuzETOpaHtrvoBDvv8wHn7Vq6P20ppwHcDWQqEYFaIYDDWvdMHIXr4Rj+QTOlytswbwHAQBI7L3my2bYzD//Oq02YnHJCGOvRjQz2k+4yfzTem8UmoPxrUt60Rz9wA+PJHrZ61512P1ZPqsOgxID7nxhGk4lSm1pSd3id3FtsvEiEzjrUL6NuUcSo0xPAUydPnItJa1tBUizhp1HucMnTbHzyIEVRCXO03eQMAIPH6BZdCfrNm8jcBykQSHmYi4cESaXMb3b8Cqq5ZjwkAzpUllftvTEYQ7xh9DSlBF1sHySf3x01NnRvLyZJAARguv6fyTl8Ic46AuqLRAlSL8aAu4S/e59/y9cflhEyL77jlvEW5YwXtEOPjhi8zz+eFeGs+5vOknJ8/Ad4+ZnCocBZA8fkVjDEemoYO8mFx++AR888iJfu3BKw6fgFPnN2FJsXh8oRBdSOk7XXHYXjhpLk8uAsh1/OK/KycAkdHlvQ93XcWdE+c24bAp+jw5DroxqDLl6jCkZw2Onj4IPz11pr9tdpHtlmNipftyfS6OZEleQt7f3BzZz+VX6UD5QNzzkQGJ66uuZCBQyzmQByGpgLKKAyf2Tz4IUeGLBDVd+Dwb6ll8ZK6MAe3Tkbu0p2wFBznnnsPV97yM51ZvwiW3P4eVDAlMa95NNFypqMoFnifVwMZFSOjWbxKm054XtKX9UTdxxD+Afq2id1TFeStJ8WPGSCl5rHRNzhjEyWpxBlmujh8Q9Y7Sdz1gQn+cPLfJ3z66yDjNevwk7giAJ12Sz6svGh/pFcuK/jVKyD/r8SujxTDjOGhqrMHpi4bHHkP9kbONj+nnMaGP698Q+R7qt+Da3RVz/Kzi14HgingSyDpqluMnefxiiC/k45MsiYA3wCP3ZvovjXXTcXrp8nH49Wmzffd3ucNjOgtKzUTVvQ2ZIeuGFdMwZ3hjMLEyJ84oehdHF0s4JNXxI+hCL4O2hH+b5KQm3Y+v48cc7+/zdg7uWRMiTEm+n/cvt+7T7cijxt1f9ob0rqvEEVMHGd+bQDmxvscvpdAoLyZ1lVkcN2uIv8D3rqvEVw7Zy7fQu64bmQ9o3J04tymkTKsgWV1PMhXdd8F+YzB9aA/sIzEpdhXohI4081Y24+DbR0/GiN51fp/97D6j8MLX9kePmngrdJoRlJQbrMu5/u4xk/HIRUtD2yYN6l68bhQVGo8fQS7n4JO7FKVRUwHo6qMn4wCmNmoc1O/lGzg1Hkah/Ctfp8DMR/S3rCyoOX3ltmH+8B+vG+1/a8N27POdf0T25wu84kfPoBbnBuDXJwRkVk+NAqdREuj7ywL90rF9Yp8nDUzlDXVN0ZHzhI7zlVbOyxmv+B04wbzfyshlnFDbqA9yxpK4ubihKsd6qbc2h0mCZKMhPUNl1vGNe9x7CdI9vWs+etGyCFcBndetOuf3FZV1HPAihGQsGuUR2MwbEYSKljMSLOsI/P0LS3DxQeNij/FTlpi6nHOGN+Kvn1uIT8xvwv87Yy6OL3rEuXaeuyxgBSVW5q7o8etIcpc9HqogLhMhcDl+KnyPX6vs8SMBPHo8FS/laGlVOEKYFc9lLKc6UOF2CkvpDHW+OhSG89eKWUPw7zc3+hT5OnB5KVzozCnzmrBsbF+fqCJO7+vbUBnyFhSUBZ9vg+rxK3qoS1H8Yq4Zt03Xx83up1E0FaGHyyWRvS+lsreqoZ5poVtM/LA7J/D0RrwTmu905NSBeHyVx9AWVzNRBvcOBves8etJdjXovmh7Q9RzGQe1lVms3xr15lBfY/NEYpSYJFuOmnN94wnTcMYvnwIA9K6riuRXXXHYBMwe3hMLR0XZBIMwUK/P9q6vxP8cNRGvvr8Vf/vv+wA8IwAx443r71GwnzxvKO7575pEUinCx6YPwsemmxtTouQuBuscY7CkuWZITy80d66Us0S3kMeNOiZ0imY5QWQTJnh7Q7RYeC7j4N7zF6GhOodZV94HwCPA2Li9FW15V5o3ws/DhdTTu884IjIn0fucOKgbbn3CK9lM9XQ/KllYXT/CeXXBvp+eMjPkhSclhlOCdHm+3Hr1jy8sxt7f/ntku2y08Tx+wfXoHlx4dLzHjw/1/GBLOBJAzvELGHCFv57Se5Hvo84z3WpyGNi9OlT7mWN9jSvnIGPR6N44e+lIrJVkkLS54T89daY/blWYhBXTs+5g8mpzGQdj+3lz2YymnpjR1BO/euwttp1nLx2FTy0ajrWbm/HqWk/GtR4/ixDUifXGE4L8PdmD8tNTZuI7H48y4nEevIJGYN1e7NQcq6QKh/P4IXptEvrSkq2S+3xaikT/roV07+Oo6YOw6qrlWvpyEjoWS1ZTzqJGEEJgSGONr8DHJdHfe/7eeOJL+/i/dXmiwbXDv/M+S2v6KYOsbLqC6jKCGnulCd++x497Z8V/84Hmp0WpdkmytvdNGSJK+PIhUS4rehyVnKLguqkUle8cMwUPf3Gpfy6QHJp19PRB+OGJ07XHdBXoPX70PkpbGuk70C3k7xLcNtj2nY9PxjePnIjGugqM79+A646bGrpe0rSrlvHo3y2YA7hHqK/K4vjZQ9n+QgoVefyaW/NYOrYvTt97RNBPMg4OmzIQD35hCRYUlcehjbV4+ItLU1P2m0JtKs0jnMClro9hr57377j+DXjkoqWh/Cc6XvbM05pHObYmzMzlgIlBVsXPpHBjwMXIPvVorA3WGlJ6WvIFKeTVex4S7rmyADQO5PnBN+QVr7NiVuAhUVmTS4XpG1D7RshjK73HJWP7hNJUyLjBGdhozHEh7tyaJJfliUtJUHP8AsWP8/jxc09DVTbkPKDDZOUMCL97Uta8CC/6lt6/S8ZES6DJjxeX45ovuJE1SLdUO8KbWzIao0oSlozp4/MMqDAZLiQL7MdEqOjGm1ryDPCeZXDPGv995rsguYv1+HUgZMVveK9azJEsjH6du4zAkpjwCIo///x+QU02uY6fCrL89DGgyPY8fsnkLjQ+TcMICfNH9sJDFy7B4BgrjYo+9ZWYNUxPcd8ZUc7on6pcBg9+YQn6NATfj96/XkkTuPGE6Zg8mM+/rK/KoV5a03V5osF9w/tGFIv0junHT746vLNxOwBgUI+oYqov4F7a29WWKFAEk6T1p9Q2fGn5eBw7a0io/z9+yTJjS/jovvVoaqzBqvXb/W1qU2hhLrilK8kFZQGPA5Vq+N4xU/DUW/G1wboENI/6tUP3whV//m9EoTIFCRj0OXjhMfj7yGmB5+uuzy4EAKzdvNO3QCfNuypJi+xhZnNcNWRRJABxpGKBl7noNWsn1X0ayH37qcv2xU0PeyGQrUxKAwnSxHQsd2u5j6tGMnrPckQDvfrayiywpdn/PbpvHSqzGTy3elOJT8SjMuuVSSglj1omFePG9OAeNXjl/a3YuL3VF/zpm763ycvTpWgU2XAc5HE6fn9QQz25khlp5QXC1UdPxud/94zx8Wo/lt+dznhDJXI440GaPF8Vcp04+RVklRw/CiknD6kMncevTgrDpmeXy3QBYW8rhWR+csEwPLLSIwnKZUREzuBAY/3qoydj0ehevnfSM5qGI0X066QIXU/9u70wWVN1+aicZ/fGE6ahsa6SDQ0l+GzGXbCcg1X8OhCyIaBFsewEHj9NArIjsOqq5aFtOvr1o6YNwi8efZPNhzp32Shcd9+r/m8hosnGXPcN8iJimxkLU6UPAB6XPFJ7MlSByvT9H5Ai98DVKUbKfQmHTh6AEb3rjMl9ZHgLcCHkjYi7T6h9KZWZX37SY4nz8xWY01Vylzja8KxTrFdW4vpUkXX8UDhCWoKYe8/fm/3ualF413Uj78pU7lKJOpJw+NSBOHxqekKVzgTdox42ZWBJhDHqmOLo4oOcKv21KFzeBGo+Xo2kCOq+qW5s+R4/WfErtr2jyvOYomdthd+GVmZwtCj1M+XxraecDzya6jYKgZRz4pLyek6eOxRtBdcPGTNBr7pKrP5wR0nvWH42Ljpn/IAG3PfSWqzeuAOO8Gp4nrlkBAD4pUX2GtCAa46eHFIiSYGWXx1dXe5fJ87xwn3bIy8AQHeDaCUZ6iel4uuAPk+XhHbOMxmwUDJGm5jr7Tu+L+oqs2wNTADIZByW3O+646b64bj+M8S0u74qq5Rz8P5eNLo37imGYsvX9q7l+DLkv15f7+9X5Qzuc9FY6FGTQ5/6KqzdsjNyfWoON9cEZZWKRph2ePx0aG+OHTfeDpjgydB/f3lt7Hn0zDbHzyIE2eqluvTzJeZM6er4TRjYDa994yD+PJWtSAQWscqsg31jSBrUsJByo6Eqi73HlCch/KNEB72OCGiCLOf7zxt4u9R9QoiSlD4A+P2Z8/DCu5vYxYEld/E9kunuM21osXC0xjhCgiBXxFlG34YqrP5wxy6d1FVCGGq7L4RLuTrq2mXaapMC7rsbSvWOmkANfcoxikQaL/Kc4Y147I0Nsfu7Veew3/i+vuBXI1m0dcIVty/wcMXXv+wMZF2+4seEyVEB8spsVGHRdfGg7mxwEH0vElzl/M+keeGkeU1oaStEFL9edRVYx+R/AsF7LyXUUwbXtOG9a9GnvhKXHDQOQgjcfd4if99pC4dhbP96nyVYBpEHyfIDF4p/xeETcMXhE3DJ7c8V21DavEn9y3SMqgYMmZDHhNyFDxfWKH7kyc86oWL3Pz5pBoCA1AsIz8Gqx4/6T5/6qDEw1uOnMPjSYcfPHoJLpQLuce8+raLi176juoaZ8DgA9OUc6P1QH5K9fOWs/6qrW3jO0pH4vlJ0XkWcsg7o11FdH+rssDl+HQi5Px4nxcEDQWdJa/lIElhjzys25lMLh+GYGYNxzMwhfsf95IJhuH7FNF+wp/w8oHwx+3F49qv74/tKXktXQkcKkYAUOlPG929C7lLO5xrdtz6WGZO7T5BDkq4NKmufrpwDlSOI8179+lOz8YX9x6AHE4qzq+Dn+BV/Z6RQz1JDUv1rdXA/7kzoSB1XDf+Rw8X8MP0U1zt32Sj0YzzFFKpYX5XFj4pCJxAWYrRU/JpGkMAspwzQc3QGsq7gHceHesq5TURko5vTaH3kctnonbYWQ3gcIRIVG1XQB4DJg7trWVh1rItJqM5lfLIazuNXncvi8S/tw853uYzDKn1AuLg1QWcsKjXUkxgf0z67ahwL5/hpFL8MKUHRPrRlp0esIytaN508A787Y64/B1fFhIFyLKHUFrn76ZXS6L6KrBMJU6T+rPbrRMWP2c/1GTmiRG1zUKIpWVGncHS5v5TT0KhTZC/Yb0wkak5FrYbFmJ69Muvgz+csCO3Tvc/ODuvx60AcPLk/Fo3ujca6isgibMLqyeGEOUPx52ffw+xhjckHSyDFoWdtJb603COOoPmFFslDJw/AhAENoWLCpqEbv/jErFShnRZmCAg8yndNjs68M0GnuOlAfTUI9WQ8fsVN/Rqq8Po3DopVLoc21uKsJSPZfZ0FfrgSU87BdC2iHAZd+YHdDXHhve2BGv7WoiggQGmkRRnHI3Bas3knZjUFOdBXHz0ZazbviJAHmdbKkgWv+sostjS3BWy48FgQZQMgEb90hrqsgcePCfWMePwEfnTiDD9MLQ60PuaY71WlsIg6jkicj9m6ba6r9Q7Quy0p1NMRuPHE6Zj8tXvYsV8Zo5AkgRRVud2kGHG1KtMaio+bNQS3PP4WfnbqLOxsy+O/724GYE4mp/bHUKinpq/2rvPGzUAm73zDNs8jK4+tZeO8iKgHXvJC/6orMti8sy3iFYwb27mMCI1HnZeJIxSRc47J4xz3eHFktxmDsity+6kfBt5wpvSFwVwWePw6po5f2qic+qqs34cBPfM2dcN5IxojEU/0PPkumOO36813uzFqKrLo162qaO1RrTLev2ktH3OGN2LVVctTM6gFYSrRbZVSEdPhCnOSqQVv0ejevhdlT8BHNdRpgiynVcmkjt+uhGkulAo6XpcHKyTlsJx5Bh8l1Hwy140+a1xB8Dj0794xjIydER1p76DxSgQZHItcqff/3L6j/L/njmhkvejyOmOaw/vghUvw8BeXYJ+icDtlSHcsGdsHAyQClAoNk+ZHDZ0SQ8qg7/GDJ2TLzIscSHaTQwWDUM+i4tdGBqmoYlOvePKyjhPNu4XeIKOrH2cCf/5j9pVCVAIE3hpOuB7AyCBpc/y+eeRErLpqOSqyDhqqcr6SsNOgFjEQDT2uMPT4LRjVCz86cTo+u2x0ZB8pfjqSPDIeTSnWxeQgk/JVZJzQmOMKxxNkhfWoIvlTLZO7Gze+45TmTxRZbPca0MDuV0HXpzHPhSCbBABQ35PbW86Q8bSK3x1nLwgVmdd54XXGOvX9dCVYj98uwjePnIjv378S80dG6ymVEwO6VeHdTTt9xUGefMgypFsUghyzjmtjV8SQnjUY2L0alx0cpd0vJzoi1NYk1LMzIK1HUi5v4P2OHqOGg3YlCMWjGfL4Ff9eNrYPTpw7FHNHmEUEDOpRjXc2lkYo0VXxUXT7XnWVeOySZaHyLTpGZh1Kba4saBFjJEEe+z1qK9CjtgKDetRg5ZUHRsLn6HwAaG6LZ7n7qHDUtEF4Zc0WnLdPVGgnTysZM03nEJpfuSLbVUp9XC7Uc0y/ejz5ZsB2m3FERAGTz5nZ1ANPrAqz4wYev9K+eE1FFhUZB19aHi1kXalRNHRQheLTFgzD4VMH4p2NO/g6qe2cXxvrPINV2jw0QojVM+E97reXR4j2g+OnoVEylH1m8Qh8/c4XWeMZPfKovnU4dtZgHD97aOz15Tk4l3FChkw5JPTCA8bgW399mX0mMnLINRZzjkAL4tfvRaOjZRoAYPGYPrFhj9zbDnLYvH5P3/uMvUfgt096dRtNZAg6T56PRsaUZkgD8tylVfyaetWiqVctLiiyx9YwOc0EP3qI2ReEC3c9WcIqfrsIA7pX45tHTuzw+9xz/t7Y0ZLH9fd7jJ6hWirFP3UW1I7O8euqqMpl8MhFSzv8Plmn/IqKTzLRyT1ept7w646bih/+4zWp5qS3nQ31LP7bBfU+HDVtIB585QOM7uuF4JGAXnBdfyF9b9NOLE5BlnTnOQuxtcWsWPTugo4I9eSghmEGpSPT3X/uCI/ghcv14/DVQ8bjtqdWhzx2/7p4WUjxixtbnNIHBIpDi6EnpiNRlcvga4dNYPdR+ygsiytUz2FnsQauLGBT+hcJ6WHFz9tHJB/qXOrCZfPHaErilIrAoOPd77hZg3HL428btR/wvukrVx7I7ovLPUsCKfx96itDzNtxRF9LxvbG/z3yBmY0lVaaKW2kgtpfZWUvZ5iPetDEMAv6aQuHxzLrymvK5xjDQxxy2XDU19QhAXPqmYtHhhQ/2btHHkw5HNF75jxrQHrowuQyDTrIl6RvIYdokuL4myeKBc6lfr9wVC8cOS3IIT1wQj/85fk1/m95iPRI+Z05nLH3CHz77pfb7XHT5fjp0mLo2d9Yt7Vd998VsIrfbo66yizqKrO+x08eqJTPoLMGlpqsbVEeXHnERPS+9xUsHMVb8UrBwlG98avH3sLkQaWxdH5UMNVLD508AIdOHhDZzhZw98NBu15/VksNZCVv/Lj+9ThxzlAcPjX6HnToVpNDt05EYNOREMJTvjrC42fSncjA1pQyJP7cpaNwxNSB2nDFgyf1x8q1ngByyvxhOGX+sNB+VdBKa/Op0xS87oyYOrg7nrpsX2NFYvNOrxYaNxbI4zeqbz3+/eZGnLF4OL78xxcAeIpiS1shMtdU5TJYr7B3yn1P9gQH+8NrdDmJdEoN9fRyJKdjvGF44MJRvWO9xiZI65nUefzkfL+PEr/4xKzI+85lRGje0Rn9ZRIX3+PHkDZx3raSeRZ8Y2mw6ZKDxmFIzxo2XJ0g9/ubi+WUCP97wvTQ73JzCqgRPmnRt6ES729uDhl7VFDIPleDuF9DFWorMnjw1XU4e+moyP7ODKv47SH4xPxheOjVdaF6bzl/Aok/r711eSzah37dqnDVUZPKes0DJvTDC1/bP1L8+aPErGE98biGph5oT1HyeNY5lRmzK8Mns3FdCCFwxeG8F8TCw+FTBuL2p1d3aIiz7tL9u1XjxyfNwKxh6bwhjiMSc9SuXzEt1TXTjq3z9x0DF/EsuB8FTEIgb1gxDT9/dBUcR6TyHm3e4Xm9u1cH56jlHBqqsr7H49LbPfp8Ln/p8UuWoaEqB6ent40o5V038PZyxCgBKRX8a3754PG4/M//jRxbV5nF1mZzT71a7zENKCTSFKUqfYSvHDIe4/uny0MjyDl+HcFAazJquFDLiozjy1AzhvZgC4nLmD+yEY+sXO8zi8rKCXk1yzmPBcROwTVrK7M4fe8RMcd72JUEcaSMcbmmJvj9mfPx7NsfaiOf5gxvxA0rpmHZuGgUTW1lFodPHYg7nnnXX4O7Cqzit4dgeO86/OMLS0LbsgprE4eOqCNnsethqvSppAXlwi8+Mcu3ssehVMpnXR3AQFkq6dKdCrmMwD7j+uCEOfF5JhYBvvWxSbjs4PEdUrPwxDlDceVdfF6QjLh6qbsCFx4wBosMIwm61eRweUx45UeBv523yMgzvXxSfyyf1D/xOBWcx89X/IpeKHmZJCGePDFyiGGfYkhuXaWnKD6/epOn+CHq8Rveqxavr9sGIEpKJYRnpJMVvy/sPwaHTRmA3vWVuPj3z+GkuU1Gz1dX1XVEvVMVb7UOam5yuJxD+cc5KezjDBXToC2OHypsIkv97NRZeHnNFryzcQeAgH0ZCBTack5jew3ohrueW5Oa5GtX1n9dPrE/6k7NGs9hKgZ2r/bL4mjvo5lPJg3qhqff+hCbd7R1qciZrjMbWJQdNDG2MrkIhDnDG/G/f38NU4fEs1dZ7J649dNzMLSxY0p0VOUyiVbPUtcUk6Lku4MhQwiBn5w8c1c3o8sgl3FS5xCZ4lOLhuNTi/i8oM6KMxd37nIlMkb1rU8+qB3oVp3De5t2hmjzSbmjeUrOc+9WncOazTt9T4zOkEYsnfWVWT+XkEhTQuU+iv8GRbFFhKBkeK9aDOrhzcnf+fgU4+fT5TF1ZahzvPy+2ut55DCufwN+f+Y8TIzJcYxDLuP4uWgm0VO5jIMJA7v5xgA5bJieuZw5+p/ZewT2Ht07NndTRWCkSH+vsf3KM5aFEKny2TsCx8wcgmNmDkk+sJNhz6Fys4iALEc6j9/eo3vj2a/uh3kjOpZ91KLzYc7wRvTvlmwR6yh0RFFytdafhYWFxf+dMhPfO2YK6qWi3ZRzN7ooqO4jhXv936kz8ZVDxvvhZnUaxWpUnzpcdOBYfH/FVD+QbnTfepw6vwk3HC/dUwK8AAASu0lEQVSF6CoGKwGgT30VvnHERD/0sdRSD7vSM9ORoHy3iqxXIH3q4O6RfeXGtCE9UrMgV2SFttxGHEb3q8PMph6hMH56rnLaLh1HGCt9ofNSrtEPXbgE/+8z81Lfx6K82D3NQHsYzl4yEs+u3pT6vH3H98XN/3oT0ySGKQ4NVV3HhW2x+6BkxU/D6innxVlYWFgAHsu2mr9InpnhvWrx7Ff3C4W9D+xejVPnD8MTq7w8ZZ3HTwiBM5RcqYqsg68csldom2+wUjw6K2YPwV+efw9Ax3ixujJIATt25mB89ZC9Ql6wzlSiJifV8ePWnimDu7OpCZXZDH53RlhRIq9mmyZSq6PRWFeBTTtasbM1XRtKJp+xKCus4rcb4PP7j0k+iMGi0b3x6pUHdqoJ0sKCUKrBVmXHk0GL6y5cMy0sLLoAaB6h4uIcaO2s09QCC8GfkqLCv6oPyIYvKlPREXlrXRl7F4lUDpsyMBL62Bm8nFlHoK3gIpdx0FQkaOLyMv9w1nzja2YMIrU6GtccPRkX/PaZsoVtWny0sBL/Hg6r9Fl0VnRMqCcdYz1+FhYW8SCPny5kkMpb1BiSYOnmtAFFYg3KKZRve87SUajKOdhrQLpwvEuXj8Mp85pSndOV0NSrFquuWo7pQ4OopZPmdh6yK5n8p1tNDquuWo6PTR/UrmvmfI/frlvDpg7pgfs/v7gs9fgsPnpYj5+FhUWnRKnJ62Sp52Ws3YfV08LCouNABFC6sgDkdTFlSf7eMVNw/f0rfe+PjG8fPRkHT/oAq4osn7KSuGBUL7x0BV+cXYe4QuS7My4/bMIuZaCV0dRYi+dWbwqVSWgvlo7tg2ff2RQqCTKufwPWbNpRtntY7N6wip+FhcVuhYLPOLZ71/GzsLDoOBw9fTD+75E3UFURr/jtKLJ0UqHnJEwY2A03njid3ddQlcMhkwfgmnteBoAIo6dF18NNp8zAAy+tZes2lopzl47CcbOGoG9DUHrhL59dWLbrW+z+sIqfhYXFbgVtjp9yjIWFhQWHS5ePwwX7jUZlNj5/b3uLV0S9RztqeC0Y2QvNbUGdto3bW4rXtGF0XR196qvKTvfvOCKk9FlYpIVV/CwsLDoVGmsrsH5bS/KBMSCVTlfAfRemR1hYWHQBOI5IDOHc2uwpbN2rS1fSfnna7NDvD7d7xeS7d6GC0BYWFl0HVvGzsLDoVLjjnAV4ec2Wks/3i8ty5C4OHWM1PwsLi/ZhW7Pn8aurKp8oFSh+1uNnYWFRflhKRwsLi06FAd2rsWRsn+QDY6AP9bQePwsLi/LgtIXDAAD9Gqrw988vxkMXLmn3NQ+Y0A8ALFW+hYVFh8B6/CwsLHYrBKGeltzFwsKi43DS3Ca/LltTryhTZyk4fvYQHDtzsC3WbmFh0SGwip+FhcVuhYLG40d1sE6c03lqPVlYWFgQhBCW0dPCwqLDYBU/CwuL3Qq6HL/e9ZVYddXyj7hFFhYWFhYWFha7HjaWwMLCYreCjtXTwsLCwsLCwmJPhVX8LCwsdisQuYtjNT8LCwsLCwsLCx9W8bOwsNitcMbeIwAAWSbHz8LCwsLCwsJiT4XYXepZzZgxw33yySd3dTMsLCwsLCwsLCwsLCx2CYQQ/3Zddwa3z3r8LCwsLCwsLCwsLCwsdnNYxc/CwsLCwsLCwsLCwmI3h1X8LCwsLCwsLCwsLCwsdnNYxc/CwsLCwsLCwsLCwmI3h1X8LCwsLCwsLCwsLCwsdnNYxc/CwsLCwsLCwsLCwmI3h1X8LCwsLCwsLCwsLCwsdnNYxc/CwsLCwsLCwsLCwmI3h1X8LCwsLCwsLCwsLCwsdnMI13V3dRvKAiHEBwDebOdlegFYV4bmWHRu2O+8Z8B+5z0D9jvvGbDfec+A/c57Bux37lgMdV23N7djt1H8ygEhxJOu687Y1e2w6FjY77xnwH7nPQP2O+8ZsN95z4D9znsG7HfedbChnhYWFhYWFhYWFhYWFrs5rOJnYWFhYWFhYWFhYWGxm8MqfmH8aFc3wOIjgf3Oewbsd94zYL/zngH7nfcM2O+8Z8B+510Em+NnYWFhYWFhYWFhYWGxm8N6/CwsLCwsLCwsLCwsLHZzWMXPwsLCwsLCwsLCwsJiN4dV/CwsLLoshBBiV7fBwsLCwsLCwqIrYI9S/IQQewkhqnZ1Oyw6HkKI+UKIEbu6HRYdjupd3QCLjocQIlP81yr6uzHsd95zIITYo+TPPRF2HHdO7BEDTwgxSQjxMICvA2jc1e2x6DgIIaYJIe4BcD+Abru6PRYdAyHEHCHEbQBuEELsRwKjxe4FIcRcIcSPAZwnhGhwLRvZbomioe7nAC4VQvS033n3hBBilhDiXABwXbewq9tj0TEQQswuzttfFEL03tXtsQhjj1D8AFwK4P+5rnuE67qrAWuJ2N0ghMgJIX4IjyL4OgB3A1hc3Len9PM9AkKIxQB+AOD3AF7+/+3de7CcdX3H8feHJKaGYELLxVDAqIhgRSFRklFIUEDooMMwlkuKF5C2UxAcq7bWjuIl0zI6SqHDRMcL4KWkgI4Fo6OijWgCKQqSFKSCExghUaKiYNAgnHz6x++3dYknydmTZW/P5zVz5myefZ49383n7Nnn9/wuC7wO2LOfNUX3SVoEXEa5iLMf8C5JJ/S3qug2Sc+hvJ5XAs8Clko6qb9VRbdJeivwRUrj/s/rtlywGyGSpki6iHIethqYB7xX0r79rSzajfQJsaTd6nC/zbYvqduOlzQbyJCS0TIduBE42vYK4AvAoZKm5sriyDkM+K7tfwc+C0wDNve3pHgKzAdW214OLAX2Bc6Q9Mz+lhVd9lLgLttXAm8HbgdeLemAvlYV3bYeeDVwLvAuANtjOQcbOQ8Ap9bX81uBhWRKxkAZuYZfHQJ2MPz/UIJNwNGSTpL0n8A7KD1Cf1/3yZCSIdWeNfCo7ats/7b+eyowZvuJ9PgNt21yBvgOcKqkC4HbgDnAMkmn9qXA6Ipxcr4bmCVpju1fUhr304GT+1JgdIWk10g6X9LCuum7wAGSDqg5rwZ+BZzStyJjl42T85eBdfX75taQT+pF+BhObTm/1PYYsNz23ZKm295IaQju1ecyo83InBBLmi3py8ANwGmSdgew/WvgCsoV48ttnwB8EljY9gcphsh4Wdu2itbv9I3AKZL2TI/fcBon55kAtm8HTgTmAufZPoZysniipEP7VG5M0vZypjT8HgE+XedzHgB8H9ijHpeegiEiaY6kL1Euuu4JXCHpBNvrgZuB0+quPwR+APxJFmMbPjvIeQzYansL8BHgHEl72X6in/XG5IyT82ckvcr2QwC2H5O0B/BsYGMfS41tjEzDD9idMq/rgnp7Udt9Kygnia15QN8DHgQe62F90T3jZu1ia2383Vf3WdyvImOXbZvz0a07bN8C7E3JGco8sD2AR3tbYnTB9l7P91CG/l1EnaMN3EGdu5vRGkPnJcAq24tsLwUuBf663rcKOEzSkbWBsAF4eW0kxHDZNudLgL+FJ71mvwWsobzmkXRkH+qMXTNezudus88C4E7bGyXNlPS8nlcZf2CoG36S3iBpcV3tbQNlQuk1wBZggaQ/BbC9jnJV4nxJe1EWg3gh8Is+lR4dmkDW+9X9VHv4WleKt7S296Pu6EwHOU8HbgLeXA89lrJib04Uh8BOcj6ylbPt39leWef5QZn399X+VB2dqjkfU1+v3wQ+03b3L4B76u01lN7cS2qP758BP5Y0o6cFx6TsJOeHgLvqfrtBmdtHWWX9nZIeBublPXrwdZDztLptNnC/pLMpQ7oP72W9Mb6ha/jV4XxzJK0E3gicCXy0DhnYYvs3wDcovXuvbB1n+1PAcuB9wGuBv7L9454/gZiwyWRdh3xOsb0ZEGVicXoHBliHOR8LZRgJcD0wU9K3gSXA+bY39edZxM5M9m93PfYoSbdSen1X9Lr2mLhxcv5L4HJghu2ftJ0UzqGOwrH9U9uXUhqAl1Muzn6w/k7EAJpkzlvrcQcBV1GG6B9l+2N5jx5Mk8z58brtZEqnyyLgdNvX9rb6GM9QNfzqCb0pQ7o22D4WOI9ypeHjrf1sr6YMAXu+pFl1nDG2Lwb+zvYJtn/Q8ycQEzaJrA+pWc+oVxMB3mT7fb2tPDoxydf0bElPt30n5Y3oLNvH2r6r988gJmIXXs+717vWA++pf7vv62nxMWETzLk15/p44PP1uH3qtn8AzrG9wPYPe1d5dGISOX+hHtf6jMZHgAvr3+3/6W31MVG7kHNrMZevAKfZPruOvIsBMLXfBUyEpKnAB4Apkr4CPAMYA6irNr4F2Chpse0b62GfoAwluAF4lqQjbG9suxIRAyhZN0MXcj5Q0rw6THB9759BTESXXs/zbT9AFggYWJ3mLOlpwM+AuyX9M+XjG45xWdXz1316GrETXcr5FXVkRkZnDKgu5byobYh+DJCB7/GTtBi4ldKF/CPK6pyPA69QnRBcr0h8gDKMs+UkypWJtcBhLsvKxgBL1s3QhZxvp+S8oYdlR4e6+Hp+oIdlR4c6zPn99bA/As6izBPaAziuNvpiQHUx54d6W3l0oos5P9zbymOihqHHbyvwYdufBZB0BGV52AuBjwLzVSYMf5Hyizm3DgXaQvnl+3Z/yo5JSNbNkJybITk3Q6c57w/sB3wOuNjl41li8CXnZkjOI27ge/woVx6ukdT6kM/VwIG2r6R0Q1/gsorj/pQP7L4PwPZ1OXEYOsm6GZJzMyTnZugk5622H7B9i+035CRxqCTnZkjOI27gG362f2P7Mf9+wY7jKWOJAc4GDpW0grJi522QpfuHVbJuhuTcDMm5GTrM+VZIzsMoOTdDch59wzDUEyirCwEG9qUs4w5lEvg/UT6T797WnJ86/jiGVLJuhuTcDMm5GZJzMyTnZkjOo2vge/zabAWmAT8HXlSvOLyH0tW8Kgs9jJRk3QzJuRmSczMk52ZIzs2QnEeUhqmhLmkhcFP9usLlQ9ljBCXrZkjOzZCcmyE5N0NybobkPJqGreG3P/B6yspBj/W7nnjqJOtmSM7NkJybITk3Q3JuhuQ8moaq4RcRERERERGdG6Y5fhERERERETEJafhFRERERESMuDT8IiIiIiIiRlwafhERERERESMuDb+IiBh6ksYk3S7pTklrJb1N0g7f4yTtJ+nz9fYx9bOqOv2510m6ebJ1R0RE9MrUfhcQERHRBb+1fTiApH2Aq4BZwHu3d4DtjcBfTPYHSpoNzAM2S3q27Xsn+1htjznV9hO7+jgRERHbSo9fRESMFNubgL8BzlcxV9J3JN1Wv14GULff0X6spN0k3SNp77Z//0jSXuP8qNcCXwL+Azij7j9L0n2t3kZJMyTdL2mapOdK+qqkW2s9h9R9rpR0saSVwAclHSnpJknfr9+f3/ZY10haJ+lqSf8t6SX1vldJurk+v2slzXwK/msjImKIpeEXEREjx/Z6ynvcPsAm4Hjb84DTgX/bwXFbgc8BZ9ZNxwFrbf98nN2XAMvr15J6/MPAWmBx3ec1wNdsPw58HLjA9nzgHcCytsc6GDjO9tuB/wUW2T4CuBD4l7rPecAvbb8IWArMB6iN0nfX4+cB3wPetrP/o4iIaJYM9YyIiFGl+n0acJmkw4ExSiNrRy4HrgMuAd4EXPEHDyztCxwErLJtSU9IeqHtO4CrKQ3MlZSewGW1B+5lwLVSqyymtz3ktbbH6u1ZwKclPQ9wrR/gKOBSANt3SFpXty8EXgCsro/9NCDzDiMi4knS8IuIiJEj6TmURt4myjy/B4EXU3oBt+zoWNv3S3pQ0iuBBfy+96/d6cCewL21sfUMSiPv3cD1wEWS/pjSK/dfwO7Ar1rzEMfxaNvtpcBK26dImgt8q/W0tvd0gRtsL9nR84qIiGbLUM+IiBgpdX7ex4DLbJvSg/aTOozz9cCUCTzMJylDPq9p64lrtwQ40fZc23MpDbwzAGxvBm6h9M6tsD1m+xFKI/HUWqMkvXg7P3sWsKHePqtt+yrgtHr8C4DD6vY1wMslHVTvmyFpZ72aERHRMGn4RUTEKHh66+McgG8AXwfeX+9bBrxR0hrKMM9Ht/MY7a4HZjL+MM+5wIGUBhcAdUXPRyQtqJuuBl5Xv7ecCZwjaS1wJ3Dydn72hyg9hqt5ciN1GbB3HeL5TmAd8LDtn1EaiMvrfWuAQybwHCMiokFULoZGRERES10t819tH93vWlokTQGm2d4i6bnAN4GDbf+uz6VFRMQQyBy/iIiINpL+ETiX8ef29dMMYKWkaZR5feem0RcREROVHr+IiIiIiIgRlzl+ERERERERIy4Nv4iIiIiIiBGXhl9ERERERMSIS8MvIiIiIiJixKXhFxERERERMeLS8IuIiIiIiBhx/wcAzMYWug9PFQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import pandas as pd\n", "from datetime import datetime\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams['figure.figsize'] = [15, 5]\n", "\n", "dfNoAvg.plot(x='ymd')\n", "plt.ylabel('NO2 Conc. ppm')\n", "plt.xlabel('Daily Average')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "# There are some gaps in 2017 and 2018 we need to fill\n", "dfNoAvg = dfNoAvg.set_index('ymd')\n", "dfNoAvg.loc['2018-10-11':'2018-11-21']['no2_avg'].head(50)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "# Fill in the date index first\n", "idx = pd.date_range(dfNoAvg.index.min(), dfNoAvg.index.max())\n", "dfNoAvg = dfNoAvg.reindex(idx, fill_value=None)\n", "\n", "dfNoAvg.loc['2018-10-11':'2018-10-25']['no2_avg'].head(10)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "# Then interpolate the values that are missing\n", "dfNoAvg = dfNoAvg.interpolate(method='time')\n", "dfNoAvg.loc['2018-10-11':'2018-10-20']['no2_avg'].head(10)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "year_min, year_max = [f\"{dfNoAvg.index.min().year}\", f\"{dfNoAvg.index.max().year}\"]\n", "year_min, year_max" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%send_to_spark -i year_min" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%send_to_spark -i year_max" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 3: Data Prep in Amazon EMR with the second dataset\n", "\n", "Now that our first dataset looks good, we used the `%%send_to_spark` magic above to send the start and stop years we want to read data for back to the Spark driver on EMR. We can use those variables to limit the data we want to read." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## And now the weather" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from pyspark.sql.types import DoubleType\n", "from pyspark.sql import functions as F\n", "\n", "# Scope to Seattle, WA, USA\n", "longLeft, latBottom, longRight, latTop = [-122.459696,47.481002,-122.224433,47.734136]\n", "\n", "dfSchema = spark.read.csv(\"s3://noaa-gsod-pds/2022/32509099999.csv\", header=True, inferSchema=True)\n", "\n", "# We read our first year, then union the rest of the years :)\n", "def read_year(year):\n", " return spark.read.csv(f\"s3://noaa-gsod-pds/{year}/\", header=True, schema=dfSchema.schema)\n", "\n", "year_range = range(int(year_min), int(year_max)+1)\n", "df = read_year(year_range[0])\n", "for year in year_range[1:]:\n", " df = df.union(read_year(year))\n", "\n", "df = df \\\n", " .withColumn('LATITUDE', df.LATITUDE.cast(DoubleType())) \\\n", " .withColumn('LONGITUDE', df.LONGITUDE.cast(DoubleType()))\n", "\n", "seadf = df \\\n", " .filter(df.LATITUDE >= latBottom) \\\n", " .filter(df.LATITUDE <= latTop) \\\n", " .filter(df.LONGITUDE >= longLeft) \\\n", " .filter(df.LONGITUDE <= longRight)\n", "\n", "# Rename columns so they're easier to read\n", "seafeatures = seadf.selectExpr(\"Date as date\", \"MAX as temp_max\", \"MIN as temp_min\", \"WDSP as wind_avg\", \"SLP as pressure_sea_level\", \"STP as pressure_station\", \"VISIB as visibility\")\n", "\n", "# Remove invalid readings\n", "no_data_mappings = [\n", " [\"temp_max\", 9999.9],\n", " [\"temp_min\", 9999.9],\n", " [\"wind_avg\", 999.9],\n", " [\"pressure_sea_level\", 9999.9],\n", " [\"pressure_station\", 9999.9],\n", " [\"visibility\", 999.9],\n", "]\n", "for [name, val] in no_data_mappings:\n", " seafeatures = seafeatures.withColumn(name, F.when(F.col(name)==val, None).otherwise(F.col(name)))\n", " \n", "# Now average each reading per day\n", "seafeatures = seafeatures.groupBy(\"date\").agg(*[F.mean(c).alias(c) for c in seafeatures.columns[1:]])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%spark -o seafeatures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 4: Data Analysis in SageMaker Studio\n", "\n", "We again use the `%%spark -o` magic to send the aggregate back to SageMaker so we can do some exploration.\n", "\n", "One thing to note is that you can certainly do some of this exploration with Spark as well. It just depends on the use case and the size of your data. Because we've aggregated our data down to a few thousand rows, it's relatively easy to manage in the notebook. But if you're unable to do this, you can still use Spark to split your training/test datasets or do other aggregations and write the results out to S3." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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1XarLxLLTQa3bDoIg3Fk3DfjrgcCWb1q7JUR7gMbWtgtlvyRaAFLqcoF48XGro0jFUufoaNL8ftXC50upo1o6rU6tpcCXdG/ddhAE4c6KD8RyR/vJvka0IqmM/UTL0hz3S4pZI3xCSl1OkCFLXbpaHQsqlyD3y3aBrEkYDLduOwiCcKd2j1iWdGvddhDtAxpb2y7NsdQ1Vme2LUTOQkpdLmDpdHElKqWYugy4BISU7Dx+ShrQwNP6yGdEVciJ9s2aKcCoLkBVWfrXmPxn4JP7MtcmonnU7RPLoi6t2w6ifUBja9ulOXXqmpOZnMgrSKnLCbQ6delmv0x3QAgrSl28DdxDqSNXglZH3qdACkpd7V7gm5fo/rVVvh4jlruWux/TUAW8dytQs8e8/6sxwJznM982Ij3q91srzPMwIs9Y/G/gqaGJfTEVuG67NCdRSn1lZttC5Cyk1OUCzSlpkIlBIKAkUZXX82oD+f23PlxRvv3y/m3AxP8Bdi7NTpuI5tFQJZaFnd2PmfcKsPgNWwFUiTRkp11E+sj3kwR0QuWTe4G964Hyb53bHZ4yNM62KZozgd5ASh3hD1LqcoJmJErx637pdU3VNSjeBhcrXbLvIVqG+P1JQVis2GqdQsJCm0QqdQGPSjXT/yaW4Q5iOaoL8Pn/ivWmWvu4aFPm20ekTlypoz6TUDjwSLHct8G53TFJS/10m6I5oS61hszkBGGAlLpcIMFSp3Qeu9cIAW33GvNsb8ynS4BpFp9zcd2meqD0GqCkh/3dpNS1bdJx1Y02Os81XXPhBH8KQfm3QNTjGSFSRyp1XhMwUnEr6iLeWwCY+SiwY7HzHSchoo1ASh1hgGkhFxJH9mlS6toUqVjqok3AtL/ZsXSODONktSfcIaUuJ9A6eLXzeGYY8PwpYrl+euKpfrNfSoFeZf00cd2KzUCwQMRnyet5CfYkoLQ+zVHqGmvM+9dMBj64TTwTn/3R/Tq71wDPjgCmP+z/u4nkyPviNaEiCRUCNbvsz2PPdCp1kbqMNo1oJtRnEg6kd46HUkfPTNsiFUvdkjeBGY8AMx4Vn93KRhGEBil1uYCXpQ4Adq8WS1MGJb8djUmpq9ltrwfDAAskKpbM8IiRW0jrw9NR6ixF3U2pk8/hvo3ArGeAiOGZAYD9m8Vy6zz/300kJ25J9aHURRuB0aX2Zx5zKnXyXlfvIqtda5IJ98tRXYCpD2WmPUTbQn/Xyf2y7aJa2JK9z1U7xVImMqspt/eRBZbwgJS6nMASpveuE8uYW4dhsMR5JUpRP5uUOlUIDBaI9PjyHDnYdOqTeN6edZTNqbVJJ6mOfAbU2CsVXdnbs9b7u4MF/r+bSI5UxLyUOhlv16RZ4lgQiNQr17Lu9eODgEcHZK6NRIpIpS5NQU6WRPjiicw0h2hbvP1zYOt8+7OjTiwJ/22KWBQIhO11L2TW2+IDxFINVSBlnfAgq0odY+w3jLHljLFljLE3GGNFjLEBjLE5jLE1jLE3GWMk2TUXaSFZP0Ms3V56kwDfVO++X/1siqlThUBpqdMTpQw8K/G8ii3Av64wt5FoGeJKXQrnJHO/1JU9dXbRcR1Z+Jxe/cyiTaiYkJbzOs36FipyTtzokzgkILYu6Vrq9m0US9PkGpEbrP7UXvfjfrl1PrB3g3kfkR2+HA2Ur7THvGRxcXIyRip1MSWchfpiwoOsKXWMsYMB3AlgGOd8MIAggGsB/B3Ak5zzQQD2AbgxW23IG2TnLYuAu3Xmpo6kYou1whL3q8KhKUZOFfyCYaFc6olS+p0M/G4D0O8U57nbyPWuVWlOTJ1fS51M3OF2naBHlkYifbwGfXm/pXuPJFSgWeq0993tnhPZpbnul9XWxErHA92PaaoHPvq1nd2WaPswpW5hQQd73U+ilJfOBp4akp12EWamPCCWcsxLZm1rqBbLuGWPLHWEP7LtfhkCUMwYCwEoAbADwNkA3rb2jwdweZbbkPvoteFSmcnZvxko6W7VttKUOlWwM7lfTnnQXpeJUsqWA//+EVC+SmwPhICSbpR4oa3hp56gjhTs3ZLg+FXq5AAlBywis7ha6rn92+tKXbDQ7H4p0d01iZYl1Yx3nAOrJgKNlnAoJ/xMLHkTmP8K8MU/0m8f0Xo4lLoU4raIlkG9J9JSl0xGk32xKZs4WeoID7I2Vc4538YYexzAZgB1ACYBmA9gP+dcPqFbARxsOp8x9gsAvwCAfv36ZauZuUFMe/G9hDqdun1CqasuSxwEHJY6g5AXVWPqLPfLsmXiT8buyJkp3X0zXOL+/xDZRypmfgd+NemJm3ufrtRJgTLhu6WljpS6rOB2f9Tt1WXOfaFC5z0mpa6NkKalbtk7wDs3An2Gis9ers5yAq4rjbPtBx+WOrLotA1UL4e4+2WSeyP7W9lnN6dwOZFXZNP98gAAlwEYAKAPgA4ALjIcapyC5JyP5ZwP45wPO/BAD9cRItFFx20mx9QZRJusJCcBg/ulch1dyEuY6bcSpUgqt1vbC8VSV+rUgYhoeeT99DtAyMBtuW5KdKO76DW4JMMhpS67uCrdipKtZ8IN6ZY6zRqr7iNajnTcL5e/LxQ6ANi5TCy93jXZN1Of3D4JKHPzydwvqTZoy9Og9LtxS12S+yD727IVInvt9kX2PrLUER5k0/3yXAAbOOflnPMmAO8COAVAV8sdEwD6AtiexTbkB7qJ3lUA0JS27YuAbyda/vnM21KnK2Vq3RTAVgz1/SGp1GlCoW6pm/0CsG6aS7uJjBO/tz7duuoUpe6rMcAjh9gDzaxnxcCjW+ZMJTQAW7CgRCnZwW3Qf+sn9nqjpoCT+2UbJQ2l7j832OsxSkqUk6gxdeoETDJLnZv3BJE91DAEv+6Xsr9d8qZYVirxrmSpIzzIplK3GcBJjLESxhgDcA6AFQCmAbjKOuYGAB9ksQ35ge5+6Wqp0wT4D24Xy/LVzsyV8et6JEqp3eP8LN0vJdVWYWPZielCYrjYXq/bD3x6L/AvCq9sMVJ1v5TZuFQ++Z1YfjVGLHcsce7f9LX5WlLQpJi6zKG+226zwBtm2utNmqtsMOy0vurvK1nqWpfmCnKeVnHr2XGLlSXaDpEGoGKbc1vMRakzZax2m2gjsofqsSLfw2Tvs+xvTd4u5FZLeJA1pY5zPgciIcoCAEut7xoL4F4AdzPG1gLoDmBcttqQN+hul64vvabUSRdJHrMUMt39Uk2Uog0QTZqQFwgDgUDi8dJSpyuaqkBPAmPLE0tRqVPdLyVSMe8+SCx3LnXu3/oNsNtQqy5e0oCUuozhCKTXlLqFE4C1U9yPl59VgY+yX7YNMlF8HHC66Lnhp2g90bq8ezPw5NGam6VLEg3dGg8AY45VjiWLT4ugl34CfFjqPGQicr8kPMhq9kvO+QOc8yM554M559dzzhs45+s55yM454dxzq/mnBumk4iUiLtfasuE47ROXA70PGaVI9AtdR4xdbqQp7tfxre7dGIBJf6OlLqWJ9WYujqTUmfF4EhXIHUyoduhYmlSBkmpyzyqYDf7BXu9qgz44DbgPz/3Pj/aqCl1jU7rn5eQQWSf5gpyfs6PkaUuI3xyL/CvK7Nz7RWWY5MjM7Wa7l7pz3VrvA5ZfFoGtW+Wk9nJfnvTuClxO7e+Enh6GLDwtdTaR+QU2S5pQLQE8fT0SWqP6e6XUrGSlrpU3C91RSwYdiZKiW8vdLZNPT5+LUO5BCK7SEHAK1X6xHuAMceJdZOlJizrIhquIZMumITJeEkDqlPnSWMt8JeewOI3kx+rvqtlisVUus02uLhd/fhdoLibiOGo328LHdFG572jkiStRIYsdSs/BNbPENaZD24Hts4TnhqqtYaSaGSGOS8A66Zm9zvUSVY398u1hjaoGU7J4tMyqH1zgZVLwOu3j8Xck4zJ/SaqdgB71thhNUReQkpde4dzxf0ySUkD3b0yroRxJC0+rvvnSyF/0AXWtZjZUufqfqkI9LprJ9E8Zj0LvHCaWI82iWx4CfdWul9a27fOB/ascx7zzYvAvo1i3RSfEU/PbBhkpBXP5NIljzc9L4RN7W7xbrz3i+THugkJyZSxPkOBYy4X5SjqK4AOVqbhSKNTcKR4q9YhU+6XAPDtx+KZWvga8NK5wD+OAj77fWJMNpE+LeXSqL6bqmVe7ee/Gp14nto+stS1DOpvXtBRLL1+e1P8uorbueTxRICUuvbLlAeB1ZPMvvW+3S8Vy5qxpIFLnbqPfwtMGSXWpdIGBuxakfidbnVZpFJXvhp4+ULnvsZaYMLVIhaISJ3P/mDHt301RmTDW/mh8xg9UcpLZwNPH2++3kPdgYotYj2spD3v0MNa8bDUmQYgUur8kYoF2+2dT+Y2GQwLQaOhylLquovtPKrF1JJSl1FWTbSTSfkh1eLjJuorFDdq63pzx9r9/OZZZL1pLltmt8z3qNloK7cCtXvFupfyX7XTmUWR7nVm+eYlkQVaT0ajylGFncTyPz81lwUCxMSLF64TeHK8YOb9RF5AUlV7JBYDvvwH8PrVTgE5lqb7pTxfF86jLkrd/H8mXpsxs4teMkvdpi8T0yyXrwTWTAIm3594PcI/TfW24FipVQ5JJftlLALsWCzWg4qFNeIRl1fgYamLP2c0+HiSysyrm5VFvUZRF7E8SEmWECwUgka0AajZDZR0t6+nKnJkxckcjTXAv68DXvu+j4MzaKmr25+YtZjH7Hu78QsxrhDpo/++2UIvMbLTyjycEEKhfH56mHMfWeoyi5SL9q53bne4XyqTot+8aL6Om7InJ0Hd7pv0eKKwhryGlLr2SN1ee10qS8ECAFx04q4zcG7ulxDytWdMnRTgubkujpvVJZmlzhTHIQubU8r75tFQZce96UJAqtkvZZF6R/IcaxDxjKkzXJ/q7Pgj00odCwDDbwY69rK3BcP27HHlNlupW/wm8Nhhya9PpI6sWyVdm73IpPtlfYVz7JCo/Xn5t83/nnympaxfulu1tMDqz4nqytdY5dyXCesvYVPUVSx190mHUtfRXi9fbb6OWzxdyBrLXS11Vl9PSl1eQ0pde0Qt/C07cVV5cpvJSWap81LqpowC3r8dmPUMzAWrXawucfdM/XDreN26x7ltVZLxPUR6NFQCIavsgK4gxAU5v8XH94lrGeOsvJQ6j5g6v9+dr2RCqVOV+VhUDPgySVEgLN5DKWg0VNpKXflKOO6Pev3KHcAbPwRqWsgqkWtIpS5gSCyVQCaVuv1ml0/VzZaKlDePlpr80CfppMuffE5O/KVYehUbJ/fLzFJsKXVVZc7tqjymKnUyO+kn9wJT/2Jvb9CUb0nYSrJiim8HbM8Zyiqd15BS1x5R08vLDiNeOiCSekkDAEkTpQDAoteASX8S6537Asf+wLl/5D2J3xl0UepkG3XBNdJgp/Mt6mw+l/BHQ6WtVOtCgFTIYlF/M7a7vxUZFFWlTg4uxkQp1gDkFVNHFjtvUikjEH9XmTPDnfp+RZuE+6x87+WzUagIGkVdzVZ31Zrz8T0i6cb6af7bR9hI9yo/M+ry1fTzrmxbYPfPxu+tENZYHdVbQo4je9YJd73KHYnHE+60lKKklxjSlbqQpZx7KZnkfplZ5PusK9LqM6H2tRGrjMycF4AvHre3u1nquhwsllUu72Tc/dLPZBGRq5BS1x4xFRsNKp24X2HZy1IXi7nPCAHA6f8DXDnWVggYA87RYuCCBc4YLBU5oCQoGw1UFDVdOAcWvW5/bqhyV6Dk7Pz8V4AHuyrbreM+uiv593m6X1qDl0moiJFS5wupkJlKhejIfiBUqNWXUy11TcI6F7fUWe+mVMABkXLbpGyo93H/JrEs6pp4HJEcWV4iFTcpPwL4S+cCXz/tvr9uf2JsLeC8t3IcmfGoSI+++lP/bSSyqyh5jYvS5Y/r8oBX6nxS6jKK/D31pFJuMXXRBmDVx4nXWTPZfH05Weem1El5jcJW8hpS6toj6sChu1/GUnC/lHT9jlOpa6gG/v4dkYjFDenWJ2ePTAJeuNj9/JiLUrdmcvJ6e4SZZe8A7//S/hxtUhQD7VV3y2Yo77kpGY6Op/ulrMdjcr+U95fcLz2R986PO438nfW4R3ViJhYR15KDvozRUF2kg8DAiSUAACAASURBVIXJlTp523RrAeEP6V7lR1mX+OkLkykUTTVAdVnidpP75Z41Ytn1EH/tIwTNcb+MRoAVH5r7xbIVwIe/cj9XKgLxSV6ZoMwjay1Z6jJLvLSUrtSp7peKUrdrJVBlTbJ06g18+wmwc1lipmpJh56i7za9w4Ci1FFMXT5DSl17JJZEqXOd0dPdK6Nilv7nn1kxbtb+2t3exS8BW2E77yHgqpeB/lZdtFtmAoecZB1TknjebXOcCqQe8F1Tnrw0A2FGn8HjMcX9To2PisKoiAHA2in+v8/L/dIrUUq8niIp7Z7ElTofcU5xpS7s/F31GpCBkG09l0l0QsrkS6gAxvhYh1JnXZ+UuvSIu182I6ausdZ9Rt+LGkO69PXTla+zvk+6/tLES2o0Z8ya/jDw1vXmwuUf3gEscinxc9i5tvVc9sme2Ycz0FYiEflb6/2ieg9Ketjr1WXA1IfEes1u4I1rgRdOFZ9/YLjX4WIxAWeakJ38ADD5z2KdlLq8hpS69oiX+6VnohRDIpRB5wOdezsVLT81qaRSFy4GBn/fTnzS+zigzxDnMSrdDxMKYNxSZ0jgQcVw06NRSzoTi5qFs3SF8RsVha+gk5IR1aTUeblfkiXWF6lkM1Mtder7r//+gVCipU4qd4CY4ZcB/Hpb5r3ifMaodl16NLjE1JUtBz7/q/NdjWe/1JSrj+8BJlwF7FolPm/4wt9315R775eTbPIZIsE/NZozZm22atx9My5xnyxHovODCcDBJwjrb0yZxNOVOnVyLZ4an/rfjCL7Qy/3S7fkb7p1r9/Jicd06CEmgmY9I+JnVb4abecicAt5IfICUuraI0ZLnZ9EKYZEKHHBQkmU4kfoDxW57zPF6sT3BYXbkRQadEtdrElxzyOBIiX0TKKxiD3IO6w3SYRxU5kJACjpZq8XdRGzwtW7zLP5XolS4oMcWQE8kffJV0INxWLvuNfavQwqMXXS7VJ9l93e66+fBv77a8takEI/QSQi3S/1zMAvXwjMfCzRJR1IFMDLlotlPIPe7/x9dzKlbt7LwP4tNLGWLs1RgqUV9VtDnJXJqlt6NXDUJVZJEg6seA+Y/ZzYJxNyxOO8FIu9VOpIYc8scqxNsNQpv3PHnsmvEwg7x1pJSQ97rH3xLI/zSanLZ0ipa484XKFMiVJ81qmLRezBwstSd8Z9zs/H3wAcfLx7++Q1TZY6xsR+2dFJAeeqV6zvjtizijTopEZCeYioPcDEPKw3KgcMANZ8Zt6nCvzFXYFt84DHBwFlyxKP9VPSgGaKvYkrdX4SpbjE1CVY6kwxdapS5+LqGc+qV5Ta5E8usuUboNZQ780vbsWFpQVPfS9cEx1JF2Yu/noM8vfdbvfsyEvs9dGDFSs89cEp4Yh3T2HSauZjIsOwG6byJvI9LrSyRL/9c2DPWrFeYNWelM/J/PH2ecmKWBPpISdjdPnJUdKgA5JS3NX2fFLpcCDQaPCi0HGrGUzkBXT32xt715uFNjnrG4umYKmL2rM6LKAIa1qnNOSHQP+RYv2sPwGXPmUXLDYRt9S5JEpRLXX1lSImYPCVAJjTUkezxKmRUGA8ao5fc7XUMXFf/32debdqWVALWJuIK3UeljpS6ryRgrWv7JdKP6C+57pbTyBou+fI+6m+p6YSJGpMX6QetqUuT90vx50LjDs//fMbtPTzOqZJO/1Y+Ww01gDT/was+CD99gDC8n7RY/ZnGaNFfXBqmGJP/fD5X733RwzKuJyAMY3FMlGVfEc/vdfeR5Y6b3avBfZuSP08V0ud9UwMvd7Zl7tZ1IoPMG/v2NOpIH54J/DFPxKPo3E1ryGlrj2x4QvgqaHOgGnZacfdL6PuL3XCbG9UsdQBrm5Vaufjx2ogZxBV98t+pzivIa1xDZX2TGMgZMXUUaKUtNDvL4+Z49fcZuuLu3qXsQgVihn97oPcBx6JVOr2b7LjfiTxNpH7pSfyPfAz8+pIlKJO+mjvULLslyZLnSo0Ntbkt6VO/p4yO2Q6NFQ7r+X2HYB73Krs9xtrgJmPIyVMwmRhZ+CgwYa2kICYEjGPdy+l67go8SpyAqZQq+caKrLfcZNSTpY6b545AXhqSOrnSU8ZN6Xu4iec757bhIkcW2+eBpynFCXv0td53ILxwNQHE88nuSmvIaWuPbFtnlhuX2hvkx2II1GK3+yXEc1S55LVLhC23QH8+GubYuqufxe4Z43yXdJSV2EXGQ+GnTGBNEucGqaYSZNVzC3NdVFXpwvQ+drscagIuHYC8KtvEuOBdOS9/2oM8NyJie0ytTefiUYSZ+Pj76GP3ymu1BV6W2UddeqkcpeCpa6pFq6TP/lAJv5nrwRDgFPYlolpdEFNXqOpNnXhXFcCADEJc+CRidupD04NU7y75KsxwDcvJZ5j6gf1WHOTVdzNUhdSypIYBXzmsY9IG5mULCFRivUcsCAQMIjcHQ9yfpZJcQ4+Hjj1Tnu7mjnTC1LW8xpS6toTMv7MUcBSKnUZTJRiyphnWndDWvMKFKUuXGwHCasxdfWqpS7sjAmkQSc19M5cdcX1Sp4h0a1vurAQnwBgydPsy+yXXu0kNxGbVy4C/qplRpPCgbyH4y81u9uoxwTDie7ZhUrmPDVRinxP1Tp4pkQpajFbh6UuD90vvSzZfpG/m/q+Vmy11+Op0SN2gouEkgZWbE1jtfk7vq9kULzhv8AlT9rvbJFBqWusEckZCrUsiyQgpobJdVYy+c/AxP8xnGP4jXVXer00CWBPwOj3M1hov9tNtUKRZEF7nJWWuppyc1IeIj0iLjF18plw83I6/ALnZ70PPuxcYMiPzAqhCbKu5zWk1LUn4un/lSDauPulj0QpRvdLP5Y6H37gKrJTUoVBFRlTF20Sg5UcbILS/VImByCBIiUS3C+V8hYOlzwXYbxYKyCvK2Zq8HZSpc6Q+TT+/bItZKmLs3Vu4ra48B8TQv+GGWZ3G0CLqYs5t4eL7cQJgaD9XsZdr5X7anK/VN//xhr3ekz5QCYUWd1SV7MbePIYe7/8fdXSEglKnaXMqSUmVCtrIAiUdBfrA0YCw35uWwCMMVjWROGtM53byVKXGl6uz26YFDY9IYbpXZPeEgmTb0F7ombey0KR5FF7XJZK3evXABOu9tfGfMFtwtMP8UQpBvdLFnT2s9851V7Xx1ndC+bH7wCXP+f+vXqbSW7Ka0ipa1dYQnCdknktbqnzkSjFd/ZLU0yd1SH5qYEi0/G6FTCXljoZWCw7sUBYKBzxmDoSKFLClErZ5OroJowXaUpdqFDUQDLhliVR4qbQy3YBuWep2zATGNVFJDNqDv/5KfDMcFv55lGgbp/3OV516gIhW6AIFdsCnykBi8lSp1rymmrt5+eLFGO5coFMKLJ67TC9ILjcrypsjvc3Ylb8VOGeBYFffi3iciTy/datcd0PA0ZaFiT9/pO3RGp4WercMD1TeiZjU6IU+V4mKOnMnnyt3WNvlgmRVOVio8/6hvmCrPWWKjEl07Q68bP0bdFPqhNjv14mFDWJnhEzWWiDjp4Zld7ZvIaUuvaEfHnVDj/B/dKj+PjUh4Dl79mfHTF1DAAHdi4VQqWKKhT6sdQVd3O2TUda6uRAJTux6p3AglftFPmpKnWRRuCN68Q1cpma3UBVWeJ2feDnbtkv3dwvNaUuEAZu/tx8rCn2ynGu9pw4MjLmaPbLhVYCo81z0r/GrGfFO7p7tdOik8ztTwoSJktdMGRvKyix743JHchYW1K5l4015vTq+UJGYuoUCyyQOPm14FXgy9FOa416T2sVJbByh72uCvcFJUCng5ylZ9wsdYMusC3rugU+197RbONwfVZ+Oy83R5P1V3/fvdwvCzxi6uoUJUXGTB4ywr0t+U6yyTM31D5R7SP+e3fitq6HODMOJyh1HjWATchMtRJd/lvwL2ceBiKnyZpSxxg7gjG2SPmrZIz9mjHWjTE2mTG2xlomSaNHxDHN1unulzzq7VP9iVJzTroFALalbuVHiecECxC31PlR6gaeBQy/GbjgYfP+YFi0W7fUSeJKXYozTpXbgG8nAh/ekdp57Y3HBgJPHJ643TRjZ7KKublf6m4gbpZWwN398sRfiuvo/v/qoJarMXUxLRNtOnz2B3t9/QzrulFbKHR7/+TvK5OeyD4g2iTOkc9BuIO3pc7kNqsrdU2qAJNncXUZsdRpMXX6e/blk8CUB5zxcur3VisTOqplQRUOTclQ5KSNyV1PkmCpI2+JlHAkSlHW6yvcz1HvrXwn1d+9YpuwuPU4Avi5UkNUekvofW24xL6n6vPR70TgtjnAqXcl/z/yFb3+5KZZQmZKltSryUWp63di4rE6eumnVJW6509xftblpg9/BYw9M7VrEu2WrCl1nPNvOedDOOdDAJwAoBbAewDuAzCVcz4IwFTrM+EH02ydnv3Ss/g4bCsf5+I4R6KUmLnzCgRSs9QFw8DFjwNd+5n3h4uFkCr/HzerT6pKXa4pCalidL80JUpxEcT1wcWrUKqb++VFjwB/2Ja4XZ2pztWSBvFi4T7eERW3SRg5A6ta6pIpdeEi+xzAtsarlrr4BI2h+w8b7nmCUldrJ9UxzWznsqKXEUudVrJFJsDSUd3s540DPvujWK8ut7erhczV+2RKVBS31Gn7HIlytL6YXLlSQ1XG1N9OnXBr0ibfVKucHMflO7TodeDJo8X6ERcC/U5SjnUZN8NF9rOgTgyEioCeRyb2IbV7m+8ynivo/dk7NwJznncmMjKh9gtq/yfLEBx6lvu5+gRpsnj1ZFBMnQ3nuSdnJKGl3C/PAbCOc74JwGUAxlvbxwO4vIXa0P4xuWClkv0SsB9wKeSpiVKqy4Gvn/ZuQ6oCq4lwsZhBLFsuPrspCKnOEuf7rLL+fKjul47aVy5CtyrQ/ewT4IjvivUb/gtc9bLz2GTulzrv32av52pMnfy/Un1Hkrkz8pidWc0tVjHufimVOqUsSCBs/9bhEnufMaZOexdZ0Cn01+0FwIHOB1ufNSHo20+Av/QAts33/p/aKxm11Fn3pN7FIl6nxffMekY8Y2un2NvWTrbX1efOlAxFWu869gJ+9DYw7MbE8wJB53OR731qqnAXS53a5+qeEuo+OZEWaxITKO//0t6nC/tusVdqAjQVeb5e93LMcaL+7b5NwLu3OGM58w29P+v6HbGUsoob6j2VfcTXTwPL3xfv3XVvuZ+ru7ynaqlLaEuOjavN4fO/Ao8OyKtnuqWUumsBvGGt9+Kc7wAAa9nTdAJj7BeMsXmMsXnl5eWmQ/IPo1KnxNIA8Cw+Djhn8AFnopTylYn1cSSy48mEIC47rTd/7Pysk7JSl2czVPoMlG7J3bfRrm2YzP2yxxG2MHfyr4DvnGJbZweMBAZ/33m8KugfcqLI5nX8T9zb+u1E5ftzNKYuXffLZGnFY1HFUueSFlvuD5ksdUHFUtdBUT5drqUSLnEKiHvWimUnq7aSrnhsseIJV3+GnCQj2S8190s9KYbElLRh3svCcmBCFfJ1axxgv8+FnYBB59mp8PWJAjWRBs36p4arpa4hcfvsF0TtOjXZjXyvok2JYQT6RJqbRWfQeebJn3iiFO29l+6/79wILPk3sPUb83XzAfnOSXlHTnLpY+u3nwCzlfcwqil1sSgw6U9iEqyoq3diMd3lPdVEKZJfzABG/EJLlJVjY2yqfP20UNT3rmvtlrQYGTC7eMMYKwBwKYDfp3Ie53wsgLEAMGzYsPyyn7rh6X7pI1EKgHgGzLhSpyZK8aBzH7Gs3uWrqZ7oypeb1SdVgSLfZpUba5zCm670q4Vuk7lfFndNnMH1Qg48fY4XcR7Jnh+V+MRBjr3W8l1M1VLXVOO9n8dsa5689v7NYgZYxknF3S+L7f0HHmElStEsdTEPSx0grisFvXCx+f+RmRT1Pinen/hQGNsjmahTF7fUyb7YpZ/TFWa3bQDQ+ziR9nzMceKznjwDsN3+pBUv7q2hvfduigmRHLeYOkdMsfW7f3pv4vkde4mY8lgE2DrPuU+fLFKF/wOPBMpXAb/bIN5fU/3CTr3F0q3emXQDrjYk4coX5O8WV5hdCrW/ca1YnmRZUh3vTERMqEqSZQxPsNSlqdR17iP6a0eynhx2hfeDfNfyyAWzJSx1FwFYwDmXPUUZY6w3AFjLDGgJeYIpUYoUMhyJUny4X6aq1PW0/Pr9zO4nQ+9o3GaxeCw1oSLfZpX1BAteFh+HUmd4jsIl9jPgx4ImFXHG/Ct08tlrrHV+zhVkrFSmLXVcSZRSu1so66NLgb9/B9hizarrFvtnR4jfWSZKOe6HYrvqfummfB52rr1eUGI+Tt5z/VmSz04qEwTtiYxY6jSXaLd+y5RcQ89QK/n+OOCA/sBPPgRG3GIWJOOJqSzFX75/Xgo4KXWp4Zb90qTUmRh8pXV8U6IroC7sq5a6n34M3LFAlBMKhsRzcu6DwF2LgW4DxTFSqXO73x0tp6n9m93bl+vo9QGZi1Kno+Y2iDY6r+NV3gdIjF1PN6YuXGxnFtfb5cWuVcCnf8jtdz3XvII8aImR94ewXS8B4EMAN1jrNwD4oAXakBuYYm+Mxcf9uF/qgp1BML9pKvDLWWL9+BuAK/5PFLFtLnpKfakg/GJG4rFqnZ1k5HKnZEK3Gnhlq9TT3Ouc96AtiPtRtuIZFH10IYdYwf16SY5c62jl75qqQuPmfhe/btR5ryf+j70+zlLAoo1iQFcFiOqddnzNpU+LWfxAwOx+edNUO+7j8ueBix4V6+ESs5JqqsnEuX3tXLWaZyOmzq3fMrlfSuX+TM3xRbrdHnoG8N1Hzdc79gdiechw5/frkzLqM5Sr9zFbuNWpU58bt/t961fC8wEQz4g+2eNlqevQHeg+0Ln/tF8LRf/EW8VnmbjMdWLWeg50xSafkBOO+j1K9h7IfjBcYrlfKscnU9L0BGWmsjJ+CBVZNYAjwKavne3yYtIfgdnP2ufkIrkma3iQVaWOMVYC4DwA7yqbHwFwHmNsjbXvkWy2IaeINtoJCiR6HE+yRCkJ7pfWI2ASRPsOA3odbR933LXNS9cuSbDUSVe+IXYtHUnVDvgm3wQQx+wvBxoMLjfx/VanNn888N4tzn2/nCXct/qdLD4POhdJiQsUPqx0Mk5EJoTIVUudLqz7JZmlDtw91hUQv2u0QQgPqsAWaRBtCoTE7H2JVT8ynihFeef7DgMOv0Csh4uAoT8W9SbP+4uLRU+z1L18EfDwwYqylwHlpy2SCXcmPabO7XmRrpan/UYsAyHbejPyHuexumBo4ogLgVEVQtBX0ft+1aU737wfmosjnimJ+6UkVCQUroMG2+Pr9oWJz5ruUuvXonPiL8R9l/fVzVIn25i0P8phpCt8/LeX3itJ3gMpexR0EO+3eu8Vq/nCzfuwu9rFZV2iv59+CYTse/vKRaIdfvphKVOWr0rve9sFOSZreJBVpY5zXss57845r1C27eGcn8M5H2Qt93pdg1CINCQO3nGzv5ooxcv90sVSl0V3qU+X7cBtE5RseF5ZvOT/J12EqnaKOL4XzwaWvu39RflmqWuoBv79I6BshRiI/dz3Of+XuE/+/gcfD9y/2+l+50Yq2S+l24+M1ZADZ67NnulFpf2i10Yy4ZW9q3Kb+O5ggfM9bqoTfYbuttXXstT0H+l+zYIOwL0bhIJvsuafeqdYSpfwzV+L+yqtsbkay5EJ90s9I62rUmc9Fyf/CjjjXnHel/8Q21T3yps+Bzr0SL0d0r1Ttwwcd53S1jzrU5uLHlslUUMn9H46Um9bR+W79tWYxGvrrrfpuuklS7aUzHMgl5FWSv09d1hgDQqCl6VOsXxf8dzXuPI5yyJ29yrgzoWJ7pm9jnFv3wED3Pcx5lQQa3b7U+rkREKuTbKq5PL/ppE0op8xNgTASAB9ANQBWAZRZ86jmiaRFaINdq2h+Dbd/TJZTJ2e/dJnTF0zuPW1Bc4NZ/wO2DBTzE527AV0P8zeV2xZE7r0BfasASq3i45y23xgxqNA6VXuX5Rvlrq964BV/xXZzpIJdfK+mwZsNfuoX0tsKu6XPS3r6951whKbs9kv0yzVsPHL5Md4CVo15WLwDmlKXaTB2q4pdf1PA+7daNeaS4bsI4IFog8afhNQYj1vutAgZ/lztVadLtyl02/qyr/eXxd3EwqdrEcXLPCOy+l7QuptAOxkDt00QfGcPwul/elhpNSlQsVWYIUSTWJKcw+Y+wfZn3r1v/rYn25CDWOfzchSByheJFGnIqC+96YwB3mvCzqIyUuH+6W4p5GouO+b91rf0dma7OQcOOuPwhOqyyHefcovvxIx1ZP/bN6vPhM1u0S23GTEY2uzJwO2Orkma3jgqtQxxn4M4DcAtgKYD2ATgCIA5wK4nzG2AMADnPMkVRmJjBFpSCwOHE+UImdbkpU0cEuUkv3wymiMIxhgYnC69QvzQdKq07m3SJ9etVN0dACSmtDzzVVIWnhiUXMRaJW4UqcM2DKoOx3hIJXJgB5HiOX+zVqmxxybPUvX/VLGTgXC7hYurziXSKP40y11kXrxZ7Kq+lXoALtvGfpjMcmiuv7pSl3VTvP2XMGh1MVSz/IZjSgZQ63CuPrz0ukgS6mzfstgQfIMeulw9GXAxi+A3kOc28NFQPggOz6H8MeXo52f1djxZDF1sj/VlffDLwTKvwX2bUj00smopY7bVnYvV+9cR01OFIsoiVKUd9TkWRFV3S8bnf24dW9rGlzkE8bERLcfCjoAHQ50369O0G6eA8z/p/3ZdRIqx8ZhE2SpAwB0B3A659woTTDGhgE4CkLpI1oCo/ulKVFKVAh3RuFSS6MtB5MWGLwbIzEUFyQRgmT8VSAsrE/zxgG9j7W2JRFs8m1WWbpn8RiwZrL3saYEFoedC3z7cZpxkil0kt0OFctIo502G8i92bO4BTLFAcSP26aXpS5qWeSCYafAtmWusMZ4uVn6QV6zpDtwieX+V2MlMKopd1rlKrdbbcpRpc6RGCYGIEWlbuWHYtmrFChbKq6hT0aVdHfGzyWz1KXLiJtF4is3d7xwSX674vll1cfAms8S3/tULHVxa7h2nwecIcb9fRvs4vGStC11yv0+7y9iUumLJ2wrVb5a6hprge2KV1G0CXZJA2XcrDMpdbKkjHS/VGPqxD2tbhTXCDTXIOY1voQVpa5sqXNfLGqeHJLXy2XFJ9dkDQ9cpWTOucGp27F/ntd+IgtEGxPT36qpdAHR+USbgIOHiU4/WCCE98+0bGl68fEjvivSozdaQvc5D2S8+Q2RaHKlTroRNtUJi96etfYgk2xWPO+UOkvo4zGRJTQQclfOZaemCg3fHyd+X92txw9xlw0fFl6ZKjvWBKz4MLFNuUK6g6Mfd1SvmLpIvZhdDxXBEfc2/WGxVGdv00HeY3VSRZYhmfa/IqZPIp/JfHC/jEVTnxDZ+IUQzo/6nhC6YhFbEZYEC4QltaZcKHOBQGYSVJnwKlFT1AXYuQR4Zjhw5CXAwLOAAadnpx3tmX9b5UJk2RCJfAfq9gELJ9jbeSyxj4hb6jSRLFwEfP8lYM2kRDfZVOKaHd+l3POTbwe+fkqsSy+KfFXq6vcLeeqgY8Vzr1vtJNIbQSXuflli1RVVkqFYEzLV9eIaxeFmloXyGq/Vvn7Bq859PAqzyC/HrRwbj1Vy+X/TcJXIGGOfKOs+bcNEVjFZ6qTLhJyhiUXF7GrxAcBP/wtc/y5w8m3Oc2r32h2WHERG3Az8yqp5xQLAyLsz3vyGiI8XS85GMgYMu1Gsy7o5POYtLOabq1CtYqmLNnq740ghQhUaCkpsK2jKSKHEY9rxwr8Dg6+yatlZrlyT/pjYppwhzcEx/tx6/B6mYsKSSKNQ+txcc9Kd0ddRZ3nVZ23VRHu9xio7mquWOreU9X6p2S2yzUklbcGrwOI3nMecfLvdD8p7Z/JSOOcBkUAlWxR1AXYsBnavFglaxn/Pvfg5kWjV/NflwJ51wId3iERCEh5L7CPcLHWhYjHROeQ6JOBW3zUZ6uRoIGh/t3TxVr0p8gnZZ8lwj5pdSu1W5V3/VorGytgXT5RiTbqr5aesfrO6QfQdRc1V6o64SNQkHHBG4j6vCTzXCV85buXipHgeKKwaXtPsBynr12a7IUQSopZbpZ6pTM4IhVSlrs47xfWjA4CXzxfragcvBYhDz8pMmy2ku0FDk48Xq0i6mDCg0ErhPPVBsdy1HHjhNPdzc7JT8qBOiamLNjkFgl/MAE5TFPNNXwKvfDczxeMB26VSFss1cdKtwFXjxHow7FTIu/TLvY6WpzmAeE1UdOojljsWe5zfIASygg6iLMGFf3fub7ZSZ73AqmKhugOasrXlqqVO/b/S8QyQ2Uil9XPZu8795zwAHHaO3X/L/t5kER95N3DWH1Jvg19MFoEpo7L3fe0dk8I78/HEGKxYNFHAln237mYb9hDSM2GpA2wZQLapbJmdpCefkBlKu/QVy+pdMLpf7lknlurEltwv31tD8fEaS6krDDUzf0EgKGoSmvofT6XOrb/KB8Un1yaQ3fF6uvLnV2gPyOB6XamT26XgxqVS51HAsvQae10V1Eq6Ade/D1wzvvntVQhZtfAaIj6EoAKlRlJR58T9XrVUyFJn7zuoVGQWVdn0VWLh93Tp0hf4Y5n/YvSBsLg/nfsCR18u7i1Z6gRez20/q3C7V2H5SINwnQp3EDPLQzQ3sOa6X0ocSp0ydOjJm4DcVerUOKl0JpGkm6wUrPU6nHK7FA5lH9gaBaFlCRKVXL2vmcCUrGrlR4mxcNyg1Mn7ritcIY/J2XQTpegTBOp7fUB/0X+Z4sZyHSlLHfAdsdyz1t6nKkRxzyG1DqHifgk4XVgt2Ux6KgWDGcoy2f3QxG1ekwBJLXW5qNRJS2su/m9mvJS6Qxlj7zLG3lPW438t1UDCQlrkClwsdfE6CWq0ngAAIABJREFUdRHhBuJlqRv2M3tdH0QGnmVbyDJE0DLV+XK/VNuTajvUjjeWQy9xpBFY8h8ljs36jeKJUqJC2FQHebdYt0wmPggX+U+DLDPpNVSJZDiMIWfnjVJW6rwsdb2Tnx9RLHVAooWludZZZrDUqZgUzlx1v1QnRdLpY3RLnf47yd9YKuJSIfByv80WJ96SuM1rciHfMVnqGqtEbKQKjxmUOlkihgG3KiVOTEL6Na+K2MZAmhYfvT9QP8u+I9qUg5NuSZDvYreBwhNlwxdISCzHuZ2V1iFvaO6X6jjbVSiJjZb8E8hU6YCLHgXOfdC5zWsCz21c4tr/mFPkssJqxiud4PeV9Wey3RAiCVJ5c4upk5a6ha8ld7/sfLC9Hgjhsc9WYeu+Ooy5dmjm2qsQSkWpk51SyQFAYZIEHl88AUx9SHSaR14MzH7O3hdtBAIZslC0NjMfBWY+Jgb4o74nBL9oFKhVEqXo7peMmZWF1gqCD4bFPWmoFMo6C+TeICJloJTdLz0sdX4SZEQbrJg6ZcLnoFJgp5X9rD5DJUX1iYKfTgQ+vc+scKgxJblEc2PqIvVAUVd7YkZX6piLpa414pyGXAe8/0vntto9Ld+Otg4Limeh3iXeUE+ssWUuMPt55zZ1wkSdzDRZ6o6+TPyli55wTP3uIqvA+csXCoX0mleb913tCel+GSoQtSLVPky+943VYl1mhpVlAmQiK1kgfqqibHUfKE6Niv4imCmlLlws4uumKEntvMZUk6Vu/j+BRa+J9VxWfPJogsJ1qodzPtXrryUbSUBxv3SpU1fQEQAT1pqmWm/3S9WtMRDCs9PW4YNF292PbybS3cCX+2Xf4cD5fwW+95QQTL2Y+pBY7t8EfDPOua92dxotbaNUWNkF5UywHBRkptKYS6IUk6tUa9UgCoSt9nMhtHhl6vRL3T5g6/yMNC8zpOt+6WGpUxWpfiebj4k0iHdedV0+Rol1bO5gLZ8r/XnqfxrQ/TCzwpGsbmJ7JZaBmLpwkYelTlPqpKWupHvq35UNcvW+Ngf5frgp3tWaUvfxPYnJcVRrmRor5+VOly4JljpFqZNKiRxblr8HjBkCbPoaOU9U8XoKhMS7LscouZTPv3wfZd8q772p/qcVBhG31KVZ0+DJyasxe702qSIVdHkPuxlcMo+zkuyYxtuP7rLXc1nxyeX/TcMr++X7jLGLGGMJ1jzG2HcYY39mjPkMqCF8sWMJsHeDeZ+cRUqw1MmOKCSsOLLT8bLUFXaGMflBlrBj6nwIl4wBp9wh4vtSyu6lvbT7t6RwbltHLx+gDQpxS12B+O0kbckSFgjZlqOu/cTAGW0U1talb6d3zemPAC+dDZQtz1w7m0O6sQleyi0LAB2skhAHn2A+Zul/hAVULXdy2m+AezcBP5gAnN7M5MXSJcvkelfQ0Rl7Aoj7qyeH4FzUUmxLz2Q6RJsbU1dvxdRZ77Ka+hywBe6QZqk75Q7gEq24dWuQr+nuvYgrXibBkfmbvFIt8mpiI6+YunTxstTpSkm0SdTIm/SnxOvkWiZU+W6HCi3Pkojdl8ul/J+lUif7s4Yq0Rea3B8tRbkxKp6PdC11Y6auwbVjZzs3yv5CTix06gU8oN2X/qc52yrRJyFy2lKn/W+59uwqeDll3w7gPACrGWOzGGMfMsYmMcbWAngFwHLO+cst0sp8IBYD/m8kMNaQphZwT5QihYJASHREsmaUVzxaIAiUXiXWTTNLGSbufukn+6Uf/AiGFVsz811tAb0mnO4Gx6N28enz/wqMstzt3CxA3x8H3Lc55Wb8d8l2vPlN6ucBEJMOe62sYX1HCIU90iCsre/cmN41ZRYyXaloNdKcDfRyv2QB4JaZwBX/B/RxcY/et1EspesUICZHirsCR11iTjiUClKpM7lxmpI1dOkn4j3V2dHVnwETrgK+frp5bWltHHE01nq0Cdi10t/58Zg6SxjT3VR190vpgh4MA8deg1aHlDpgzRTgX1fYMZV6IhQVv3HhqmKlvlMyE2Mm8Yyp6+rcJxUQffJhwxfA378DrJuW+fa1FvEJ8rBiqbPecVdLnbW/sUrca1N/aMlYzbHURWMuY0u8FIYaT69dX95ffXJBT76U09nDld+vvkI8uxPvSTysvsLdsNJO8HK/3MY5v5tzfiiA6wE8BuAPAIZyzs/mnL/TUo3MC6Qbjlv8i3whdetVVFHq1HTIg78PI3cuFMvLngXuXAQceHh67U0BO1FKMzoNdeA0uRXqil5FmspHW0TOMsnOWu+0ZfZLPR222wxx/9PSKjj+q9cX4t53lqZ8HgBn2wo6CEvd1rnpXUsiZ7fbivUnbUudh/tlqBDo3Bs47lrgmCuE0u5GOkXk/SAFPVPfZBIEuvazk+JIZCzWziWZb19LYsp+OfFu4LmTRA06z3NjIttlqChxYkYSt9RZ1hpVIU8322EmaS337bbEGz8A1n0OPDtcvPNekyZeCp+KqtTJe9/7uMTEaJnAK/ul439h9oSTrtRtniWW66dnunWth+p+GbSyNct3vKkO+GqMqNkI2BkyVfdLn0pdMI38Nq6yk7yXXmVr5P3VxyXd9TtfLHX1lsfJNy8mHvfB7cBTQ9q1m7mvx4tzvpZz/gXnfB7nPE8rU2YZU7a4nUuBlf8V63JWUK9N47DUqYWlDWnGAVtACxUC3Qak394UCAdTSJTiRrEyg2gSglXhkgVyy1Knu1/q/uHxOnXagOKm1JX0yGzz/KC7F6VbONdBW0tXnAX3y05KudBA0Oleq5Mtof9Qy3vAZCkytb2LlYhJddeUs8KtkZo/kzjcL637vdSa3/TKLLt3A/CQ5RWx6mP3jKTyHppm4OW2wVel1uZM0OMIUdi+KUcT4KSCfOb3rLViJF3GWsC21B0wALjhv+7HlS2z14NhYZ3/2afNb6sJfVJQVfIKtUkE+UwnuAlbz2IulRGKu18WWMnIIvaE4YLxwOQ/i3jIUJEo/QAkul+aEltZsc7NyX5Z1+ii1ElZyKtmoby/+r2K5KlS5/XM7rAmHXemOXndBmhmFUQiY5isT/+8BHjzR8L/181SJ913VEsdC7gLeNosXczNrJ9BUippoHPirWKpWmOiTUD5avdzuvYDqgw1ltorcUtdwPlZ3S/dL1VMFixd+c8S2/fXobJeeaYdiQAKnM+nOiCVLRe1nfwgB8e2YqmTuA2OtXuB8d8Ddq9xbveq/dXxIPd9OtkqI9C1n3DpPfTMxH1qWv+R/yOC8nseJT6rljqZLKK9u++pAoF87posRVUXfFVmKAXhj7/ePZZZbpeTcurvxRjwuw3AFS+k1ubmcONk4fr7q7miJmW0IbfKxTSXxhpvtzVp+QoWeJcW6T1E+5wlK50JqbgNOMOuiwloSp2mzMt32+uZb2/E3S8LbPdL073t2MuWtVRLXrgkcQy+Z018nJLZL9PJ2bFkq4sHl1TCj77U/WTZp6yZBHz2R/v/1MeLtjaOZhKHUufxf0q3d13hbUeQUtdWMFmfZIrk+gq789CFgUijiMNgzO5QQsXu9cO0gaWpBQboeKKUpjQ6jYv+LgRK9UVc8KpwfXGj+IDcSqmeoMRFEz+bLHWHnpV4Lb/uQM3k7Cem47RHPrc3xCccguIZVBW5aIM90j1/CvDmj/19iXzG20osQDL3y2/GARtmijTSKm4zhwPOAL5ziv/vT+VYDz5eugN7a3wOaoVKxs1z/gxc8bz9jDVYpQ44F6VWgMT07u0Nh1Knz3y79DnbFwE7FUvMsdckxi5JZB8uY6d1619JN39lLjLFISOE6y9gJ4FYO0UI9ZGG9CTUXKKx2n1SpkNPOyNtsMDd5RYAvvt4xpq0ZW8tZqwux8Mfr3SPxVI5+nLg0qeBH7/rdJMPhoGt34h1XXmTVvhcGmelkiPdL6NNZgWgsJMSp2b19TJWVh2Du/YT1m0LaamLpDGR/rN/fmPeUdJNKI7nPeR+spQZJ/8ZmPWMHf8b1e5pTlvqlN/cMzGZLDXTficrfCl1jLEwY+xoxthRpmyYhA8aqoGXLwLmvWLe7zXL3lBpP4h65qpIvf3Syg7ZK/Oldr6vTt8Hy7ZV4LoXZ6NeUdy+WFOO2ycsaJ6lTqK+iGpdFhOh4twqfqwnStEHGs4T69QBwKBzgT/tAu5aLGbZAds1LuUmcOO6ifqmKOqbYqisV+5ZfMLBUuYSYkO1+/XOzUJ49ERa6tqKC1ASpW6fFYDdQ4tjNQmF4Q7ADR+aZ+s79RZWs1EVQJdDxLaLn4jXQ2oOZZX1uG3CAtw+YYG/E86+XyhxqkugdDmTgt/m2UC1ZTmv2ime181aFrf2gnqvdIXLzTVx7BlAmeLOEyx0T1AlhcITfgoceQlwyp1pNzXjSEXz9auBv/UF/toT+Pbj1m1TS6NPgjbWmPufH7wG3DLDHotDBYljt0oGSxeMfHQabnh5LsbOXI9FW3xk+QsXAcf/RHhwqGNInZLBVlfe5P+cS+OsVFxDBUKWikXMfbmsswoA790iPKoaa+ysmZJfL3VMrkulLprpifSOPT2swCxxn7T+6+NOTit1Pt0vZVbiaCPw1k+Axf/ObruyQFIFjTF2IYCxADZDSFF9GWM3c84nZbtxOcX+TcDmr4Ft84FhP0vcr8dqqJa2+kpbkNctdVHFp1+61XnVqNNmC5uimVHq/vj+Mizesh8rdlTi+H5CYLl+nEiEcVhPp095WphmBLsdCuxdn7g9VGAXA80F4h2Si9IQd780uNyGCoX/f48jxOcDj0qrCXWKsl7fFENxgbuAUllnP8ucczDGEmOEpKVOFu6N1DuDvZe+Jf5GeRTOdlNyWxu3wVEqw/ogG4sk1u0bebf79e9eqcw8Wv2ERzzdrsp6hIIBdOuQPOau1ord2Lbfp5tkUWfg91r5EGmdkC5aquAXbQAWTRAB6Vf/E5g/HjhosHcCmLaE6lGhl3jwa7UIFbkrdfI9Ke4KXDsh9fZlE5PiITPQ5gONtYmJQZpqzZMyR31PLKV1M1ho91eBsHdypAyScviWm1uwbrmIuSRQac/ELXUFdn9sUgAKOtr3cu1ke3vHnp79cGM0NUvd6rIqdC4K46AuzVD4714J7NJK/shkR/q9y0Wru8l7xo+lbt9GYMUHwCEnZq1p2cKPpW40gHM556dxzk+FKHMwJrvNykFkx+9m1nUIPlqH31ClKHUGYTqoW+o8OgHt/EjUftibY7WT1htTEHCFJeQ3y1Knz4oHC4EfudQ3Cxa2a/N5ArJDikWtTsqUKMVFqZP0PxXoNRg46w9pNUFVyGsbvS1j+xWlLq4MSmFBKm5yRlPGnEQazJaOd252/6L25n4p75uuhMYiTnfU740BTjekW5YwZs8oytfNI1B+xMNTcfxfJrvuV5FZ1kJpFsgFoFjqZNyNcl+jjXYJimXvAOuniTIH7SWLXixqC3T1ulLns88JFTgTP6m0pGtlqphqpnll3cs13vwR8O8fOrc1VnsLiXIsLuhgv7Myc2ILkHJNNL/PX9RgqWuoSqxP2Z5wuF+GPNwvO5rlsIYqzzFYyj8RnxPp5z85Eyf9baqvY13p3Bvoc7xzm1tMnds4GosB62e0faWvdq8wmhhR3S895AV5X7fOE8u+HmE+bRQ/St0uznk8K4W1Xp69JuUobn73X/wDmP184my2SkOlElNn6EziVhDNxc2E5gKizho1RVNTumasLsftry/Av+dujiuEpkFEKnWz1u/BM5+vSeq+Z0QXlAtK3P/PUGG7DnRNQP5esYi5Q4oXH/cYkA8qBX75VUoZTznnWFcu4qKcSp23ErW/1n7W56y3Bvm4MictdNZzItPwRxrMxa2XvuXxTdL9so24jcQL1SZ5vvXBM9rkdEc1FbB1RVrqMqMMyHsbbI5SJ5N8SGWu0YqtO+ZK8RvJPkhNGOOV+KgtEW2ya1Q1VDrvtZ7u3+25DBWJDLTHXAn87BPnvixkMB3/9UYs2+Zh8faLabKwJV22KrcD0/7WesLlus8TtzXWJClJIusNKtYdFgT6nQIMv9n+7JM1ZVV4YYZ/62g01d9KL4vjhslSN7oUeLRlMmpnhUiDlXAuYFtTTe6lBR3N94zHPGUvOYamWtrpkqe/iK8P6OGRaVVliBKXXtINOPBI+3Pc/dJn9ss5LwCvXgqszlI21kwx+ljgxbOd2+ITvynG1Mni5C2UgyCT+FHqllmFx3/MGPsRY+x9AHMZY5cyxjxS7gCMsa6MsbcZY6sYYysZYyczxroxxiYzxtZYy+xXv24LmDr+aASY+iDw6X1OpU+f8VX99k2dSTymTmZO65h4jERTulRFLtUA3vFfb8TEJTvwwox1caXONIjIzmzxlv14fNJqXPn81+h/30Ss3dWM6hiBsFkAOucBS6nLoQBuKEqdqeNVi49nkDfmbsE5T8zA3A17464jAFDjYalbvGW/Q4CMB3irsSWA3ckWWFadSANQ/m1qDYxnA20jljq/JQ0SLHVakptUlDr5PjfDYnL9uDl4b6EoATJ5hYh9a5ZSJ9sSV+qs7JC6dUomUgGA2iQ13toKsSaguJtYb6hy9jNqv71jsShhsGFm4jWk4Hj1K4nJbfwK1SnwwIfLccnTX3oeM2HOJpz7jxkor/KwNposdS3p+vzOTcCMR8Rv29JUu8xjf/MSsF+riXqzovzJd0F12QuEgJ9/Alz8OHDLF8BvNPc4D3744hw88skq1DT4iyNuaEpR6fY7hpiUunZc2wuA09slGBbymcn6riZKUYlF7b7BgJS1yiobsNhPrKPFsm32ZGcyL5k4lz4N3L/H/ly+yl6XfZZfpW7XCrGs3uXvu1uLRoM8mar7pbyvsiZrBmNdWwo/Sl0nABUALgBwIYAqAL0AXA0gWcGcMQA+5ZwfCeA4ACsB3AdgKud8EICp1ufcx2Spq1RqqdUog4bekai+3Safd12p69jTvR2aUqe6XEZStNRtt+JuqhsiiFkvj5+4uYWbRYfmmqbXD8NvSlRwT7xVxCIFC3MrgDvufhkxKzBxS11mZ/nnbRJWtk17ahz3tabBLMg1RmK47Nmv8NB/V8S3HdvXssTF4z6tNsaVEOv5i9QD/7rc3BA3t7ZMlTT46inghZHNu4aK2+w4N7hfcp7ofumV6CiB5DF1buyracTdby7CF2t24zdvCkH5+enCChAKNkepswbCBKXOmr+Tz7M6CHuVdWhLRCP2/1FfCcx41N6nKnAywH7T14nX8HKJS6PcSCzGMXrKakxcsgM/HDsbm/aI37v/fRMTEt6UVdbH96v88b1lWLurGp8s2xHf9vdPV2H6t4ogZ7TUtaBSJ915WyOhg9skobTeyeRHQ34MHHyCvV++ywUdlRAKRezqfaxwkfOJVOb8ZqdtTHFMjwu10oNCRVqe6/bZdbzaQ5hDNOLPc0dV6gJB0S/r1nfAmShFJRbxLEOhjqGXPfuVZ1PcZLHKOp9KXSDg3pdIS53+m3zzktm7IJ5Aph27WqcaU9dgyaYpec20DZIqdZzz6z3+fuJ2HmOsM4DTAYyzrtPIOd8P4DIA463DxgNwkeRyjLilThnQv37GXpdxJkDiAKL6dkvFTVVoKrdZ26zb2bGX72apiVKSJU1Ztq0C/e+biPmbxIzcjgrRzt3VjVhdVm1dQ7w878xPXvy7OOzf7STu8iTpMSgxg2I8bqsgdwK4J/8ZWGv51ceiZgUmlrql7qPF23Ho7ye6FzWF/TyEgwHHs+E2W7hihz2j2KEgiGP6dEZ3mZxDCjdy0OxkCTIyBiPSIAr0mnjvVpcWZiimbvL9wM4lzbsG4COmTh6ntFfez3TdL1n6St3oKavx7sJtxn1+4z6MBEIAmP0OSoucVIakO6ZqqdPjRNsqsYi4V8EC0U9/+Q9734Lx9vq+jWLpNcFmIo37uGDzPoyesga3v74As9bvcWQ8nLjUVtLWlFXhxIen4ozHpjvOVwXI+CPMOZ6fvg4/fUVJpd7aljo9C3BLkiyxybHXiKWusMvJmlChe1miFJCTLXtrGlFR14TbX1+A3dXuY13KZYQKOgIj7zEXPt+/SSz/eQmw13IBbQ/j7MsXAKMHJz9OliUAbPdL0//n5n6ZJAtzYzSGEivBWDI3ylqX+1bXFE0v4dxpv7HX3Sx1gNO4IIm2M6XONKnq5n4ZjQgZa6mVnyGgxUvnolLHGOvHGHuUMfYWY+xd+efj2odCxN69whhbyBh7iTHWAUAvzvkOALCWxlGPMfYLxtg8xti88vIcCOGTM9Fqp68qb2qAsd45RBudiVJu+lyky9WptcztKSh1EWVmJpIkNknO2k5dWYbaxggq6prQQcuCKDuc9burE87XKfLIoJjArV8BP58EXPMq8IMJwDFXiBmzS560j5GDfagoNyx1TXXAV2NsgSIWMQsXnCe68CXhiUnfIsa9sxxKYS8cDDgGklU7qoyxkbsq7ee5W8cCHFBSYCdNkUqdXMrZ7F7HiOW+De4JBJa7dDfx7JftpKSBKVHKo4eKZbqWuu6HiWVjovUlGY6SE3Aq630PSMVaqMGYeAcj9SI77TQrs6XMyivLG6jKbXux1MWahMAXKnYKfEVdnQkJZGKnVO+LJvBv3F2DT5d51/bTE1w1RGLGuOXznrQtie8u2Bo/5uGPbdesHRX1uOONhdi0x5A92PRcqvdw09dCQMoarajURbU+poMitpz6azvkwa1tgaD93qcQQ6cTDorr761pxPsLt2Hikh14YtK3qKo3vz+ulrprXwduNbjkMgaccz/Q62jg7D8590m31zKl5mJ7GGe3zbP7HJ1P7gU2zRLrqrdL0CppYLLQFnZ0Wlsl6rsg+2WLPdUNaIzEcFzfrjj7yJ5JJ7TLKtzDRyatSKPW57mjgD9av0GjS0F5AHjreqBCm5CX/Zz63K6a2HaT4rjlHTDtf+1KIWO9c6N1nNXHNOSwUgfgQwA7AbwI4FnlLxkhAMcDeJ5zPhRADVJwteScj+WcD+OcDzvwwAOTn9DWiRosdeqDVl/hPFYdlKNNzkQpfU8w1xuTPs+pKHVRblxPxvb9okMY1KuTY7vM8FTTEEXnohCG9nPJ8oYUM3N17g30OxE4+jLgqEts5XigEhirps1vDzOIJnavsZ+VvRuc+2IubiTSPTcFpa4wJDpor1k/aXUNBZlDOPjfj1fi8UmrsUuJv1m7q8rhElQSDqFLSRgVMmmKFOhlzMHBxwO3zbZnEN+50fkO+CHuftlGEqVI/FrqOLfdPFQrayozot97ShQP7n+ar8M37K7B63M2IxbjCXE5auxGs0udhArFO6jW+ZHP54oPEo9vL0qdTEgUKhSuWaEi4JQ7xCTFziVAmeV6LF2cpjyY2vU1peBvn6zEra/Nx8odhiRCFrrg3hCJoT5JLNXdby3GSX+bimXbKvDyV3Y/M+7L9fho8Xb8/dNViSepSt3vrHNiMeEW2VQHvHKREJCylcikrVjqAmHgDiXLXrjEFnj1WCvpgdOpt3tZohQIW5a6FTsqsWCz8Jh5Y+4WlI4SFaZ0Zd41pu7Ii4GDSvHlmt3Ystel/M/pv3VOmtYZhPj2Os4C4n7MeQF45ULxOdqguF8q/bEuTxV08rbU/WmXGNssFm7ehxP+OgXfbNyHglAAA3p0wLryatfEdNEYd0zA6Pzq9YUJ26obIjj5b1MxZ/0ewxkWclyZZXmImcbbLXOEoquiZ8usrwT+fR0w4Wr372pN3EJUJOok8IYZzuPkOyqPby/WSQU/vWMj5/wfnPPJnPOp8s/HeVsBbOWcz7E+vw2h5JUxxnoDgLVs49GXGcJkYVFnDNTMf7GIU8ip3SOKXALmziQ+m2B16CkUmFZ9u1PJfrmjQggth/dyJmWRAkZVfQQdC0PxmUUTySyDvlAHSPkbh6ySBm09Ba/Ovo3AM8OAt61C4VU7nPtjEfPMqJxxS8H9siAk7otX4HWjJdjHYtyo/O2rFW1ZtGU/zv3HTPxjsp3BsKQwiA4FQTtTpow1KFSel55HOWMQ6vwHjwsyXNKguc9LMvdLuX/KKGDlR3aMEOAcPFLJuNW5N3DNeLs0hAeRaAyjPlyOP7y3FNO+3YUyLSnGjNWiKy4OB1Fvuf9U1Dah2mdSBgfSUldjJUC5erz389keZvwB0WcHQuL/q9wh/seOB9kz+8+fLI6Tljq13z/hp8CvlyVc0oGmFKyx3Nq9XOyqNItrYyTmmcxIUlbZkJBARSrzxnuuzlrLZ3TOC6IQ+eNHKBfxWeMwVeR7lXLxtQygPp+hIuf7qvZh+vh80i+BviOA0qvte1tiTqZR0xDBM5+v8RyH5Xj62Gff4oNF2xP262WDvGLqlm+vwI/HzcENr8x1PQbDfg78wfqeBkMiCpNS19bqhkr0/l3vc1T3S3UCo8shzuMKOzonUP9ULrJLXzJafNaKkJcpHiwFoQAGH9wZDZEYNu5OtOLHYhxXPm+IwwXQs5No24kDEp+f5dsqsKOiHo9P8kg2xhjQbaCdnbjeZbx1yFRRUXYGsH8vqRS5lg9oZUYfa6hf7CP7Zd1+ZwxlqKh1+ppm4kepe5ox9ifG2HDG2LHyL9lJnPOdALYwxmRvfw6AFRCWvxusbTcAMEzb5iDSfUN9SFRhtEKJbdGF9/9n77rDpKiy76nQYTIw5CwZyQYEA4qgopgwrWnNcU2r67oGDGtcc1rDmrOrYsIAikhSQJIgOTrkODl1qq7fH69u1atXr7p7hmGA9Xe+b77prq7urq6q994N5567i5P75gfc6S8DQ64DrrKiDcc/BBx3P3DAMd7v/9N7wOU/uDaZpumi7pTWZB4tp317CJm6mJ2pSyAnpKdsX9Agjc/580G0AZq06kFJ26sgp2b5ePZfXHSMdE5d5pk6cupEg9D1sZZBEDOSUkOjpDqGiUu2YZvl4POZu6yAhqyA5vSpo2MLCrUErfo6r9VIooxZTVmT+VRoKCNit2mcGdbUAcDUv2KyAAAgAElEQVT8t9yKj/x9nNN8N49DjrlFpZi2ilHZ5/xegmVb3JHa6avY8fRtl49ffi/BJW/OwfHPTEP/+77zfNauqihWb0+hXkuZuqrtQMsDgT6ny506LQTkt99/MnXJOLtWgbAjFtG8hzf7InNs8toCTTp4t/9tJZfpcX+OaqmQplIxFKl30YSBGh8xo0wxY7VEjZQ3dDWrbpKyN1HuXhJ7ijYYaL3YG04dNzfoIfdcG8h21nIxi9h2IHDFJKb82v5Q4LgHgNPkRKeXp63FE9+vwjifevSKSDytKq1YI83X1EXiBr5fug3/ncPUOp/4jjkAacU3Atnsd8mcOplQyr6UvXPVUomtZMT1lWsLxAvF5AhMsWCu25HXg4zK2m2E9BCIFQMAQU1FqzwWHCmWiN2s21Xlq4w5sEMTtMgLoUsLbz2eMzLSjI1uI52aZl9mjAlMf4Jd73lvOJvtjF3c2W9fRNU2YO7r7m2ZCKW8cgyw5df0++3jyIQH0APAFQBOBEBnxgQTQUmHGwC8ryhKEMA6AJeCOZIfK4pyOYANYCqa//uwJxBu0CUNqzaj1h1ZMIT+KHxEhY/kDjwPANcMNacQOOIm+ff3PsV7SEItBl8TJf0J1IYLQJXlDHRtIWTqyKmLJZAb1lM2NN8tMQYCbwTRwKUocrTSnRna18EvOomYXAVVNH4D2fVy6ojGU+FTiwE4mdtYIinN1L00dS1mrN6FtgVe3rmuqQgHOaeuRS9muPJ0WYAtoiPuAb4fK19kDjwNWPGt/ADtvnAN5NSl6/WXDrYB4Xdfc9trS901CbwceKqWJGkwt6gElZE4ju3FKEP8+DvvVYcStL64xhNUWby5HPlhHd1b5WFuUSmmrnRqmctr4ijIds7Nea/MxuodVVj38ElQVQWRuIENJTVOkIcydVU7HLEQ2f2ph61Gv/tJpo6nX1KwrbCr976RGbZ+tZJ5rZnhWLXNk+khGz6SorcVBWZ6tc7Dim2ViMaTWJnC4T7+wFZYu7MKa3c6Qa9mOUGpoqLLhwiIyn4+93mses8EJjIVItoT4DOuYgQ/mAPUWHOwTOqeoCjAETdKX6qIxLGplAUCZG0ltpTV4vB/SfrkCRDvEz5zd/Ebc/DL72zOOX1QO1vwrGl2mjlPUVj9ujRT5xNkTKEC2ajg5xXxvhHXUiPq1DbzTl2PE4A2A1g7DcBy4jO/B/m+dEFdtefRMiGIvqMi4ppzRQQ0FUFN9WRjecwpKsG8ohIc0tmntUIolwlUmaY/M+b3GYwiX7yGzW0EOl/7g7OTql2DXxC4VFLush8ik0zdOQA6m6Z5hGmaR1l/mTh0ME1zoVUX1980zdNN0yw1TbPYNM0Rpml2t/7vo9WWDQxb7CLOikwBdtOQ01G1zb0vP+Hwg283+PgiRKNuWwqn7rUZ6/D1b4yGMX7hFtz5OYtSd2vpNkDfnb0el781F4s3lyM3pIO+QpbFbhj6JbeIUgFwyDIsZc2s92XwhsOPD3gVGWXNUHNbAnEyKDK/N4jGw9Osnpq0CgPvd2oz5haxRT9umFIaD0Xzt0iKulWFZetiiSRzLLoOB+4pBnqfgoSRxL1fLnFEWmghNQ3H8A/lAzcuZA5OzEd0x2710FCZugbKFvkt+KLTzv8uPku5G5SPs1+ehcvemmc/96NyFXGy9m0LwrZKaY9WedLs7daKWkTiBrZZ13r1Dnbsq6xek1e8PQ/HPz3doRpRpi5S7hhIsh5spCS5vzh1yYQjlELIaeF2WJNJ+T2ZSgCnjyUCHXIzH1QlfaauIpKAogDf3ngUgjoz+q58Z57v/od3LcRdo3u7tgU1FR2beQ1xPsuQcc+mjy5Mv0990NBBnLrARb8UghOBLE4EpX71fqc+/xM+t5RoK2q98xCVO6Q8xKRpZ+qePHsAAHfNNDl0ADCvqNQWSlq9o8puZeKLUP7+manjM+bifeOhX8Yc+iXfUzOrKTD8Due5HpI6rZ/O34TOt3/jqVXmnbCgpqIgi82D4nUe/PBkPPjNcte25rkhNM9l95uuKQjpqjTAyickz3p5lud15wBy2XmI1/rbR/TbN8x2WhEBzrVuqHVyT0IUgcm0+TgAZO8ZpkxjIZMZ6DewXnX/j90BT9+YYOnFmEl3VL5JR2vfFJm6BiwSFw31VDSMB79ZbhtyeWHHeWjXJAtnDGqHW47rAVUBlm+twOQVO1BWE0eL3BDKrLqrdk28Bk2D0C9DBU4hM9F+yIiULUL7MvjJZuZzwIwn3a8bMe9CVM9MHYE3Fp+bvBplNXEkjCQ+mrvR3l4bN/AXq98V0TbTQVUUW+GL6rPIWZlTVIK3Z63HP8ZZTitfn0LZgJzmQLMD2PiI1/g4bhS5b6hM3W5G5tJlEvjrG8hyR7k7WrVYh1y2e8cgQOaM92yVh3VWPcdNI7rj6xuPsqlAFx/eGaP7tfa8Z2t5BFe+Mw/DHp+CTaU1yAuxOYAc/5/WMAe/MhKHaZqI69nAqonArpVcj0KZUxe2nDofQ+Gtk4Fvbq3Tb96jSCZYIInuWUWzmhFzvy1WJTd2U2VxTniYiY8IzAKFnDqf6HzcSGLxpjLkBnWoKjP6Ji/3UfqzUJAdcDtrYOP6k2uGevYNBVTMWluMzrd/Y/clTYttv7nFi6Y87BbMqS9sp24vZOpc9EvBuc0u5OiX9QvIFHFqo6/99Lvn9UzKfWOJpM2MyA3r0FTF97658HUmdRC0gnuPTlyRsm4ToTwWoBEDsUbMe3Cy3m57Cy6nTnLs4nNaQ/lMnUirDGRJstaMPgt4FaVdTp2uokk2+46xXy7Bsi1yx+qRM/rh/tP6YN7YkejfnjlZuqoi6OPUpWJEuUBBo8+vSi9MVlvqdl7pfO3uOtkYENeTTPvUAbvH1tkHkImFVghghaIo39SxpcEfF5FyYMdy4Nu/O1kUPrpRvgFYOYEZqrxTd6wlB5003Pvz1KwGzNSJDS79KD48LXNw52Z4+7LBzuGoCp7600DcOKI7Wue7F7uuLXOxy6KS9G3rbWaaMJKIJgxp3V1pdSyzZuiqCpz7IXtMNXQ0cUXKHKGGusBI7J1i73STTSLqTKynvcDaWiiaExnNwKmrjMTR+fZv7CybzOh/a2aR7cAD7kLvT685HBcO6ei6B3jkWw5/UFORZbWsqBV67niced5IshdLyzgiI1dWH2ln6hrIyNvtCKTd5MvnZe44g9luw7/nScAdm9xqc3UEHyGmDJ1IcV5+/yh0LMy2DYNje7VEs5ygHT0+sW9rjOrbxo70E9buqMKM1bsQSySxbEsFApZzv0ag+cUSJu7/ehmWbeD1r6xj8HXqAv7nvmgGMPfVlL+7UUH0S8q6ZTVlhjzf6DcRkWcrUhlDqiYV0CAXIeozNz/w9TJMWbnTHschXbXHrqz8anT/NhjVpw1CQnAmqKtolR9GdlBzsS8Mw8SLU5mC4+LN5cDgq4EB5/v/DgLV2JkmMO1RJvT19c3AayPTv9cPDT3e6wL+/uQpaQBTtrRFXOrfroDAX5sNxTV48OtlqEwhVnT3yQcCYE4dBdDCAY1ldaz7YsU2ufPQmqPO/y4R7rBR0IEJeclYE7Labx6JqNO3sbGRSOXUyeiX1hrKt6wQsufQw97acMBe72qEukbeCcsJ6XYbqFgiaTvXIvq1K8BFQzuzr7MGckBTENRV/L6rGsu3VsA0TXte8JsfPKDjXv6Vv9AJrV+RMuA7rq0FBSH3h0yd6LDWJVP3B3DqHgLwJwBPoW4tDf6YMOLAvzoCLw4B5rziFJqKE9+H57LoHh+9paiISL/kJ6M9SL/0o/icy9XitGuahRa5cpnXdkJvq3ZNsvD6JYfiz0M6uRYPQm3cQM+xE/HIBLd89o6KCAY9MAl/+2RRRr/DrtmhnmdUU/fdWODxrsDGufL3+eGBQuDV4XV7T0MgXQQsWsVkwwEmHtKkIzMod1qUjQwmo+0VbmOTrnmEc7we/Ga5yyB8ZTqr97x+eDf0a1+AB0/vh2Hd5RQFKuQvyAogbGXqxOJ9wzLK7KJ/ns5EY4Ay0hT0kBkTtpHXQJHDhhLryCRTp6huwz8Z9xoPdcQErp8Z1Ufx9EtFYYYHZdkAoIWlqPb1DUfi2xuPgm5F7nNCbuN0yWZnkVy7s9r+/HKBQpRIJvHmz0UoNzmjh343//sosxXO38/ol9SnzprPqKE6n6mL1/o4dXX/jdQOS5ZxWbOjEu/MWu96nc/ATb/NO4e9cP5ByApq3kyddd2X3T8KH145xN4eM5L2tU4mTeCkx4AxL7k/lM4BD6oX5c/DvDeATXPlLS0yQgaZ+WQSWPV9/ZVsa0qAb/7mUPkJNDcceTNw2ovu1/JaO2M+RTb2y4Wb0/YcBNyHfuU78/DaT7/7ZnQAhz0xb32J3coiK6AxKm7cQNxI4qp35AZ80xxn7k2pctuiB2u3wweYCR6qm3B9xl0GPDugbhkesa1TfcFn6tIJpSRizlqU52Ur2NDD0kxd2BpTNCeWVscwf32pa+zmhXUoimIrWdqHImTawgHHNKcAmq4pCGgsaHPiszPw3uz16Dl2IrZXRFLW2bnQ4bD0+/DrV4wL2onql8C+qzBeSeNMwp5JZy/Qb6qLCvU+hLROndW+YCWApPX4ZwCzU7/rDwxR9azailjLJjQjJjh1liEk0i95pKLw1BFk8J3UrzWa5wZ9M3XbyyPoVJiNVy86BLef2AuqquDTaw/H1ze4e2PlhnTP8yFdCvHA6X3tKBaPUstY4Kl+gBMxnLA4wyabTToAV0wGRlt0RTIeydkpW5/Z5/DYmqFDSUgmM48gL/8aqJIURPtNNlf8CDTp5G76ShFFPgKaQaZOpG5QhI+vsQKA/85xXxMAOIpz5BQfmhFlhvKzdC/9UtiHxFqkmTr6fHLqoimcuoaiX+5uBNKPHrZrNTDpXvf1NeJug7cBnBo+o7qzMoolm8txw4eOmhdly/OzHAek0KrX6NAsGwe2dRaxMNccNz+s4wtOPn0pp5pZJjh1FCj6e/xq1La16Hz0u9sMdHakQEwoLzX90g+PHgBM/Rfri9aYmRtqaUBZNfod/Lwcr3HfS4db4hj1uMakZicG3BJGEiOf8vayClnGYJfmOWjf1DE8nztvEG4e2cOzH4GnVfP0+riRtB19X/GVs950gjAhi5FBxj+fjSZKW13nVkImQim/vAR8cDbLRNQH390FzH0NWCmIMxFTYMB5TvuQo24F+p/L1m26B1OUR9z034W45r30MvAGZyhTLZ2szlVVgB9uORoh6/pc/vY8fLeUrZlZXKbuoAcmYYNPL7pcLnhTlUIJGdmF7FrKmniLYiniOrbia2u/1EJsNqqLgQeaA7NfSr9vOsS578yIfkm0agU49m7gdMkxBDinrr3DWKExRSUnF70xB2e+NNO1/tHc2zKffU9JdQzPT17tqa/j51/K1OWEdDv4AgDjFrAazE2ltW4xlhRtpDxZZil8HDWbfskd6/QnMvi8vYAtCxx1YgCu35RubqgpAc7/mCma7odI69QpinIZWBuC16xNHfFHaUNQH4jGSaU1CcoMxki5O/MWtJwRv35kQINm6oiacUKf1gjpmjRTVxVNoDpm4LzBHXHcga3QyqJYHtypKfq2c1MqRccth3PywrrXqSODMFt4H/XPKkinysWj/SEOJUrMeDSGYMqjnYEXDgVWT3LL4oqI1wIfXQC8e7r3NT+nru0g9tt44RTKyvG/zcepm72u2FZU88qfJ3Hte/Mx6pkZru0yuk8HiZCCiGN6MSP3hD6tbadOpF9SRNjO1PHHTYEN20iUZOpE466hqLJi4GXHCuC9MzPvu0VjXzQeXhsJ/PwMUMH1lUom3AZvA9Qp8E5dcXUMp7/wM+Zw4gj3ncoy2Qd1cjIrYsaGkMUZFbxzALD6OgDo2Czb0waFAkXb0Qw7ev2ZbaT7mg8EkEy4FmRzmhFjfd+mP5E++huvZVL6Ux8BJt3DavcaA8kkc9iC2U4xPfWw4q/5Gq51TNdjWXPybsexPnV1RMKK4Iv0qh2CQuJZB7cHADS16nVo7h13zVA8PKYfTh3QFjeN7G7vL9IvzxvstFrgDcqkCQSt4MszP6yWH6QecoxcynCQU8cHLqg1STxD414E3Repxvt6q8dXfQM9Oy3WCJ+JiUeAL65hj/n1d8TdwBn/sb6v4eiXRtK0Sw9IzKSYq3drbjFlRvRuhW4tc6FrzriizG04wOqvIvFkyrY12UHn94gCHy6QMNDmBZIDFlWafc59pkGNctZyAYs+yGz/VODba4jzyvy3nceRcndNHQAMuxUYKKEa62GWQr9qKnDhOHszjSm6ZostdgM5eYBTnpAfdmybJyetwj+/Wur6Cn4MkrPdOj/sCr7UWNcrqKku282vBZGNjt7aWRd8xZslzJgpD6b+LBl2R0inuphl/MVrKVszStfD6WXLnY909mC8mimeNu1U/+Pci8iEfnkjgCEAKgDANM1VAFrtyYParyE6b9RAWjah1Za5FwEyaD+9HFj6ufzzG1AohTImQU1FKKC6MnXjF23BwPu/R997WY8qkS4gg+i48RHfrKD3uMkgFJ1BquEryKont9nj1DWCYEq0nEkAv39W6roRilZulzQh9nPqVNUtJgI4xsVxDzjbtABmrt3lonJE4gbOfWU2rnqXqeFVSBoVT8iAEvTXkd3RViJ2AwArHxyFo3swI/3IboVY9/BJOKRzM6emTqBf3vIxi9RTBiBlTZ1Iv3z7FNZPBuCcu91w6nhnShy7E//BDHQyFFMhmeQUbg12bNWWoiUJHfEKl0bcHeGuZ5bw7ZlFdl+jLWW19qK/qzJqOwQA8MYlh+Bgy5nr1To9zZMfkyIVk6TQa2IJLNpYho1cFoCv4YsmrWsoM/KsDFfcSCKpBdj8+NmVTPV1+1Lv/jyqdrifN5YwQ6SMGQfZzb2CCvxv/N6qQznhEeDCz9hvvXCcb9PpVCDjLCIE3Pj2A+ce2gGPn8Vax5JSHgXKDuncDOcf1tHzuXw/K1UB/nSodx8CT+2StkDRgm6BI8CZc3kDjoJd6QQafJHBeC+zHIJwE/99UoHmZ37NcAXOfNYkM32mTsSUlTscsSgBNUIgjBcxadeEzZc0/clok6ymTnONTRlyuHFOn/Pu7PV2HaUNUj7d8qs3sCwa6X7XJ1NjnsZSQwSw+ezg3NfcxzD/Tefx84dYzcczEBujrHzbQW5BFQvUG5BilruqnLFKNtFNI7q73vOF0Eied+pIXbqV4NRR7awJ08OGSeXI49IJjPlTV5B9sjtlCtsWAw+2BBZ+WL/3v34cq82tcJ8v6RqjKJDSL0Vq9f8YMpmBIqZp2nelojRAKOp/GR6etjWpyAZCbam8pg4Aln7B/vONL89+q0E73JPBENBUhIVM3Y0f/urqo9KrdXp+cThVpi7gvW2Ifilm6sjxCKSiEaSCqrkFaBpbBTMVZzvVwpbyfcJ9Rdkjru/R3E3VOP/VX/DOrCJURRN4/LsVmLWOORKkXCdrVEyQSZpPvfUYHNurJS478gDPa1/fcCR+uGUYQrpmB/fCAc1umEzX/JXp61AkKcInWolL6j0o0C9DAv3y9+nA1oXsfJBVs+AdllWrDyb/03lMY7R4LfDfC5ztmWTq+HFvxFhm7vEuQPlmZzsv2pOMC5m6+i2U945fitNe+BkAsHxrJY7oWggAWC8Yc1kBZyxmEqDhM3Vi3RzhxL5tAABrOFEd/v6KGuTU8fe1tc2a12au3oHF26IsG1JtUZK/vjk1pbJaoC43Vl1HuUVJzi4EClhmDL1GW8cgMSr00G7P1zRH18adc2iaJn7b5DhGrQvCNh260Mri5IRSG8QtuHtARqWec9cI3HIco2vy1//KtyWtEnjhGHJcac6VBTMjPv2x0iET9Uv6vvoGemgc8o4c7xj4OW2t+7H/bfpn/FWXvjkXH83bKBUKq40Z2FTqjGG+UXX3Vu6gjKy/YFZQQ1BTXYJXgw9ohul/H46rhnWxt/H3CTl1d3+xBI9NXIm+936Hn6gJPQXeohXs8TU/AaMeZdvEa+yXqePPY/FaYPUP8v3oGjSEqcln6qY+DMx+Ub5f9Q5LBCn93JgO5GCR/cL3HexUyAL3h3UpxIFt/G0q3tk+shub0w9sky9Vn44mkp6aOnGdd0FRvPVi538MXG9Rg2VjVs9y5nE+ANlmgHffVNhkzR+/T6vb+wglVusNMTvMj/csaw5yKZ9yY0wmukbodhxwaSMxP/YQMrGaf1YU5TYAYUVRhgP4CMDXe/aw9kNsnAtsW+I1zuyBkGD1Bq36Oa9FytyLBF9sTwYg3zS8z5gGOdTiqihWba+06Ze6piAcUFMqKPXMJLofEJ0657nMqSMZ9LKaODZwks40KaakEKQDn62L7EP96viFrWwjMPVRx4C1BSUkkz1fF9iiF9Cyt2eX9aVsMt5eEcWC9aV4YcpaXPomE4lpmccWZZG7zwunXH10F9x5Ui8AwJkHtcfqh05E5+Y5eOOSQ110EULfdgXo1pKdZ1p4+OtM98PkFTvsTCG/2NjOPB81DAj0Sz5Tt5KbbH+f7jbu6quQOPM55zGd/08vZ3Uguyy6WSZOHX9d47XAnNec4ybwCw+fqesxCjj44jofOl8fGUsksbmsFgM6NIGmKnhuspsqxwdOMsmA89dRVHMjkHHI0z5v/8ypYyjJtgIBPUZx77IWV+v+/T55CFaXmVYdmnX+N81hfTt545B/XLOXWpu+fzb7H8xhtVU3LAC6HM22yVR2Ren7eiBuXeOvf9uK92azOeCdWevtPqF/HtIJ5w12smxEzQsHUi/tWUENU289BgDsDC6Plnlhmyq2npubF2yQCGVoQYdlks3mAfu+l9VR1YcOn4gBFVaAZOkX/oZZJhTNVKB7kA8EUiAurw2Q307+vgNPBW78Feh5Yp2/UszCAsC/JqzAkY9OsZ/zTnx3S52UgmKj+npFPcIBDaGA6nLI80I6OhZmu2rfeadu2qqdmL3OYRNURROOaqbt1FWyoGnrfk4LJvEaZ0K/fP4g4P0z5fvFrWvbEJk6keqbai43oqnFxo66Fchr6/92ixlB15OcOpofnztvELq2cILN63a568RpPALuQMvNx/XAjNuGo3PzHI+NBbC5n5w6qlNP1Z4KgBMs7XkSU9LucQLQvBuzPWTnKJDltmUBxlioa3sReu/utiVJ1bKAbL+EUE8ZjwCPdQEqNrGxLMMRNwGd0tBT93Fk4tTdBqASwAoANwGYDOCuPXlQ+yVeHwm8fIQkasWlrDXdS7PiM3X8hEKUoj3QCHH0cz/h+Ken2wZDUFM9NXX5HHXy46uHOvVPKSBGkXjjUebUETaV1mLY484CRnQ9kVJQJ/ATk0yxa0/Db/HgM3XP9GPRw4daM0rA51ez7RJKhyvieN0vbkllywEqt269JtkB1MTck7qqKli4sQz3fbXMtX3aKifr0SovjKuGdUXRv0bjyXMG1ClTeuVRXfDhlUMwsrfDzOYpfGRrFXNUFDu6yNPSgj70y12rgQ//5Oz3/pkN36+KFopdFvWIIn5+zc9d7+XGfSLCFg4AgM+4MeLWoqMA5/1XriCYBryDTHUbhTlBac8i3qlTFAXnH9YRz5470LMfoW2TLFxwWEe8d/lh0uDKX47pamd7+L5MvBG5K9ge+Md6ee+93qdg8xWL8b4xElVmmJ1jVzS1Rsh+cvOmrAccYdl44PHu3sx2Q8AWfBnAKNG86ADR7HmIlOl6gAJvlZEExn6xBKZpYro1ZpvnBnHfqX3sOmcAaGHRLxW/+45Dp8JsPHBaH7x84cHS1wMZ9qRk9Etq8cBl6nauAl463Lt/fZgTUx92Hs9/E/j1fZ8dM3DqSn4HyjfJXyNncRYn8E1z9omPpc68Nuvi/1oKVEUTnvYT1IhcxMjerWyRDaql69U6H/+06mUJYV3FxhL3GkRrMO/I5XA1db9uKMO5r7g18OyWN3R9Y1WOs0VUxXRCKYRM6ZfEyqivU7d4HPDKcHZccYFql0phOBFNPWZH3A38bbnvyxFBSZocrK3lERzQPAenDmgr3R9gonKdm3vbJACs7pHq2WXBVebUGdBUBe9eztQtpTRpHrSu5rUGBl3obFc1px0Jj0CWM6aoZCGQXffgCd0DuysMZsRZsP7RzsC6ae7jICEjsUdhxWanBMIvOBOQl5jsT/CdtRVFeQsATNM0TNN8yTTNMaZpnm493guNYvYT+GXqqAhXvJn5iUs2ieU0vFO3zYockVJdQFcRFmrq8rjJQxYdkkGzFrzrhnfFonuOd4kw0Gf0ap2HFQ+MwphBPoMKTmYgY5leGQZf6TwW+deNAb9sgiuqaRkgRtQp0AfkTh1h9FOSjey8l1nzZWlNDF/8usWzx4NfL0MqtMqvf2ZBURQM7Vrocv75+4YyCHz9h319eUOJspQi/VLmmLumoQxpbmUb/BciMjZFYY9MjFDeYHFFCH2+i+iXejilobhkczm+txTtnvp+JT7mlGL5ugkSHaLGtiLEutWHx/TDaQP9x6CmKnhoTD8c2b25tNnt1cO6ImzJpj//4xrJJ1h9L7OayH9fTkuUgN3nNQgzQ46yPAAzHv3UQT01PNzxfft3RqXi6xffOR34+TnsNtoMBNodDBRIzluvk73bJL2s6goxi3PAHd9iU2ktsoMaxl9/pCfYlmUZ6ZkE4RRFwZ+HdkazHPk9IwvqSJmuWsCpMQxks79oJbDgbcnOqJ9QSonQkDueJlOXin753EDg6T6stm/lBE7gyGQCPIDbuKf7LUMn/YnvVrpUZ9OhOprI6HoBwGsXH2ITO3TuPSIDQ9dUtMp3Hy8JefCKl2K9rAh77NuZuiqHUURURdGm2d2aOnKs1XqWX3x6OVM/rNiUOovIl2gAAMzdol+S/UT/SYSmKprwlJgAzpo4b+xI/Hgry/hfN7wr/n5CT9/vkGkTRBMGovEkQv1QUpIAACAASURBVLpqB9Kf/5ExNd6ZVYSzX5bUhNPcpApOoh+9WAt46ZeBcN3LBiggt7vtg4wYUGy12Ph+rJCps2yIrQu57abbyZPN4cD/tlMHIHNy+B8dfP3HtEflryUTbACJKnc8b7wBnbqympjdE8c0TXy2YJOkmJYNrICVqSuuiuHbxSzizNN3ZBOJDFRLpauqR7mSDPy4kUQ4oEn71hE+XcCiqFRwvLmsFjNWS1oApAJvIK7/qf6Ka/VFrZ9T57Ow7VrlPJYV+R/1N6DDEODQy72vWUZzZYL9/8+0dZi4dJtnF7+WFYRWBbufWeDBO3W9rfqBKSsckQtpX8Sw4NTRIisTEqlrbKlkHcuOTn9c/vr6n93PSW00E2OE34e/1/yi1kYiZWT4jBd/xsEPTMLJz/+Eq96dj6krd+C5H9fgtk8dYQWKxoZ01a5PbZodxIheLT2fx6vc1RUU/OnRyjGCaHz3TlEXkpRkDKmp742frrRrhmoRtpzcmGNUxKrdxqLYDsIP9ntM4KdnWEZn3RRg0t3+78kU0Ur/SP+RNwO3CuqQDcCykLEVVm6vxNAuhVLhIjLzMw3EpYJMGj0hu6akYAow4y+Ux86VnxMkZk8ygbgOisaoDcrUZaAm+/3drF/s2h/Z82glZ7gaTI21eK3jGGTo1P17yhp8tSjzQGJ1LOHbIkaGEb1bom+7fNzAiW1USyjS1JScEJJk6tI5k7ZTR8ZutJK71pYjn7H6ZYZOHd0fuysKV7md0fR58AE62fqxG42nnUwd+88LxS2V9BmcdPMw/HLnCDTPDdnlEX8/oReuG97N9ztqY95jppq6kK6ip1VvGbQC6vd8uRRzi0q9bAsKloq/lw+G8VA0LlNnzb96uO49Ymmd3B0FTIB9Lznl1buAfznqvbZT9+t7zjYz6a7lLbTOcTdB1K4BKPN7G6lGTbaiKIMURTlI9tdoR7g/gDc4VwjlhpnQLwecz9LBgSwgV+DHN+vCIp+Dr67TIV397nxc8958FFdFsXBjGW75eBHu5OpdAKf4WldZTd3mslr85f0FWLPDnZnIytAg7N+uAIoCT6sDgIlwqApwxkFMYEBGIwCAVVwvJMrkjHnhZ/z59TnSgnJfiINzfSP3HMkoU8fhc+76ZkmcuhH3AJd/Zz9dvrWCM/jYwlyb8DfkFHij/mdbMuiEwpyGderCXDAgbiSxqbQGT05izmt2UENVVGKc25k667206IhOeduD6u7UkTJekc+94CfgsGVB+qCA4ZOp81PaMmJM/dYnK7tgQ5lLHOESqzaSB2XqsoKarSTbJDuA1y851LOvLFKcKYiC9ck1XirdHSf28myjjICMBoqrp+HNXv/B+EVb8NpPLPtSZVr3XW2pQ0ONVftn6jyZAe4+IIMjEQV+uBf48i8pflkdkcqpUxS3qBWQsdrlsi0ViCYMTFm5A+e9Mhsrt1Xig182IGEk5U4U/Nu9nNSvDc49tANuTRHtzxQZ06+1oFNGoIfYOYpV+Y8zGTVdnNsTMeC3T5ygaI4QqHCp2VUD4y5nNKy61NTtWO68H+CydFaQ4dn+wL8PdW+vAx6buAK3fLyQHW6Ktas6atgtDFLhwiGshq1JdhBf33CUqz7rqmFdMLqfu06IMkEECtTyNXXp2DC2M0AObazKudY0N3vYST7nXkZ5lZ0XGt/rpu6eCFLVNjcDBmAK1fS9suDCblCmaT0eN5/9Tun8x6FpTrDO7BixPRDAhG2iCQMhnYmUDerYBPFEEs9yLUhOeV4Yi1b7rA/mbcGUlYKasAyq7g54AO46u0xBc3oqsZJMYMSc46gUAihBSesl02TrLaHHKOD2jcCFnwJDr3e2/49n6toBeNLnbx/tOLiXkCpyzKesZU12FRUY8xJwyzI2Wd6yHBjLDbKcFsAdm4GTHqvTIf26gd3A1VEDSWtiFAcvqWYFddVFlYwbpmtCyjTqO/LAVlj70Ek47kBvx4uOhdlY89BJdhSKj2Lx4OOG0UQSpmnaPZmKJSpfvqDB2dKqNai3jDZ/QJWZ9xOra6aOR5qJZWt5LU58dgYeIDqlFeWtTvoPZxPe1gLdrIL7k/q1xpqHTsyYApQp+Ej/pGXbsW6nM5F3bJaN0mrJuKEsJYnbKAqLEoqy9UYcroY6mUS66drx0ckDLKGL/Hbc2BQW45XfAhNvT/3ZvCO3drLz2K+eMxlnTqTMgc8AP6/Zhfut+siwrqG8lo2NJpax/9X1R+I9q74C8PYlqwvI+c8N6XjxgoPw9Q1H2q/lSlQW+7dnjmrSBKav2omFG7nFNL8tirL6uvavgnW/15Y51z9WlaKmTtI0mEBBM5lwCaFyO/D5NXWXto5VyUWMCOI9yLMFBKzaXomaWAJbympx0nMzcP9Xy/DX/y7ErHXFOOGZ6bjz88WIpDC4m2T502z/dWZ/l7plfRHQMpwPuEzd2pI4i6DXlgIb53gd3TYDvIGtL68DnunvNroWvg98dgWToQfgGZM8xW/HcmDJOOCzq1IrZM5/G7iPC6KQYUn7UpYityWbp40Y+x5yBHz6gPLgnbMXp67FZ1aD6Bi3/ful21z9I4uroqDl9oQ+/t2iHjitr+9rzXKCeOpPbiXCjs2ycXjXQvSzgqy0xvNjltaEgF2fl+fqWUiZOpMc2liVM3/qHP2Sd+T4a8M7ZRS45MeyzAHkX/fLHKUCBYbKNrDgAJ/VXTvFOWYZMrjGfuCz6uW1cVcbiobCEZYg2UVDHXGxikiCZeospz2sa5i1rhhP/+Cwf1Zsq8Qj3y53xPCsTN2u2iTGfi5prySCd+oogBnIqgf90jrvmTSif7AV8O1t/p/j1wZIdg3NpNsGbDPQYQX1PtXZ/j/u1K0xTfNY0zSHS/6ObbQj3B+QKlqRTABrJgPLvmRRI09zcqHAXlXdN6UaSMstN00T57w8C51v/waTl7Nm57SIjHhqKqqibCCX1sTxyASn0JecuoCmuuiWZ740E0Wc4lldqDxqCseAfy1fosD3yLfLbXl2Ah9J3FpWBwolUUQoEzLuMv/i+EzxSHvgU4nogwx+mbpMlBQPuZypMPmAnCNHSp6d15qE/32ybme1S9ACAI7o1hz3n9YHj5zR3+kZ14BQFAVF/xqNJtkBbKuI4KI35tivdSrMljvpXYczJ27Itc42LeDNlBnRumfqaEHhF3kjBhwwTF7vymPrwtSf7SfMIdJ/Bl4ADPkLczB5J4ZDushpNGHggtd+wUorq50V1PCPT1kWnppP92tfgKFdHaeiLvQuEfef1hdL/nkCNFXBSf3auDLxsuAMZXyTpomL3piD04UxHbcsWMpe1JhUr1POZeqq5M4a4J1DZc5fqus14TZg0YfA6u/995EhWiGpwxHQjBNP8cnCllbHcPzT03HPl0tt4aBFm8o8DjIZ3H8/oafdB5LQ1CdT15DIOFMXzLHn25d/3sgydcVrAJjA8LuAfxQBt28A7i1jdKd4DVOKpkzZr++xhtOP8iq4lnH1+zTW22rqI+7vdNFxresfrURK+uWUh9zPSQCJHAsy+rKbu7M4RNnLIFPn54jHuf6NV707H+f8Z5ZdE0fz8r2nHIh/nuo4bs/8aSAePL0vfrlzBH65c0TaMRzUWMNxCqoEdRUfXDkER3Zn1FVa43n65aCObP45vg9jCHVpkYOHx/TDonuPR4u8EGJGEl//tgVHP80JqIj0y0SMc77hPvdzXpGcDO7cygxzfnxnIlIlgij7k+5htZdhLhBDDsmDXoo6e2/DOHUVtXGbPQFk1hs0E5zcvy0W3Xs8Lhzi7jNHNXUAbOdOxH+mr8OC9VbgxLqXdXjbIUihcvRLy2bdajarf6Yuk/clIsCc/zjPXYG9hP9nyCi0ZtJ93/H9CHkHU//fdur+H5nC7+bSw+xm4imZNIl1tKhMfC0VgZ+8Myi2L6uJY04RcyLIuCPEDdNu5g2weisCKdXpqmLz7QFHqCQroOG2UT09IgsNgSO7Ncclh3d2bfvP9HX2d9saFYkk8qxFaEt5HZoMk8HPZ0KWfFbfw3Ww7Ev2v+gnYPID/v20ZJk602RUvnRofwhw3P2+L2+1mpG2EeoS5270pzSIvcZOHdAWPVvn4aKhnevf5D1DyOqCOjbLRmlNzEtLyi4E7il2C92oAUmmLlZ3ag6NPZfKbISN03ROXbpmxn6Rx42z2ecTrVoLMKMoVsmk+yWql09+vzLlVz3xnft1/hzyNMuGyrxqqiLNyAHyfmjN89iC6WcsiFSzanBZpXxLIa5yu0C/TJGp4x1qyhKkahhfxQJfKQWJZEhEnSbMfriRG98+Rjg1b1++tQIxw+lplRDmkmpLVKhFbgi3Hu+mUzZpBKeOr9mj2knpPUXZdAAxU2dOHVGd89uyezxcwPYjytbLRwAvDvF+Fl1n22GIMAdQBJ/hofuBnxNkGSAxe2tn6gz383CBO2BkO3Xps5+yue7dWUVSsSEywqlBeE5Qd621pw9qhwuHdEKr/HBGND1FUfDLHSPw+V+OcG2nU0JOOj+Wj+nZEgvvOQ5Du7AAkAIFiqKgICuAoKYimkhi4pJtqE5y95unpi7mDl7x534Cl2kpsDKAfIZclunhHb360PT4ubi21B2ISURTq2HvFv0y6bmmhC+uO0L2lnqhICvgWbMrInE7ExvW/e012w6wnLpc1CLG19r/yUdVls/UlW3ATrMAE1dXw0jUUyglabAG5L997N2ndL38GvEBcTE77DpWydyYTPizpAIcXbMBFIv3NlI5df9otKPY3+GXgqZCUj7CR/se9Tf2Px0FKAOnbhvntBVKlMz8mgeTUEpQVxGW0LNOHdAWfznGv2h3d9Ash8lx+xknJI0fTRjItbIBW8vq4dTxE3omNS5+joI4gbx9KjDjCXf/OB41kklpwTvAT0+nP4Y0TVdLqtnkRI2GyXhMZBijGTu6N547b1D9m7vXEbI+TIW5IRhJ0+mB1tIq6lcUrzGsat5MXSJWd/VLQ+bUWWIlMmo0j3AK2h3gRAHFwuutv7G+gvR+NeD+LMnn+o3X8w9jNTWvznArAVImHti9jFx9IHP2KFO31ScIkzDcY8zO1AHsfOS1YaI2hk92LlWmjkCOmwxk3NdFjts0nQDAboLOi5E0ceZLswAwujzfMxJwlGJDAdXTLsZP5bQhQf3QAGDcNUNxeNdCdC6U1KsATBodQDNFqDsUBU7SRcLt7BkFShW5mqLLqbPuhyRHyZa9R9xGDkNS4tTxICp4BgafSHEHgMcmrpQ6dcSm2VjK7oesoLZbta8Aq9MSHW8K+qjW3CCO2SbZQTu7d8kRne3tQV1F3DAR1FREwLOHqKaOE0rhA9fjbwS2L5UcnXVcrkydJCDOj+doPTJ1iQhQ4PRudFOmTTa3EPj9gHpn6kzTRCRh2O0mdlrUy6uGdcHVR3dJ2dKpPiCnjuy9mWuLU2bqSECl1Gp9g3asjckys5M7+Nb7ZCBXoAB3GOJ26iq3YbvZFAloiMXr2JqAAnDJBPDFNcBnV3r3ebY/8KS3D6/LqUvG/ZMpfc8ArvjRvc2IOw7lKEHMsMOhQCfL6W7k9XNPwNeqM02zjtyUPzB+uFe+naKSfC86ikLltXI/90MGNxnf/LdpjtdJKvGpRauwhBYCmurK1BG0TGsqdgNShTzAzs4VV8XszNTK7VW46/PFnh5sUpDBz5/7L6/zL94X3yfC0+zSkG8HWFZHlqmTZWV5XPgZ0O/stHTb6qgT3b/srbnYcsyTqM3tiCi38F44pCO+uv5Iz3sfP6s/rjiqfv2UGhK0ANnGzqUTgOu8YiAALPql4CBUbnGrVWZC56B9NIF6oYXYd6TK1KUz5olGfeq/gWv444oDBe2daKCqO728fD43nnCPiZtGdMfjZ/XHw2P6Sb+aajd21yCsD2S1es2tei6/Brg2/dJ6Xg3O0NeCTBxq0QfAYi6K66JYRuFy4mXXLSJpcP3VX9l2mnProsJI39EAkVyiHa/Y5m2VwYtdkBBOSNc89W2NkalTVUafLvrXaOSEdLTIC/kKt2DE3fjSOBwTjMEw+UBaSHCQ0gUpyYineVVR5GPbbmJssmbkBMoQZuKwU/bfk6kTAi2UNcggwBqVKAxXxxJYuNEb5CNK5o+WInB2UGNz+hEH4NNrG64BMjlxJEwly673b98E6x4+CYd2duamoKYilmA1+VHwmTpqaWDNo2I2LVrO+hOWFrm303nkx51s7NaXfhmrYcyZRARoytETQwJl+of7nMfH3gUcdLHzvJ5OXcxIwjQdATgKzB3TswXuOFHioOwmwgENv959HL67eZhrGwBX7frXNxyJRfcej0+s++nbxVuZPdhpKH47dw4+Mo5x1XsCAK6aChx2jfP84vFupy5ei2qEYUBDAHXsU2dkSL8UmTmAcN/4OHWnvQh0PhJoz/feVICZzwGb5rGnh0lEBy/9FrivAXQX9gH8P/2yIfDbR87j9pzynB5iN57M8BejIbsBPrLfuZAtPHzNBc/tBpz+NpW2U6dIjTOtEaIWfjYCZedmrnUKpT+cswHv/7IBb8/0yY7xOPA0oO+ZwIh7ge4nONuJPul7QD6TDe987+Kky2WLUrhATsdr2tm7jRbI7EKg2wjgTK424cTHgcu8sRVyapdsLsePK3bgxsVdMG3UJCS54dy9ZZ40Yrc70vYNCaKK2AtKVhOgRQ/5ziL9UtZLKBMBGllNXbyWUerS0S/T1e9VbGUZ1tyW3h44ua0cCeVErTtQo4cQTRi4+t15dj86UxCFuProLjj7kA5Ih/evOCztPg0NWWawuRU9rpFkLYA09Eu+kTVfjyPWULkc8yjLDLzOjXOZMNL8N4Gfn3Uo05kU6/PfAdSpj5XMwAf8g2wAMLq/49TRvB4OqI2WVU8FXVXdWdYrpwBXzwAARAP5uCl+PbahEEneqRMdpH5npf4SO3tG862PU0eO2KrvgIXveV+vSxaW9iWjURTDsZ269HVRMsn5pAlc81562j05X/ecciAO7pSZcmomuOzIA3DqgLYYM4gJHolZX4JYDx/UVcQSSUTiSSSgIwkraCQ2H5cFUABg7uvu57FKNvZE+qVpAhP+Afz4oLPNfk+G9MtIOfBwG6elVBMuAyfWwfJU0UA20OVo57led6du3c4q/LaJzTfk1JEI2J5cb5vmBF1Z15ZWMG3xZmfuI6pmfjiAkK5ixupdGP7EVABAdaA5TKheclJ+W6AHN5fqIXdNXbwWaiCMODSoqfpBymBn6urRp04MBsjmBWkbDOsHrvyWzd//A9m4VEi7UiiK4gklK4rS8B2x91eIja0HXgB0Poo91rPYJCaKoQBIhr21NPUFz+OniTmRNG2qTJmVcidaxgHNmePn6lMny9Q1sBqiDGIdCYEmq7U7vZG6kuqoLbUcsxQyXZ9pJGHo2cBZbwD5bdzKoX5CJdWW8+jbY4ebhDb+wm2XGGjBXLkjT5Fevl6OqD5ZkkX8sKuAjl5Dneh2dN2Duupq6g0wQ1DWZ2ofsA0BOIaFtFedCE13rtvBlwIDz7NfWpjsgsrcLplFdG36JbfQRipYNkELsMV+/A1yCm46mnTFZkZBUzVWQzR8rPNabksWPQRYgXefMc5rehhzfi/Bd0u3499TmMqeKEzEP39T0q4AYIt3n7Z1rBHbQyBasF9GncYuZemrefqlFrCpfC6I9EveqTNiwKqJrH6REPUxNBMRxyHIRLTIfl/dGlADQM+xEzFpmZcG6qfiO3Z0bwzv6Qg4XPPefABMmp4Puo3u18aVUWksBHXF3e+q3UFAm/74fVc1eo6daG9OBvhMneAgiS0hxLH22ZXAoo8cg01R5XMybdvlU39aWgS8fYojWJXKOaCAjR/9srbEqrtNb6DLeoH6KT2L6N++fkq46ZAT0vHceYNsteNMEdAUxIykvbbEVWvMiTV1fmNt5nPsf5djmGAOwMZfNddzNhln5/2Xl53+ock0mbpk0itEtnUR+79kHPvPK8+KmToeehgodPr91af5+LFPTsPZLzMadX4WOzdEc9zT7Al+jW/TxMv64OcNGmoULBKDTkW7qh3mlJixVHXXvBlBEAZUqDAyq22PVgK//MepT61L0IXgqqmLO59x0hOOQBXPzDrwNO9nZECf/21TGXZWNrxyaWMhExNvrqIodkWzoihnAkhRhe5AUZQiRVEWK4qyUFGUeda2ZoqiTFIUZbX1v+G8m8bG9mXAU0JqXVGc+qD8toyKwGeHWjMK1cVvW5G7gvQR+HSgmqWQriJu0dmi8SQKrLoLMiIOt9TwOttOnUO/zJNQMhrDqfPTGaFM3bqdVdBVBe24ov1XZ/yO7ndNwJLN5egxdgIeF4Qjut01AaOfm+Fs4CdqWXR+0UfA412AxePktRiA26gsXivfbn9fwKcA3PrsA093MrpEyzv8Bvn3SkDOOBkQQV21RRUIIV2TZurq2hdnT+CYni3sxUaWzdhcVotzXp5lN9SGytEvB5zr6lnVUilDTM91MjPblzmRddNkhsIOq1eRmKlLGo46Gi1iC96RH3Q8hVEYrWLZ+qYHONu6c7V1LXs7zkAywZy+nqPZcy1kZ7SoHqcmZtgy5IA7G9ZUUjMLMFELWQT+h1uGYeqtx/gf+x5AszSZOqKdUS1HVBXolyc87B0PYp86PQj8dTH3mjBX+RmayYRjxNfJqaMG1HUbP9NWeZVMS6rkTl3XlrnICmp49Ew3zbZD02xXpu6FCw5q8BqdTKCrqreJMYCV29zn2pWpSycsIwoibPsN+Pwqp/2IL/3SurdobIuY/QIL0vz6Lnvul03iPytW7Ygm8agpyYh6CXhr6vq2S1OLa+GtSw/dI4JkfhjcuRluPDZ1vXyLvBCWb620M8sxxZrDNMGpS9cuKL+948wnIu7ecUYCqBbGiMG1IZA545P/CTx2AFNFJVDbCVob+Pr5VCJXeshhUQAZ0y8/+GUDHpu4Aqu3uynUIv2yLsrh9QGfXW1tre1HdXdyLnyrKjGAztd5rt5eiWOemIqXplm2jejc8vTLRC1qzRDipnUf8OMzXutNdADA7JeZaA71CxbH9PZlwIJ35Q4ibfOjX7Y/xKmT5zN157zjpVRmkIk99d8/4yTeftzPkIlTdz6A5xVFeVxRlPcBXAmgLi0NhpumOdA0zUOs57cDmGyaZncAk63n+yekxfgKcPwDwKUTgdZCX5mblwIXf4XR0YcxY/Uu4NqZjL8sw02L2F8GoIaU+VkBxI0kjKSJmJG0KZibSmrQPDdoG9I0+CsjcagKc95G9W2Nv47s7vpcfR/I1O2ojCI/KyA1WGevY9m1F6eu9bzmqlfho+syQ464/ztX+keQ+OghXy8ny9T5UfnIYVR1R2Wq35lM6vvgi737+4Aip2RABDV5pi4kqGD1ap2HQR33bgylV+s8vHXpYM6p817/l6auwZyiEoxfZC0Oqu4Y1aruWnhboRRqohZYNwX49X3gpaHAy1adQeU2Rul50cp2UtQ3EAZmPAUs/oQ9D+XJZZB5xGrYvTHpHva5PKY+whyFQk7OXuWCJAcM4xxJ6z7imjXT4hpJGFi8qRw7KqNoK4m6Av7S2LKgDAB0a5lnB3EaC+2bZkFTFVemju97SWM+mkhCUQCTUx8zlADWVmpAX4GmV2UZfokYsOp7dj6bdGR90BJRL6UmVW0sjXFZ3YYfvrmF/c8kU9flGCxrdzYAIKh5jTo/+uVAK1OjCzW1+Vm6L2WuMaFrChKGieVbK3DF23NtpoAqnHsjUAf59qi3rhCAM04U1THeLhjHvW5t28EJcvCReWI+VFgsmVSZfJqXS39nc4EqjKXakvStLGhXQf2yc2GOHTxNhSFd/Hsa7gl8fM1Q3CIoqoo4pmdLlFTHsL6YOVYxCJk6RWHjkBzmgy+Vf1DlVicYEq8FFrztvJaMe1VJjYS7tYmIzSyDjU1cDTbND3Rf5HLZfonCsA095G5WnSH98s7PF+PFqWvx/i8bXNtJwIQydbL6xT0FCuI/d+4gexsf2BVLXfi1d4Ol1jnXUlH39Gtz1dRFUGMGYJD7wAewP76IJTrEesps4RrwTp1psnV7/PXyYBx9Pm+7bV/sfIaqO86clH7JIcOg3P90ps40zcUAHgJwDYDhAK43TXN3Gn6dBoBG9dsATt+Nz9q78HMA9BDQaah3cShoD2Q1xVKzM3veqo9XHYzQtLO8BksCWlzzwjpiRtJ+Tj2rtpRH0DIvbEd7m2QHoKkKkqYjcxwOaBgzyF0LlKrnXEPBt6bOmgxLqmPICWnSrKFfJsADPvomc+rIoE9EUhiDnCFWsVW+nf+8VNFlVWNCOTcvZTS9OnK8bSfAytAS/ZIXUwgFNE+d5NE9hUbAjYw3LzkUH13NCraJ7itz6siotbMCvFCKqrsWHE0xUVBtqZnNfJ79L7cW2mKu9hFwIsqlRSzaS81wQ/n+FJLTXmTKWPEaoGgGq8n66q/ufYgKNPxOZxuvYKqF7Oj2jrIqlp2061LCrus5aRlzGCsjCYwd3RtjR7uZAOGAhh6tvAZmboYUrz0JGqPhgAZVcQR9ALexS0Iw0biBgKoioDvHPmP5Rox4chpKFCG6/oVVuL9uKru+FF3XQk5djgiptDUX4a1Lpo562kmcurKaGD5bwC2JF32JKd1YrFLmjPH0y5P6OcYnZWF1bhyfe2gHKIqyT9TUBTQV8WQS941fih+W77BbM4hzczJgBRH8VHz57X60SFmD6hacEyKKmwBAnzO41625g651Kqdu/tvAF39hbTC6DJcHeDJ06mjtHX/9EVhw93G+1+3FCw7CrDuOte+PvZF5TQeyH6qtddbO1PF2jRZ0DPF2B8k/6IgbHUZKIgJU7XSa0htxNx2zfBOba0N5zECXqV/Se3etcbaRU1djOYh8pi6dU8ejjvTLnJD7ulH/3bIaqqlrvOtKNF+e7isrwSDway+tQXYg3+PUaa5gWE0ygDjVm3WikAAAIABJREFUWBbNADZbzDOaJ58dwIKs9oEIgR7ePuLr4Uvcys4AHBuLz9QteMcJyqq6M6eoac53mqCcjImwvyGTmrrXAfwVQH8AlwL4SlGU6zL8fBPA94qizFcU5SprWyvTNLcCgPXfpwvkfoAUhZpTVuzAC9OKPC97+nLVE8c/PQ3PTWZGa23csNoSaJixahf63PsdALh6mbTMD9nR8pyQbg9efmCLC1BjCKX4IS/sTI45QV2aNeSduqvfnef/YfxAXjsZWPiB+3UyEBIRf6EUg9vO10j60i85Z2/bYmD5V46hQRNQQfuM6jRE0MRTy9fURRKuoumm2UGPU9e0EWTQZfj02qF485JDMbxXS/uepMVGlPq+bdwivDWzCAAcpT1Vh13srOqeuhyVz4DysGkg1r1DEeXaMvd+4Xzn8wFHoQtgxkFeG2Y80j0gOvJGlDkZfC0Yfyx6yHYwFq3fhRd+XOPck1rAvp6RmGErRz40ph+uOKqLVKn0xL6OmEYLa3/DLzrSCBhmNcZefN/xWHzf8QBY9oZ35PisXbX1OJJIQtcUl+FRVsyMs9qgUDNGhlzFZvb/DKsprRZg5182bvPaeLdV7XSM0EydOn4/SaT3hg9/xS0fL8KGYsfooPs6KKhWJpOmIysOoHV+Fv59/iD8+3wnus5n6oguLapf7g0ErEwdHdM2S5VYXCYMMuCy3I55NGFg0P3fI6Fy85Cfs2XX1Clc8FTxvs7Pv604ZkzEGuMUuU9VU7drJbDwfTY/ZBfKDUOfliZjXvwZj01cgVlri5msvXXPN88NoVlO0HXdrj7aGcsn9GmNNgVZ+P6vw/CfPx/s+dx9AWIvtGLdGoPW3Db6uRmoNQPp1UG7HOPQcCNlLENOQZlkwp2tfboPsHy8lUHLlV83mn/5e4ccQ2pXwNdypmplJNZ8SuiXs9cV+86vOyujrvOUbzlUu6qivgJ0ewr03To3n6YKzPOlD8/8wGxJO0ATEFqXqJo7U5cMIAFrjfvgHODV4d4vWP6V81icn/mECO+siRk+wLneYlZ/k5WxVXVnEkrTDiqd0y7rM7m/IZM7bgkYhfJ30zS/AzAEgE9IxoMjTNM8CMCJAK5TFGVYujcQFEW5SlGUeYqizNu5c2f6N+wNyBR8rJvr6R9WIWJ4B1TcaBjja9X2Kjw1iUnkR+NJhHUVAV1FJUfD4yebvLBjPOaEdJw3WOjPAm9UuTFq6ghnDGrnykrwEbDckO6TqXN+63dLU/SlEo190akzuMi9r1AKZ8jz9DtZpk4VaupePhL46EJ3pi5DzFyzC2/97I5e0T1EdXQhq6aOp3oU5gRdkzsANNnDTcb9cHCnZhjeyx27IVqIWFP38Twn42EvpHzkXAt4om2Tut7BHvDUDdP0KmLS66KhEMjxzdCWRpKMnhOv4Zxy616s3A48N4gpL3pqEDT3Y+se1GCweguK/CeitgJoNJG0AxWt8v0Xn+uGd8O9pxyIFQ+Mwn2n9AGwdxej1y8+BMvuPwHZQd0Oxmiq4qrz5GuNaHs0biCguXuwPZG8gL2fp0H1PsU59zT2SD1Y1VnEdtl474HJBFdWTeBqQzJUv+SDABKjgahLSS5gR9dUnFMrInEYSRPNLTGZgKbg5P5tcXL/tvY+/LAlx5jqKs89dPdrsOsLXVWRSJp2zaRdayW04Ii0PojVlR9zh2v79vIoSmvi7nXRz6lzZeqs61XQnmXOtZAzl/LGYr7EiU9EGF2veI33NRHJOAuyiesF4AQVBPy6oQwvTl2L816djU/mbbLZE5R54+dg6hU2sncrez3r3DwHJ/SR3Kf7AESnbrNu3XvW3LZ0SwWK47rDVEiVzaT+hIsspXA6n5vmymuwVJ05ibL7g4Is/PgV9+MDf2Kmjh/DJIrTxGqBIKwt01btxLmvzMbrPzm97fg2TCXVMbQpcAI9lKnbWh5BYU6oUfuGUj1fJjBN0yVSttKqDbQDSn70S9MEErWoNoMO/ZIHH/Tie/iKWgV+104sbQAcum75ZrgCOxWWrcA7nOnoleLvEiDSp/dHZEK/fNrk0kumaZabpnl5Jh9umuYW6/8OAJ8DGAxgu6IobQDA+u+tJGfvecU0zUNM0zykRYu9SxvzRYpeGwFNld70MnWs3UUkbiAc0BASjHgxDU/OQG5Iw1XDvBkAT6auEZ26q47ughG9nTYPOZwUMJ9Z5JEx/TLdxGpTdKr9hVLIgQ/mugu7fWvqJA4/RZrS8b45nP/aL7jvq2WubXxNEgBkBXRURt2ZusJcxyge0L4AJ/ZtjZMHtMW+glQ1dYQJS7ayHmw8jU71Gl3zmp8GDLmOUXcIn10JTCaVUWv6Ivqlx6kL+zp1N3y0GAu2xpCM1TifQ9dvxVcsMrxzhZfWITrulpFRjhy0zA87imyxKjurEzOStvMT1v0d/6Cu4tIjDkA4oGFIl2ZoUxDG6QJ1ujER0FSPdLeqKK5ry49VonNFE0kENMWVzdiZYIuyq9Y2v71jOJatZ2II5OhTlHc7J5pASCdukWmfOl7Mo6C952W6fnxtmZ2pE5w6ol5mBa1GwZJIPp8UOKKbQ89f/dCJvr0KGwN0nQy7zyAJ3rjnTEPLBv4yCxjMGgt/v3QbOt/+DX7bzJxjvvWKTa/rKPRls5uQJ9n8rGhsHh90AXPWZU6drLF5pBx49Vjgq5sy+5FqQO7UiXVf8LJuNpTU2EYhCWTwWehDOzfDA6f1wZPnDMjsWPYyRNXObarlfHIZk1ozBNRYytGpxhtl6uZYGXYaKxNvZ1R4EVrQ69RFKoDXRjK2DeCM3zdHA2uFZtO88S4KpfD2AGXqrpgMnPiYZ3xvtAI21PstbiTxwRynjq4mZrjWXXKsDC740VjIq4NTF00kpWvvN4stFpKYqdOCrJ7Zat9VYWYjDsk44YOb/LUTg+X8uOXnV1lN3Q/3sXmgbAMTHxSh6g4LJ1VWFnC3upBAFDraH5EJ/bK7oijjFEVZpijKOvrL4H05iqLk0WMAx4Nl/cYDIFWIiwGkaRy2D0OW1bGiQLqqwIDXMIvsgZum1nLqArrbeeEjN0FdtVPxOUHdpm3xEA2MxnDqyOgJChF7PuuUG9I9WScAGDffXdp57Xvzcd0H6fsBeRTXyGGLVaXI1FmTkLhASOmXOscD5yJSVOslMxrqALE5ta6xrEhuSEfXFmxhJSN78X3HY9y1h+OlCw92LT57G5k4dUs2V+DFKWvdFFVBKAWw2iLktnQ75Is/ceor7B2tRUZ06mSKdxYMqJi5sRZmrNq5N8ip4+8FMUIoZnQ6HY5vOvwN98YvYYYeGUCxKlfz16poAuGAmnE9a2FuCLPuGCHNvO9NiIdPrALAydQlkiZ0VUWQc2DpfjCSJsugAiyabhpsrG2YBXQY7HxwKscsVdQ2lO8em6lAwYBzPwBa9vK8TAyIOOeI0jaRbU/ZLcMKsHWVyMyT0zSyd0sc3cMJaAa0zO+LPYGAQJkmerQ4hkWq2te/MUPxpv8uBAAk+aAWGXFHCHWqFLFPJtgfP2fykXl+/lVVYOwOd9Csuo4sH83HqZME+0RxKk1VbKOQ5jdyhAOaghZ5Ifx5aGdPBmxfRYdmbsO+xBIqL6mO4eFvlwMAahBy6OoilZGH6HC3GZj6y7UgG/c7VzqDaPN8tzgKjV9SVOTBG+/i9XQFAqx5P7cFa0otBIAp+64oCj6dvwnvzlqPsV8ssV+vjCRcqqUFXH9gPrDaGGiaU1enTm7rVEcTLnZM59u/wcytgFm9w65Dn5/s4U1aLPqvO7jJT378+Gku9KOt5FhWUx5i/09/CRj1qLO9fAMLHuQ0B4692/1+VXcCDemcumYHpHz5D5GpA/AmgJcAJMCEUt4B8G4G72sF4CdFURYBmAPgG9M0JwL4F4DjFEVZDeA46/n+CX5y6HkS61HXlxVr65qCBH96z2FS6ZFM+nLVEbFEEiHd26CWF08I6SquH94NJ/VrjYM6NUVAU3H10V3wj1GOkbI3MnVPnTMAYwa1Q4dm2WidH8ZZB7fH+Yd1RHNuQmzbJJzRsUxYsg3f/ObtCQiA9YYbdht7LEow8/RL35YGlpMm9jASM3V6FluQyFHke9pRtDcF/TISN7C9Qm5svj2zCGt3VrmMR4AZkES/nHDTMMy83RGnzQsH9gmRBRHkdN744a8p60y3lNUKBp3uEReKJpJyqp0IH9GEp6es96VlGKaKGjMEDUmOMmLdi3x2T1RNEw0JRcGc5megAjlYsKEUW9sex7b3PtVVVzh/fekel8FuDIjjddKy7baxz2ftdE2RiokYSRO4YR5w5utOVjNeywwAfmFO1T8wVVF8bsvM6Ze0n6yXJBwnhy+yl20DgGKrncF9p/bBRUM7YVRf731LhmTWHmxcXB9QYM12YhNypy4pjGdycJwMH3d/01wsjj8SvjANiVPH9cxKJoB+ZzO1aYBdcz5AUyUlAvnDL1N35uueTU9+v8r1XFMVRBIGQlwAlc5Zn7YF+6QYSjoM5VQ5y1mMHh9uaoZXprO4fgTcuQ7lAndJ6HOAu7XFoAvdDb8Jh1zOlIIBoHk3oPsJwA6uRQ1lBAl+43f4WOaUHPU35gCQk1/HdiSAc89+On8T/vbJIrw5010KUVYbc83XvMM+sMOe6TvoB17t+v7T+vj2NAVYdl0ct5cc3hkAUFYb9zi3P25WoSQitqroQrMr4qZwP39+tXvO5QPk/GPq40yQqcgrmqBLsARIxlEcUfC2fhbQY5Tzmqqz1mGA7xxtw4dGTfhDZOoAZJmmORmAYprmetM070MGLQ1M01xnmuYA66+PaZoPWduLTdMcYZpmd+t/SbrP2mfBO3XnfQic/qJ9U+uq6mTqQgW23HJ9IgFlNTGX4cs/LquJIW6Y0FTFo3QU0FR7QQ3pKgYf0AwvXnCwXc9xx4m9ce0xjgy7aIg1RkuDk/u3xdN/GoiApkJTFTxx9gA8PKafa4I6tlereh3LhMWcg3fETcCxd7GFQ4zukwOWiAI1QhZP3Eco/vfUVea1ctfU8Q6klSF6aXoR1uyQ15Lc/NFCHPbwZBdvH2DRsnvHL8UFr/6ChFCXaSRNRr8MM+nztk1S88b3BfCL3wF3fItk0vSIpgBWJpejX26sNPDc6uYwz3gNALA82RHRuMGM9FRIGlzzVPf1H7+s1Es3sZCAhlpYCxUZF2Qk8IXbosEgcdwpszFhyTYMfW0z66HT7iCX4b9wYxlKayTZ3/0MREXkbQPZ3Jcb0hHSVNzQ8i3gekfsyEiaQH5b3LqiO75cSg2kq5jIAq+kZqSQnk7l1IUL0tMvd64Ctix0xrKP3DnR2vlxGbUpte6xSgGbQR2b4v7T+nrajgCOIbkPaKO4QFknuo42DVy4ro9NdPcNFZ32KD/MiTYljj/KsCUTbOzyjpbCZeqSCRbQ6TTU/br4OZlC1Zyxy2cUmnhrGUnQyX6rwpg4fOaGAmrtmu77c7IMfNb1V20AcM67eDrhtBupNbkxpmf51yzxmbqspl5l2qxmwMlPcUqnvYFmVokIBUNFp85P6IiyNSPuAYbd6mSD2zpiRLjgU+CER+Tv50BBeGJTiO07ymriruvdZC86dTwuGtrZU8d+3mDnHo4lkq6aOgA4sC3LtJZWx/DiVFaDmrRs2B2m9VuqtqGsx9kA5Ew0V0DF9HHqxGyayKixvscVfP3oAsCIY01xBPeOX+pWyVR1YNCf2eNQmnYq/19TBwCIKIqiAlitKMr1iqKMwf6sWNmQSFlTp2BZ0iq+jTqGfV0FDdYXV2Pg/ZPwNreA8Pb+qGdmwEgmEdCYUIp4DBQd3Bf6HNUF/PFmBeUtDdLh2vclVMxAlncx4IUTSDpdBBl2nkyd2wCvDrfBku21TvSJp/pZRuTjk9bgvFdnS79mwhIW6dzh0yclmjA80f+4YTL65T4W2U8FUep5c1ktFm/2NrENaKqLCnLlf1fiqR9WY1unk3F770k4JfYgM6BFyWQRiajT6V7IrkbNgH+mDqoTjd5pGau0sPPqXqIMuiTa75ellzmz+zsoU9G1hUMv5IWNCAVWD8rNaAk0d/pkkgM8bv4m/FRkLe5k3KVbuAl6CBj2d3gakwPMiUhHv3zhUOCVox3H0Yeia2euuHFpU0yFsbp0SzkCmoLCFPU2tujrXqRaykAiClQTKTaRJ3yz2M2WEB1XF22LDG5x/O2yxlqSMnW88JDOjeU4oAYwf32Joz7Kj72IoHSbDlrACda0GQic9SYw+inprmJjcU1Vsb0i6qqHDVjXsEVu3aTy9xXwta0JEzB7n+KoHsKiXxJSBVH4TJ0W8o4luv4UsA5mAzlWlrDGx6nzy9SJbaJovuh5EvvfohfQfSQw9C/+x2uBmoj7oTKScK1lzbnr3KSR1Kbn3DUCc+4akXa/R87oj2fPZbTXSNxLv+xo0W3La+N4bOJKjIn+E+8exqqjdsARm4kE2eO4zKnjxx7vyPEOnjh/i+UwAFMuFtdQI25nB00+46ZqwCnPAnduSa+fEEhdZy0GzPdHZGLp/xVANoAbARwM4M9wauL+2CBn4PIfJC8qmG/28GzlIwGZyJAXWQvV5BUOjYSfaLdVRFhtiqZ4hFKCmmpHV1P1K9kXwTtxWQGt4bKGwRxLyZCXsLcmbiPmLBxij0ByBMUFg7Zbi9SoDX9GfMti9llvjnZHmyyqWBIKdlZGURmJ48cVbupBjrVAbCqVZxGYiqn7vvlwzgZsr4juE73KMoWoCrZ2ZxUqIt4FNGmazuSuBlCZYOcnYZiIKUEkoLPFKU0ELlW7iigCMDscJn8bNERMa3EWi/zXTXF2XD/T/UaJGI6fSFIskdzvxmc60HDt384JgkxdudMz55FTFxOcH34/+/yTQFGIq0M7+h/+B6GHgWPHAvdxhv0F44CR97HXUjUfL9/sPKZaTB+njhzQBHfMNbbj4/yuZNLEx/M2oVlOMKXDRvRFMSuwt0FrCTms9NtkjXp5NokYUEya3PPZL1of7jN+baeOp1+qjhJfMg6oOs58aRaGPW6Nx1TqwresAP620v91NcBofwPOB058lJVTHCrXhdtV6Q4OTV25AxOXbsM2jj5PY76xRTMaCjQOVcVhhPCo5emXdA07HQm0EgR9+EydHvIGwezsKikeh1h7CcBZkzPN1IkqnB0GA1dPBw6/AbhxIXDZd/L3gY1Rfh0SnTqRWgy4ewzy47ppduPUTrbMC6NlXmbUUqqrr4zEPcEYanlEYk6/mt0RyWbCJHamDkBpHusXKc/Ucb+ZL0/gHTwxSyu2GBr5T0apHnq9u37OiNniLMXHP+9s18NszPsJ9fQ62Xmcxk5IJPf/AGsm6pdzTdOsMk1zk2mal5qmeYZpmvI0wx8NdKMWdpW+LBVK4Zy6aknkOhOIhlHcSLImviL9Uldt47k+mboGaqm328gKaNDUBjJ6aVDzUT4y9qNVzsIhCl2Qc5bbyr2dFhZFBY64CRuNJuilWIIo638SMnXVMBUVlDm45eNFuOyteS4Hjq7Trqqoh4IJsEnZb+LJ2YeEUOqKqmjCQwcBWGayMm4tlKE80G0QiRv2+YnEkxk4dVHfeskoAkj2PRtoP9jzmgHNXTcCQJr5EQ0OopO1d+oaRJoaIWaYyM8K4IMr5Y7l/ojKCBtTvdo4Udnbxv2Gj+dtdO3XJDuAVvkhbCiucc1rLqeOzv82S6CAN9qG3wkc5BNjlDlh3Y8DjryZZQ5S9akrWes8ri3x/zwOcc5IqrIdH+d37Kxizs/ofqlVaE8d0BZnHtTeVe+8LyBkGa9k6FIWcn2xt5cY7+CKa09CYnYUxyRzV347rqZOzNTFnfXX4yCkWCvy26Suv9V0RqEf81Ja0YWyWrdTR83YeZAwTtP91KlzFLN1GEkTJVXu31xpcrRZoqBf+g1w7U+M4niRpYPnytQFvVkYep2MDj3o1EdRJqd6F7snjroV6DaSreEyoTJZ7VybASwY1+wAbwkFh5enr0X/+75HsTVWK0SnTrL0+tVA762+sKlQaGUSS6pjLqdOUdhcDAAbuPFMNiXv1K1vxerBEzKnjh97LvqlY+t+tcQKzmlCWQOh/SHsgILZjD579O1seyJqZ4lrs7gxbGWI1+6swmcL3OJ5AIBz+Sbobpp3eU0cJz8/A6utlg7/05k6RVHGp/przIPcZ0E3qiQyKEaeCbxTR4ZPKlz8xhzX88MfmYxbP1nk2hY3TKnggK4qdgPx+jTB3Fcom+Ggivo23+18+zf4ZR1ncJOxzRt0tDBUcBOCKHFP0XpRUpfqcswkAAW6qqAYHC2HN/ZjNTA5Z3HtTvaZ/D1BVLxIPCm9h/LCust45JEbShGh3gfx9xN62o9ldBCALT7frbDOYSjPvp+rYwZo/o0mjPRF8ImIr7JpBEGWdTj1ed/XXbAbnarAEIvCwxduA8wo+UcRcPHX9iY/vn40biAcUHFA8zQS/PsRKFPVo5WbajNrrdv5LcgKYFCHpqiIJGz5cMDtFNjn/4d72X/LIPxu6Tb8Z9paf9pXqnvCr+0IoYKjEJLRYTl1izaWYdIyb3H/+pIavDOrCKZp2lTTt2YW4VuLjrhyGzMcjurR3PNeHuGAhifPGSBVKN6boHohyszFrWu0qdTrHPMGo7j2/G56+8l9t8pLvUZOc3lNXbyWSdiPvwEAYIoOgrgeD/u797Ovnwcc/5B3u5hF8MGtnyzy0KllQigkjJOKbrsvg4IreeEADNP0ZK7KYc1ZWtBLfes+kjUeB9Jn6uyxajrPKfMy/gYmZlZTDBR0AEbczf4bMXddc8s+jGHTpv4tIyYvZw7HwQ/+gJemrvWwR2SZutywjncvH4w3LjnEtT1/H1Q5pfuwuDrmCjJmBzS7zn3dLt6pY9e0ClkoaXU4MOYVVCYsnYag5J7mnTreA7bsqblZR2JWEaNc7zQtO0mkSIvBM6JrRsoQsxxJmW008qlpuOXjRTj4gUl446ffPa+zH+ReY39cuR1LNlfgmcms+Xom7Ll9Hams9qEA2gOYAeAJAE8Kf/8PMgok9TMUxXy55+vANY7kLr8QVGXg1InYUh7Bt4vdClPV0QR0TZKp01R7oAZT9L2S4YLDOuL0gXuv9xUPlqmTO3XiZl4CnPAG37ybMjq8SIIodqIGvE5dzFo8ep3i3l5bCmyYzSKMChN7uTB2BxLNrPqgSs44jNfAtIZcOMBfK+dHkKFUG/fWzgHMqav2UWjKDe17i0gqXDe8G+bcyWoB5q8v9WTqDurYBDsqokgQXSuUZ9NbaqIJe4GNJjLM1PH0y65ODUICGpvMW/bC/7F33fFyVGX7OTPbbi9Jbm56SE9IIYVAaIGEJqEJAUWawieggCJNpYgKCIoigpXvU1EUFBVREVBAegvNQAiBhOSml5t2+90yM98fM++Zc87M7t3bwt17z/P75Ze7u7Ozs3vmnPOW531eTDwWALDHcbNBJuygU2dE3J49ju1G87+6HjgzRBC4qEqKUGerqWtJZVASixR0pjUbZo2Uo+J/Xy43Gi6ORXgjejEDHUq/JIw5FDua2nHx/W/itsdXocXK8ruJTt2ly4BrleJ6MZJsZYCdq/3HTcJ1Kk7dKT95CZ//rS/qQvj6w+/iG397D9c/sgItSf/cX/Rqe594z123pw+vCLy3EECZBzLs0xkb7WkLq0NEn8Q6UXXtviJ9KXbMkVsYtKljDLj0O97SQNi/aDyWPwAgJGNAgTPK6A6d7gbzRGNx8ETgkMuCnyk4Gw2taezIokSsttMBEBp4pP13RAGIV4WB5iRl6tQ9qcFbJ0P7tYoQmTZmLOA8J50IVm5p9DN1Zlym07XudHtVEiWTgjKiENmYBcCXl8v07E5itNDG4btPrMILq2URj60NwfthUk0ZDp84BIumyCyefdnnN19Qm4VdzW6mjso9imIRJKImiqImNu32gzQ+nZThv0fdB8z6FKdfx+MhQSdxTQ0RSvlZzU28Fq8xE0HKMYOZOtWepvFs3c0zdTyjJrTRoFtnV0sKDwq9BCUodgLZHFT+kBb2nd++Uoc31xeejmMup64WwHUApgP4Edz2Azsdx3nOcZzn9sXF9XnwTF3QqCCDc210IlDr88vbpEyd70xs3N2Kf723Dau2+c0Xs/URIVBPsqb2DKIGC/Spi0UM1JTH+d+dwUVHjJN6rnycSOSoqbvoCJn6OrwygdOURszSQhyWqVMzOJEEeMSQkGx2jQWxpi5eAfz398CvjnMdQ8+pq3OGoWHel9xjmrb5UcpUC+/RVJaICh/hfxZ9y7aUFaidA4Cn3s8u0V1SYJk6wBdReHDZBuxplQ2DWMTA7taUb7TFSnimrjXl0y+TedEv22VHvagKuPAp/ChzGgDmbxLeXL4x/TlclPoK3nPGukIqIqy0T8eNlbp0nizKiCJUkSSST25NWSiOmyjxhG5OPaDvNInvLsqLonjk0kOzvp4QAjaivSg6eLshZPvGHg6UDMI9T6/hT7Wp0toE0REYMlmm0zFTnvePXQ38eB7Q4mUSRWORGp/nMcYA8MBrG7B5r5y9sj3q2sSa0j6XgcsXlcp+sKa+Gd/8+3uhx4pOnRr9bkQJnovI98R9y2RnH4C7btq2axzm6O2ZtJW9jbIFC78KnPJTYOrJwNWrgWs7bK8rfc6Btz6F+d95Oufh4liqdcIA8I2TpuGes2Zj1seohNgd0NgVx01kLCewJyXRBRvBjCHpyGP29JYITrj7BfiZupjshO/dCOxZ5/efMz2FaTFTVxbMAHcWXWE0qWyEvoyiqAmDuYmAtGVz5U4Se6ksjmJHk28v2RIl3v2fgsqJeMh6KLIfAkIpDImYKSmmtiEOtClZejVTR8GZTBuvqUtbNvD1TcBVq0K/J9nfa3Y04xM/ekE4l5yp2+Kt0/4e5K9b3/rHSvxnVSdbovQBZL2DHcexHMd5wnGc8wEcDGANgGcZY5fvs6vr66CbNoS28AtrAAAgAElEQVSyQfdGmxKdFw07Ubr88O89g4vvfxPH3+XfgDubc0e/Sr3m4k3t6VChlKhp4OipbvSos5HCvhBlmj26EpXFUa/dQfitWqaIg5gGwwGj5Q1UKuSn6L2YqVNpWJF4sKAw1exGjMSNW+XmM5/umjS9hahlp6CY6XDlt3jE4K5ce9rGfS+tw97WFD99W9rqtCpiIfY3iwsZy9seDy7Qe1vTfCGHGeP3ZUvKz9S150W/TMqbTDQBjDqQy3NzJ8JzBDIw8W/brYcLZOqstH//ZGmFIOLcX76GT/3ilUCU+8R73LneknQzdabB8NaNx+COM7pOH+prMA2GWSMr8OvPHoh3vnls4PURVUU8YCMa/ys2N+Bb/3Adho+c4ciQuqmXERCzmhZT6bHePPDqWZ9+f7ubBRBhGPL98M5D7v+kxigqY67+t/dl5M/pTE+jpmQGbWkroPpaSFCdurc37MVfvBqW2vIEDzICslMXVqdy3wtyj7eNu9vwzfR5WG0r7JDt73oKl8I6rzQqT7cpmULDz+xj9tnu43hpbtVUmsfC52QroRAxRsjsUP2ciLJEFCfNKtwgDTlx8YgB23EC9dwtTn4CHVJ9eCSO2bc+6z9efBNuSZ/j/i1m6sS9du0z7po72qs7NqNuIDUpzOvZ5+R1LbmQT0mMiqEVhROkYcxVRG9PW8hYDs9QjfPmblkiwoVSALkmmNbn5mQGEYMhEkZ7FzUEJKEUV+woHjElcZ0WJIKZumzKqABXv0xbtjufs4ijkFLv3U+vxvtbhXuk2O+72JzM4O7/uMHBvZ4trn7fvlgX2RFyhiUYY3HG2GkAfgfgUgB3A3h4X1xYQcDOAGAytYBeIoNTjc4Lj7c15CjUR8dS52WeYeNOsiD9MmIwnH/IWKz89nFYMH5Q2Cmyoi84dX+6eAFe8+h52TJ1qlMXMQyct2AsThGyHVKkmIz/jLABq/TLSMJfkFb8Bdj6jpupU2XzU4pAAPObziZNb7Gpf18yJmxvyomGzsNvbcY3/7ESP39uLZczb89Cv8yFQmxum0v18fU6d7HnmTozysd7zY5mHjlMpu1wKeNzH3H7EgJB9cuIHORYts7LxngOQQT+PA04dY7lj72yqaQtO9BM/YXVO/Haut0BtbGP6t1ztKZ8Y7+6JNYnm8V3B4wxHDWlBuWJYPDrpJnDuMqjWK/yncdW4dcv1dEZ8OYnX3D7TM04A4Dc59A25PHJlHlzv8mlO174mze8LIAAIyLfD2lvPMlZF5UxU+Hql7takjlrMI6eOpTTw7c3tqMtbRXkHCWEBY0qitzf5JKF43DLqT4jRWSZWCHqEq3wnQESFLvPOh7HpO7wD/rgn+7/a56WA6cHXwIcczN/mGn3szWtqYxP186R3csKtdarA8zfLyimcv0JUzv/uX0Ux0xzg8KDSuLI2E7AQf+bfQjeXfh/cK5Zi7Ff+yfGfu2foW0AbhIyuu1OxA/UAcCss7AFxIDxzq+K3Wx52/2fMnVG1A3wUJ/Dzz+TWwAnTzQlM5g1qhLfP2OWRMXMhbBek305wBoxGP7vxXVYVrcb42tK8aNPH4Affdrt4ZeImpJjK9qrtD63JjMoiUfAzJD5Jap9q/RLw0QiavC5z+C4WbtUk3wOdQ4K666fqctd+0b2a6AGUmhJJQb66r3spLqe76u2FD2JXEIpvwHwMoA5AL7lOM6BjuPc7DjO5mzvGVB4/vvAfx8I3TgeeXszp/ypTt2zq9xmqBGDYYt3zBMr5L4+BNWpU3sekTyt7SBUKIUeF3ehf1lfcOoipsEXTDOLUIq6eJLzJ0ZYpHlKFCqxaXEgUxfznbo/XwD84nB34VG5+modATP457fGhM1eyCJZTrB+6KU1Lm+fMX/M65uSuPKh/0qnn1Kbm+ZRVIBZAFXanR4ePbUG3zt9JgDRqYvxe/qZD3bwIvasNOXxRwEHfMb9W1W/jMoR5i/8/i3U7Wzh89kUnLoA/dK2XEcfkOi4GcvGxOsfx3efCJdMD5N+X75xL1ZtayroDE5nMLxC/t0ZYwL1JftG3cKKgYueBeZ/HoBMk3KUVhVP7fGMu/IcdCxmhquhplqAj55xM+yVY4CDvuC/pghw3PS397AmpJ6McOiEQfjxZ+YAAJb+7GW0p62CnKOEiGkEgmskznTegrGICGu0GMBIh4zrOmcY7ky7WfKUGWI8FwnrZ7oFmWgx/rBsgx8wEcbCFuhb077xL6zfQ30FO+Gg8fN2zqk7eFwwWPr5I8Z16hx9GTcsmYrXrluMqpIo7JCaOgcGdg5biHTc72P25MrtePzdrZh8w+NcMOj+V9dju6eg+PiHLXKPsxDq/O9eWy+39aH1ltSnydCn4Fq0CG/U7ZZKWrqChtYUyhMRLJ07EodNdNf2rxw9qVOO+vKbjsXrNxzdrevoTYhzM2IwnHLACB4kSygOarPQwsLP1Fmu7Rk2v7Jl6hwbYCbiEb9FEIPjZupUmDF8/18fYPEPnnUzvMLnkC3QUcB75dZG1O1sCSq4C8HfOk8QZv7Yat4XWLWx91Vbip5ErpDwuQAmAfgygJcZY43evybGWGOO9w0M/OdmVy1RyRC0py1c8cf/8poK1anb6C1UVSUx7PHS3Jf8LqRJNoI3bqCvSIl/w6mZuhGVRVI0O1989pCxGFFZFBpV/zhRksUYUiPf5PxJRp84s0lGd9caoN6jAKn9yyIJd5PPCEZ4sjnY/0YVUxEydS1xIWqYbnFrgeA33hUjTR94crrbhdq/P7y+kWeqCKQoePWxfv9D0chSF+RCRDxiYvlNx+KnZ8/F6XNHAvAX8qRjYrOntLdicyPPrjW1ZwLzjIMoIqr6ZSRoSNTt8p26CPyx3YkK7I4K42lngI2vuplbb1wBP/P2yNt+3Eu8rtYQut4pP3kJQGFmWbuCuWODmQ2aM1nHEODjThB7/sUa66TXXrcnYdtpfwGOuDb7hRiRcDXUd/8E3H8qsOpR19isnS69LDqeT6/agXv+s1p6XXTOS2IRHilubM+gLWX16Qh+PlDv0w27WzG0PA7DYFJfPZG6aNkOX6dEFcgXbfe3bTdKMLg0xsWjTkh+xxW2Of52fuwHux187eF38c4mz4ETMjlOu2yOOFSZ3KlMHdH+3Peo2XbpSOG16SMKU/QmX0RMA0PLEzAZczN1IQ66KqBy9Z+W46o/LUcyY0v17F9Nfx7W/ktx9ZsVEMXBHNGp837bP725GV968G1f0IqUqanpNGWJvNZE25qSWPrzV/Ctf6zs8ndtS1lYvqmBN4r/wsLx+M4nZ+DyRRMCjvqtn5yO0+aMwG8vCLbBqSiK8oB7X4Q4NyMKKyQelR+3hjh1LUm34ToLm1/ZBHO8TF08avCG9QxZajLNGH78zBp8VN+Ccdc9pmTq8nPqAOAXz3+EXS2uDffOnFv81ghwHTpqQTJrVAXqm5L4qL4ZN/5NrhFWKeeFgFw1dYbjOGXev3LhX5njOOXZ3jdgcOJd7v/KTazy8NVFMG3Z+MxBoxE1GCzbCUQGRIhOnOMEM3djBvnUr6iQqSuNR/DS1xZ1yVD85sn7d/m9vYlsNYFDy+VIDxkPolNniRs0Gfn/+DLwE6+HWMCpi7sOW0u9/xzV1IkI9DHya+ramHBdLbuAMYe4H+VtZpkQml6YNLiIDZ7ku6iydfdZs/nfRbHCp+0VxUzekJqQ8Xj0T3+wC3W7gk3ZM7bjSuVf+CRwwvf5847j4JevellwtaYupB6gLWXxuoxljt9uIYkYbp7wR/44lU4Dzdvd9hZCxmCdF/kbJ9QWXfEHOduaTTAhTGShP0Ksu/r5OW4Wi8+ZHE7dfzfKxfSSinC153iNmAvApfMtN6fj5y/JPfGk+WaY4U7dsnv9vyOJQCBHVSxWqWZnzR/N/y6JR3Dc/m4woDhmoi1d+E6dKiRhO76jJ1KpRSXbjOUgETXx4lePwv+e78u+E5Wq3ShGVFBvXumMBUqHAPMv5nToBss17LgxJ7SG2VRzpHRNFDjL2YRchZKpC3NeALc27DyhzVBFUTQgZd8fYRpGqPol4O6v6vMUwGoRnIJn7dloP/kXgf69vA8pANRMA+CK6Vi2A5z7MH8OZcP9dZsMfc+pW7nVXXv3tnY9U/e9f7k13Tu9YPuo6mJ85qDRATZJaTyCsw8agzvPPABHhKht93VI5pDy3VQqaXNSpFH7NexFMRNOGP0yGzwF27hpSI5c2gk5h3reHPTL3S0pTL3xCbltlYcHl23Eq2vdwO+WcUuBo77OXzvy+8/ij29shGkw1FYUIWM7uP+V9YFz9Cv6pUYHqBwV+rTKOVcfU7TW8Jy69pC6OTI+xIXyxTU7peg0AIyq8mkrEZPxTbU/9NpQMbIqnN9eVRzFmls/gfMXjAHgF8jGBeNJLdKW8N5fQ+iXiaBTl2xGKxJ4a4OQPRMiyQBcoRQx60AORrIBKU/MwfAoX2nbkfQ1h1UksKwuXD73u6fPwONf9jNCYwf7v8UJM4bxqGAYt7/QMGZQcJwpOhdGo6/2Iv8bdrcCo+b7NXRw6yN+9aqnqpdpl+h2//6wAV9/+B3pXK0pC9jvcJw3+klsdFzH+dMHuvNcnIt19Y1A03a3SbEAyjSJhjvJ2BPmjq7CISH1rWfMGxn8cv0Qlywcj2uOm4wPbjkex0936ZE0Z8IymYTmpD9Hl63bjbuf9jNkWyeeDVz1IVcZtmDg4vvfxO2Pr5LoWGLA7d4X1yOV6cAAjBb5dToHnA0g6MSR5Pl8LwMpZhvLiyKImgYuOHQ/tKYsbNrThkQB0y8B36kTmRN0v08bXo4lM9wxlTN1NiImw8iqYskpLIIbRW8zShA1DSnTZ9uOW6vu/f4tcIN6PPgh1LE/Zi+QrtHmTl0eUfYvvAx85T0/sOdljVRWDAD87NmPMO66x/iYX3jYfjANFpCy74+ImMxz6oKLsG07WUVlVCdrV4j4295WIVCy5Pt4/9gHsM4Z5meRqA5qqOvc/fXtTbj72Tr3OY9NQ6cdXNp1I5zYAM1ZKJz3nDUbB4yqxDNXH9nlz+hrUDN1CSVTJzrllmCXRk1DztSd/OPcH+RYADNhGgbPpDM4cm0lQRVKyUG/fGv9HrSlLXzq3ldzfny2oGk8YnD2wH0v1wVe73dCKRo5UFQV+rSaeRONQcdxnbgiT6I/YzuhCmoUJVQzc41tcpQ4ETV45DtiGDxVnCviXahQBVEA4KpjJmH8kFJETJ/2GJapkxJiqlO3+c1gps70auqI1sNMINWMx1c347SfvuwfN2UJcIMgecsM3lagoS0N7HcEf+m2J+sAAJWOm3FQI5th/W8Io6qLMXWYnxxXayQpCFCo9Tp3njkLi6fUAEBocTot5A6CC3O5d1/c9Pf38O/3tknGXsZykIQf0XWEzMxz65rx4DI5k9PqzRsxo7NoSg0m1pTCsh28cOqrWG6Pcx3z1l0+FcgDzTsxyyhm7QAgGmGBsT/7oNGYMzp8PelvSERNXHrUBCkAQcZ8rr6doorwX9+Wy7ptMNfBttz3i5kA0Qm7/5X1WL5xLzKWDQsGHMu7H4KFF+5/kQQw+mDg0teBU38KAHjkv+El5ROHuhk9sZUB0d/F/mWFTpGmrNwZ8/ygJgXQTINxmhqJozz27lb85pX1fF0WSwRWO67S5ePVZyNqMqmOm+Yi7bMkrsDrZz36pcMMuQ8pgBQZijnol47j4OG3NqGtagpQMdIP+Hj1z2EiZd99QlbnHRsSgOqvMFh2ZpGbqQsPJO9tS0vraX1zcJ+TWtlEi7CnxlW45POmwaNeTj4BAPDDJ1dja7M3Xp6gkUWOQjcYD/t7/SO/69Vyqzhp1nA8cumhBduSJAxRJVOnMrRaUv6aTMHxdMZxx0YMmqhK4AQae49+CQCbncH4sGQerkpf4s9VEQGnzn+ccoSWBgg0nsoK8VuKgbdE1MzJSisPsTv7OrRT11WE1OQAwaJwkcaRthxYtoOimNubyXKc0DoSihLSjXvaHHfza1QiSKbBsHSun0morchPXrgQoUaUAODyxRO5M0eGYVhNnR1WU0do2uZl6oRpT33qqOjXMIFkE1ocb8wveRH43OPea/7C9pNnP3L7z8ETxUj4C10c8tg5jpxRzVYzCABlHTQVp9N0pcdOX8Bpc0bi0AluUXqY8iM1HA116oS60Yvuf9P9w4wBR92AZMbyqR6ZdklQI6zZ8fMf1mN7Y7tk45fG3VYDGdtBW7QKu50ymLBd2rVyL1GARvwOtu1I1OGYaQQMxkLk7XeEV7++mDeW7whkzKvrm4j2lEgDkn+/e59fi7qdLbB2fQQA2ODU8NfETMEt/3wfp/zkJbRnXKeOi+GodSDTTnH/J4GjIW4Nq+M4uPNJtw739/9zkPSW4/avxeETB+Pa46bw56guWRQQKS3AXpIiKGAh9sRMCOsOOW9k5FPjdVMJugHAHpQjfeMeLI8f6GXq/M/hGQIvc1ZtudkxTuv06JcOC/6erZ7M/vNr9sgsDQGvrduNKx9ajpv/qdRg8Uydf79lq6/rD8yIfBHx7JUw0RvLdpD21jTV4WlsS0sCUTsa/b9vqb4VOO427FWy35T14+sotS0Y7pYapC3bF8/yMnVph+yArnw771S2DcaACTVdb15eaIiYqlMn77/NYZk6283UOaLzRfbwsAPkDyA1YS9TZzkOMojgtsG34Q1nip+pEwMwSjDGZmGZOvda9rbmbvtFEJ396/+6gv8djxhSSYCKMLuzr6PwrrivIEuzYytAv/QNEIrkU8Ndywp36i574C2kLZs7dWQcNChUhohhYKjXXLwlmQnUl/UnZGtpQKBXqT5H3HBbUhb+vnyLa0yrmbrGrW6mTpSmp5o6WpCsFNC+Fzs89S7UzuA1cmJmqKHd4sZIfVNSil5VMUW2FzI1V+Xtixhe6Y7rK19fhKeuXAgAeOHao/DcNUcCAC5bNAFA35ZR7ghRzzAM+xnSPFMXhKoa2ZLMADfWAwuvQTJtoxkJN5OTbILhWPh15jg8NOwa/MvrQSfiyZXbcewPn4dIjC2JRzj1yLId3xmw0gHuf1imrjVlYZBACYqaRii1q7+htiKBmjzXIzL4RQNCBVHPl63bjYfe2CS99tyH9Tjy+8/ik2tOwJvGdLxu+/WQakN7wHW+LZiIMNsrVvaCN0ddD5zzMDD2MPexoo4p1vENryzCyUL/sUGlMdx/4UGYNtzPqFOmLiKsEScfoPRhKzCQoR0zTX6fi5Fuel0tO6DfQA3aUOuWeMSQDK/mZAa3/nMl3p5zGzB8Dn4fPR2AwELh9XLBBaPFE2L4zUur8dq6cEo7BWBUAZ6wTF22WjKRSkv1of0VRg4NAFuoqVs0uUZ6zbIdqR8vqQwOKYvjzchsYMEX0ag6dRnFqUt5+3DFSPzoqdXY2tDOMzZUU5e2KVPnn2d3Syqn4I2KZCZ4H/ZH/OLcufzvgFCKEqhoFWrqeKbOst3gZEzIztEaVyqPP9obgXXPA2//Dmjaws9BzCTu1CUqgUU3AGCBkqTNTf410PF0H4b1hgyDGEAXS2gSURMTh5ZhttLb+JyDR2PasMKUDtFOXVeRxalLK1FkkZYg1tyYhuFG/0Ocumc/qMdb6/dw449SwGSgXHTEOHxiei32H16OQ8YPxnH7D8W5C8ZgSGkcZ80fhVtOnR44Z6FDjCj98vx5+PYp+0uvq06RquL0pQffxgX3vR506tob3D51klPnqV+mZLnytY5bL3L8Xc/j/F8tC1BnbfhZmPtersOa3f6CU+e4tSF3Omfz56RGrsLeo2ZuqG5sWEURjyKOqi7mQjmXHjUBdbcvKcioEoGGL6yVhpWDfqkeL4rNJDM2HBhSg9M9ThnWjDqd1+ioaGhLQxyWkngEEW+uZmwHFkwYPFMnZ/tofosBiLa0JfHyo6YRCOQMLu0/dJ6ugMYwV+Nfmmt/emNj1mPeccbjrOQNPuUWwRo4wB0nai0Cx/bnedkwYMJioU2FfG+J9XljBxXj7rNm8wy76NiQeAJRxul+OHBsVcFnAejWjkUMxE1y6oRMnbdOq02qyeZTMwMZy6XuqZm6LXvb8L8vrMOn/rITuOgZrDLcwBVfcz36pe1l6p78ik91b/OcuhIksWlPK2577H1c8Ye3pc/Ndp3UhFwMvGRsB9tC6PEThvhjOX+/zvWBLTQQTS+s7tWy/d9LLQFIW7bkIFPWrrY8wZ9X10My6g3G3Pl7zLfcF4oH497n3Ww8sTcoU5fyPoIYOxt2tWLOzU/ily/K1FxCmDOQTFsDIvt63P61fI0K0i9lG2JNfTOvOcsI9MuIyWCawm815jBg7ueAk34kf1h7A/DB4/whZfu2eDR136mrAI64Bvjm3sA+8Jlfv8n/9oVS3AHfEdImKNSGkBhz/v1IR6p78C2nzsBjgo5BIaFwrcCPG5FgFDqZsQI3pLhpUCS6KOb2+7Edh0d/1UhBxGTcISSKGVGJFk+pwc/OmYuqkhhqKxL4xbnzMHdMNQyD4bbTZuKcg8f00JfsOxAjvIum1OC8BWOl1ym4louK+OKanWhIKc9n2txaHFHljvrUpWSlxW2OK4awalsTnvuwnveXIzhg0qZ39J3PwznsKpyf+ioetBYBl7yEn2VO5Asn1cY9evlhUhaqRqCwfOPEaf0+cgj44xb2XalPHDUEF8VUDOX4LQ2iU+ce34QSoNWN2FswJLpYGMQNoCwRcalHtg3bcZCB4dIv7UxAiIEMTvH9bSmLO+WAWydC98jo6mJce/xknNsP52tnQNn1XD2mKPiVb2SWEFYblcxYvkKiHdJIfpRHrTzoIul9jd7afs1xk/l9eusnXXEWcc7+4py5+M9VC3mQhf7vD03lybAriYdn6siBVTN1tA2KWUs6XypjB4RS3t6wF4Af0KLfe/3uVtcJIPqlN45i+54Wj35ZzNqxcU8bfvH8Wjzy3y3S59J1qNdJ/SvF+yZl2djeGHTqxtf4gcBCpb7ni0pvHHY2+0b0/l5W2rYdrNrmMlFU5oSliKiQUze0PM6NazUzQ07eU+9vx6xv/Rttcy8BvtmA1oyNFm/t5H3u0u56n7Hd35/uoE173b37yZXbA9/lyZXbMefmJ/G6IkxGmbqBAPqeAaGUSHD85o6p4n8DPv1Scp4iMeCku1xFaBHJRqnnJGXqaC1Ne8rWolKtSsNvSvvXSE4dBRG2NbQH6taLQxhLoh0uBlnpPLnKXwoNA+MO7g1Eg0XSJ979Ik71+k4RxE3j4bdc2lBlUQwG1el4C5ja18RgjG8sRL+kTF1fazewLyAuIGGGP/WWKS/KrQQ569Zn5CfSbcFMXbRYpmV5oAgwgW9WzM8kiYXFAJBceD2es2cBYEgNnoa05XADpC1t4ZhpQzF9RIVEEyGfoCwewQWH7Rf6Pfob6PubIWO7C27T9Qq441FZHMOVx7h1ThnLwWNfOhwnznSzqKK6Gi3YTSgB2twN3IaBlDcnw0RZANkxLKGaOstBxnJgwxAydeH0S9r8UhkbGduRiq2jpsGP+92FB+GLR04o6AxrT4Ds/Gz0y9J4hBt6Yn3sHy86OHCso5B0w5y6tpTtO3WO5fagBPzATvlw4JsNwAS5gTA5nSIt59TZI1B3+xJeSwu42YpxQhaHBB/6g1NH9/agkjg3DEVDkO5lNQNG4xZVM3W2jZRlIxqRnbptnhNFtXv00t1Pr8aUG5/gRiC1iCkvivLamD9bbtbudXuyVBsnws/UKU5dJFhTl7EcbG+UMwK/uWC+tMfE+rkzQNka0bndb7D7e2dsB1f/aTmAoFOXUairO5raUZaIoDgW4UHrpJCpe+WjXdxOItBY7Gzy13YusLFrjfvY+wgaTdpH7BD65aue/D31KePnzNgBhk9/he/U5WY4AS4rCPB/S6JfRgyGY9kvgKs+xLaGduxqDmbNkGqWylBUZfZhzHOsd37In1PpuKJCJrU32uUF97Y0tGGYoiURpjAsfq64BpENV6gic2EYGHdwb8AMihus3tEceE5c0OjPwycO5tF/iu6XKIqGEcPwa+qKiH7p3uz96QbMF1Ej9616zsFj8JsL5mOp17A6e8SN4UVLoG6m29z6KClT57U0SMtOXTtkuh0fW6+w1waTJIABWdqbsgy1Xq1RW8rixoC41K3x7qOmHDVG/Q206IbV1O1xXKeukrm/i207PDq3bmcLpg0v54plYiSZRBWaUOyqVQLIwKc/XrxwHF762qJAD0SRwlkcNaWaugxMoaZOvh+4U+dtfvRYNPijpsHnfJii60BER/TLskSEMxpE47mqJCh2o6rwhdUst0uZuoxPv1T7UCogKmdnxy1M+bFQQd+huiQmZOr870V0rrTlYMJ1j/HnyWFTA5Iu/dJGzGSSI0VKqP66oCwMZLQzA4y56/1fLz0Ud33qALzhTMGk9B/wkTMiUONOoIxBwKnz9hmRfpm2bOxokjN1qnPaUc13ocN36tz19cpjJnFRIHGOqcrMlpeJJdQ3JzGoJIaoIBgl/tZn/e+rvLcYgYZIVM58054My4gBG14BAKRsuZ2T+r8IomTWNyXxo6dWc60CN1M3MGwrmruqXRWWMCAWwtr6FrSmMp76pQHTMLDVrsKzWxgOvu1pzL3lqeAHie2izv+H3DMYbjYdALDgMgDAA69tCDSQF506ytBSxndbQztqy+X9Ww0sAPI839WS4kkUugdVFnYho/B3mY8LeVLiZPVLGyUxExEvdW3ZDt/ISpRMHWP+DUdGISn9FLIgRlehRpRUJKImFk4awhflXBG3l22h5jDT7lKwPNoNqvZzf3zHBnault7XrigmvrRmp5tdEKLG6h4iNuElh2O450Q0JzO8tyCtdW/deEzO79lfQZtvWBZ2p+NKTTc6bsTwvAVjMGmo6+hRRL84ZiIRNbBT4NjT3NqOQcDuOgBupo7ToKMmRlQW4aWvLcoqU20YjNe/Zmw3U2c6GTfDI/eQYgsAACAASURBVNAv63a24LkP6qXvQvNXnNsRk/E1oVQ7dQBE+mW4U1dTnkBzMuMKnHjTqaYsHjT0ETSuw/qAtqUsv5dZGP0yC9Z7je9HZcnwZgNlr2KRwjf8yYGLmiycfsmFUmxp76OhUoNtJEISNQ3sFLLslBUlI1B1zh2Bfhk1XHGL8kSUB3somJatiTg9z4U/Bk+WXledOjVTpzro/Z0iT+vjh9uaEDUZvrR4Is+iiroAoioqY+7vK2XqGpM8IJDMUlOn4mt/eQc7GtslFc0mFGNP6UT+OK04cURxV4dfdPKeXLkdP3zqQ5z5C9cxTGasAUO/JLtDrT8La7lCY/+H1zfis7963Z2vEcb3ss/++vXsH5RJcjEbDDsg4GRTr0pMOREAcN1f38V/N+6VjkkLLWrIwdvRlETGsrGjKcmF5AhhYyh+7u7mFO/1S8GZyxdPyP4dCgy9fgczxkzG2NuMsUe9x/sxxl5jjK1mjP2RMVZ43f06AZF+mfFoJoBryFhCnzo1+nviPS/iT2+6ogAknPH4CreR8UChCIjobCQ0V8RtuyP0BEu3ulQ6MtCHzXSL8B0b2Lpcel875OzsQ29swtcffpdn6sKEPFIK9QQAJnoOCeAvrkRtGCibigr6/mFFzpsxBHeVX4Mr0pfhB2fMwhnzRgUoF4wxlMYjvOYC8A2ztRgBJN3+gBYMnk0V75Ew2ichYlCmzkbGMRF1vI1IyNYf+f1nOSVkxeYGvPLRLj72oqFTnojgjqUzMWloab/I3PQEDJ6pcw15lco2yRMX2bC7lTvqj15+WOi9ohrxoZm6tOVLoktOXe5M3Uf1zSiLR6T6uXxAhkOsH4z395bOwmlzRmDmyEp+/8Ylp05uaUCgucgYkzJ7GdtG2nIQixhSxpwcfIqgi8qjAED9qm0YUsBPdfRVI/L5D+vRmsrw+4S/fuG/gcve4MelJKfOwYPLNkjnyTZ3D53QPwVTKJDRlMzwekSafyI7pcjL1JXE/F68aqauuiTGmUpAeKN3Ef9euR03PLJCcuoAoCley/9O2TKdti2Erv3LF9fhxHte5I8pSL5uZwu/joGy/xqcPRBOvxSnkRjwXFa3G2nLRsTwExM5YaW4mA0i8cDxCWr1lMiuNOkIbgqt23tbU9jVkoJlOwHVd7G+lr/P+9yVWxrRlMxgWIW71gwqcb/byKpi1N2+JPd3KRDsizv4ywDeFx5/F8APHceZCGAPgAv3wTX0Ds77O/Clt3MeIqphpiyHL4hE6aLFpySkf9GH211a0JRa+YYfmJm6zt2quQzmZigiN1YSqJ0OnP5L4JSfespqjt8fx4NKvwSA97c28j5XYU6dWC9AkWixL0rUi97fc9ZszB5dOSDHFvAjqqqdPn8/t8j63+ZC7EQFN/hFSiMhZhpSVJjLljt+k/AMzNDWA2EOgviar35pIGJ7GYUQCjYA1O1qxVn/+yrv3SSOaVVxDGfMG4V/f2Vh1s8baCCHurE9g1jECBStj/ecuk17XJGMBeMGoaY8kdMRJ6jOAOD1C5Vq6rx53oFT19CWRnVprNNZGbIr+4MTv9/gEtx55gGIRQz+vST1yywqiWJjeXE+iEIpD12yAN9b6tKoSSxh89421DclkUxbUt15q1dE5TBZsCGgrikYkVv2tuG8Xy3DlX9czh0K/npRJTDYzfy8uX43Lr7fV9zb2tAWUFFVjWEAWH7Tsfj1Z+cHnu8PEO9d+rmNkLGu9AxqgzFu9IuBTccBKopikkPQUaaOUN8siyS1m37GPOk5dXTOMNGqmx9d6e7XHui6aTon0wOHfklrZ7aWBmIQfWSVzEygIEzUYNLYhiKT9PuAmrFAjWMR8xy+HCwJsYaZMnVN7Rk+fqrtTE5dlaAibnnXecLdLwAAZo5w2T+XHDku9/UXIHp1l2GMjQSwBMD/eY8ZgEUA/uwd8hsAp/bmNfQqxi0EqnPfFGKTaaodAMAXNTI6VPolIWK4i+OsUX6x6UAUSumIftmZ45MIMcaNKDBjqVtXwww/gi8YemFOXXVJjNMLKuE64QcIYyUuehR9lptRu2N57P61+OsXD4VhMF4XOJCwZMYwxEwDZ84bJT3/0MULMG5ICd/41SwOFevTa2JUmAzDetvfFFKI8A1fPJdqp48dVIybvbYZFFWmPnVR29uIjHCnjnDPf9wifrEGtjqkDmygg/epa8+gJGYGDCuq52lOZtCetrkTYeaxJoQZjBnbltUvWzwV2+LcWZbWlNWloAtRw6L9LAtABpoklOIFLVXBKJEiJe5fGcs1+qOmm6k7dtpQALITWLerBW1pC4dPHMyfaxMzdYIBqjr6Yl+1Vu+annhvGz7a4WZn1uxoDjQo/83L66XHRLslFUAg3EGvKIr2a8GUrx7v1tCpYiT0u5590GhMHOrul4bBEPVo62rWNh71szy/e3U9fvuK/HuHgTEEMnUZx/+tH3h9MwDX1vrJM2vwjb+7DaZzBYPJoaf7J5mxBgwLimjN6npGa6uoUquyYly6tFuW0PEHefRLMw6wYGbvXdsTgktUZD3FSsERT8NEZXEUjW1pHphRr6OiKIa625fgR5+ezZ/LeDXxhIlDS1F3+xJ8cnbQ1jpp1vDAc4WE3i7quAvAtQCIbzYIwF7HcWjF3gSgsLux5oEXVtfjzic/dPvxCPRLUf0yTIYV8Okk1BMoYrB+EfHtLDpLv8x1fCrMqROVDKNFABxXRKG4mgspOCExEJE6UuspOc0YUYHBpXFs3tsm1dQRvUysyQkzAr53+kxMqS3D/sOzL3T9DaOqi/HhrZ8Ifc1gjBsO4u+1/BvH8kwnvSY6dRRd32mXgdh2DY7vIIrRdjVTd9b80TjXa5shZupMEkoBeKYuGwXlL56Km0i7CxP3GOig374t7bZ/UAMylZ4EdWvKQnva4k5yPpm6MPXDZMaWhVJadwJFVQE1UxVtKSu0CL8jUMa2P9AvRfiZOrH5uOegC5S8e8+dixkj/bVMzdSJwU5y6MX6ypVbGpGxHSlT97tlm3Ad3Dpm0XBX+5WKc7OhzT/nrY/55KEj7ngGI6uKcNenZqO2IhHoHfv0+zsAALNHVXLFxIG4B9Paq1LlKWNy+MQhEjWTaupUBVpSTrQcBzc8siKvz2ZgQadOMF9pPlu2gzv+9QF/Pp7HOBncqRs49Mt2b8zU9YzmcsRgOGv+KDy4bGNQ3Mh2hVLyCrRnUu4/rz+wmti7Kv0FTF56E8YVVYW8OYi0E0FlURRb9rYHnHLCBYeNDXy3jO1I6pzVJeEU+v5Awey1O5gxdiKAHY7jvCk+HXJoqEXEGLuIMfYGY+yN+vr6XrnGnsZkoVZKxK9eqsM7mxrw/tZGfgP6mTo3+pstokSZHlpQByo9T+1v1OHxORbzlBNivBnCc3GB7pojej95aJkU5SWnLh4xEI+4VMCwTF1lcZRHg2IhC6NhMPzP4eOwYHz/rM/oLEzGfMqkMK4VxVFJbS0WMaTfm5y67ZafbW1ECTdCxA1cbW8gNommmjpJYAPgTl1zjqbZgJyh0YqXQYgOdXHMDBhWRKNpSWbQnrF4ZiifJSGMfimNo2MBLfVAyZDAcSpaU5mAul8+IEpwGGWvkMEzdUJ2g3m0O6qzOnnWcBy7fy2vYQHkGjzLtpH26JeAv8+Jyr9Uz/bZQ8di8ZQaAMAqrzShw0ydsD6rUumETXva8Ora3fjtK3UAhAbnHp563+11VqX0mxxooL2KnHmDyU6deB8YDLymLq1Y8vFInvVYAhhz6/FEZCTzlWrq5M8ix0P9rLC+ZANJ/bI9Q2Mmf1+aS8VxE7edNhPrbjsh9P2BPnXZwDN17tyxHQcjKovwhSPH4+ufmIJWJNBUPSPwtmzxugxMVBbHkLJstCQt6ZoB4MNbPsGD4QlpnXGwV5j/YeVO/QW9GZY4FMDJjLE6AH+AS7u8C0AlY4x2xpEAtoS92XGcex3Hmec4zrwhQzrecPsCBpWGR+E37fGbWNPmRTV1a+tbEIt0PEF4T6AB2M4A6HymLiocP0jJjiRDaJQSlU6kAuSgBYweVOwaDV94BRYM/CxzMgCXXhI13T6DaqbONBhipsHrEvozXaenYBgsVNJeRcyUM3UbPNpUI3yKZoNTwh1EMdp+z1mzcdlRvgKW6NSZhoGM5aAlmZENCSOK9btaAvU2KsRocX/L1vQERHGL4ngkkAURM3VtKZs7Bflk6lQDHXCzSNTvCLYFtDcAicrAcYFzpe0uUd/Jsehv2R07C4VLdOoWT60JvE8MZNXtbOU1OvReda1fv6sVU4eVY//hFbhuyVQAfmZGFUpR99EXVvsB4Y7maUVRFDsa2/Himp2hr1cWy61JBhp4+x3PP1KFUuIRkwetzlsw1q+pUzJ15BBkUyYNA2PAjsZ2ib5O9EtSQgWCzhvdo2rGXnTQM0K/vAGTqUsH670BoNajWhLVNlv9cFVxLD+bzEq5/yLueS3bQdRk+OrxUzDVq5Ujp1/s1av2bSakEOE1cw1tbq1exGQ42ltnRPtALHvIWA72tvrzf+yg3ErHhYxeu4Mdx/m64zgjHccZC+DTAP7jOM7ZAJ4BsNQ77HwAf+uta9jXCGt0CQBb9/r9VeimMzx+8VPvb0fGsjt06sJ6Ag0kqLSajiBm6maPlg023rhUbCBvZnHq9tQBAPZO/UzwM0jBa+g0nFX7GN50XFnseMREzMvUiUI5Te0ZFEdNMMb4xqiduo5hMD+ymMspikUMvLhmJ7Y2tGHL3jY8vcqlTbUJTrxIvxR/+8riGK4+zpc1F4vDKVPXkspImbrnPtqLhXc8i1+9tC7n9Uel2r2BF+HvCOLat6s5GZgTxTF3PrWmLCTTll9Tl8ea0B5Cv2wVx9G23GL+aCJwnIq2VKZL9EuiaPc3R4B2O9XRjRqMR9HDMh/i+F71p+W8pi7sdcAdQ8qMlcWpJ6jg1AkpW/We2CMYclRjmw1liSgeXLaRPz5k/CCplr2qWMzU9a+xzAf0nR3IPUXFTF0iamLtd07A5YsmoKEtjYff3hwQ06Agdpi5lG19T2VsbGtsx/kLxuKFa4/C4NIY0l5gRnTqVEfRF2Nxr2FwaQzjh5RIn9OWtnDjIyvQPoCaj9MsUdezkVXFWH3rJ3DanNx1/YNLY6HrbypjI8MEWyrjqV9G3LljOQ5/H91PYe1HyKmLmQbOPmi0fzpE+Gu0xpiGgR9/Zg5eu26xdC2iw5qyLK52+ujlh2XVsOgP+Dju4K8CuJIxtgZujd0vP4Zr6BXYNjB1WDm+cvQk6XmRo0/RDeKUA65IRkdR54FOv+wsxOjtLafK6X1eUxct9qmWYiNpkX453C22TUeD1Fox2ihSweIRg9d3ic1vH1+xjdOK6NmBaBx0FqIBkDNT5xmQi3/wHF6vc6mw5y0YI9VCNqCEZ2/Cfvtrj5+MwycOljYs0+vH09Se8aXwAfzxLbfFyH0v1+W8fj3GuSGufW0pKxClJUXM1pRHv4wS/bJrQimtKcvPuD77HWDrOzySnAutXaypWzJjGADgxJnDOv3evgyak6ohHDENLpQSZiSHzQcpwq7scY7jO2sUrLO9LI3NFPpljnsiG/2SYNk2Bpf5+8CvPnsgp3sCQLmguNtZ4a7+AO7UeeNOVNs9nrFMWTrDYGDMZVekMjZvGUCIRYysWZ5s6/umPW1wHGDMoGKMqi5G1DR8oRTmv+fZD+RSHXLqKFN39bGT8fRVRwbuk/tfXY/dLakBQ7+85ZPTcdER43DQuGCJRz771eCyeKhj9M93t2BR+/dwceorSDpRn35JmTrLd+qobycJ6Yjtv2idtRxHup40TJ6Bozr7iMGQiJqB1gbiOtKWsrHbazkU1vKgP2GfWBuO4zzrOM6J3t9rHceZ7zjOBMdxznAcJ9nR+wsFtuOguiSKmaOyU/boBjUNgxsc4waX8E1ClLsXQZEl7dTlh6jgZZXETalmitfUORZQNcb9WzTqxJ4pS+4EppyIbftfBEBWQMtWF5CImoh6VECV408g5aauGIkDDWJ2K9eGQ3OkNWXx+kVRHRMAmlGE1pD6PMIXj5yA+y88SHqOMrItyYwvsAFgD8JraLNdl0Y4xIDI2MElkvEMuIZecSyCpvYM0pbDa+q62tLg1y/V+c75e38F0i28kD8bbM+p70qEd3JtGepuXyL1p+wP8GvqlEydybhQShidLWwOizVq5SFGFw+GUo2Ul2uwHLl0IawhPb3cEf2yLW3x++WpKxciETUlA7BUqIcdiPuwKpQCuHNw0542AMCIyuLQ94nlJ4C7HmYLyNBYfvrAUby9BeCrqVZ4FNioaSDN6ZfZ11c1U8eFQLKsyQOFfjmsogjXnTA1v7q4EIysLML4IcEWMM9/uBMbnKH4l30gkoi4mTorBceM4YZH3sWr63bxOUrrACnUihldcjZtx5HGpNVJ8LlHGeJs30GkXzYn0/iovhmxiIHhgvp4f8TAuIN7CV/98zsY+7V/8se248BgrEOKGACYhp8+LhLEAWrKwiPGFPGMD8DNpCtQG9I6gh4P1dQ1tiZ9Ra2IkKkT6ZfF1cCnf4+2mNsvTeRimwbD+l2tuONfqyTZ5njEpaG0Z6wAHYQku+n4gdieorMQg+K5Nl1x2pFRGYzKdZ76ShnZlqTl12IB2OJkF7IRG7bGIgMvqt8ZiJvyT8+eExCTiZkGimMmb+6ejX5ZFuJwiY2RRaRU4ecOMnUb97SiLW1JtZYDHWEtDQC3Pc8ur6dYWOYj3KmTg3AAcPHCcfw5U2C4AD790gHLWVMH+LTJjpy6p9/fwfuYjR3kOihio/lSQVxhIGbfya4RdzQKyAwujUlGtIhX1+6WzxOSqRtcGsPMkRW8L+nUYeWYKMy1jbtdx5GCtVGTcacuW20n4Ev3UwDdl+wPX5MHSqauu6gpTwTExQDgr29v5n+nEfGaj7fDMWP43asbsLc1HaBfUk3dtga3TOn8BWPwKa+1kePIc60ZRTwQTk5d9rH03/fQG5vwvy+sw7jBJV12ZAsFA29l6kH88Y2N0mPLcbMKuRZ8X/3S4IZnImpi4aQafO/0mbji6Imh76N+ZgMxQkh44H8Owh8vOjivY3NRcmyvfs6AjR3cqROMurjc7B3wo0miahJ9xk+e+QgrNjfw5y3HQUnMRNpyApmCIyfXSOcbyOOZL8ToezbDAfAbmAOuIqXBsvd/BPLPoFFNXWs6gzb4Rt42p5r/rSYIfnn+POFz9BjngugUDC1P8EgqiSLETAPF8Qh2t7hzldMvhR99xoiKUKofUW5UZAJOXe5M3YbdbrZBzfwOZBAJQa3zriqOcQcqTGWuo+wd9fmsLArWsJmKU2eB5aypA3yBk46cutfW7caf39wkqVFPH+EH+Aa6wa8KpQB+tlxtUN3RedSM6qShZfj7ZYfx/TAeMUIVrymjG4uY3KmjliFhegNE6SOnjsYwm2Gva9zzR0csIxsGbNsCMinYpr++0hjTWKYsB+9vbcRxdz0PAJhUWyYFasQxaUaC2wDUuiLbWDLGcOUxcimUWBfbX6Hv4B4Aydo7jgOT5V4Y/M3Jf64o6vKEzzxwVIAXTNA1dcAhEwaHcsDDIFL2GFM2oqi7wEQg1Nt4i85ra3fh/5bt4E/f8/RqPPPBDk4NELMIYtNLsV/dzBGVKPKkz9U6DjJyKIOnN5GOQVSdoqiJwaXZjW9xjJuTLlUul/R4vs2gSf2yPW2jEb7xIqqolsaCdWBhf2sEYRgMVx0zCZcvctVHLzpiHD5/+H74+2WHou72JTAMhpKYid3NcqaOxvayoybgH5cfxjf3WaMq8erXF+MT02t5du+6E6ZIG3xabWviBXVWbG4IqPUB4M8N5PVXBanVqfe3qFBYEtICImxOiue47oSpuPb4yTh+ei1/zs/UkUCK79x1VFOXb6aOUF7kX/MIgao10OdxWLCagmYjqzqmtJV7e2c8R00d0SXj0fA+aORsx0yGlMeaYF7ucFIIvdmvqbP5eYH8sjsaudERy8iCgXQ6BVhJWIa/JpBTxoVSMjbW7/LrLqOGId1r4t8OjIAzmavd1ZcWy0mS/iyQQtB3cA+AFgzLdumXuaReye4Ub0RxcoibUmk8gqVzXRUiov1MGqrpP52FwRjOnDcKBgOO378WrbY7se/MLPUP8iL1lz7wNm55zG9e+oMnP8Tnfv06p0uWxoVi+SzjPGNkBV94VMU1cgopgjgQaTydBf3Mi0Lk0UWo9MuyeIQ73nVH/BDfjlwuHd+ZTF3GttGettDouE7dHkeeh6rCmziuohS6RjguXzwRVx3rqo8moiauXzJNiv4XxyIC/dIz5hhD3e1LuGoprakRg6G2IiH97qOqinGmR+kB3IJ7CZEEVmxuwIn3vIhJNzyOnzyzRnrZ7zWn5yuBMuNq1kWMhodl1sOk7MW5WByL4ItHTpCMN1praS0w4e25akuDkJo6kq8XJc0JFx62X+A5MXAk1n5Vl/T/KH8uhDnjRG8fVtGx0BCnvZsGzCzziGrQY6YZ7vybFNAxkPIydQYDPjG9VgqI33jiNJw4c1gI/TJ3pm6gqF92B2fNd9UoO6IxZmAilc4AmSQsQRHTz8a6/1/9p+WcSgm4pTOibaXeB2EtVPJFf+5PR9B3cA+A1C1tx90EVKqIiPMWuMIcYkSoKBZOH1l+07G4wysWXjp3JFbf+glceawvu66RH0zG8KXFE7H61hMwdnAJ0jbDusu24F7rJP8gz6nb1RKu25MJzdRlX0y4U9cm1/TQQkabV2f77w1EmEKmLhdiAj2qJZlBcTzCjbz6cafib85C/vqQsninaupsxzUMmrxM3U5HFkNKKtkd0UjVdZPdR0nc5L9xtt+TjHsa80rBuTA8R++Bz7siOMGaujheW+fX/hC1h5CydGZdxW2nz8CU2jKpfhQAqkt8Ay6MokVqiSLCnOWwDBwxMCg7YzkyTS8saF/t3QdhVNyw3rLZ2AAD3aEPu/fJqQtbmz97yFj8j+A0U+1b1DSyihxZvKcjC6WtRyN+PVbadq+HwUZFUVS6hkTU4LR5QBBKiZBQiq6p6woevfww3HLq9MDz/7riCDzwP7LAmO0wpNNp16kzBPqltyaIc+9f723jf0dNeU7HIwZvXwG4QR8RnVGiVd/bHzGwV6kewo6mdnznsffx/tZGGCxY1C2ClN1Epy5bps70pIEJA31T6SroJzQNhqjX9F1tRvqPFfX4vxfW8mjiU4f+Hrj8Lf46ZWJEZTZ1fCuLo/jNBfMB+JucmqmjaC9FqweiNHZnQZmAjpw6cU41tWdQEjP5fMpYchNcanyaDyhSuLM5xTMEuxXlyzlCL8T5+1UH5urz1xyFl7+2KO/P1JAhbsbZnDoaa7IHqoRMHRmRPKiiOHXv7Uji5kdXZv18une0kqmPoybX4Ikrjgjc62JjZ1VEBfAFwkSEZWVEhUJVrdDw5qGtCKWEUbGmDnPn6q6WFGKmgXe+eSx/LWw8VSdVRW2WEon+jjARN6KzhTl83zx5f9xw4jT+mBK0YUIptO+K++KIEEonjW80YiBJLQ0cBxXFUcmhL09EYXhOnWU7+NHTqwGI9Ev5eun+0/TL3Kgpj4cGs6tLYjhYKY2xYMCy3Eyd2LuuWKFfAkDdTl8hNWrKczpqGjgo+RP84bDHpfcTOsrUPX3VQh6oGQhBdH0HdwN0gzz3QT3ufX4tAEj0y7CiTMr0iIvguME+lau/K/N8HBAdY2pDkPQid/TKz59fh1v++T4/bkf5TGDQeP6Y6JdSpk4xRE6fMxILJw0B4G92TZ5T95cvHIInrjicOxNHT3VVMLPJQGv4WLnFVaRrC+k5JkKcUy+u2YmimOlLoNuORJEcE6LclQ1i7eRyezzqYyNxa/psAK6ow6qbj8eBY13RlK8ePwUPXbwgYKSOHlTc76WUexMlwkaeyGJ4+SJUXqZOENoo9mg3VI+n0i9fWS/30lJB9EudqesY1UqGVMUdS2firPmjcc7BflPhsPrWqOSsyecxvUydDZmqFbZ9njp7BAB3DShNRKSWGWGB0lxO3cpvH4dnrzky6+v9GYNDspoqlS4XbKEGM5udQ2UJphF+TEysqbMpa+vWboqsmPKiKM/UPb5iK1c15S0NvHOfPmck3r7xGEyuLfO+h57fuRBWIwsE21T8+ZIFsGEg3rwRaNyEjFBTJwbl9h/u2kMkRAW4Cu+qUMpulGOX6ZZfJAI1dblt5vFDSvGNk9zgwootDTmP7Q/Qd3A3QAsA9cQC3E3MFIwLMt4JZd6GQsbBkLI4agU++kCIJHycoN9X5HCHIWPbXAgA8I06UTZdpZCI6luUkdvgSTFPHVaGKbV+dugLC8fj7RuPkcZeIxzHeYIJar8jFWrUvSQW8TN1ti05dcMq8//dxTnZiBLcNv73eMdxHf6o6TY+5RFmpUlyLqEWjfwh9gjLlqmjjC4ZHmJNHTU0J+NTpV8uj88JnO/+V9fjmQ9c0SS/pk6PZ0eo6qD2bOLQMtx22gwpixeWMculamkwr6ZO6VPHGAs4dpXFMT5uapQ/1KlT6Jc/OGMWbvYoZ8WxyIClUzPGUBwzcfKs4fw5CmzmCna8cO1RWHb94vycug7KEsjYl+mXDmIRQ2LFFHssjYyXqSNQQIg+PxE1UFUSA/PCu7plVG5kY8uI4kKAe69YMFC+878AgPfr/bIW8Rz//NLhGFVdJAVsh5TGpT7DNEepLlJtU5RPImTRFNchPGPuqA6OLHz0f4JpLyIWMdCSsng2BnANC+IMj6gs4v1uCGUJ2bhQ70dNsexdUNbli79/EwCw0RmCaViPdsiGSNpypN5zmTzol6KRMmloGcriER4hVOkehsE6NH40XJy/YCweeG1DqNCBiHMOHo37Xq7jj4tiJne8kxlbUsfMp7Cf0Kz0OrOEE9F8JWORnI/yRAQXHrYfFzrS6B5K4x07dau2NQHwHTBxfhF9kwJxhzFLtwAAIABJREFUGUH9csvn3sQ/fibX0AHAjY+sAADU3b6E0y/zVUwdyBiU57om/pZhTkGuTJ3tUe+anEQge2AwBttxcOa8kfjika6iaiJqIm1l+LHfOHEaqkqi0hpPUDN1p+s5zLHy28dLjymQksupG+WxImxRKEWlX1KNpBIcU0HrbSxioDHtHmvAQcw0cNNJ++PoO58D4M5zgzHUNyXlHrK8+Tg5dSS6BP4+jezI1jSe2FDPXH0kSuMRbN7bBkvIGa3a0c7/VrO6g0rivA8h4FE8FfolALR5gfjq4hge/uIhOO2nLwPIrX5JKI1HsO62EyTWVn+Fduq6AYrGi1kfk7mF1j8/Zw7m7zcIGdvGkLI4RlUXI5mx+CLCm5ArN1lJPII7ls7EmEG6H1J3cd/nDgwY5LRZ7PEchKvTl2Dd0HX4aNMI6TjLtrlxCPhCCdlaGgDB2sjaigSadjRLn6vReUyoKcWZ80bivAVjOziuDHcsnYlr/vwOAD9aCwAX3/+mdGxn+tWMGyLPRTHyS2vApUdNQCJq4gzPAGSM4UahnkSje5CdutybOIkiVBYFM3U0R9PC1nf5YzvQESjLq2vqOka+7INssuUE0QBTa+qWOZNxV+Y0PGyegEVK5J6y5pNryzHW6ytYFDXR1J7hAdcLPAGPR4RmyYSOauo0fJDtnU8wmjJ1YS0NiHbZUa05Ofp1O1swps0BxWJjEQMTakpx+aIJuOc/a1BbkcAra3cBAL77xCr+fsrU7Wh0M0dExaVP0/TqzmFKbRkfV8Dv47m1oY33kgSABsffQ0VhQCBI6x1UEpfq38nRpmyeaTDMGV3FX8+3ZGkgOHSAduq6hShR+YTUMUWujp8+jD938cLxUEHGQVjk44x5/T9FvC9Ajb5FqAtAE4rxbvXRwKat0vNups5fWCj1T8bhiTOHBTYeVQ6ZMgWMZY9waXQM02D43tJZeR0rbsrFsUhW46CyE07dybOG466nVmPdTrfuSsz4RQ0/4nvpURPyPqdG55AP/ZJATrc4xiRlTXM0JdTUZZR2FGHQQin5I1uvVRUxKRofPk/Pmj8KDy7bGBTWgIG7MkuBTJCORRCFcuj9U2plgaMwZyRXL0wNGWo7i1xwBKEUdT/c6FHrpw4rx9sb9mYNutF4LZw0BKu3uHPYgsHX/SuOnoRzF4xBTVkCrZ4gz85mn/pHwQFqj3L6XC+YO0AM/q5i3JASrK0P1h0/ccURUpkKwfDol4TfWUfzv4uUzDrNt5hp4K+XHgLTCAqlAK6iNRDMpuqAuQzt1HUDlCJuEzJ1+UYDyLjozKKo0X2EGQ8lYb2UFPoljXEiamLZ9YtRWRTDr15aJ71HdRTIAQxZ8zR6CSK1o1igX6qozGIIhoExxhvnAnKmTtOl9w2kTF0WUYbBpTHsbE4h6TlpYk0d0e4SYeqXeazBactGxGA6OJMHoqaB6SPKpdqrMIjOeTZnmeZzrmh8NqdObIe3pcGlfx0yYbByre55j5g0BM9/WA9AZ+o6A5oPdkjvwWxwJevl8Tx0vDsu3zhxGk6fMwLjhoT34yVj/7CJQ7DqWfeesWFwQ980GFfpJEpn2P7783PmYvPeVt4Lk65G79XhePTyw7i4nIowm9dgDBnPqUvVzkFDnT+exUpQjlob1JTHsf9wt1WQeH+Qw97i2WDqnqsVxGVop64bIC5va8qn+OVr49EmptUu9y2IMhmPGLzvVZhUs0q/JBpnRNg01I1pvqeAyN/TLlM/NXofYrPjRNTMOr/EzE8+EOvoxL/1hrJvINKeszUIfujiBVj0g+ewn1fHLG7+ZHySES/SLzsawfqmJBra0tqB7wQevfzwDo8RHfVsvy2NV65ovOrULb/pWNz99GqcOHNY4NjJQ8sCzwFy1rC8k2vDQAYFzaxOeEOqUMrtp83AJ+e4GbNE1MTcMdXZ3soFNGIRQxI7CgsKqJf0xBX+PTm5towrXgJ+m4qOqN0DFcWxCDpBboFhgGfqxMbjgLxHA754oLgGyK283L8pU6fWNedTUzeQoFevboA2GjFTl2/mjQp2tU+3b0FjVpaIINnsUjBSls1bHRDStky/bE1lEDVZoD2CCLWR7fVLpuKUn7zU499BIztEOfWIyQIL/n2fOxCvfLQrbzEHgsjQExuNazrevkFp3DcMsokZjBtSil9/7sBAcEUEzd80TDSjCKUn3Az2Ru7PPvDWpwBkzwhpdA1iYCWbAA1F6dWaOhGzRlVKjyuKolnrWccr9bHExoiaBn5+zhy8uGbngKm96QnQ8mp30qkT1+VR1cVZWyIwJjtnFJyJmQba4WZUGey8auGqc3gl3106E4um1PBMkUb3YAr0S8tw182vf2IKXlyzk7d9InSU4OD0S56pU8pedB2kBO3UdQN0E4pCKfnSc4j+pW5IGr0LGrP2tFwv5y5C/u7xs2c/wmmzffGUlpQVTPsrY62+rsd236NacKxdupz8+oFjq0NrLTuCSC9qEzLzOlO3byA6ALmM7qOUsX38y4cHnLGPvnMCbnhkBY5ceT/emH8M2Bv5BV7CaNoaXYeYqcsWHKE1NdcsUx21MHz7lP2xuyUVcA79VhUGjp8+TKqF1+gYFMTuDP0yZhq8bySQ2yg/Yfow/PNdt979Wyfv758jwtDuuGu94bU0UKFeUi7Hr6IoijMP1FoGPQXGGBdKyTB3nKYNLw/Vl/AbwofPcro/KFOnrhWaEi9DO3XdABl0HfU8C8PMkRV45NJDMbEmnDuu0Tvwx8w3zNvTlmv8K8NYLxRYtyYzAactn4arZ80fjX8s39L1C9boFMRorGkYgUxdV6N6FImuLomhNWXxwnEtjrJvIDoAncHUYeWB50yD8cbEQP510JNqw6l7Gl1DmdAEPJtTR4ZeNpchZhp5jV825dyU4NRpdB6XLByPFVsasWRm7vpJETHTyKtFCQDc+alZ3KkT28PETJO3IaKWBipSGXlD18qW+w6mwZDx2o5Q/XK2HnfZ6mZvWDIVc8ZUSUIpKltKIwh9l3cDZDCKjRPzjVgxxnDAqEqUdNFY0egaaOEQh6k9bYfysjfv8XuntCStQNp/tNKDMAy3nTYDK751XBevVqOzEPn6UZMFNopcNK5coJqRquIo2lIWyuIRHDl5iG49so/QVacuG0S6db6B3rF6rHsUZRL9MnwQiOqcTRynu5ny6R7d7phpnc/ea7jUyb9deiiq86Czj/Pk7g2DSXZPLhtIDJxKiogRhna4QQGDhWfqrjl+ivRYU+X3HQwGnqlLezV12Zx3CrSqmbr/OXwc5oyu8oVSQgLrGkHoX6gboJuwReiFlukEDUFj30M0Dijg8/iKrTBYkF61SXTqUsEFZXwWhS6Njxef9mg0phF06roKquuoKnYzdRnbyaqsqdHz6GlBKbdBtfs361AqxUWxpl/2KIqlAEy4KeKrDvuvlwlOQHfvi2nDy7Hq5uM17XIf4E+XLMCfL1kAQA7S5EtrjgqB15hpcPolEJ6FO/fgMbythSuTr83dfQWxpYHF3LHOFoARlUvDINbUaaeuY+hfqAcgCid0hluuse9x2ERf0nrJDHcjT1sOTIPhwYsOxi/Onctf39Oa4n/vbU0HVJvUppkafQMUWIkaBjJ2xz3I8gFldcoSEbSkMrBsRyvXfgw4oIfqVCOmn6mje6S6JIZl1y+WandEaKeuZyFlYbLMpXaPQieuvQ9edDAXw+mJGdhR30ONnsGg0jjmeeMmOnL5spXE2qloxEAb/NYT2Wj15Ozlk0nU6DkYhu/UUU1dNpVKLoaU7XXPkbPs8IyshgzN/esGwhSfOiPtq7HvkYiaKImZaElZGFwaR3HMRGvKgmkwzBxZiZk+bR8tSZ9Wu6c1hQlK/aPmdvdNXHPcZLSnLZw4axgSERMLxg3CK2t3deucNNfLEi790rIdLZKyj7H8pmN7TOnMYL5TV+4Jqdz96dmoKUtgZFVR6HvUprka3YPYmiLbWtqWCtIvp4+owCmzh2NZ3e6stXYafRti1ixbrVUuuOqXQqbODD8HOQHUskBj38CUhFKoZUH4HCdnLluQVHTkNIW2Y/TaL8QYSzDGljHGljPG3mOMfct7fj/G2GuMsdWMsT8yxgo2hGKF7Ciaftn3QfLZsYhfsB22oIi02taUxRsYiyBpfO3f9R0MLU/gx5+Zg+JYBIbB8LNz5nT7nJd4ql1jBhUjYztoTVl5ty/R6BlUFEV7LKtiGn4ArjVlYc7oSp7Fz5Y56IrxqZEd+TjoNeVuNmZohWyU5yNSpVEY6Ip6Ycw0kITQ5iRLfzm6T4Zqp26fwmB+n7qM4c7hbE4brcPZgqSiM5jNMdTw0ZuhxySARY7jNDPGogBeZIw9DuBKAD90HOcPjLGfA7gQwM968Tp6DWFUS02/7PsgXnbUZChLRLCjKSnVR91y6nTc8MgKtKTk5uFhxt5r1y1GS9KCqRebPoue6C92zsFjcM7BY/DAaxsAANsb2zUVpIBhepm6jGXjnU178ekDR/PXsomyiH0rNbqPfKLuVxw9ETNGVOAIgTYP6CbRAx2uI8jwk8zJeNqag19muZe+tHgiXlq9kzc319g3MAwGw8ujJ01XUC5bPZzl0d+zOX2mwXi/Ql1T1zF6zalzHMcB0Ow9jHr/HACLAHzGe/43AL6JQnXqwuiX2qnr86D6jYhhoNST1RajhSfNHI4bHlkRaFUhqrXxc5kGKor1QtOX0ZM0WarNyNiOzhYUMGi+t6QstKdtiXJZUxYPfY8a5NHoHvKZl/GIiRNmBEVMOB1Tb7cFi+euORLbGtq7dY47Mp8GkL1dwcmzhuPkWfm3W9DoGRiMIQFXkyBpuE5dtrrZIaVuFnXmyPB6acbcFjRpy5Gcupe/tijrOQcyetUaZYyZjLH/AtgB4EkAHwHY6zgO7Y6bAISGUBhjFzHG3mCMvVFfX9+bl9llhDlwk4bqXkZ9HeSMx6MGSuPBHikkry3SLwGgJK6N+ELFiMoijM2jBUVHEAvue6q+S2PfgzLzP/j3BwAgUWlryhO48phJmD1aNjJGVIbX2mnsexANV/t0hYsxg0pw0LhBXX7/vYKomWZN9C2YjKGIuX1+facufIxmjKzA3y49FF9ePDH7+Tz7TBRMGl5ZhBpNqw2gVyu/HcexABzAGKsE8FcAU8MOy/LeewHcCwDz5s3rk2u3mql7+qqFGFPdfcNRo3dBLKpExIRJRbqCURfjErqyUze4NDyCr9H38cK1R/VI3WN1Scd1HBp9H5Sp++0r693Hyr3xpcUTUVMWx9sb9mJoeRw/PXsO5oyu2teXqZEFNPe0Md//cey0oRgTEpATx15nbPoWmAEUwXXq2smpy1GiMqsDVeOoYaAdtqZd54F9IuflOM5extizAA4GUMkYi3jZupEAtuyLa+gNqIk63besMEDOeCJq8s1AzNRFTAMGA1qTMv1Sj2/hoivF+GEQ6yo1/bJwoRqBYfUcMUFQae6Y6n1yXRr5geiXPVEvq9G3ce9580KfF506rUTdt2AyhiKPfpmPU9fh+bz3arGqjtGb6pdDvAwdGGNFAI4G8D6AZwAs9Q47H8Dfeusaehu27XD1Q32zFQ6INpuIGpx2pRp1UdMIZOpG6SzsgIfs1OmoYaFCne9hTj8Zjbo4v+8h7YkrlIfUOWsMDOj1t+/CYAwjmVs21WS6DIdoFvplPqAgXFzb2R2iN1fEYQB+wxgz4TqPDzmO8yhjbCWAPzDGbgHwNoBf9uI19Cosx8GC8YNwwoxhGK0N/oKBbfuZOrLXVHn6WMRAU7vs1FUV66jwQEexsKloo6Jwoc53MyTSTzRs3Rup93DVMZMwJIswTS5QfeO5C8b28BVpFAqy9abT+PhhGMDvrcW4IPIEthZNAGNru8WWoXo8nTzpGL2pfvkOgNkhz68FML+3PndfwnYcxEwjVJ1Lo+/CcvxMnRlCvwTCDbnKooJtqajRQ4hoA79foDOZumwtDjS6j8tziCPkwtDyBNbddoKm3Q1g6HrKvguDMXw7cx62HXw97n1mbbfPx4VStFPXIfSs6AZsW3O5CxHUID4RMbPSL8M2jLCWBhoDF41t6Y/7EjS6CNWJC8vUEU27VM/7Pgm99w5saKeu74LW03tf3Ngj56N6PC2U0jH0L9QNWLYDHbgvPJCxFs8ilAL4ESHx6Z4S29DoH9irnbqCherEhQmlNHstTXSmTkOj70E7dX0XPR1v0Zm6/KFnRTdgO06oMaDRtxEVoj7kqKlG3viaUu9YPUU0ZMwcWQEAmDdWKyIWKtRpHRawmVJbDgA4STcv1tDoc9C1rn0XjLFAm5juIJl2hZFKdICtQ+hfqBuwbCdQcK/R93HDkmn485ubMLq6mDtzqnM+eWgZnly5HbGIgWTG/jguU6OP4u+XHYa9rSlUFusay0KFqSixhdEvJ9eWYdXNx/NG1xoaGn0HOlPXt2EwFujl3FXsbnHbI9SU617BHUE7dd1AyrJ1JqcAcc7BY3DOwWMA+M6c2kNFVGS7Y+lMTB1Wvu8uUKPPQzt0hQ112c62jGuHTkOjb0KrD/dtGAYLNnPuItrSbs/gmrJEj5yvP0M7dd1AxnJ0tKjAQbQr1TkfXOo6dbbt4Ix5o/b5dWloaPQeVIaFZlxoaBQWdEC9b6M3KpO60v5koEHPim4gbdlcaEOjMJFNKIUWj5aUtc+vSUNDo3ehznddG62hUVigOTtf1zb3SYRR2ruLiiLdK7gj6ExdF+E4DjK2o6NFBQ6K0EcV+uWMERWImQY+f8R+H8dlaWho9CIiSk2dVrbV0Cg8PHP1kRiq66z6JHqD/aDbSnUM/Qt1EWnL5Qpr+mVhg9fUKUZeUczEym8fpyP4Ghr9EGo9Tm9ElTU0NHoX+w0u+bgvQSMLeiNQplsadAzt1HURactVRNT0y8JGNqEU9zntsGto9EeoDAsdvNHQ0NDoOfRGnIzp4FuH0FZrF0FOnaZfFjY4/dLQ46ihMVCgMiy0UIqGhoZGz6GHuhlodBLaku0iiH4Z1fTLggYXSgnJ1GloaPRPqDW0OlGnoaGh0XNwetCrO2LSEJTrerq8oH+lLoJn6rQ1UNDgLQ30OGpoDBioDAsdVNbQ0NDoOfTkmvrbC+b34Nn6N3SaqYvY1tgOQNMvCx0kkKDV7zQ0Bg5UoRRNFdLQ0NDoQeg19WOB9ki6iNN++jIATb8sdJBPrmtqNDQGDnQwTkNDQ6P3oH26jwd6Z+siqCZD0/YKG5Sh06OooTFwoFvRaGhoaGj0N+idrYuoLokB0BHfQgfRL3WiTkNj4ECv2xoaGhq9h54UStHIH3pn6yLGDykFoCO+hQ5adjT9UkNj4CAWEErRBoiGhoZGT0GvqB8PtPplF/Gtk/fHo+9sxbyxVR/3pWh0A7YXTdJNLTU0Bg50ME5DQ0Oj90CJunljqnDjidM+3osZQNBOXRcxcWgZvnJM2cd9GRrdBC08ujRSQ2PgQO1Tp6GhoaHR8/jiUeMx6//bu/doK+s6j+PvDxdRLgLKZVBQUjOtvAECkwoU3mZZi3EaVMYMzZnW6GijWaO1zC7OjDVrxrRl1JhpdJERL41GrZKMLFAyICCJUVvoqOAIZopYmMB3/vj9du3oHDjnsPd+zvOcz2st1tk8ez97f/f5nH3O/j6/3+/ZY4YUXUaP0bTDlZLGSFokaa2kNZL+MW/fT9JCSU/krx7qssKMHroPAGOHDSi4EjNrlT69e3HykSOKLsPMrJJqU9r79PKsiFZq5kjdNuCKiFghaRCwXNJC4HzggYj4tKSrgKuAK5tYh1m7Zhx7IJMP2Z8Rg/oVXYqZtdAts49n1TMv8eG7VnHMaB9JNjNrlNosKJ+UqrWa9t2OiOciYkW+/AqwFjgQmAHMzTebC/xls2ow64iR++7tNXVmPdAxY4Zw/+VTGdDPKxHMzBpl+47U1fXr66aulVry3ZY0FjgO+AkwMiKeg9T4AW3OgZH0fknLJC3btGlTK8o0MzMzM7M9sC03dQN9wKylmt7USRoI3A1cFhGbO7pfRNwcERMiYsLw4cObV6CZmZmZmTWUm7rWampTJ6kvqaH7RkTckzc/L2lUvn4UsLGZNZiZmZmZWWsN3NtNXSs18+yXAr4MrI2I6+uuug+YnS/PBu5tVg1mZmZmZtZ6A/ZyU9dKzfxunwCcB/xc0sq87aPAp4H5ki4EngZmNrEGMzMzMzNrsd7+EOCWalpTFxGLgfbSnN6sxzUzMzMzs2L81bgDuWfF+qLL6HEUtQ+T6MYmTJgQy5YtK7oMMzMzMzOzQkhaHhET2rrOHyBhZmZmZmZWYm7qzMzMzMzMSsxNnZmZmZmZWYm5qTMzMzMzMysxN3VmZmZmZmYl5qbOzMzMzMysxNzUmZmZmZmZlZibOjMzMzMzsxJzU2dmZmZmZlZiioiia9gtSZuA/y26jjYMA14oughrCmdbXc62upxtdTnbanO+1eVsG+vgiBje1hWlaOq6K0nLImJC0XVY4znb6nK21eVsq8vZVpvzrS5n2zqefmlmZmZmZlZiburMzMzMzMxKzE3dnrm56AKsaZxtdTnb6nK21eVsq835VpezbRGvqTMzMzMzMysxj9SZmZmZmZmVmJs6MzMzMzOzEnNTZ2aVI0lF12BmZmbWKm7qdkPSWyTtXXQd1niSTpB0aNF1WFPsU3QB1hySeuevbtwrxtlWnyS/76wgv2a7B7+42iHpaEmLgX8G9i+6HmscSeMk3Q/8ABhcdD3WOJImS7ob+LykU2tvEq38JP25pC8Bl0vaN3yWr8rIB9jmAldL2s/ZVoukiZI+ABARO4quxxpH0qT8e/lKScOLrqenc1PXvquBuyLizIhYDz4SUXaS+kr6T9LpdT8HfA+Ylq/za6HkJE0D5gD3AI8B7wGGFlmTNYakKcBNpAMxBwAfkXRasVVZI0g6hPS6XQQcDFwr6Yxiq7JGkXQZ8E1Sw/4XeZsPtpWcpN6SriO9n1oCjAM+LmlksZX1bH4juxNJvfKUvC0RcUPedoqkIYCnhpRbP+BB4KSIWADcDRwpqY+PHlbCUcBPI+IbwNeAvsCWYkuyBhkPLImIecC1wEjgHEl/VmxZ1gDHA2sj4ivAFcBK4J2SxhRalTXKOuCdwEXARwAiYrvfR1XCs8DM/Nq9DJiMlz4Uyk0dv5+ydTj8fmrARuAkSWdI+m/gQ6SRnQ/n23hqSEnUZwu8GhG3R8Rv8//7ANsjYptH6spnp2wBfgzMlHQNsAIYBcyRNLOQAq3L2sj2cWCwpFER8WtSs94PmFFIgdZlkt4l6RJJk/OmnwJjJI3J2S4BXgLOLKxI67I28v02sDp/3VKbhkk+SG7lUZft8RGxHZgXEY9L6hcRG0hN3rCCy+zRevQbWUlDJH0bWAicJWkAQES8AtxGOiJ8a0ScBtwCTK77RWXdWFvZRkQoqf3cPwicKWmoR+rKo41sBwJExErgdGAscHFETCO9QTxd0pEFlWud0F62pKZuMzA3r5kcA/wMGJT381H/bk7SKEnfIh0cHQrcJum0iFgHPAyclW/6GPALYH+fpKw8dpHvdmBHRGwF/gO4UNKwiNhWZL3WcW1k+1VJp0bEiwAR8ZqkQcAbgA0Fltrj9eimDhhAWld1ab48pe66BaQ3h7U1OcuA54HXWlifdV2b2UayIzd2T+XbTC2qSOuSnbM9qXZFRDwCDCdlC2kN1iDg1daWaF3U3uv2CdLUvOvIa52BR8lrYj17ohQmAIsjYkpEXAvcCPxdvm4xcJSkibkJWA+ckBsBK4ed870B+Hv4o9fnD4GlpNc3kiYWUKd1XlvZXrTTbSYBayJig6SBkt7Y8iqt5zV1kt4raWo+e9p60iLP+cBWYJKkAwEiYjXpqMQlkoaRTrrwVuBXBZVuu9GBbA/It1MemasdBd5a215E3bZ7nci2H/AQ8A951+mks9f6zWE3tZtsJ9ayjYjfRcSivK4O0jq77xZTtXVEznZafl0+AHy17upfAU/ky0tJI6835NHZtwBPS+rf0oKtU3aT74vA2ny7XpDW0pHOKH6lpJeBcf672z11Itu+edsQ4BlJF5CmVB/bynot6RFNXZ5yN0rSImA2cC7whTwFYGtE/Ab4PmlU7h21/SLiy8A84BPAu4G/jYinW/4ErF1dyTZPw+wdEVsAkRb3+mh/N9PJbKdDmgYC3AcMlPQjYBZwSURsLOZZWFu6+js573uipOWkEdoFra7ddq2NbP8GuBXoHxHP1b0JHEWeCRMR/xcRN5Kau1tJB1E/k38OrBvpYr478n6HAbeTpsWfGBFf9N/d7qOL2b6et80gDYRMAc6OiDtbW71BD2jq8pv3IE3BWh8R04GLSUcabq7dLiKWkKZsvUnS4Dw/mIi4Hrg8Ik6LiF+0/AlYu7qQ7RE52/75iCHA+yLiE62t3Hani6/bIZL2iYg1pD9I50fE9IhY2/pnYO3Zg9ftgHzVOuBj+XfyUy0t3napg9nW1i+fAtyV9xuRt/0TcGFETIqIx1pXuXVEF/K9O+9X++zBzcA1+ffyz1tbve3KHmRbOzHKd4CzIuKCPNPNCtCn6AKaRVIf4FNAb0nfAfYFtgPksx1+ANggaWpEPJh3+xJpasBC4GBJx0XEhrojEdYNONvqakC2B0kal6fxrWv9M7D2NOh1Oz4insWL8buVzmYraS9gE/C4pH8hfYTBtEhnv3yloKdh7WhQvm/PMyY8a6IbaVC2U+qmxVuBKjlSJ2kqsJw0PPxL0lksXwferrwwNx+R+BRpamXNGaQjE6uAoyKdotW6EWdbXQ3IdiUp2/UtLNs6oIGv22dbWLZ1QCez/WTebW/gfNJanUHAybmhs26mgfm+2NrKbXcamO3Lra3c2lPVkbodwL9HxNcAJB1HOtXqNcAXgPFKC3e/SfrhHZun8Wwl/YD+qJiyrQOcbXU52+pyttXV2WxHAwcAXweuj/RRJNYPAG51AAAFCElEQVR9Od/qcrYVU8mROtKRh/mSah9uuQQ4KNKn3veWdGmksx+OJn349FMAEXGv3zx0e862upxtdTnb6upMtjsi4tmIeCQi3us3haXgfKvL2VZMJZu6iPhNRLwWfzgZximkOcAAFwBHSlpAOrPlCvDp7MvC2VaXs60uZ1tdncx2OTjbMnG+1eVsq6eq0y+BdDYfIICRpNOcQ1qE/VHSZ849WVt/k+cNW0k42+pyttXlbKvL2Vab860uZ1sdlRypq7MD6Au8ABydjzh8jDSMvNgnVCg1Z1tdzra6nG11Odtqc77V5WwrQlVvuiVNBh7K/26L9IHiVgHOtrqcbXU52+pyttXmfKvL2VZDT2jqRgPnkc7U81rR9VjjONvqcrbV5Wyry9lWm/OtLmdbDZVv6szMzMzMzKqs6mvqzMzMzMzMKs1NnZmZmZmZWYm5qTMzMzMzMysxN3VmZmZmZmYl5qbOzMy6LUnbJa2UtEbSKkkflLTLv12SDpB0V748LX/uUmcf915JD3e1bjMzs1bqU3QBZmZmu/DbiDgWQNII4HZgMPDx9naIiA3AX3f1ASUNAcYBWyS9ISKe7Op91d1nn4jYtqf3Y2Zm1haP1JmZWSlExEbg/cAlSsZK+rGkFfnf2wDy9kfr95XUS9ITkobX/f+Xkoa18VDvBr4F/BdwTr79YElP1UYJJfWX9IykvpIOlfRdSctzPUfk23xF0vWSFgGfkTRR0kOSfpa/vqnuvuZLWi3pDkk/kTQhX3eqpIfz87tT0sAmfGvNzKzk3NSZmVlpRMQ60t+uEcBG4JSIGAecDXxuF/vtAL4OnJs3nQysiogX2rj5LGBe/jcr7/8ysAqYmm/zLuB7EfE6cDNwaUSMBz4EzKm7r8OBkyPiCuB/gCkRcRxwDfCv+TYXA7+OiKOBa4HxALnhvDrvPw5YBnxwd98jMzPreTz90szMykb5a1/gJknHAttJDdSu3ArcC9wAvA+47U/uWBoJHAYsjoiQtE3SWyPiUeAOUvO4iDSCNyePnL0NuFOqlUW/uru8MyK258uDgbmS3ghErh/gROBGgIh4VNLqvH0y8GZgSb7vvQCv8zMzsz/hps7MzEpD0iGkBm4jaV3d88AxpNG7rbvaNyKekfS8pHcAk/jDqF29s4GhwJO5kdqX1MBdDdwHXCdpP9Jo2g+AAcBLtXV/bXi17vK1wKKIOFPSWOCHtafV3tMFFkbErF09LzMzM0+/NDOzUsjr4b4I3BQRQRr5ei5PrTwP6N2Bu7mFNA1zft0IWr1ZwOkRMTYixpKat3MAImIL8AhpVG1BRGyPiM2kBnBmrlGSjmnnsQcD6/Pl8+u2LwbOyvu/GTgqb18KnCDpsHxdf0m7G400M7MeyE2dmZl1Z/vUPtIA+D5wP/DJfN0cYLakpaSpl6+2cx/17gMG0vbUy7HAQaRmCoB85svNkiblTXcA78lfa84FLpS0ClgDzGjnsf+NNNK3hD9uQOcAw/O0yyuB1cDLEbGJ1PzNy9ctBY7owHM0M7MeRulgp5mZWfXls0p+NiJOKrqWGkm9gb4RsVXSocADwOER8buCSzMzs5LwmjozM+sRJF0FXETba+mK1B9YJKkvaR3dRW7ozMysMzxSZ2ZmZmZmVmJeU2dmZmZmZlZiburMzMzMzMxKzE2dmZmZmZlZibmpMzMzMzMzKzE3dWZmZmZmZiXmps7MzMzMzKzE/h+SyRXdEkKPawAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "\n", "seafeatures.plot(x='date', y=['temp_min', 'temp_max'])\n", "plt.ylabel('Max Temp (F)')\n", "plt.xlabel('Daily Average')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "\n", "seafeatures.plot(x='date', y=['wind_avg'])\n", "plt.ylabel('Average Wind (mph)')\n", "plt.xlabel('Daily Average')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "\n", "seafeatures.plot(x='date', y=['visibility'])\n", "plt.ylabel('Visibility (miles)')\n", "plt.xlabel('Daily Average')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 5: Marry the data\n", "\n", "Now that we've taken a quick look at our data and done some initial exploration, let's merge the two datasets." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "print(dfNoAvg)\n", "\n", "seafeaturesi = seafeatures.set_index('date').sort_index()\n", "print(seafeaturesi)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "# We need to make sure the data frames line up, so we'll create new\n", "# dataframes from the min and max of the existing ones.\n", "\n", "# Try Catch for Spark2 / Spark3 Compatability\n", "try:\n", " min_viable_date = max(dfNoAvg.index.min(), seafeaturesi.index.min())\n", " max_viable_date = min(dfNoAvg.index.max(), seafeaturesi.index.max())\n", "except:\n", " dfNoAvg = dfNoAvg.tz_localize(tz='UTC')\n", " min_viable_date = max(dfNoAvg.index.min(), seafeaturesi.index.min())\n", " max_viable_date = min(dfNoAvg.index.max(), seafeaturesi.index.max())\n", " \n", "print(f\"Merging dataframes between {min_viable_date} and {max_viable_date}\")\n", "\n", "comp_df = pd.merge(\n", " seafeaturesi[min_viable_date:max_viable_date],\n", " dfNoAvg[min_viable_date:max_viable_date][['no2_avg']],\n", " left_index=True, right_index=True\n", ")\n", "print(comp_df.sort_index().head(20))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "# Check some data we looked into previously\n", "print(comp_df.loc['2018-10-11':'2018-10-20'].sort_index())\n", "comp_df = comp_df.sort_index()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we've merged them, we can do some quick correlation tests to see what the impact is of different weather events on NO2 readings.\n", "\n", "Please see the [afore-mentioned blog post](https://aws.amazon.com/blogs/machine-learning/build-a-model-to-predict-the-impact-of-weather-on-urban-air-quality-using-amazon-sagemaker/) for more in-depth explations of these different charts." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "\n", "mydata = comp_df[['wind_avg','no2_avg']]\n", "\n", "x = mydata['wind_avg']\n", "y = mydata['no2_avg']\n", "plt.scatter(x, y)\n", "\n", "z = np.polyfit(x, y, 1)\n", "p = np.poly1d(z)\n", "plt.plot(x,p(x),\"r--\")\n", "\n", "plt.ylabel('NO2 Conc. ppm')\n", "plt.xlabel('Wind Speed (mph)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "\n", "mydata = comp_df[['visibility','no2_avg']].dropna()\n", "\n", "x = mydata['visibility']\n", "y = mydata['no2_avg']\n", "plt.scatter(x, y)\n", "\n", "z = np.polyfit(x, y, 1)\n", "p = np.poly1d(z)\n", "plt.plot(x,p(x),\"r--\")\n", "\n", "plt.ylabel('NO2 Conc. ppm')\n", "plt.xlabel('Visibility (miles)')\n", "plt.show()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "\n", "from datetime import timedelta\n", "\n", "comp_df = comp_df.sort_index()\n", "comp_df['no2_avg_prev'] = comp_df[\"no2_avg\"].shift(1)\n", "mydata = comp_df[['no2_avg_prev','no2_avg']]\n", "start_date = comp_df.index.min() + timedelta(days=1)\n", "end_date = comp_df.index.max() + timedelta(days=-1)\n", "mydata = mydata[start_date:end_date]\n", "\n", "\n", "x = mydata['no2_avg_prev']\n", "y = mydata['no2_avg']\n", "plt.scatter(x, y)\n", "\n", "z = np.polyfit(x, y, 1)\n", "p = np.poly1d(z)\n", "plt.plot(x,p(x),\"r--\")\n", "\n", "plt.ylabel('no2_avg')\n", "plt.xlabel('no2_avg_prev')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "\n", "cor_cols = ['temp_max', 'temp_min', 'wind_avg','pressure_sea_level','visibility','no2_avg_prev', 'no2_avg']\n", "\n", "fig = plt.figure(figsize=(10,10))\n", "im = plt.matshow(comp_df.loc[:, cor_cols].corr(), fignum=0)\n", "fig.colorbar(im)\n", "plt.xticks(range(len(cor_cols)), cor_cols)\n", "plt.yticks(range(len(cor_cols)), cor_cols)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "# Drop the 1st row as NaN\n", "aq_df = comp_df.iloc[1:].copy()\n", "\n", "# Drop visibility as it didn't seem correlate much and has NaNs that break the training\n", "aq_df = aq_df.drop('visibility', 1)\n", "\n", "# Use the data from years 2016 up to 2020 as training, and the year 2021 as our candidate year for testing and validating our model.\n", "aq_train_df = aq_df[aq_df.index.year < 2021]\n", "aq_test_df = aq_df[aq_df.index.year == 2021]\n", "\n", "x_train = aq_train_df.drop('no2_avg',1)\n", "x_test = aq_test_df.drop('no2_avg',1)\n", "\n", "y_train = aq_train_df[[\"no2_avg\"]]\n", "y_test = aq_test_df[[\"no2_avg\"]]\n", "\n", "print(x_train.shape, y_train.shape)\n", "print(x_test.shape, y_test.shape)\n", "print(x_train.head())" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "from math import sqrt\n", "from sklearn.metrics import mean_squared_error, r2_score, explained_variance_score\n", "\n", "# sMAPE is used in KDD Air Quality challenge: https://biendata.com/competition/kdd_2018/evaluation/ \n", "def smape(actual, predicted):\n", " dividend= np.abs(np.array(actual) - np.array(predicted))\n", " denominator = np.array(actual) + np.array(predicted)\n", " \n", " return 2 * np.mean(np.divide(dividend, denominator, out=np.zeros_like(dividend), where=denominator!=0, casting='unsafe'))\n", "\n", "def print_metrics(y_test, y_pred):\n", " print(\"RMSE: %.4f\" % sqrt(mean_squared_error(y_test, y_pred)))\n", " print('Variance score: %.4f' % r2_score(y_test, y_pred))\n", " print('Explained variance score: %.4f' % explained_variance_score(y_test, y_pred))\n", " forecast_err = np.array(y_test) - np.array(y_pred)\n", " print('Forecast bias: %.4f' % (np.sum(forecast_err) * 1.0/len(y_pred) ))\n", " print('sMAPE: %.4f' % smape(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "import boto3\n", "from sagemaker import get_execution_role, session\n", "\n", "sess = session.Session() \n", "bucket = sess.default_bucket()\n", "\n", "# This is used to run the LinearLearner training job\n", "role = get_execution_role()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 6: Train and Deploy a Machine Learning Model\n", "\n", "In the section below, we create a new training job using the Linear Learner algorithm. Once that job completes, we deploy an endpoint and run some validation tests against it.\n", "\n", "💁\n", "\n", "**NOTE**: You only need to create this training job and deploy it once. You can use the same endpoint, even in future runs of this notebook, without re-training or re-deploying.\n", "\n", "💁" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "from sagemaker import LinearLearner\n", "\n", "data_location = f's3://{bucket}/aq-linearlearner/data/train'\n", "output_location = f's3://{bucket}/aq-linearlearner/output'\n", "\n", "llearner = LinearLearner(role=role,\n", " predictor_type='regressor',\n", " normalize_data=True,\n", " normalize_label=True,\n", " instance_count=1,\n", " instance_type='ml.c5.xlarge',\n", " output_path=output_location,\n", " data_location=data_location)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "llearner.fit([\n", " llearner.record_set(x_train.values.astype('float32'), y_train.values[:, 0].astype('float32'), channel='train'),\n", " llearner.record_set(x_test.values.astype('float32'), y_test.values[:, 0].astype('float32'), channel='test')\n", "])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create our estimator" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "llearner_predictor = llearner.deploy(initial_instance_count=1,\n", " instance_type='ml.t2.medium')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "result = llearner_predictor.predict(x_test.values.astype('float32'))\n", "y_sm_pred = [r.label[\"score\"].float32_tensor.values[0] for r in result]\n", "y_sm_test = y_test.values[:, 0].astype('float32')\n", "print_metrics(y_sm_test, y_sm_pred)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "\n", "y_sm_pred_df = pd.DataFrame(y_sm_pred, columns=y_train.columns).set_index(y_test.index).sort_index()\n", "y_sm_test_df = pd.DataFrame(y_sm_test, columns=y_train.columns).set_index(y_test.index).sort_index()\n", "\n", "plt.plot(y_sm_test_df, label='actual')\n", "plt.plot(y_sm_pred_df, label='forecast')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "endpoint_name = llearner_predictor.endpoint_name" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reuse an existing estimator" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "\n", "# The endpoint can take a while to create, so we'll use a previously created one.\n", "\n", "# Can specify if there is an existing endpoint\n", "# endpoint_name = \"\"\n", "\n", "from sagemaker import LinearLearnerPredictor\n", "\n", "llearner_predictor = LinearLearnerPredictor(endpoint_name)\n", "result = llearner_predictor.predict(x_test.values.astype('float32'))\n", "y_sm_pred = [r.label[\"score\"].float32_tensor.values[0] for r in result]\n", "y_sm_test = y_test.values[:, 0].astype('float32')\n", "\n", "print_metrics(y_sm_test, y_sm_pred)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%local\n", "\n", "y_sm_pred_df = pd.DataFrame(y_sm_pred, columns=y_train.columns).set_index(y_test.index).sort_index()\n", "y_sm_test_df = pd.DataFrame(y_sm_test, columns=y_train.columns).set_index(y_test.index).sort_index()\n", "\n", "plt.plot(y_sm_test_df, label='actual')\n", "plt.plot(y_sm_pred_df, label='forecast')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clean Up" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%cleanup -f" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%local\n", "llearner_predictor.delete_endpoint()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "instance_type": "ml.m5.large", "kernelspec": { "display_name": "PySpark (SparkMagic)", "language": "python", "name": "pysparkkernel__SAGEMAKER_INTERNAL__arn:aws:sagemaker:us-east-2:429704687514:image/sagemaker-sparkmagic" }, "language_info": { "codemirror_mode": { "name": "python", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "pyspark", "pygments_lexer": "python3" } }, "nbformat": 4, "nbformat_minor": 4 }