{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Big data is big at the moment. Everyone and their nephew are aware of data and its superpower. However, most of this is data valuable for businesses, data that can be represented in a dataframe a.k.a. database table.\n", "\n", "| id | customer_id | product_id | order_amount | profit |\n", "|:--:|:--------:|:-------:|:-:|:-:|\n", "| 1 | 5340 | 12408 | 3 | 100 |\n", "| 2 | 235 | 9401 | 8 | 90 |\n", "
*Business data*\n", "\n", "To store this data, we have great relational databases, columnar databases, managed columnar autoscaling databases, etcetera. We can even build streaming pipelines to reach the ultimate goal of optimizing clickthrough rates in realtime.\n", "\n", "Science data, however, does not always fit in this paradigm. More often than not, this data is best represented as large multi-dimensional arrays, especially earth observation and weather/climate simulation data. Some argue that with the advent of machine learning and data science, more and more of this computation will move into the database, and this computation is [best defined on arrays](https://www.datanami.com/2014/04/09/array_databases_the_next_big_thing_in_data_analytics_/).\n", "\n", "![Interesting data](/dask-array.png)\n", "
*Interesting data*\n", "\n", "We are not completely at a loss, luckily, as there are some solutions to querying this kind of data effectively. In this series we will look at multiple [array databases](https://www.wikiwand.com/en/Array_DBMS), and do a similar set of operations with them, to get a feeling for how they work, and what their strong and weak points are.\n", "\n", "After a bit of searching I compiled this list of interesting options for storing array data:\n", "- Store as file or blobs, query with [xarray](http://xarray.pydata.org/) + Dask (this post)\n", "- [SciDB](http://paradigm4.github.io/SciDB-Py/), a custom array database (future post)\n", "- [PostGIS raster](https://postgis.net/docs/using_raster_dataman.html), support for rasters in PostGIS/Postgres (future post)\n", "- [TileDB](https://tiledb.com/), a modern way to analyze array data using Dask as compute backend and blob storage to store array (meta)data (future post)\n", "- [rasdaman](http://www.rasdaman.org/), the original array database, seems to have been around for a while (possibly future post)\n", "\n", "We'll use temperature data from the ERA5 reanalysis as representative usecase. I intend to make a comparison post at the end of this series going over some of the strong points and weaknesses of the different systems.\n", "\n", "\n", "\n", "## Downloading ERA5 hourly temperature data\n", "\n", "This dataset can be ordered and downloaded [here](https://cds.climate.copernicus.eu/cdsapp#!/dataset/reanalysis-era5-single-levels?tab=form) (after creating an account), make sure to choose \"reanalysis\", \"2m temperature\", year 2018, all months/days/hours, and export as NetCDF. Save it as `data/era5-2018-t2m-hourly.nc` if you want to follow along with this notebook. Total dataset size is 17GB.\n", "\n", "## Array DB comparison: xarray\n", "\n", "[xarray](http://xarray.pydata.org/) is an incredible package that adds the superpower of metadata to numpy. It is modelled closely after NetCDF, which is a file format and corresponding library that can store and retrieve this metadata along with the data, and climate data saved in this format is usually standardized using [cfconventions.org](http://cfconventions.org/), which allows xarray and other libraries to infer what dimensions mean and plot nice images out-of-the-box. Hence, our data loading step is straightforward and provides a great starting point for our comparison series." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python 3.7.5\n", "dask==2.8.0\n", "matplotlib==3.1.1\n", "numpy==1.17.4\n", "pandas==0.25.3\n", "pandas-gbq==0.11.0\n", "pyproj==2.4.1\n", "scipy==1.2.0\n", "xarray==0.14.0\n" ] } ], "source": [ "# Using these versions of these libraries. Probably not critical but still nice for reproducibility\n", "!python --version && pip freeze | grep -E \"(xarray|pandas|matplotlib|pyproj|numpy|dask|scipy)\"" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File size:\n", "16,941GiB\n" ] }, { "data": { "text/plain": [ "\n", "Dimensions: (latitude: 721, longitude: 1440, time: 8760)\n", "Coordinates:\n", " * longitude (longitude) float32 0.0 0.25 0.5 0.75 ... 359.25 359.5 359.75\n", " * latitude (latitude) float32 90.0 89.75 89.5 89.25 ... -89.5 -89.75 -90.0\n", " * time (time) datetime64[ns] 2018-01-01 ... 2018-12-31T23:00:00\n", "Data variables:\n", " t2m (time, latitude, longitude) float32 ...\n", "Attributes:\n", " Conventions: CF-1.6\n", " history: 2019-12-19 12:32:20 GMT by grib_to_netcdf-2.15.0: /opt/ecmw..." ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import xarray as xr\n", "\n", "ds_path = \"data/era5-2018-t2m-hourly.nc\"\n", "\n", "!echo \"File size:\" && numfmt --to=iec-i --suffix=B --format=\"%.3f\" $(stat -c \"%s\" {ds_path})\n", "\n", "# Pass chunks kwarg to divide in chunks and process in parallel with Dask\n", "# e.g. chunks={\"latitude\": \"auto\", \"longitude\": \"auto\", \"time\": 100}\n", "ds = xr.open_dataset(ds_path)\n", "ds" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "FIGSIZE = (14, 7)\n", "ds.t2m.isel(time=0).plot(figsize=FIGSIZE);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extract timeseries\n", "\n", "This is relatively easy and very fast, as this can be read relatively quickly from the NetCDF file." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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LLd5cjQc+XuZqWNOCjVWYtma3aaW1UFji/QWbWz8rNrgRyqaell5S2yxnyE2cnoeUMuE++51HP1uBx79YlW0zCCFZhGKIEEKI5ySGydlTQ5c+OwMvTl+PRher0JV3iFRum71+LyrGTcDMtXuSbvfS9PX4zX8XRT+r4WTpVrObuHgbdtY0JV2nN2kmUNyUSmZeKDNenlGJA34/EVv3NXoyuS4hhHgBc4YIIYR4TmKYnM39NTEVCEqgnTs2qRpm6updGLt/94TtNlc1xn1Ww8nS8d40BUL41evzMbRXR5w2rBeKlMQVXZiYha65mefj1DP09tyI9+xYraBF5fjzHNtECCFeQzFECCHEc9zqtDeHQgCKXWlL9eg0B5J7ePbWt8R9TvQM2T83Xeys2VmHNTvrEtbrThqzeYbcrDbntC2nnqVcQ0qJj7/fhjOH90ZpcWG2zSGEpAnD5AghhHiO2tF+9LOVabWjhts5QbXpxenrk2730aKt8fu5kDNkHv5mzTPk5oSzqUprf7xoKxpajOdzAjJbBtwPLNtWg5vfXIBx736fbVMIIQ6gGCKEEOI5aj+5MRBKK9neTTEUMAlvq2kK4I3ZG9G3vDRueWI1OXs2jXrgc1z09PSU24SjnqHUNpqdgx2MjrVsaw1+/eYC3PXe4qTrpZTYVt2YINye/mYNfvfOoqT75ANFBZEu1OIt1XHL65qDuP2tRahuYN4UIbkAxRAhhBDPSVYF7oDfT8TklTst7a/nGKm5R6kwExLq+hMO6BH3+bb/LsJd7y9OCP+qaQxibuVey8dRqWoIYO2uekvbmnmG3KzeZnQe+jVftzu5zS9Or8TYP36N9cr6xyatxFtzNyfdJ1fZuq8xes3150IoxUBenr4e787fjOe/XZdx+wgh9qEYIoQQ4jlGffoJ32+ztL9efc5OsQIzj426vqxdfBrt9ppI4YRmxRv1v6/Pw2XPzox+dtM7o6OLR7M8nEzkDOl5SwIRb0+tUilu6qpdrtngZ2qaAjh2/Ne496OlAFKJx8jywkzOLEwISRuKIUIIIZ5j1Kk382ws21qDW/+zIOohCYUlgha9IWbCSe3MFii/iIWaAAsp7VTuaUjZTiqshvnpLZrVJHBzolTjexRZvmhzNR6btDJhXh43Qxe9Ysu+Rrw9d5Pl7edvrMKK7TVxy6q0QhrTVu8GEOMZUvbVn8/iQoohQnIBVpMjhBDiOUYdbbOwtye+XIXPl+2Ifv6/txdh9c46S2WbUwmFb1buxM7a5rhlQunWFmgj+6kKC0SOY10MNActzpOkHdJskll3S2snX64K1saWUMr1fuT6V+Zi6dYanH5wb3QtM6/Nfsk/ZgCILw+un6deBl0XweqUWfpzV1TI8WZCcgGKIUIIISkJhSXqmoMob59+SWu1Tz+4ewds2NNg6lX4fnN8cvrqJGWojTDy2NQ1B/E/L32XuELp1BZpYsjM+xIKS1PRomNXu5g1aybU7GAk6tTz79GxJO6zG2LI6vVLl911EeHbGAihq8Hx1dyfRLT1mqmtnqH4/aKiiWFyhOQEFEOEEEJS8vCE5Xhx+nqsePDstOdTUYWJ3pE0y7dJt3T0yY99Y2jr1n2NSZfreUl1zUE8+PEy1DWHNBtT2xAIScsix2qnXyr/G6GG8DnB6FKr3qf27eKvq5kg27inAVUNLRg5sIvhNl5PUWQl3NBuWJv+WKgaSr9ezBkiJDegGCKEEJKSjxZtAQDsawigT3l6YkgNkwsEk4cYuYWa1xNLUyB5qNrmqgZUjJuAMYO7Yu6GquhyU+9MWFqecNSuaMqkZ8ioLTObVc+IyomPfQMAKUMbvZ6hyKxUeSAURrFJWJt6j2PbamgJokM7dqkIyUUY0EoIITnE+ws2Y4kyr4nX6H0+JxN8qv1sqyWyjfr6TsKqjDw9y7dFEuZjhZDV9tZYDN+zKpqsbu9qAQWDttRrrX62KmhTFZqwe13sk1pcWqkIqNsolc8rttdi+D2TsGCjveeGEOIPOIxBCCE5xG/+G5nE0koBAbfQq2M50EJJPEPO8kykTN+r1BJM3vEtSLPBBz9ZhhXbay1ta7XTb1UauFVA4a25m7ClKnn4oLlnyBqBUBiFBck9i061kJQSq3bU4aA+nVK2b3T9rVQo1MWclBJPfbUaZSXxXajZ6/di1KCu0dwjz/UdIcQVKIYIISQH+eT7rRjRvxyDu5d5fiy9E+jEM6R2qJsdJt2HpUSB5W54PEaeoYYWi5XeFKwKIcB+B9nMA+aWZ+h373xv2QbVJPPCAxGMhMjHi7Y69gx9tGgrbvnPQvzz6iNw1iF9osvX7KzFtNW7o+2blQ9PRjgs8cAnyzBqUCTnqaEllFBeHEgsMW7U4jvzNmP8xOWYc9fp0YqFhJDs4ZkYEkIMBPAKgD4AwgCek1I+KYQYCeBZAB0BVAK4SkpZo+1zJ4CfAQgBuFlKOckr+wghJJe56Y0FKCkqwMqHzvH8WHqH20mHNcEzZCKGVu2oxaX/mIHa5mDS9Qs27cOXMSW37ZDNUtCWPUN6aW0PbbGKqWfIYZjcr99cYNOiRCYu3g4AWLm9Nk4MXffSd9hc1RgtjlDTFMT0NbsT9k91X3bWNuPlGZV4OVJt2zDnTEe/HkZC9rfvLIKUQK3DCo2EEHfw0jMUBHC7lHK+EKITgHlCiC8A/AvA/0kppwghfgrgtwDuFkIMB/BDAIcA6AfgSyHEgVLK9IbqCCEkz2nO0GSXrZ4h98SQmSZ4ZWaloRACgMufnZm2LdkVQ9a2kyY5LplEKpJMPQervg0X05sS+GxpRAyt3RWfu6V/R3TPzzUvzEZNU+JzlUoMFSlV5oy+d3oTZgUligoEAiGJ5kAIoBgiJOt4VkBBSrlNSjlf+7sWwHIA/QEcBGCqttkXAC7V/r4QwH+klM1SyvUA1gA4yiv7CCHEiE17G7AxRTWyXGRfQ0vCsrmVe3HMI1+htimQcl9dBKVKgDfDbm6Llx3nFhfLUdvFcmltkxyXTKLei9iqc+Gwlfl5Wrf1mqByb9W5fpIJISB1Ppx6DwzFEOIrJBrdOv16ZWowgxCSmoxUkxNCVAAYBWA2gCUAfqCtuhzAQO3v/gA2xey2WVumtnW9EGKuEGLurl27vDKZENKGOeFP30TLAfuJdMXI4s3VOPyBL/DRoq1xyx+btBLba5qw2GJ1OmcFFJIvN+pGezkJp9cTfKY+ts3tvTEj7hqYXQ91vS5qnpu6Fvvd9anlXCs3y4Aboea1Wf3OhFNdD5fNlib5S4SQzOK5GBJCdATwLoBbtdygnwK4UQgxD0AnAPpwZbLfxIQ3hZTyOSnlGCnlmJ49e3plNiGE+I50CxjooUNfKDk2usfHbH4Vp8cH7Hf8vlq+M+1jmZHNPqjtnCGPbI0NeTQTDKrNLaEw9ta34I3ZGwEAO2uaLB0zE54htRCC1UPGebuUfdw2uzUHz912CSHp4akYEkIUIyKEXpdSvgcAUsoVUsozpZRHAHgTwFpt881o9RIBwAAA8cOYhBDShlFDgKyih+2oI056p0wNJTLCyUi20a7BsMSni7cldJR31janfSwzsjkib7UDvGWfXubaG1tj86bMcsHUy/Xc1HUY/eAXUeFRaPn5sWejHTq0i5TsHtJDra5oVXwae4bUnCnjNiL/61fDaD8/hUASQjwUQyISFPsCgOVSysdjlvfS/i8A8AdEKssBwEcAfiiEKBFCDAFwAIA5XtlHCCG5xNcrduCdeZvT2lfvc320aCsqxk1AjZYjFNI8PUadWSllXOWsdMUYYNzx+3b1bvzv6/Px37mb4paPHNgl7WMlI76z62rTtrDbAfbK1tgy0GYFJYxETHMw8mxYNdHLMLnLjxgAAOjfpX3ccqsCbPWOOuysbUq6j10RZ7W6XiY8ZYQQc7ysJnccgKsBLBZCLNSW3QXgACHEjdrn9wC8BABSyqVCiLcALEOkEt2NrCRHCCERfvry3LT3VUeot1c3oXNpcTQHyGiy0ae/WYM/f946n4rVzmwwFEZhgYhLrDfr982trMLT36zBf64/BgO6doDb06+EwjJaFczsLAqEN16MpkAoYS6aVEgpPRNDemjcgo1VqG9O/VNrJOD0Nqx26q1ut3ZXHUqKCjCgawdL2wOIztej2mpVfP7q9fkAIpMZJ1Y+tOgZUj+b7EYtRIg/8EwMSSmnwTg39kmDfR4G8LBXNhFCCLHu4Xlb8URZSUZvCoQw7O7PcPOpQ3HbmQdFl5t1St+dHznWW99twm1nHpTmdKrGxJpuZotXndRhd39ma/tgWHoWSqUL24v/McN8YwMT9DA5qzZaLWZw2l+mAIgIE6sYlbN2w/ti+RZIvZpcxBazwYPtNU1oDoZw2AB3vaCpaAmGMWnpdpx/WF/LVQAJyXcyUk2OEEKIf7DaKVW3M9tvw556rN4RKdbw0vTKuHVWO6VeddDiOuw5MiIfCIU9rCaXev1FT0/Ha7M2ADAWO3p4XbbD5DbtbTAsZ53OEe3OiaUSzRky2e/aF+fgB3+fbq9xh/z1y1X49ZsLMHklq/ESouNlmBwhhBAfoHbKAmFrnVh1PzMPwEmPTY7+rc+h0hIM4/JnZ6ApYC08rF1RZIzObVEUVzo5R9RQIOh9mJwRCzftw8JN+/CTYwYbesrshsl5UdJ81ro9+OFzs9CjY7vIMZR7m85TlJgzlJ7dTubl8opNeyPzp9WYzC1GSFuCniFCCMlz1L5cbFEEwDjhW+3MfbZkO57+Zo2lY7ZoXoOqhhYs2lyNlTtqLe3XzmKZb7vEh8l5cgjXqWpo8Uy42emoG4kBfalVrWBSpyEtVmyrAQDsrmtJaktBGslnsaKtvjlouaR8dC/tkH4UQ/q9NMoTJKQtQs8QIYRo3PPhEk/nt/ELzZqXxmykXg1remtuJK/nxlOGWj5Wo8UJOXWKC73ppMV2THOlovHJf57sWdt2roHRpnYnD/VCHCQULVA+O/UMHXLvJOyXUK7bmlGWCy9I6Xn+TjgsMWXVrug9sFpOn5C2AD1DhBCi8crMDTHzu3gT1uM2+905AQ9PWJZyG1XUWA2RcSP53Kxss0qR5hlyu6smczBMzktO+ctkrN9db2lbs++B1avpRTEI9RFVD5GOyFDPd53F6xQISbw5Z2PUK2o1R6rZRoVBAKgYNwE3v7nA1j6vz9mI/3n5O0xaGpl4OR2PGSH5CsUQIYQY0OJFXI/LhCXw/LfrU26jjsjf8p+FcZ+N+mxuJLzbbUPviLo9UB57DbIRveS3OWVCYYnnv11naVsj2/WlVkWOF2JIFS7qMdJ5jNI1898zKnHne4vx+qyNAKyHBabznvlokb056SsVQeeVB5aQXIRiiBBCDLAb4uVXgkadWRn/v4rTDnxNU8D2RK26rUalktMl7lSy4PHzqkS2EwIWPRJmj4HVx8SLMDlVSKjPbDqeoXTvVaOWi6fbZNWzbPU7MnPtHqzYXpOWbUHlOpmZtn53PSavzP+QYUIA5gwRQnzOhwu3oG95exw1pFvGj+3HBOh0UDtC15+4X9xno7Axp6d/2H2f45xD+9jax6tr/s68zTikX2eceGDPrATJeVVW2glWQxiNc4b0/7OXM9SgTBirHiIdD6NbZlo9X6vi60fPz0rbloBii9khT9Hy1ezM9URIrkIxRAjxNXpIVzZ+lPNECyV0yvSKbboIMiud7ISJS7bb2j5g05NklUc/WwEg8hxlOmTtkn9Mx/bqpowe0wpWr4KZ2LF6OZ//dh3GVLg7qKGmvqiiM60wuTTlcmGBiPvOqLbUNgUwfc3uhP0y8TwmeIY8PyIhuQPD5AghxIBHPl2Oj23G5vsRNUxO76SZjew3BpKHCSbrvLlVbCLaafMopWFu5V7sqW/xpnED5m/ch60+FENWLvFTX602DRe1eu/nrN9ra9+KcRPwwrTU+XCq60dtLx3PULqPspqHo7Zzx7vf45evzU/YLxPaXA07zYXiMIRkCoohQggx4P0FW/Brk6pNNU0BnPnXKVi2Nb1Y/kygjgqrYsZutyhZyJdbHh2vO4aXPTsTf/va2lxJ+Y6VfJrHv1iFZ6esTbmN1XtWmKSCmVmf/K9frLLWuIbqzUwn9yzdnKHigvgulWrLul3JqyflsWgAACAASURBVNJNWrod9364JGXbbosXP+awEZItKIYIIcQBs9buwaoddXj8i5WetL9iew3+8rm1tpsCIfzr23VoURLjEzxD2ufWSTPtdYzUTt7qHbXYqM1s75Tpa3fj8c9XeuUYIjFYvcb1LhUSuWT0AFQ3xpd1N+uUJxNQsair3RDT6eoEVVsmVLYzEJ/3frQU/565IWXbdstvm9vmqDlC8grmDBFCiAP0Do5XA61nP/Gt5W3fX7AFD01YjlBYorYpiF+cuB/K2xcniBf9o1TC5ayidvLO+OtUew2kYM76vZizfi+OzkLBjLZGpvvDz01dh+emrovL/3Nqg+r5SRQg9tt0y2uitmM2tU8gFEZxYfIxarPy2ztrm3DUw1/hwYsOxZ8mrsAbvzgGIwaUW7aNkLYMxRAhxBcs3lyN2uYAjt2/R7ZNsYXev8l256Ji3AR0Ko280l+eUYlt1U2oamjBwxePSAhhU23VP+2pa8a26iY8NGEZOpYY/zyc/7dpuHT0ANx4ylBXzyGWXJjjKdd5f8GWbJtgKsTNigskeIZccHm49VVWByEKTJRZqneIWfnt5dtqAQB3fxAJt3vu23X4249GRdfTM0SIMRRDhBBfcMHfpwGIrxrnl4kq1+ysRc+OpSjvUJywzu3JQZ1Q2xQEAFQ1RAoERMPhlE7WzLV78MSXq1onzdS2+8Hfp2PLvkbT46zbVY/HJq30VAzlS1lzkhqzQQSzkuTq98+NEuZuiSG7Zb7DKfS/3VDWlmDq0Ear79YNe+oRCEkM7dXR1vEJySUohgghvsUvc7Oc/vhUVHTvgMm/PSVhnd7B8YelEZoCkV5VUaHAI58uT0jcXrmjFit31GK/HmUAWm23IoQyhVcltkluYSaK1Twc9ZVhd6zizTkbLc+/ZIbdCWBTCUMz7VKkuMjUvEH1Slj1ZJ/02GQAnG+I5DcUQ4QQ35Lt0LNYKvckLxCgh7740ZFRubsB05LMa6KyZEt1yrC4bKBWwCP5ialnyFQMpd7eSsW8WO58b7Gt7VNhd86jVNfCbO4jtW21aErisUyMIaQN4a9fP0IIicFHWsgQvdpVKFWMS5ZoMpgnSOWhCcvTPoZX85UwTC5/CYclCgqsFR4xDZNTZEA2vclGhUp0TMPkUpludlpK22p+klmlO0LaMiytTQjxLbnwe12o9TLMEpyzQU1TIOV6NzqOZiPQ6RLwobgk7hD73Jk9PWaPqFpAIZuTiQZUMZQw51FqUtluroXiWzerXOdFPmYoLHHdS3Mwa90e19smxEsohgghvuSFaevx55j5dQKhsGux/G4SLUKQC8pNIeBw7hLAu/P2o7jMFGZz6+Q6sR4Uu89PbVMA9320FI3a3EdmYXKZRA3t1G1ZvaMWv39/samgSWW72WVSr4PZM6QeSkrp6NqNeehL/PWLVZi8chduemN+2u0Qkg0YJkcI8SUPfrIs7vPoB75An/JSfHHbSVmyKDl6J8UrD4kTzExSR7LTwSsN6EfhmykKhUDIVyU53CX2u2L3+Xnqq9V4eUYl9u9ZhqvHViTsH/tIV9W3ZLTao/p10oXeDa/Nw7pd9ehe1s7W/rGY5QypJITJJRwrvr3b31qE9xZswVe3n4StSQqpvDhtPYqLCnD1MYMTbZMSu+ua8fdv1mifbZlKSNahGCKE5AS1zUHU7qzzpO2lW6uxvbrJ1j5SSnzy/TZ0aFcIwD9lwGMxG3VXBYcQzidgdYtmF7xWuYqfyrV7QSgUK4bsPT/1mkdIv0jq3vr3cML323Bjlj0U+nfD6lxkKcPkzOZjSpjgNfVDpB7rPW3OqdP+MiXp9g9og1NFBQK9O5fg1GG9LdtGiN+hGCKEtHnOe2qa7X2mr9mDX7+5AAf17gTAn54hs07Kvob4nKLSokI0Wiy6oOPVabdlMZTvYXLBmHwwux1pPUdPFz2qCNA/W6mi6DX6d0O/n2bfldSeIRNshtGlGxKnV9uLmw9OuQfFhczAILkFn1hCSE4yddUubNqbvNx1JtC9Kit3RGZ+92P1M7teG7uhOOkcwyqJ86S0HQrz3DXkJGeoVVjoEworbethqz4Is9TPU/fSmIV+piytbXKdEnKATL7Lbr6u1LaKCvP7+SX5Bz1DhJCc5JoX56BAAOv+mDgZ4JqddXj6mzV47LLDUOTRKGVJUXy7+SCGEudoMR+5l9nvc+YdBXnuGbJTTU5F14lVDQHc8Opc9C1vH7f+40VbUVJU4IvvYzRMTjPazNvppICCKn4SJ59Nb9JVK6ht5btnk+Qf9AwRQnyFnRyCZH2Hd+ZtxpX/nIn3F2zB0q01LloWj3poq2Wql2ypRsW4CXhp+no89dVq9w2LwW51ajXUz0qXJher6PmdfO9M6pUC65qD2F3XbGtf3Wv2xuyNmLR0B16eUZmwzTvzNvuiAIf+3dBD+szebUar1+yswwaDSZ9bj6W0ZWKbm19bvgJIrkPPECHEV4QlYCfKYtPeBpR3KEbn0mI0toTwf28viq7zMtpIFQFWS0F/s2InAOD+jyMJyTefdoC7hsVgNzld3bxACFOxk81JLvOVPNdCUQ/IofdOsr2v7jVTPbNGx8gmug2618Y8Zyj5Bqc/nryoQSzqdz3BM6TmDHnoGeIrgeQa9AwRQnyFXU/DCX/6BudrBRBaMjgarJrZZLHwQCbFQyb6g/QMeUF+qyEnxUb0Tn07EzEU8ME8VXY9s06+S3Z3fXXmBlSMm2D5vZUK9Z2WTu4hIdmEYogQ4itWbKvFp4u3pdxGHQXdqBVSyGRojNpxsVqFTR2x1s/lk++3YvLKne4Ypx/LoVCx0jmjFvKC/L6oTrw2VosRhOwqEQ9oLa1tTdw6EkMJz0zqkNct2lxCdqcUSHps5VL74NITYguGyRFCfMUFfzcvc23UmUqWoLy3vgXdTCY7TId0uy2q7aGwRFGhwE1vLAAQX7LWKU7nPrKyNz1D7pMYrpgZL1+mCDroLRdaFUM+uF4hKdEUCFkO13Vyj9VLavVr+f6CLVi5vTb9A4PvAJL70DNECMk5jMJs1HLM//p2PUY/+AU2miQfW+WW/yzAW3M3AbCfj6Ojemu8DJtz2rIV0/Kpk+4X1EvqVUXEbOHIM6TlDJnl6PlhEuQFG/dh2N2fYYVFseHMM5ReW09+tRqfLd2e9nHtHIsQv5Jfb1hCSJvA2DMUH6r2+bLIj/ymKnfE0IcLt+J373wPIIlQsNgfCIUSPUNekYkkcj90OvMNVWgXKRUVunQozqQ5ruMkZ0i/FGYt+KGAgl2chJclFDFwaIu9Y6e2hRC/QzFECMk5jDpTzYH43oTVCm/pkG5fS93Py05bJjol7Pd4jzoJa4fiwixZ4g5u5Az5YVJVt/GqgMK8DVWeenDNKtkR4ncohgghWSUQCmNXrb25Row6U2o1OV00efHjnG6YnNrh8VIMZaJTwlFg91GvaKFWa75Du0LccOJ+GH/pYQCAYX06Zdgyd3AySKHPwWT2vcnFimbOvkvJBck3K3bi0mdm4LXZGxy0nRr1VgTDEv+YvAbVDQHPjkmIm1AMEUKyyrh3F+PIh7+0tY9hmFwgk9Xk4j9b7caoyeOpZ533vhqcU5zkPOX7fDpuoYfJlZUU4c5zD8aJB/bEl7edhKuOGZxly9LDyXOpO8nMQu1yMErOWQEFg/fRhj31kc8eXg/1fu6ua8afPluJez9a4t1BCXERiiFCSFaZsHir7X2MOlMtIedzZlgnzQIKYfVzfDsz1u6O/u20Q5cJp40TwWY2V0xbRb2kujck9loP7dUxIZcoV3CWMyQsteF0ICEbuBkmp59/Nuca20vPEMkR+EtECMkq6fxYG/34ZtUzZLEjo85/onpWNlc1xhzDWU8mExO8OulslRTldu6LV0gpsejeM/GLE4YAAIoKCrTl8dupuURWSzhnGzfmADILk8tFz5ATAZfNcFWjQ+eiICVtE4ohQkh2SUsMxX/u1akEQGLOkJckjMRa3C8hvl7Jn5iychfmrN+rbetwnqCMiKH0j1GSx56hS0b1T3tfCaC8fTE6tItMBahpoYRrXaB4hu45fzju/8Eh6FdemvaxM4GTnKF87l87eX2pl6U5GMYHC7ZEvYpewrxBkuvk7y8RISQnSOeH1Kicc2Y9Q2kWUFBsV9uZsHgbrvjnTADOO34ZCZFxcMlLc6gqmt1O5U2nDsWnN5+Q1rH0+66Gwan3U51+6IBenXDtsRXRggt+xUnREKvfu1z0Slzxz5m46/3Fae2rnu+c9Xtx638XYtqa3QZ7uMPUVbuwt74l6TqKJJIrFGXbAEIIsYuRV6Y5k56hNPdTQ9c27GnAd5VVCdt9tGgryto5EwsZmWfIQYenY0nu/AQVFQhb17NAiLRH5fUiG6qoSfAMaXFxF4zshxtO3A+H9i+PW+5XnOQMWRU5uRgmBwBvzN6IRy4eYXs/o8sS8Oid+Nu3F+HwQV3w+/eXGD7n1EIkV8idXyJCSF6STsfIOGcocwUU0p1bQ+1Q3//xUqzdVZ+w3c1vLkjbtkzipMNTVlKIBy88BK/O2oBVO+rcM8oD7AobifSr5QW0MDI1J0hV4EK0FlbQhVDS/XyGXZF+4dPT8exPRqNveXvLIqet9cON3oleFdl4e95mvD1vMwDj+0nPEMkVGCZHCMkpLnx6Ouqag0nXGeUMeTHnSLq/82rHIZkQyiWcdniuHluBiu5lrtgy/pIROPHAnq60pWIkhooNQtJCYZmQ02MV/RnRjymgiR5lO731hOX+1kK2B0AWbdqHf8/YgEc/W4FVO2ot7ZOLYXLJsHoeRptl00OWJ7eAtAEohgghOcWiTfvw9Yqdccv0vl9O5AzlWQ/B0Zwx2p1zK8n7yiMH4pWfHuVKWyrFaoKOhl7pTSUYDjsOV0vMGYq/1nrzaofZ72Fy6VST21nbhGcmr8Un32+ztL2dx/Kasf6dr8nqeRh9DzMRKmtEfr3pSD5DMUQIyTke/2JV0uWZEhqXPTMDb8/dHLfMivdpT12zo4pRfsSNa56uB0VFeCgCjMKNbjn9AJx+cO+E5cGQdDypbKEiwNRLrYseFypVZ5R0vgN2HzM73qczhvfGV7efZNOi5LhdIdFywQiH+3tBvnjnSP5DMUQIyRuMfnvdHh2du6EKM9ftsbXPki3VOOKhL/Hl8h2u2pJtHF1aTSw49WSUty92tL8VjDxDvTuX4F/XjkGn0kgK7k+OGQQAGNi1g2ueIV1oJ3iGtP+9CAP1knQ8Q3a/w1uqGixvWyAE2hncX7u4Xco61VnPWb8X26oj85IZCY+seoZy67EkbRgWUCCE5DzNwTBueHWu7apGa3fVoaYxM7OkL99Wk5HjZBqjMud2cFoJ+rmrj0CZx5Xp2hmM+OuCR///4lH98dBFkWpgtc3Oni31eVaf49YwueQ2Jdrqjypr6RRNsVsVraYpeV5hMgTcEzFuhyim8uzoJfgrx5+XsYEgO+RbSDDJXyiGCCE5T3VjAJOWGntcjDoEp/1lims2mP3uL9q8z7Vj+QknfS292+i0A9m7cykqehgXYfjn1Ufg9rcWGRbesIJRoQQRFUPRJdF1bnmGWgsoxF/s7h0jkw0P6tZBsSl5exNvORH1LUFc8o8ZjuxySjoddCfluE0R7lVdEwL4/DcnYuqqXXhownLH7VnPGTJazpwhQsxgmBwhJO9R5/bJBq/N2phtExzTv0v7uM9SSlfyApzmDJmJjrMO6YNfnrSfo2MYhcnpR45WfosxxakYKlTC5NRLfWRFN7x43Rj87uxhccv14447ZxhGD+oSXd67cwlGD+rqyCY3SEfYeOnhEEh/TiiVAiFwYO9O6FNe6kp7Vr9eRqGS2fQMEZIr0DNECMl73Ajlauu8eN0YnHJQLwy589PosrA0HpF+7WdHY3D3DjjhT98YtvnjoyP5NU7nxbGyu9PiCkZiSBceevsibp1xezPGnQoJYHt1I/bWB/CLV+Yath0tlJCkZ3zqsMTiDZ3bR37aTzygJ3550v6oGDchzsZs4zfPUIEwrgqYTluAe3M9Wc0HM7o82RRD/njaCDGHYogQkvdkoj8gAbQEw4a5JX7hjOG98cUy+0UchBAJnelAKGwYhnPs/t0NPT6dSoqw+P6zop+d9kOteJacemn0AgmJ7ar/tx4nlfjop3nZ+ndpj637Gg3ajhdDVh/jp344Cm/P24yD+3ZKaqvOtDtOwfyN+zI+wW8wlI5nyLuSeUIIFDpNXItpK/Z/p1jxDFWMm4AuHZIXEfGDV5wQv+PvX21CCHGBTHQIWoJhHPiHifjKoFrcCQf08NwGK5QUFRjmv6QimZgIhqWhGNI379+lPYbE5PO897/H4vPbTjRt2w5W9rZyiPL2xejZqSTpusMGlOOxyw7DVZo3S2231UPUus5q5FWqggdATNU4i49xr86luPGUoQkdcjUUbEDXDhjet7O1Rh1yUsxkuJmoJmcH4WLOUNQz5FJ7VnN+9jUkL9aRjvB0C794IoFISO+zU9aiqr4l26YQH0IxRAjJezIZJqdOCKszJEWCfyYpEAKrHz4XpxzU03zjuP0Sl4VC0rCDrneEpo87FR/ceFx0+ehBXdG3PD73yGnH0YqYsnKIOb8/DQ9eeGjSdWEJXD5mIDorZbyF4r0RMdLM6lNn5BnTT8utPmWy6+SWCDDjZ8cPQeX481BUIBAM288181IMFQj3xIv+PLhUqdtxEYKWYI5NQuURczdUYfzEFbjj3e+zbQrxIQyTI4TkPZmMmzc6ktsld51SaDM2LZn9gbBxmFwsZh1up9dGbf5XJ++Pb1bsxHNXj8Fmbb4ZK8coKSo09Jrp56keK1oRT7ucsYfpXtbO9JipbGvtWEf+NwrVs4p+mEcvHYGFm6rj2o7lnV+Oxd76Flz/6jxHx4tFP8fiwgK0BMO2Q1c9rSYH4VqOT7JwSSdIh1qmOYtiyE9vPL00e3WGplIguQXFECEk78lkedlcCdG36xFI1rebW1mFl2esN93XbNTdcZicsv8dZw/DHVqFtUHdOyTbxRAjW3Xvotpp1m93snOwGiZkHCbX6m16+OJDMXa/7pbaM0K3/cojB+HKIyPLipKIvzEV3bDFII/JDKO5jHSxWFZShPqWoOl38pcn7Y9np6yNfvYy3EsI5xUNo20hXsA6xemEui0252dyEz+N/9jNuyNtC4ohQkjek1kxlPxYfvEM6dYl6wSnIpn9v3zNmufATHg5DSmy0u98c4610uZGVcX0PqXaadZFUrKcIasYeSViD3XV0YPtN5zQXuJxjDrt7dK8KSVFhWgMhAyP3bGkEG/O2YSq+tQj9L876yDcfNpQDL9nEgCgKUmbbuFGeXid7TVNANz7vjt1iDFMToFqiCSBOUOEkLxHHRxtDoZQ2+RNuMSc9XuTLs9QaoYpesfPrmfISefOa8+Qlf3X7qq31JahZ8igwxxSwudEGsFBwuCX2G0Bnaw5I/FnVhXRyLTS4uT76de1oxbq99nS7SnbLygQ6NCudbw2mcByCzci8NRqbm7cux01TVi1o9ZRG9kUQ+l8F7xC//76ZEyK+AyKIUJIRpm+ZjdemGYeWuUmakf2yn/Owoj7PvfkWEYj2H6Z6kg3w37OUPrHNAsX83rSVQD4y+UjAUQqxqXCyGMW1CqgqZoo5IJnyDhnKP7/dPn4puNx82kHJL0PRuKvxEAMFRUIfHrzCfjtWQclXX/FmIE4/eBeCcv1w5S1Sy8gxUvPkO7dMypPbcbaR87FIxePiFvmJExOH7A4+pGv8MPnZqXdDtCaK0MIMYZiiBCSUa7612w8+MmyjB5TFUMLN+3z7FhGZbwzGaqXEs0M3TNk1UPkZZlcu8nrD150KH563JDoZyPPSiwjB3YBgIS5dxJsMbge+gi7ehdbCys48JyZ5Aw5ZcSActx2xoFJ1xkVjDAKkwtJieH9Ohs+N51Ki/Cva4/EAb06xi1vDZOzJ4YevChS3a8p4F2nXr+nE285Af+5/hjb+xcWiATx6CT0082BE28LT5gd2z9CLJoz5JPXMPEXFEOEkKzQHPRupFclk9XkjAZi3cxLcIKekK1PMllaXGhpPy/D/IzaNhIm/buU4p4LhqNfeWlkOwuiYWivjnjiysPx+BWHp9zOqJMfMEjg1xP7dRPSuc1G5mcipMfoGuveOnW1fn5GQk1fX1yoioPI9h1siqGrjxmMYX06WfIMmc3lZfSc6Tb3LW+PY9IsUqF+j5wIWT+JCCfM3+jdoJNdGB1HUmEohoQQNSb/aoUQqzJpLCEk+2zZ14iKcRPwxbLkk4tapaklcz/4mRRDZrkl2UYqniGz3BAdLwtAGIXJGVd2i/z/4U3H469XjkSZxQ72RaP6m4ZCGXqGDFSu6hkyuv/6ZK4Du7VPWBd7zE4lRRh3zrC4Nr3EKGcIAF667kh8/puTLLWjn0NtcxBA4nOln0tZu9Ti+6DenRJC8IoLCyx5OIoLC1A5/jwM6Jp4jQGgyK3Jf5Kgeoac3LtMvq/aGk6r85H8JNUvyFop5ahUOwshFrhsDyHE53y7ahcA4BevzEXl+PPSbieQwdHPTOqQwQalnP3Sv2kVQ5HOm9WqYXarz9nByLNTVCCQbL54/VL27FSCi0cNsHUss06qkRgK6InoysPUo2NJ3H5GYuir209CKCRRXFSAhpZg3LpYb9Ti+8+K/t2aM+ShEE3R9CnDehlOWKzapJ+3vr36XOnX3SgXSeedX41Fp9J4wWoUypdgk/b/5qrkZcGLledp/CUjsGxbDY6s6Bpvwy/H4tkp6/DlcusDPiVF8SLPSc5QNkPbCGmLpHorXWphfyvbEELyiIYWd8LbgiH7s9CnSya9MicMTR6q45cwOR1d3JQYVP9K2N5mwQU7GHmGVOFy3bEVAIDDtfyftI5lIiyMKmCpieg3nTIUT/94NE4dFl8swKgf27FdEbqWtUPHkiL06lQaf0yPc4ZSkW5xi4174qvz6Y+3fv7FRfH76Y+PWbGMZOeshtwZYfdc+nVpjwcuPDTBYzSmohv+9qOUY8EJqN8jR54hD+dUaqvoz6XPXsPEJ6R6w5yQbKEQolgI8SYASCnXGe0shBgohPhGCLFcCLFUCHGLtvxwIcQsIcRCIcRcIcRR2nIhhHhKCLFGCPG9EGK0g/MihLhMIBTGqAc+x/JtNQCAXlrYj1W2VTdixtrdce1l6ocpk2EnRkfySxpANGdID5PzgWfIOP8k/moeNaQbKsefFw05SwezEXujUsT6aL1uUXFhAc47rG+0A15WEvEMGBUIMOsbX37EADxxZXw+k1/mpgKQUCFugUEREv35MnquzPK7kq22GsppdrnU65lqe7vaXz1feobg6HvqNgyPI6lI9XW/RQhxfewCIUQZgE8BNFhoOwjgdinlwQCOAXCjEGI4gD8BuF9KeTiAe7TPAHAOgAO0f9cDeMbOiRBCvKWqoQVVDQG8PW8zAKCiexlWbK+xvP9lz8zEj5+fHf0cDGfu5ymTXhmjQ/k1Z0i1yiinw+68RHYwalrtE7pxCY2OpXeM9Zyic0f0iVuvloRWO9JP/nAU7r1gOPbvWRa3/PErRuKQfp1NvRaPXT4SF43qb8nWTLP2kXPx5A/jPSX/e/L+Sbc1KqCgF5pIxzNkVbDbfT5SiU27QlQVbE7Sk/IlZ8goxDJTrNlZh1BY4rJnZuCT77dFbJISX6/Y4TtPPckuqb6upwP4uRDiZgAQQvQEMBnAPCnlz8wallJuk1LO1/6uBbAcQH9Efns7a5uVA9iq/X0hgFdkhFkAuggh+to/JUKIJyi/HXMq9+LsJ77FrHV7LO2+ZV98HP/8DVVYuKnKLetSsm53Pf44cXlGfgD9Xlpbt0LvYI7drzt+eORAHNo/8lo+oqJb0v2cjHQDwKs/Owqf3Zo04MDyRKduyOdkouT5a8bgm9tPBgAM7NYB3/7uFNx+ZiSJv3+X9vjFCUPw0MWREs9Gt7F351L8z3FDEtq/ZPQATLg5+XmnY2s2KCwQCZ5BI2+NVApK6ATDyZerJFttNUzO7PuterNTCXynYojV5LI7ALSrthmnPz4F9360BHM3VOGN2RsBRCrc/fTlufhg4Zas2Ub8h+EbRkq5FxFBdKUQYjyAqQBelVKOs3sQIUQFgFEAZgO4FcBjQohNAP4M4E5ts/4ANsXstllbRgjxAUahG1ZnSFc7vLe/vQiXPjPTsV1WeG/+Fvxzyjqs211vvrFDjEZ1faKFonboOQ5CAOMvPQz9yiMVuM4+pA9m3nlqwn5OQ7ZOOKAnhvXpnHSdUdsJYsija3jG8N6o6NHq0RnYrUOcN+L35w2PFkrQyYRMiRZQyMCxzFBzxoxyyPTHX/2+6+GHZromWc5WscUwObPO9zXHVuDJHx6OEf3LAaQO/bSr/d0UQ/niGcpm7pNeiv3r5TuTrt9iUGSDtE1Slda+BBEx9ByAXwBYDGCzEOISbZ0lhBAdAbwL4FYpZQ2AXwH4jZRyIIDfAHhB3zTJ7gnfJCHE9Vqu0dxdu3ZZNYMQ4hCjXAqrP/p+CEvIhAlG18k/HZyIHXr1K70wgH4fC0RkvhUVL50URh1PdW6fTF5B3RuhjtJnMvdAvyd+cBDp96h354goVIXE2P2648LD++GW0w8AAIzRKrT9/tyD0b9LewzvFxHCZjlDyZ4Fq9Xk9K/Yo5eOSLq+qEDgwsP7R69nqneXXa8cc4YS8cN5GHvqM2wI8TWpSmtfEPP3R8oyCeA9s8aFEMWICKHXpZT69tcCuEX7+20A/9L+3gxgYMzuA9AaQhdFSvkcIgINY8aM4eNMSIYwmmfFanKzP358vDciWejNmp21vskZ0tFLHDdr4k2t9jV2v+6YGRMCaVRlzQ2sdhy9ENTdy9olXa7bpIpY3YRMCBS/5AwBEXHwzFWjMVKr5Kd2/ouLCuLyiq47tgLHD+2BA3p3wi9O3C+63CxnKJkIsZ4z1D35XwAAIABJREFUFLk5RhUv1XvpZoGKhFLiDm6efwZOnJHNd55+DY0mwc6Xa0zcwVAMSSn/x0nDIvJGewHAcinl4zGrtgI4CZH8o1MBrNaWfwTgJiHEfwAcDaBaSrnNiQ2EEPcw8nioieV+JhO/zeohpq/Zjav+NTvptna569xhKC0uxD0fLgUAPP3j0dhW3YiHJiy3bp8SJqd7X1o9Q5H/dTFQ0b0DKvc0RKuleYFRx7FHxxLsrmv27Ljf/u4UdCpN/vzqojabo9u1TZH5iJZutV6oxEvOGdGaxquWow4pHjQhBA7o3SmhDbPvYHLPkNUBl0jjlx0xAPd/vAznH9Y3mjgPAEGtZ+zFe0B9hs08YKkI5klp7WwKDv1ZUJ9LnXzJyyLuYNiLEUKcL6X8JNXOJtscB+BqAIuFEAu1ZXchEnL3pBCiCEATIpXjgEiVunMBrEGkWp0jMUZItqhtCmB7dVPSjkAuY+QZ8kMIj58IhMKoGDcBN592AG4740Cs2VnnWtsXjxqAnp1KsLmqEfv3LMN5h0U6p3bEkN5JiIbJaSK3tWR0fGjWPRcMx6H9y6MTYc6/+wys312PS5+Z4fR0ohiN0J99aG+cN6If3pyzER8t2up6J3Zgt+QT5AJAoXYdstkxzUSOW7roYrGoQCAYlrjyyEGW9jN7XyTzDFkWQ9orqlNpMSrHn4eJi7fFiyGlc+5p6CeryflCDBkNZqghuKRtk2pI9zEhxBakzt18BEBSMSSlnJZi3yOSbC8B3JjiWITkBD95YQ4WbdqHyvHnZdsUVwkYeIb8UiXNL+ghOs9NXYvbzjjQ1bb1wee7zj047Tb0PoAe1hOdTFTqx9DFUOv/sZOEditrF01Odgt9FF33QnUva4c99S0IhYGx+3fHf7+LVILK5LPWvjgiFq89dnDcct2CTFR6GzO4q+fHSBddoPTuXIppd5xi+XqkE5qmTuBqhBqWpXqvnD4/T1x5OPqWl+LK52aZbstqctlFf60Zlff2Qw4r8Q+pxNAOAI+nWA+0hrgRQjQWaZMRhsPSUdy43zDyDOXSKGYmTA0aBam7gBs5DnrYiF6hS7+vemGAhApmSa5Zvy7t8dFNx6FveXsc+fCXjm3SvyfD+3XGUz8ahUWbq3H3B0uitmajxHRxYQHW//HchGNfdHh/PDN5Lc4+tI/Bnu5xcN/OeOyywzB2/+6eH8suugcxLKWt+2MUlpgKuzlDOmqRB90bkG4RDHUeqFQ4CZPLpXeqGaGwdFyW3y4V4ybgxAN7AgAaDAZuqIVILKlyhk7OoB2E5B3NwTDaG0xgmYsE8kAMZWLEVQ2/cLMf74YY0tvQO5jNgcg10e3WO3EH9u6IKat2oXvH5AUGDhvQBY1JEtXHnTMsjckvI/9LGWl35fZIuXY9xEU/60w/ask6+Qf16ZRRr+/lYwaab5QFdM+Q3e//VUcPxiszN2C9jRBA6zlD8Z9VceS2N2D2XacZnr+TgTA/VGFzi0AojMKCzP0O6rmtU1dFqg0b3fI8usTEBXIn85mQHCMQDqM98kcM+b9ktDmZsFX3tHhRfU04yEPQ0Udp9ZF9XSDqoW+lmoC/4+xhOHZoj+icLMmIrST41e0nIRAKG84lZMUmteOiX0NdlDAk0z8UFaZ3T9oVFeDXpw7FbW8tsryP3QIKOvv37AgA6Fdeiq3VTdHna0T/cizZUoMu7ZMLfav07lxquM6JN8St91T/Lu0TJrvONPsaAuhTnrnfwaagtRBeCYkZa3dj7H7dfTO5MckeFEOEuIwQkU6dUaxyrtJikHAaCsucCQlcsqXG8/AIVTQu2lTtWttueIaGaJOLqh3Mq44ehG9X78Yh2nwwRYUFOOWgXinbiu3w9e/SHqXF6XV69PNSw5f0z7qp+fadymXS9QwB9oWC3XmGdAZ3L8OKB8/G09+swd++XhNdf98PDsEVYwZiUHfjAhqxvPursdhebV7V8KkfjUIPzZPqqJqcS89517LirIuhuuZgRo9n9R3x+qyNeGl6Jf5x1WicG1MlkbRNKIYIcRmBSJpFLnlMrGBUQOGzpdsx7r3F+OTXx+PQFF4EP3DX+4s9P4YuhvS+0JfLd7jWtlEf8sMbj0MgFMZlz85Muf9zVx+Bkw6KxNIf2r8cPzt+CK4dWwEAOPvQvo7Cv5zotKgYMvjKROf8cVHJWp0fiySnyGAeJivYFUM9OpZY2i5ZR7i0uDDBs1hSVIhRg6wXpzhicDdL2/1gZL/o306+D26Jfr1iZDYxiijwCqtCUvfg1zVlVqwRf2L6ayCE6CCEuFsI8bz2+QAhxPnem0ZIbqL/8Pptkk2nGIXDTF4Zic3+esXOTJrjW9RCExeMdG/U0cgzNHJgF4ypMO+wnXlIn2gHqbBA4O7zh1seHU/XNivonh+jb4zetludxNl3nYY5d53mSlttFd0TnM4tses1KSuxNm5r9I7StVcmB6ishvYlwy3PUKEQ+PDG41xpK12aLYatuYXtd4T/AxpIBrDybX0JQDOAsdrnzQAe8swiQnKcaLJ3nlVHNfuJqWkMZMQOvxP1DHnQdjqCI1Ph8E7EkFA8Q2oM/xVaEYGTDkwdtmeV3p1L0aWDs3yRfOSFa8fg45uOt7RtieZZO2qINa9JLHY9Q6XF6RVQ0Lnw8P4oKhD4weH9km/gAc5yhtz58QhJiZEDu7jSVrpkOs/PtpD00ZhldUMAv/nvQtQ28bc001h5w+wvpfwTgAAASCkbQS1NiCF6Py7fPENmlZj8HiKXKdSqe24WUrDav1p835l44dox2vEzg5OUsdZd1XJgkf9GDuyCyvHnuebFIsk57eDeGDHA2ve4pKgQk249EX//8Sjbx7EvhqyFexm9o4b0KMOaR87FgVmcCNtOWKZbnqGdtU2utOOEYCiSU/rUV6uxu8487woA3pm3GUPv+tRyiN3bczdh9ro9AOx7/9Its+4F/5iyBu8v2IJXZ23ItiltDivfzhYhRHtoP0tCiP0R8RQRQpKgd37zLdnbTNtZHb3Nd2J/wDfsqXd1ZNSq96VTabGjMJ10cFKRKcEz5IZBxHMO6tMJHdrZTz22K4baWxRDfq42aHWuJMC9cL5Ne7NbPAGInMucyr14/ItVGPeutZzNBz5eimBYol4pvvDj52fhsmdmJGz/23e+j06Ea1sM+eiR8aICKbGGlbfYvQA+AzBQCPE6gOMAXOelUYTkNNr7zM8/zOlgdjb5NDdGKm44cT8M7l5mWIyhWRND9S0hnPTYZHROY5JJI8z0xvhLRkRH0aPlql07enJOHdaL+WLEFl6FybmdE/TsT0YnXT593KkoteDp+f6+M3HYfZ8DAE44oAcmLtkeXVdcKBLmJNMJhKTrcyJli2BYokA7lYYWa8UKotMTKI/JjLV7TPe1G5Hhp6usn2+e3PqcIuWvtIgM160AcAmAYxDp5t0ipdydAdsIyWnyTRuYiTujSVnrmoP486SVXpiUFe44exjmbawyXK8WUKhxoVrRj48ehHfmbjb1vvzwqEHRv90ow22Ff159hOOKUdFJV5XlefYVIhrJxNDtZxyIqobkuRJWq6IVFbjrDT370OTFT/p3aW9p/86lxbh27GD8e+YG9OwUXxGvuLAAgVDy4gLVjQFXO8RnDu+Nz5e5V9XSDqGwhNBun9VXkv4+sStuR97/ue0cKT8JD/qFskfKN4eMDE18IKXcI6WcIKX8hEKIEGvky8iejtnpBILJNzjtL5Px8oxK9w3SyPR8eQUFAh3aGXfOvCgl+7Pjh2DVw+fY2idT0z4VFxZYrvZlhFC8qZwDMb9JVk3uyqMG4p4Lhifd3mrOkJOiBV5x/4WHonL8eQmDE6nCWB/8ZJmrkQUnHNDDtbbsEgrLmPBXe/NF2fXyVDcGMHXVLlv7+CmCo9Uz5B+b2gpWhlFmCSGO9NwSQvKMfPMMmZ1Os4FnaEdNbqYYpprosSxFnoQXYigdL88uLVk5F39Xh/WJTPyazU4c8Y6iJN+tVB1lq2Fyydr1C6pQqzapvunm70dRhvMHY3ESPm3kGXpt1gbM31iF6sYA9jW0pN0+4C/vs/4dyMV3dq5jZTjvFAA3CCE2AKiHNqeklPIwTy0jJMcxG9158JNlqG0K4E+XjcyQRQ4xC5MzEAGnDeuFrzzMKfHqh+Oxy0biqa9XY92u+oR1HUpSeIYMRKET0hnwXr2jLvp3lw7FuOaYwS5a5C6tk2JGPg/v1xmL7j0T5e2Ls2gV8Ypk4j7VM64XaRg9qAvmb9xnuJ0fPUM6RrYdu393LNtWg31KiKCTKmcFIl5MlWRxguFQWEY9PAU274+RGPrDB0sc2xXFR8pDGIQLE++xIobsxWYQ0tbR3mRmA2IvTFsPADkjhszOxyhnqCnDk+65xZmH9MZFo/qjYtyEhHWpwna8mNgxnSpDowd3jf698J4z3TTHdfRqYU0trc8KhVD+kkwYpMqHKywQWP/HcwEAQ+78FACw9P6zMG3Nbtzw6rzW7XwcX1lkIASG9CjDG784Bgf+YWKcV9nNPrrVanxeEAyHEQ5HxJhdx92u2mbUN4fQtUOxZ1NV+El46JfHR/qszWBFDPG2EJIGfpq/wA3MPF1G4WENLbkphlKFptkpk+sG6fTxDsuheZ/0HKyGgPNiE8T/JBNDZk4DVSyVlRQlDErYmcsn0xjZFtQqyqmn76RDHJbATacMxUkH9QRgPefKTfqWl2JbdROCIRkdILLrubv4H5Ey2n06l2J7jTdzJvlxCox86zvkAlbE0AREBJEAUApgCICVAA7x0C5Cch6XJhH3DWavZyPPkA9/ayyRSoBkeg4fu+ElAFDo4/wJla4d2gEAenUqzbIlbZP+Xdpjy77MzUmTrHOejvdT97b06FiC3XXNcdUU/YYuhsraFaI+ZoBIz6nR3zeDunXA1n2NjhP7/++sg6J/l2RhDrjWAY5QtMBKunOReSWEAMCgunl2UOZbI5nDVAxJKUfEfhZCjAZwg2cWEZIn+KlKjV1qmwIoa1cU1wk3EzUtBr8qudMlj/Cz44dg5fbalOV8M52bkM7Ril0uM+wlA7t1wDNXjcbY/btn25Q2yRe3nYjmQOZGb5IWIEnjIddzYQZ0bY/vfn+ao4l/vUb3JqvhXiFt1EwXg2UlRQiGZXS+MjfIhmeoY2kkzLW+OYgeZZHBDj+mdIV8NGoZDZPLqhVtE9u/llLK+QBYXY4QE3JRC32+dDvW7arDiPs+x8OfLo9bl26YXK5xyej+eO3nR2fVhiMGd41Lek6nmpyfK2sl45wRfdFF8xCRzNKhXRG6lmXu2pclKUBip6Pcp3PEg9hNs/n0g3v5WggBrcJNH1TSzQ0oo0zl7SNC0WmVtFhKLc7T5CbNgYj3KxgKRzv36Xj/vMaDejdpE32Ec7HzkOOYeoaEELfFfCwAMBqAvULuhLRBcjHu9/pX50VHMD9YsAV3n5983o9kqGFytU0BLN5SnXNXId0f7FQzytvl16cOxckH9YoWb0hnRNUoYZuQbNMhiWfIqphZdO+Z0bL3+/XsiCm/PRmDunVw1T4v0MPk9ByVQiEQlDLqBtBPP1pMxEVPnVlpcj3MUKVdYUHa1TH1XNFAKGaeIR++kvwUwREtrZ1lO9oiVjxDnWL+lSCSQ3Shl0blI1JKPPrZCqzeUZttU0iGyLVcGf1HWv/xq24M4IkvV0WTX00nXVV+NG98YwF+/PxsVLs4wmnEM1eNRi9lhvd0MfrB7lSaeuxo9cPn4qLD+6V1jMHdI525o4Z0A4CE2erTGfX2+0g5abukU0BBp7x9cZyYGty9LCeedT3PUH+NnnxQT1wzdjDu/UFkwEk/A100mYmQ9/73WNx2xoFxy84/rG/SbZN5lmMHS4wmkTZ756UiFJYoLBAIhsPR0ECz29QcDOHjRVvTPmY6BH2UNNQ66Wp27WiLWHnSl0kp345dIIS4HMDbBtuTJOypb8Ezk9figwVbMPPO07JtDskAfhpxuvO9xXhzzkZUjj/PcBt1crxgWOKJL1fjoN6dcM6Ivqbno3pFlm6pBgBXY9+NOGdEX0xdvQtvztnkuC2jH+xvf3eKaWW8Qot5Ouql/MnRg3HkkG44rH851uyqw4G9O1myiZB8wY8hVG6iT3zaGm4s8MCFh0bX64KlnRbSZhZ2PHpQVzTGvI8qx5+Hr1fswCffb0sQlnqBkmvHDsa/Z24AAKx55Fxc++IcTFm1y9CLXFZShD316Q1mhaVEUYFAMCSjA21G93jNzjqc/vgUjN2vO2au25PW8dLFq5Ld6dCaMxSxaf3uevx50kr85YqRWcn7aktY+eW+0+IykgK9I+lkNmaSG+gvMrMcm0zy5pyNAFLbZDQ/TpU2GaDZ2aht6yObmRBDEdzpTBn9YHfp0A79urRPuW+7ovRsKCgQOHxgFxQUiDghpPdR0skZIiSXyPdHvF1hfAiUOrjUWZtXSw8BNBJDV44ZGP1bfS/oHjJ1eXmHYiy9/yzcHlNhLnIsbf4fAzEUdJhQU6yF2UV/Wwzu8RfLdgBAxoUQ4LMCCopn6OEJyzFh8TZMXcXMFK8x9AwJIc4BcC6A/kKIp2JWdQbAySBssHpHbbRDyDB+Z0gpsa26ybRT6gcyqYX21rfg5RmV+PWpQ1OWfW4JhQ2rpAUNfhTqm4P4wd+nYcOehpQ2qD/utU3BqG2ZwK3OlJN2itKs4GZ0yKLCArQEw3xvkLwn38WQ+m5QB5/0Agsl0TC55F7o359/MB697DAAiSKmMOpdSnwPlZUUoVmZAFs/lpEY6ty+GFur0ytrXVQoUFwY8Qzp3hejQZ1sChJ/FVCIvz56rldTnhQn8jOpfrm3ApgLoAnAvJh/HwE4y3vT8ocz/joV5/9tGgB/jfBW7q5HxbgJWLk9d/KY3pq7CceO/xoLN+3LtimmZNIJ+MzkNXjqq9Wm8dapEvyNPEMhKfH95mpUNwZStq3vXlXfguXbalIb7AFufbOciFirFdz0HCEdI7FTrK3I9xAiQvL9GdffDfr7RR080tfrBWyMPEOxfQj1vaGvU3MOddTJonUvlJEY+ulxQ/D4FSOTrjPjpAN7oqiwAMFwOCZMLjluFZ5JBz95hnT031J9YNOph46YYyiGpJSLpJT/BjBUSvnvmH/vSSmrMmhjXuEnMfTZ0u0AgPfmb86yJdaZvX4vAOREIYpPF2/Dne99n5Fj1TVHRvwaA6lzWgIpRpiMQjitvoj1H/dLn5mBc578NuGH12u8+mrZ8cpYPWe1I2Q0qaqeZ+Ak/yzT94GQdMh376cqONTBJ91zpHt1jMKLY5tR3xt6iHZvg8mLdc/DwG7t445llDMUkhKXjB6QdF0qpvz2ZNx7wSEoLohU2DQroNAUTP275SV+1BnPTlmLhpZg9L74qchDvmKlgEKFEOKPAIYDiH7DpJT7eWZVHtAcDOGl6ZX42fFD4pb7SAtFX6p+SvQ3IxdKT0ZslHh5RiUA4JGLR3he7UhE72Xq7eqag4bzicyt3Jt0udVRO/0xWre7HgDQtawYO2oSy7V6Rbojy706lWBnbaudqnaYPu5U1DcbRwZ/9/vToz9ayTxDX91+El6avh6vzdoYXaYORhpZ3re8FNWNgbSf94m3nBCdi4UQP5MLFeGcUChMxJDuGSqy7hlSt9FDknt2Nq6s+dYNYzGkRxkA85yhdBncPdJ+UWEBgiFzz1AmJ/xV8ZNnKPYRWbuzPvpMBHxkY75iZcjwJQDPIJIndAqAVwC86qVR+cAL09Zj/MQVeHHa+rjlfvIM6bbkUk0H/Z3tp+IEKur8QvUmFcjcPXjq6/KIMpFqLLrXTcUol0glLCVmxyTAZnrELdlX691fHYsfjExd7vq3Zx2Ed381Fg9dFKns1Ltz/Khq3/L2GNqrU8J+w/p0wrA+ndCzU0lUYKp5AcWFAvv37IgBXePD4sZUdAUAdCwp0mxP/l7490+Pwp8uPSxtQXNw384J50OIH2lrnqGEMLkCPUxOqyZn8AKNfVWMGtQlbt3+PTsCAC4+vL+hHUcN6RYNo2tnkDN0nlai+8QDexq2Y4X65iA+WLg16uWasXYPKsZNwBKt0qhOYyZ/IxWyWU1u454GXP3CbOysjeRlxQ7oXfPibFTVR0LTjULYiXtYEUPtpZRfARBSyg1SyvsAnOqtWbmPPpKsJo/74YXfEgzj3g+XRG3LKc+Qj+vwz9tQhXOe/DbBk9JkErrmBlGRaLLdxCXbMeK+SUnXGXlWrLro1++ux5XPzYp+VpN1Yzn94N6W2rRDMuuPGNzVNI+nsEDgiMHd8JNjBqNy/HnoVFps6Xif3XoiPrv1xLhlxcqxdHFUoiQ0D+jaHpXjz8NxQ7tHbDcwsXfnUlxx5MDkKwnJYdTfwnz3DKnvoUTPUHyYnBXPULEy+HJo/3Isf+BsnD7c2vvVKIR21MD/Z+/Mw+WoqrX/7u4+c5KTk3kk8wwJJCGQAcIMEhAVRVBRcQARUUREmT4nQNQr9+q9qDjgiAMKCoqXeRC4IBCmECCMCQkkIfN8xt7fH927ump37apd3V09nPP+nidPTlfXsLu6q2qtvdZ610CsvmYZRhcpVKRkuf/69FsA4ETgb/z3m571KumQVDJN7k9PvomHXtmM257J1Pq6L4Fte7ucUoZK1lT1FWycoXYhRALAK0KIzwkh3gtgWMzjqnnUta3n/VbDDf/hVzfh14+uwY8eeA1AdToWtcg3/77SVzigHLM6TvqgxaGUylvePgw/Tdsbsd6PwnQcAFgyeXBgz6NC0K+tI6dlZjX19BTFGQvGYuKQFhwxrXS3M1Ptj67g53Rkh78ULiG9HXVbXDJ5SGUHUib0HmT6bVVNpKgIkckZcquF+t1vmgwNVP1QkzR6vWipJ0h3tnvFdzbtKl/6dBiVTJNrz6YHvrl1L8Z/9XasfNtrP6jfQjWl8vVWbJyhCwA0A/g8gHkAPgLgY3EOqjehRwWqwebRb8o1FRmq4pohkyFcjt5SpUgfPHTiYN/lD72S3+Ng4tCWvGVRnD7TubLF5jo6a3GmXs+UDz91eH/cd9ERJa2pyasLcCRlves5bRedPkIlGwIhNcXnjpqM164+sdLDiB11b2hrzkSeF2r3WxVFVveE3QF1iqVCRaH0e/fugImsQtAdu7njvOl9lTRB4o4MvbOz3ZgGqO779774DgDkqcEqx5eRofgJdIaEEEkAp0kpd0sp10kpz5JSniqlfCxoO5JDV/cyzVKXE30MYc7Qmi17cNMTa+MckjXVnCZn7KFQhhuZCKn/simQVfUrOs0+y5NCoLXJm07WFeGpUmiE9LFLjsaDXz7C9zrSFzmOhuGzl7po2G+fqnD4OS1H3ikozq7e22WFCTGRECKWa7HaUJ9x8rB+eOjiI3HRcVM97+sptv9936uxj6m5PnNv1wUMdmrOUFjdZRh6hoyenqfX2ZaTuKMuC66+F4d/737f98IyAtRvgmpy8RPoDEkpewDME9WQ21Wj6CpU1XAmo47hlOsewcU3P+cYcJXkj1mnrBqjWSZH11aAYP+v3YkPXv9oUWMwnRVdOvW3j67Gndl85Ny2/lv7ldwkEwLPfu04z7IoN+xCL4MRrY0YN7jF13jSHQo102r6XuJITdP3qX6nH1qwHwDgvQdlCpu7HXWlbB+hKrgvEFIJ9EmV3sqU4f1wyoGjcNmymRg7qNmpEVLkIkMGmf2EwEcXjivpmAb3y0TFJw/rh88fNRnXfWiu89rN90+bg6euOLbg4+iRobzndyUjQ2U4tiktMMy0VpGhSqbJdXT3VFTgolzYSGs/DeBWIcSfAexRC6WUt8Q2ql5Ep3al6SlqlUC//sL8iu17s4omUiJRJTPY1ecKAaav1jZ9bHdHt1HRLfTYQtUMGRwazXm44taVAOCt2zEM0y9dw8+RiJImV+xMcCohoD9e1JCmDu+Hk2aPwiETBgUeKw5nKF8xKvP//qNbsfqaZfj5Q6/jr0+/lTMGVGSI3hDpY/zy4wfjO3e8hGkj8pUaeyN1yQR+cPpBxvfVvcN0J7j7wqWOJHapmDo8c+4PHt+Gj2fTiqcMPxxTNGeoLpkoKp1Yd4bUZNDKt3fgd4+9WZZUchO2jsafn1yLq//5IpZffiwSCYGetERaSk8NV1TUbd8ksqSyGroqeH6O/89/YfWWvSWv8a02bJyhQQC2wKsgJwHQGbJAb1hZDf0P9Rl002X21vZ9uPP5XPSgJy1RZ1+bGSvVkG6oYzK6y3GjV6djV3s3/v7s2zhZS2soJpDmJ4Tg5/hF6YVQbFaMf2Qow+CWBnz+6CmuY5nS5Iobgx9htVDCcVqzr9V21fdzJiRWjpw+DEdOpxaTQmUQNBoesnHcImaMHICHLj4SY9pyqnHKQSol+jNQZRH84qE3cMvTb5XcyYuC7STe5X97Hh3daXT2pNGYSOJTv34C96/aVJSToLJtTGJD6jlh2/g8DlZv2VuxY5eTUGdISnlWOQbSW9FvAtVQG6BHD0yG8id/9QRe2rDLeV0NWvfzx7XhyTXbsGFnO1a+vQOzRrVWekgOxpqhsqjJZfjBva8AAA4cOxBjB+V629hIl5rW8LtR+zmjURyuYq+DVDIBIbzHdOpvtF2bnJ44ojFhTrrp3Sr07QkhZeTEA0bizpUbMWes/zPN9HyZOLQFr2/a4/ueDe7nRLno7E7jzpUb8Fq2QXc52k+YKPT5fP+qfGGhKPz8oddx/b9eD1xH2WqVjJwpdnd0G+uKewOhc6NCiKlCiHuFEM9nX88WQlwe/9BqG/XTrQYHQsdW03/bXq9U8u8eW4PTflJcTUuxPLlmGwDgh/e+gmU/fLiiY9ExGdfljAwpNuxs97y2UZkzreKXJlesI1Gs8Z8QIq8OShkLutFgFFCIJU0u+H1d9U+dx2qYJCGEVI5TDhyN164+0WmcqmO6Xf3z84dhxdeP83+zSnn41c0457fL8eza7QAqayfzy28pAAAgAElEQVRFPbbtpN9p1z+Ka+9+2fj+lbfnGqCbGuwqW63cJdJ3PL8hTzTrsO/cV95BlBmbRJGfAbgEQBcASCmfA3B6nIPqTegXWjUU/udf/N7Xd63cgPFfvd2pFVJ8+39fwuOrC6tpiYtqEHVQmFKd3nPdI/i91mSu9Mf2HvzSW1Z4Xtvc8KMo+qg0tavfe4D1Nm6i1ussO2AkhvTL5aynEj4KVKbIkDFNLn4BBR11hpXKJF0gQogimRCRa1Aa65LWjaKrhS17vBWfFXWGIh7a9jn5+Btb8cNspoaObZ+lcijR+vGZ3y3HxTc/55lE3abZg70Nm6uuWUr5uLYsfgH8Gkf9hvSLfOPOdrz3R49UtOmY7pDp/tnPHsqEbnU5zGqgRWsoZ5pRqQRBhvClf10RmyLLOzvb86xqXeba5lkTxU9XDsYxMwvL+Y+qI3Ldh+fiyctzakbJhMjrvm6KrpicnjhS08IcrFuzncZvenKdZwyVlJYlhFQPRsGXGiws1GtXFbqRb2owWw6iKrWVwm/r6LazBXKRoco8H9zy7u+bO7oiYygXNibJZiHEJGQnNYUQ7wewPtZR9SJ0Z2jz7k48/eZ2/PbR1Vi3rfyFaf9csT4vv1i/zkwFnNWA3repkrnGOmGPqjiigsvXbMOCq+/Fbc94m7W5U/Nso2dRRqce2A3Jwn4rxSq5pZICSU3zO1cz5J8+pxsZ5egzpPP1d8/K/H/yzMz62bFVkU9PCKkweg8ioDaiyA9/5Ujc8tlFzuvvf2CO73r6I8l24lXvxVQKbFtCqLVK8RxXx1RNb00o+7FSgTN3mp8pfbO3YOMMnQfgegDThRBvAbgAwGdiHVUvwhT+/eF9r2LJd+4vuzH/2Ruf8uSqAvmz0tUq8yulLPgmWg7Cztvezp6SpwO8vDEjcLF+h7dGqLtH4rZn30ZXTzoWJ6yxLnPrqEtV5reSTOTXDAntf8WDL2cKXfVzH0fNUJiTd+DYgVh9zTJHxlY5T9WU7kkIqSx+RnIcrQBKyfGzhmNMWzPm7tfmLDMZ+3pNq1+Gx/ABDXnLumJIG4v6eCzF41RNVv6HwVlUKPvGts67FJiU63p749dQZ0hK+bqU8hgAQwFMl1IukVKuiX9ovYOwhps79pUvD1NPnTJRrdH4zbs785ZVU2Qo7LwdfNU9+OyNy33fKzQMrjsEig072/H5PzyNH977ivWNNMoYGlKZiJDeSdyWoiNDCeE0KVSY1OTGD/ZXSwqblSsEd2To1vMW464vHh64fkp1GKczRAjJou6vbqrZF3rskqNx/ZnzS7pPv7TnS0+cXtJjAPaRHjWaUqSsKbswlRAY0i/f6dMp52SZ6VlUycav5cBGTW6wEOKHAB4C8IAQ4gdCiMHxD613EBYJuOP5Dfjarc+XZSwmx0G/tkOLwCuQv7p5dwcOvuqevOVxzBQVio2Bf+fKjb7LCzWGUyFpA3eu3GA9kxVlBA3ZyJDeRd2WYp2hhMgXUFAPT33P7zpgZGa59saAGDrfu8c0Z+zA0J4dCSdNrnc/aAgh9vhN1FSzMxTH2JZOHYrzjpyESUMzPYg+sXgC5o1rC9kqx6OXHBW+EqKnvZXCL1FRllRCWI2znAITpmNt39eFGx5+o2L1S3FjY8n8EcAmAKcCeH/27z/FOajegEo9CzNyv3bbSvz60TVl+bHr9TYKCeCZtdudH3lYhKMSk9jb9+ZHhQD7aFc5iCoK4KbQEHSYJHNTXdL+txVhCI0+M5dRKDb6mEqKPEfQVDOk0uH61Xt7JLQ1l94ZaogYbVKRvWqU4CeEVIY1Po0uq1l+P46RpZICXz5+Oq44KVNfOW1EtJqVhlQSp84dE7pe1Eev7jy9tmk3Xtm4y7C24ZjZ+30qaaceWNY0OcOz6DePrsE3//ECHni5uP5K1YrNk3uQlPJbUso3sv+uBDAw7oH1FmyNHL9eLqWmvdPfcbj/pXcy8s+PZ+Sfw2pfKmG41RsK9avJGSqm1qorpsjA3s4erNu2z/i+e5YniqKZigwVSrEziclEwrpmSEVrDhrXhi8fPw3/+4XD8I13z4qlINQvvSUIpRDFNDlCiMKvbqOaI0NxeEMqan7EtGH4x/lLcNr8sZGesS0NSZy1eHzoes+/tQM/f+h13LlyAyZecnuoLaY7Q0d//0Ec+5//sh4X4E6Ts3uOqjS5uKMyXT1pPPzK5sB19pTBVq0ENt/E/UKI04UQiey/0wDcHvfAegu2Rs6u9vhrh/Z2+f+It+zJRF1WZ7tBV0IVLQzTMSvhDHX3pPHG5vyO34Wmft2/6h28UUQH8SBeeWc3jv8v8426UBvcHQFZ8fXjcNT0aBLbxYp0+NUMKWshb9euRqfnHTkZM0YOwMcWjY9FKCRqHRIjQ4QQnboqF1CYMKTF8zqOqJV7rmv/0a0QQmBQc715A42GVBL7j24NXa8nLXHl7S/iRw+8hrQEVm3YGbxBidPkbEhLYOXbOzDhkn86gkBxcNXtL+K83z8VuE5vfVbZPLnPAfB7AJ3Zf38EcKEQYpcQIuRX03cx9Rkysas9fm87rM+NutmG3XQ37erA+h3maEMcmJzKzu7yX5jX3v0yjvyPB/CmlspQ6KzNWb98Aqdc90hB2xb7fFS/z+6edKRz+fCrW5y/+zfWWQspqPEW+2BPJkRe3w3h8xeQm1WLQ0pbJ2qaXDLr0DEyRAhR+KVOVZOw0Y8/Mhc/+vBc53UcfprfZNV4lxPmpzZXDOr5HTa/WpKaoYjPpNuefRvL12wDANz9wobiB2BAHSOI3qoqZ6Mm119KmZBSprL/Etll/aWUA8oxyFpERSxs7xFlcYZClNeUYRwWuT3su/dj4bfvK9WwrKimyJC6Yazb7nWG/vFc7bXfUuf16GsfxGd+569058d7DvQ207Otl2rO9rAq9sH+0YXj8MklEzzLTA/ktpbMbOK0EDGDUtAYMX1Q2TyU1iaEKN49Z2TeskLFauKgX0MKh0wY5LyOw08z3c/3G5RRBzW1RmiqS+Lg8fZCCwrV+DVsArskfYacmiH77zQntlP04SPjdjx765MqFb4KIISYDWC8e30p5S0xjalXoLxn2xmTS/+6AosmDcZX3zUdzfVWX0tkwmSo1T2gGvsMmWYjyukM7WzvwqOvbUFTfcagD4u01QLqxu5XsBvEYVOGel7b/maa6pPY09lT9EziSbMzzthFf342NwbDI3nufm248VOHYIHr4R0XUWuGGBkihOiMG9yStyyOhqOFInzUPEuNSVhAHVdvuq2464uHY+wg/3YKQaiePiZnp7RNV3PS2raUoyfd2m3+doA7Jb0SZRLlwEZa+wYANyCjJndy9t9JMY+rpkinJdZs2YMde3N1P8rxsP3dvPrObvzm0TX45SOrYxhhhu/876rA99WPvHpuuTmqITL0ud8/jXN+uxxbsv2ObFIgm+uTuPq9B8Q9tIIpNP+3ud5r9Nv+ZpQjGaYXsWC8veMya1QmQB3kYC2ePMRKtadYqCZHCCkWv6hHXTFypSVC2e4C3gmwoMmww6dmJs5UXekxM4ZbHcvkKCin4L0H+SvFFTrRpiJDYRNTpWy6GtYaw436TcSpLDfOx4m88VOHeGph+7K09qFSyvlSyo9JKc/K/vtE7COrIdq7e7D0ew/gj0+86SxTiiRRjfU4vf5VWfnHcYObMXpgU/6xHWnt6nOH1M3jho97G7t1RsxfXb5mK97eXli9kyqsVKprNkf++rtnOWF9hZSyam4o37/rZTz+xtbI2zXWeZ0h2xTB5rpM1FN3bs89YpKnG/f1Z87DS986IXR/T19xLP7ymUUAqsOJjxoZ2n90xpGbOYoZx4SQDO56yHOWTsSSyUPyaiQrgZpQEsKb6hw0sus/Mg9PXHaM49wMaLTLfDGlkCmn4JAJg/D4pUfnva/bL986ZZbV8Tq6MxPYJhss13TVand5fO/Ol5w6Y0daO+vgPv+N4zGytdG47aShLc73H6eNuHRavhDSoRMHexzT3jpvZ+MMPSqEmBn7SGoYdfG5fyTKCeqM6AzF9TtzG99/+cwitDTkG20vb9yFy/66oipzQnucgkPvT7arO9r5PfXHj+Lo7z9Y0BjUjUudShuHpl9DKm/2pyctSzK7VAp+9X+rcdr1j0beLmptjLOdigxpJ+DUuWPw/nm5mb5kUuQ5XH60tdQ70Sb1sKikoxlVTe6o6cPxwEVH4MQD8msECCHkhFkj8LtPHVLpYQDI3d8EvGlyQY5aU30SQ/s35CLzlj7d65t2+y5XkZH6VALDBuQ7ELozdObC8Thh1ojQ43V0xVszdN39r+GsXz0OIGcfKtugX0MKLQ0ZJ9Hv2ZpMCKe+NM7IkJ+jlRDelMVqsV1KjY2L/mtkHKINADqQ+SlLKeXsWEdWQ6hrz32RdGUjFl09Es31Sey1rC+J64fmdsqa6pO+0Z/HXt+Kx17f6nR8DqMnLcui0KWOBeSnDxSSJhcmJGEiqaU07Wzvxjs7250b8thBTVi71Rt1aqpP5oX7S3kzq0R916ShLejfWFjDUiWgoN9z9QdQIZ/KSTmrIWcI8CokEUKIm6rK1MjeWhtSCc+4bIaoJmBtlUcfWOUvIa2eFU2GyTK/sdj00OsISZMrRc3Qpl0dGP/V2x0by20bvPpOxvnzq33tSUvnfMdZX+rX71AI4ZF677M1Q8jUC50J4ATk6oVOjnNQtYYTGUq7naHcLEMUhyGuH1p7V+5H3phKBBrRthdbd0yNQv3IRYYKd4aKjRioWRx1fi7/2/NYcPW92LSrw7hNU10yL9yfTgeHmqslhc6Pka2NuPdLRxTsBKsoju786A5qIU6eU2BawdNXrskBQkjfoJqcofOPngwA6N+Y8ozLZoyXnTgT5yydiJPnjPJ9f/xgbzr5d071n29XdocpO8Gv1qhDyyC5MSDSptsU2/Z04tV3djmvf/bQG7jh4TeM2wexM6sa/Fq2r6BfKqDfIyQtc8+WOO2DHkPZQb0ru6V6rZPisHGG3pRS3ialfENKuUb9i31kNUTSJ03OrX5mKtzu75M7G5eDofJhgcwFGDQ5Y3utlVNv3uwM2Y+hWCNZ3WSdFMjsDfa8GzNNyvxmdNbv2Jd3c97b2e35Pko9zjgp9sHcZEiT0x8AhRylHGo7hBBSTqrIF8LZh0/C6muWIZVMeO7ZNnNArc11uORdM4zpz/pdu63FP/tAGeym+kw/B8MdZbr53EVYPHkILjtxhnZ8lc3jtcEO+tbdOObafzlOyB8efxPf/McLvseOip/j5jcR6J48jFNsxzQRntfgPIDNuzvw5OrodciVxuYTviSE+L0Q4gwhxPvUv9hHVkP4pcm509JMs8V3f3EpbvnsIvzmEwucZXs64pFrVvmwJx6QyZ0NMmptQspAmZ0hWXxkqNibiLoh6HVKb2UFGfxO6QmzRubVDM278h4c8PW7SjLOKLNEem8gG845fKLVesqxH9wS3CG8Tks1vPnchThh1gjMHjPQs14hBoCexkgIIbVONUWG3HjS5CJMX5nS5CZq6cKmSeTzjspEpwb383/WhMlVzxuX6UH0acOzzWRThE28FhKx8bMN/b7unrR0nmtxCui+ko2AvfHtE3HzuYtw6YnTAcCTJhfGe3/0CN7/k+h1yJXG5hM2IVMrdBwore2LEAJCeC+GTpfBbLo4R7Q2Yu5+bZ6LfvaY1ljGqKS+VaF2UBqSKVSq45dfGhc92WMV4wwVm4Ko+jzoCnZ7O80Nc/1qhsKYevn/4icPvma1bpSPdPSM4Xju68dFGov+OzH9bP7ymUX4wtFTjA+ok2aPxLWnzcnrvD1v3CD85Mx5zno56dZi0uToDBFCegdVoKjti1s0IYq/VpfyX/m/Tj8Iv/3kAscpMjlDHz5kHF6/+kRjP0a/us3/d1K4BpiaQyu0JqeQzdxy6Wqi2u/spGXOGYqzPOGRV7dkxiAE5o1rw9mHTwLgTZML+6r1uulaIVRAQUp5VjkGUuskhPBcDHpk6IaPz8f2vV248KZMk8jPHz3Fed998Uad1f7tY2vQryFp1NxXqJohFVoOss+7bGuGypoml/lfdyyiSGsXHRnK3px1B2xPVhzDdEqjhJgV1/zvS/jM0kmh60X5TCfsPyKy4IRtlHDaiP6YNqI/bl/hL7E9aWg/vG/uGPzr5Uy6ginFIXMdSefheujEQXjsdbuQe6pKnKGbz12IAQUKTBBCiJtqjQy5iTJGk5PT2lTnaeYd1GQ2SL3Ob/+fWDIBJ80Zia17Oj3LRw9scjI71LNUf6S2NtVhx74uhNGdTiOZiNh02/UZlVJuIiEwtH+Dpxa5Jy0dJ80kLBEn5ejRV2lCnSEhxFQAPwYwXEq5vxBiNoB3SymvjH10NURCeFWs2l0F4XXJBI6anmk0ppyhC4+d6rzvDhtHNdiv+NvzAMwNyJzxZGtUVNFh0M3L1mAuZ8NTFRnSx13OyJBeM6RQUUA9ivKNd2f6GxRSVD/HMkIY5TPVJRORf18zRw7AokmDsXzNtrwiVD9MqQLqe/t/J8/C8NZGHDMjv59Bbr3cPv7w6UOtZ9zUMSqdJjdvnH3DWEIICaIWNFmijDFMTU5arqfzqSUTAlVOh/VvxLD+Xinu2z+/BM+s3Y6P//IJZ5lec2r72Qp57rgnd9XfCSHwxGXH4JTrHsGza7dnxiRlRWthTT2fgkinZVX0xrLF5hP+DMAlALoAQEr5HIDT4xxULSKyM9oK94VhkoDMbZv7u9AQbVi+6geyOZxWkSHL3j3lnIF3IkPabFGUPkPFRpfVsW0csM8snYSPLRrv2S7asexuPlG/giiTjPdcuBSnHDgav//0oTg/m6cddjz1vp6qoD7OoJZ6XPKuGcbPp4Joaj9CCGtnUp1nlgwRQnoLlWifEJUoY7SNMkQ1pC8/aSa+cMyU8BVdDGyux+Rh/TzLdLvG9rMVYrv5OUNqifvjuyNDgLcMo5RMG94fB44dmLc8KEpnIk4J8Diw+VU2Sykf15aZiyT6KEkhPIai+8eqFLRMjB7Y5PytnKjteztx74sbrY+vpBrDUJGhoAvcJgIAlNfo7C5BZKjY/jOOgIJFap77RlZImpxtMabtZzpp9sjsuOxvau6HhO0DQT1IZo4c4Fluu/1/fGAOJg5tQUMB/XqSTlPc2roJE0KIjrpl1kaanP26YYa1un+X61Prz2c9wmMdGSqgbMA90acm89Sz0v29p6XXSQuqUy6GVFL4iiAFRenSaYn7XtqY99x96s1tuH/VOyUfY1zYWBybhRCTkI1eCiHeD8C/MKAPkxDe8Kq7ZkiFOk20uX58v3j4DZzwX//CZ363HJ/89ZPYstvcw8bNMdc+aLWekrUMusBtPfpyGp3qRlDJmqGwm7j7XfeNLKqAAmDvaNpE5847chL+50NzAdg9YD66cBy+c+oBnmW2D2Q1Gv1c2Z77k2aPwn1fOqKg8LqfxD0hhNQijRZZHNVCpMhQARNdcaLPVeqP1KiRoR17uwJbZyhSCeHZt3KMlN+xfM025710WnpqtH9sKbAUle4e6ZvJEhTN+92/1+ATv3oStz7ztmf56T99DGe50g+rHZtf5XkArgcwXQjxFoALAHwm1lHVILqAgjtiESVc+ObWvXhpwy68sTkT6eksQV3OzvZc8Z+acS/FbFNZI0M9+dLa9clEWWuGTOlaZywYm7fMExkqIMRsO1Kb78A982XzvX9s0Xh88OD9PMvU5wlzgDfsaAeQf/MsR0olpbUJIb2FBov63kpz5qHjIm8TVgu0dGpGRKG1qTwiNHpkKKwHngn13JnzzbvwkZ//O/y4ml2gxuGXSdIjpWdc1z/4ut2gItKVTvumsAfZMG9u2QsAeGdXeyxjKhc2zpCUUh4DYCiA6VLKJTbbCSHGCiHuF0K8KIRYKYT4Qnb5n4QQz2T/rRZCPOPa5hIhxKtCiFVCiOML/VCVQAjvRRSlGagfavtS2JCrN+dS6HKRoeJvsJWIDLkdks6eNP6yfJ31OIoWUDDcxJ3v2nVKhScyFH0mrLsnjYv/8ixe27Q7cD2bz+6OTBX6tavfS9jRVIqlrqZWDv+kWtTkCCGkWD6xeAIAcz+dauBb79kfq69ZFmkbvyjDXz+7yPn78pNm4qGLj8Tgfg1W+7v53IX4qas9Q1SS2kNRTz23bfPglrx+YvW2gDUz6HaBI6CQXey2dXrSsiQT42F090inF6CbIAdWna9qdtptsLHSbgYAKeUeKeWu7LK/WGzXDeBLUsoZAA4FcJ4QYqaU8oNSygOllAdm930LAAghZiIjzDALwAkAfiSEiKZTWEESiZyAgrtBFgB899TZkfenJCBLYdj947lcVqOKDJXid1vemiH/pqsAsK/LrlFt8U1X/U/ahh3teGnDTnOaXAGRoZVv78RNT67DBX98JnA9m8/kvrnbhPz91hBOZCh0cwDAKdkGr4dNGQIgX6EnDthniBDSWzj/qMlYdeUJxn46tYr+DD95zigctF+b87oumcDYQc3W+5s3bhCOmzWi8PFoz+f8NDm7/fSkZaQJYv08KNEh5Zx9+JBcdkZaSrR32tk5xdDd4x8ZCkqTUx+5ENXcasL4CYUQ04UQpwJoFUK8z/Xv4wAaTdsppJTrpZRPZf/eBeBFAKNd+xcATgPwh+yiUwD8UUrZIaV8A8CrABYU+LnKTtKlJqenbi2cNDh0+/8+4yDf5UHXls2F99Sb2/DTf+VCqqWMDJXT6EwHOEO2yirFqsmZbggPv7oZJ/zXQ55lXgGFws91mCNl42PsNdxEv/d+fyfdz2GK+nsZ1FKP1dcsw6ETM799pskRQog9QghjP7beRAFzhSU+vncAa7fuxfNv7XBe2z77vvH3F/Czh+zT13R7Qr1Wx2t0qRB39Uj88L5Xrfetc9lfV+CTvwqv3+lKS9/a6CBnSD1vaz0yFDTlMA3ASQAGAjjZtXwXgE9HOYgQYjyAgwC4EykPA7BRSvlK9vVoAI+53l8Hl/NU7QhXzZDuDLkN2v/4wBxfw/DkOaNw/h+ezlseZEP6GX2d3Wn0pKWjYLdPM4TrnQvOvF9byukMOZEhnwvO1hkqRk3uidVbQ1X23Ofa2527CGco5IuycYh3tfsrz0zIdvrW8TuiUzNkWc00b1xmpk999HL4J7nIUPzHIoQQUjx7yhDxCEKfYP3jE2vxxyfW4tWr3oX27rR1ZOi+l97BfS/Zq6e1NnnNbxUZUnZKY4DQRJQJViklbvz3m1brdvekfdP63Tasfj6CsnZqCaMzJKW8FcCtQoiFUspHCz2AEKIfMulwF0gpd7reOgO5qBDgb4PlmTVCiLMBnA0A++23X94GlSIhcoapXi/k9pjfPy+4OarOTU+uxeubd+NHH87PifUTZjj62gewdus+3HzuIscgVVx/5jzHSC9NzVDRu/Dw4MubMGVYP4xySY0rlOOnh7QBeynwQiMGu9q7nD5NQWzcZVb+q08mjDm/QpjPZdAN5onVW7F5d6fxfUW7IY1QCIFvnjIL/+/WlXnj0VG/m7Dv/P++ehQ6unOh9pzCG9PkCCGEeLn7BfsWInFgesZ+9ZYV+MvydRg7KN8eKQUjW737VSUMyk5pMPSnXDJ5SCRpbVv7CDCryblrhp5/ayeu/McLuGzZDAgh0JNNuSkmA6YaCE1GLdIRqkPGEbpRSnmLa3kKwPsAuC38dQDcslxjAHi1+jLj+SmAnwLA/Pnzq8bqSQjhpGGpyNC5R0xCa1MdhvW3KwT043/uN4dG/Yz7tVv3AQC+dNMzeODLR3okHicNzUUCStHIrZQ25+6ObnzshsdxwOhW/P38JXnv9wRFhiwLCwsVfLBNr3N/H7qzed9FS7F26z6c8bPH9M1Qn0wYb1hB4gs2DhqQHx3MjdH/QeBXMKp+L2FnUHdk1XkoR81QimlyhBBSU5w8Z1RFj2+y4f/+bMb83Ooz4ZhKiKKbiur9J1VkSD0rGw3OUGNdAlv3ZOyFh1/ZjGfXbcd5R042HieK2dOVTvs6Ne7UuT88nokyffHYqWhpSEGZX4W0w6gmYhN8z9YE/QLAi1LKa7W3jwHwkpRynWvZbQBOF0I0CCEmAJgCQG/2WrUkRC68qdK2Jg5pwWeWToqtg3TQxaiO6U4hc+d9VluanLrhmNTT1LkNqxl6Z1c7Vm3YlbeOex9RKeRz6sMc09ZsrB0LUmrp7Elj/Fdvxy8fecM7Jssb8SETBuGi46f5vieEQJ2l0p36PH5KM0GUM01O3YzL4XgRQggpjC8dO9X5e/bo1gqOxDwx3L8xEyvwS+MrRBRJp0lzdpR95qTJ1fk/m1ub6rFlTyYL5SO/+De+d+eqwONEsXsykSEfAQWflD1lf/aWyFCc3a8WAzgTwFEuKe0Ts++dDm+KHKSUKwHcBOAFAHcAOE9KWdlk0gi41eRUZKg+YnOxoPX9DDx9Btwd+VA/ywdWbXKWpTzOUOUFFPZ0dDtjVhdst0GSvMenz5CiqyeNzbs7sGNvFw77zv04/r/+5b+PAo3kQpyoKOc36MaqwuE/vPcVz3LbMf3pnIWYPKyf73sJAWzbmz/r5Zsm51PUaUM5U9ecyBDT5AghpGo5/+gpziRgtdaaBI0rSFDAFt3ZUedDRVoaDeIZbc11xjpgP8KevVJKLL7mPtz0xFp0p/2ltf3GouypXl8zpBBCDAdwNYBRUsp3ZSWwF0opfxG0nZTyYRga3kspP25YfhWAq8LGVI0khHDCkapmKOoFM2loP7y4fqfvez1SIqGdTqVrP3xAAzbu7PAY+69newu506+aPOokxWvWFzMBv2V3B+ZdeQ++fPw0nHfkZGfsppQ3JzLkY6m/+38esTpmoWpyhUQaoviaNrKV2/Z24ejvP4Bff2IBxrQ1Wzl2yw4YGfh+Qgg8t25H4Dq5dTP/m/KYg44BlLdmyLYvBCGEkMrg1zuwUoxsbcT6Hd6moUGPrNI4Q4plWLIAACAASURBVP5pcirSYpp4bK5PYl9XD55bt93qOGH2S3tXGm9t34eLb34OgH8/RT2lD8iILWTGm9n/no4erN+xz2pM1YjNN/orAHcCUImdLwO4IK4B1SoJkbu4VdpW1AsmaHU/49cptMt67XraXDotPYphbmfo3giqJyaKabq6fV8XAODPT64FEB616UlLCJGJwN10zkLcccFhkY9ZaMSgkNzgKJGhoN+JO1L22qY9+MvyTGbpyxv9UwHdfPHYKaHr+OX5+g1dORim0H3Y/stRx1MND1VCCCHhVJMz9PFF4/OWmWptAfjKT0dFT5Nbty3jSGzbm7GNTM/apvoUpPROAgfZYu5nb1rrgQlkBKKAXGTKL1PFz0ZR9pTa36V/XYGF377POI5qx8ayGSKlvAlAGgCklN0AaiZ9rVwkstLaG3e24+T/eRhA9AsmyID2M8iVoawumu60RFtznfP+d+9c5YkARTVkwyjGvFUXnoqi2ThDKg1qwYRBmD5iAG5xda22oVCD3BStCyLK/b0hID2yvdt7qalz8JMHXwvc55yxA0Mb16WSwjfP1y+HWi3Sb+BhqN2Xo4yn1nOWCSGkr6CeCdXgDA0bkC9yFdTMPUjYyBa9LGKgy3YDgiNDOkETto+/sdX5e+Kl/8Sh377X8/6ujkzKncrKafFp8us3X6uazN5VYTXAUmHzje4RQgxG1vYVQhwKwC63pg8hRMbrXp1NTwOCC+P9CHKGenxqaZRxry6anh7pubH85MHXPGlnNkIOF7oKG8NQMwrFoGY0wtKoetIy7/yMbA3t/et7LCBa6tsnf/1kpOMA0ZRVgmqGdFnsZCLh+d+PQyYMwq3nLQ5t2JdKCOsHUaE1Q2q7YqKItvRvzDxMosiOEkIIqRzV4Az5OQBBDkZQfffxs4ZbHVP/3O/af4Tntd/k9c8/Ot93QjKo7OHOlRs8rzdpLUB0W0gJR3jHmj8WKYFbnnrLeNxaw8ZavxAZpbdJQohHAPwGwPmxjqoGSQiB21esx4Mv5wQL/BQ4ggi6KXT7FLx0O2ly2ShLOo32Lu96Xd2ZdRZO9Fcy0/GbdTDxiV89iYde2RS+og9pxwnKvA5LRet2RYYUUSM97vX/vHxtpG2jEuX2HpQmp4fq1TkIci5sM/SSiYRvDZZv09XsECOnyWV3Vo40uUEt9QCA8YZmsoQQQqoLv2dQuQmKAvlhykI4+/CJOGr6MKt96JO7uv3nN5l5zMzhvvU7QY3nF00eEjgO/dHsZ4f6fd6etMTGXe15y2uVQAEFIUQCQCOApQCmIWMnrZJSFh8S6GW88k5GEvpHD+TSl6LWDAVNkATVDKnZ+n2dPdjd4Z0V7+pJo625Dn84+9DQ4//iY/OxxaKJp5tn127HYVOGRtoGyF2AEvZpcnq0RRm/fvzfq5shASx23QjcNUNfuXkFPnhwfE17o8ipB/1OdmqqMY58dIAzZFuvlEoI65qhnfsy4/CbQQviwLGZxr+HWDrjxVCXTOAPnz4UU4b7q+cRQgipLkohU130GCKmvZme2W3N9dYqwvqjVx9DlDS5QPMp4L1VG3blKcr62Q9+DlKPzM/W8T28lLG1lyklgZaNlDIthPi+lHIhgJVB65J8otYwBP2wuvxqhrLRIhUZ2ron35F56JVNVk5ZfTKBo2cMx1+fXhe6rpvWprrwlXzQI0M2aXL6+WyuT6G5Pom9PoWOH/r5vwEAq69Zljtm8QJ61kQRUIgiwZ60iLTYHjuZEL65wH5qbOqGOXxAtNTEaSP649n/dxwGNEVzogrF1MuJEEJI9VGKNh/FYmo/YcJUD54Q9pPguoOgOxymLAw/eyfIHggSjvJrQ2IbGUqnpVVUT8po6rqVwuZbu0sIcaqoBdeuyohqOEatGfrHc+sB5NRH9vjUSqzestfq4lSHjhrNKlRiUuWpShkcGXpt027Mv/IerNu21/cinTq8v/Uxo6rJdXanceA374q0jSKKH1yIMk2QMrrtldpSn8LglvzCUb+xK7GOqL2zAKC1ua4mZoYIIYSUl2oQvpk2wt6OAMx2TzIhrG0i3d7Tz4Op5tyvN6CtmpzNNn52qF8GSdrSySlHW41SYFsz9GcAHUKInUKIXUKI6PJafZCh/fMNzSCi1gypPNH54zKpSCYpSBsDVl0AUUUfTH2BwnDS5LL/my7Ym55ci827O3D/qk2+5+e/zzjI6ngTL7kdV9/+omdZd8jY//f59di+t7CMUJNjO2FIS156XxSHUp2lUqTJDWhK4YwF+amCfo7LCdnizmNn2hWHEkIIIWFEERuqFkypfQkhCk6T08+D/hxWtUgnzx4FnaA0OZOtoKfgK6LUDNmIX5RDSbYUhH5rUsr+UsqElLJeSjkg+3pAOQZXS+iz+3/5zMLI+wi6Kfg5CyOykadJQzMhXr/wqd/YfI+tIkMRZ/6fWL0t0vqKtKYiZ3KG3BehX0i2LaBuSNHdk0ZaAqu03jy/fnRN4HZPv2nX1MwPkz9y74VL8eRlx3iWRXGG1GkKqpcK84UuO3EGzjx0HIQQ8EuV9vsZ7j+6FauvWYYZI3npE0IIKQ3VEBkCgDsvONx63aDIkO2EctikpX5a1Mu2lvo8xbegrBeTbbWnw+QM+S3ziwzZ1Qz1msiQEOJem2V9nWatsLyQ9LGge4L+c/rBPa/gV/+3GkBOClFJCut9a/xqQPKPXVhk6O/Pvm297inXPYKbtCar6jo1Xczu6zjp49TZ3EhNMxM3PhbsDLU0RJORdmO6SSR8RAuinHMV2p49pjXysRWfPnwivvWe/QH411FVQw43IYSQ3k+1RIaipMqZ7LtoNUPB7+vPYffLFV8/3vNeUKsQkzNkclL8nv9+AhNpmS9q5UeN+EJmZ0gI0SiEGARgiBCiTQgxKPtvPID8OF0fR/ecC1FICSpG039Q/3nPy3hr+z40pBJoyBbaqciQPhY9IgIAQ/p5U/jUodds2Rt12FZIKfHs2u24+C/PZV/nlgP+NVGA94L1uyDDwrRSSuNF7ydR6eagrBJaIUQRp4lShxOWVghEq1fy609AZ4gQQkg5qJbIUBSMAgqJKGlyYZEh/X3v6+s+NNf5O8jhMDpDhioBP5vKV03OUkChN0SGzgGwHMB0AE9l/14O4FYA18U/tNpCV3KLGmEBgmdITD+o5vqk4yQorXybW8vPPjrP99i7O0qvmr5ldwd27Mvtd+n37scTqzNdkcMiQ+7Ffqcn7GIMylcNmwkKamQWhk00TuF+GPzwjIN8m54pekLSCoFost5j2ppw9uET8Y13z3LtwHpzQgghpGCqoc9QVFKmNDkhrJ27sNX0CdVJQ73980a4ms4HpskZs278l/t9H37O0K72bty+IjwzqFacIaPVJaX8AYAfCCHOl1L+dxnHVJNMGNKCNzbvcV6bLpYggi4OszOUci6+9mxkyCZ0qSvdqVmI980dg6v/+ZLNcK2Zd+U9HgnuNVv24pv/eAFAJnLz9dtWYvPuXFdkty69O/zrFxlKJASEMM+MLL7mPiyZ4t90bGRrsNqfnzjEgMaUsfDQTdj9vbWpznEQ3XVa754zCv0bUjjrV0/4bteTlnjqzW2BTWqjTLQJIXDpiTPwyKubC9qeEEIIKRSbIvxyMail3rdFiY5psjuREIGfpy4p0JXNgjHZaROzTcOVTdZUl8T1Z87LaxvhPk7Q5Kgphc7kJPmNy8/Bu+xvK7B26z7jcZ3j14YvFNxnKMsNQojLAewnpTxbCDEFwDQp5T9iHltNMX5ws8cZKkQuOegiMhn7zfVJx/FSkSGbNCd9HXXoJkOjLxND+oULGADwRIbcSMCpfXKWuSQb3Res6eaRSuRuMDobdrbjL8v9eycFORSAf1fnhrokYOEMRSmOrNM+V1DO8WOvb8H37lyFAQHRoyhRqdw27rFVz8OJEEJI76WanKFHvnIUVm3chfdc94hn+alzx+Dmp3J2hCn6kxAi8PmZSiTQ1WO20x66+Ei0Nmcmjt1vHz41v7G9dwxBNUP+y01Okm2a3Nvb243H9FAjzpBN+OIGAJ0AFmVfrwNwZWwjqlGSWtSiMAGFwpwh9UNt78r86m1s2fzfdlZAIaKaXJBD8eDLm/CKT72SG7/P5XaA3O+bbkCF3ky7DQ6Uws/B0meEpo/oj+vPnIcF4wd5loc5FO5UNv234nakzzl8oue9t7dnZmKColMRm2nnjYfOECGEkHJQTc5QU30SA30ayevN5U2qu8lEcGaF24bxe86OHdSMAY12jezd2wfXDPl7QybTzV9AIX9ZUG8j73FqwxuyiQxNklJ+UAhxBgBIKfexAWs+eiSo5M6Qwb1uqk86x96ejb584egp+MbfX3DW8euurH+Fnd2Z2YqoxYx+fXg+9esnMLK1Cb8NUWsD/C8U97K0VWQoASB6fU9QaBkA1m3LF5PQv2chBI6fNQIr1u3A49k6KCA81cz9tn5jdb/+4rFTMaCpDt+7cxUAu75OhVye7vHy6iaEEFIOqskZAvzFr/RlejaHIiFE4PO3LpUAOtS6IePIzmqeeMDI0HEGWTKmdDiT/WMbGbJ1cXqTM9QphGhC9rMLISbB+TqJQjfUC1KTCxRQ8F/eWJeLDCmZ68OmDMHDXzkSS75zPwDg6vcekD9e7VAd3SqqFH3c7+xsxzBXDdI9L75jvW2HTyqa+9rp8dQMlTYyFCaQ8KMHXstbpju56shhDdN03G/rw3dHnxJaQaZf6p5OIZEd93jpDBFCCCkH1eYM+U1k56sFm/sMFRMZclOfSuDJy4/Ji0r5bR8cGfJfHkVAwU9519bHqZWaIZvwxdcA3AFgrBDiRgD3Arg41lHVIPrPpxA1uaBrw/TDrU8mfNKsvMv8bjb6heh2Sm757CJMj6C5v8fQ7LVQvJGh3HKT6kyhN9OwyJDNsY6fNSKz3FCDZUIE3MjcfaISwntMU21UlGOHbVNXSJ4dIYQQEpFqc4b8Jl31ZeY+Q2E1Q+4UjPCxDOnXYDyWe1+mzCHAbDsa+wz5HC5qLbkb23S6ShMaGZJS3i2EeArAoch8fV+QUm4O2azPoUcCCtHOj9JnSNHgigw5x04mPMv8xhJ0wc7drw0jWxvx0obgep/cvqxWs8bto7gvpLpUiWuGjPr7Esf+54OGseW2efqKY51ZG/1+FVoz5Pp71ihvA9X6lDky1GURGSrkbHhqhqrs4UQIIaR3Um19hgb4RGLybKxCBRRchsJL6+3sKxPuMUXtM/Tzh173SHOb9qsopjKmN0WGAGA0gCSAegCHCyHeF9+QahP991OIgd4Y4H2bvOv6ZCJvJr8uKTzLfH/cId98lFSrMFW2qKzasNP52+18NKT8z0/Um+knFk/AiAGN6DbEj9u7e/Dapj2+77mV2tpa6h3HQXcgwoIr6vT+6MNzsWy2NyfY7QwJ4b2Bdpk6pbmPXVCaXORNCCGEkKKoNsGeumQiT0hKtzFM9l19SgQ+SwspnzDhHkNQXY6fM3Tl7S/ic79/2n+/Jf4+aqVmKNQZEkLcgIyi3KkATs7+OynmcdUc+s+nEE+6uSHAGTIsr08lkNQusIZU0rPM7wIMuwHd+5J93U8xzUn9+O4dq5y/3deRKfUwquN56YnT0dyQNDpxQXU5qhhRv1nq5zNM3lqtP35wS9577s8ptMhQmAKe2iYq1fZAIoQQ0vvx6x9YaRo0W0NXCzZNwNYlE4GZFW5Ho4BKCm1MhUeGgih1ZkitOEM2AgqHSilnxj6SGqcUAnumyAdg1oRvSCXylE0a6xKhktSlDE1f+Kdn8cL6nVh9zbKS7M+UI9tQF547G0YqIZDKRtNMN4knVm8zbp+WEj84/UDMHjPQs1yfTQn7OSjnQ91jZ49pdeqPdEfLfdOzicIV8tXSFSKEEFJuqtAXwq4Ob+sK3cYwCSjUJROBz99ECdPRbSeBe6TEkH712Lw7vJksUPrIUI34QlZpco8KIegMhTB6YFPR+2gI6PHzm0fX4IyfPpa3vC4p8i7M+mTCc/Hqsxphx4rKC+t3hq8UgWRCoL2rB797bI0nIhbU9dkW9bmTAY1aRxpyaYHMhX3KgaMxYYg3opOXJmd5Q1Hr3fa5JTjvyMkA8p2hqKH1QqI8jAwRQggpN9UYGdLRHQ9TVKe5Phn4LJ04NGc3FOt0uG28fV09nsb263fsw7Y9GeenuyeNumQCly+bYbXfUgta1EpkyOZX+GtkHKJVQojnhBArhBDPxT2wWuMLx0zBdR+aW9Q+ghTobl+xHo++viVvuS6WAGSiVGECCmGRrI8vGh8y2vhIJQR+dP+ruPxvz+Mfz73tLC9FZEj18EklRUAzsujKLLq/EuZcqO/Hb+j678DPmQ2ikHssfSFCCCHlpgZ8obwJSdPzva25PvBZ+r0PzHH+LtbpcE/AfuAnj2LON+5yXi/89n04+Kp7AGQUaFNJgU8dNhGXnjg90n5LQa0IKNikyd0A4EwAK1BIZ8s+Ql0ygWWzR2LdtumYN66toH3oEQGr4yZEXiNQwOvsFHLR6ZEPPy47cQau+ueLzmspZUnSBRvrktibletu78r95OqT/mmEyllIJURoGplKwUsmBEzlN0E5tqb38iNDgcNwIlR+5VbFKhMW8h3QGSKEEFJuSp2WVQomDm3B6y4RJd2GMjpDLfVo7zK3GunXkDO5i7WVwuwCZQt1ZSNDgF0GiOn7GNPWhHXb9kUcZe1Ia9tY329KKW+TUr4hpVyj/sU+shrlnKWTMH/8oIK2LURpZEBTndHZUdrwhdQHhY3lk0smODUuilKpyt39wkZf4zwsMmRz/lR9VVJEiwypm5ipditPQCHkpqM+S9CNUxH1+yusz1D1PZAIIYT0bqoxTW7coGbPa1s1uZaQNLmgfUbF9jhdPWlHXdjGATN9HQ9/5SjrsbnpTZGhl4QQvwfwdwAdaqGU8pbYRtVHWb+9PfI2/RtTxiaZOSfB//1jZgxHW3Md/rx8Xd57JhEDRUIgT8Wuu0eiiN5cDp09aTz48qa85WFqcpmbanDw8u0d7c42JmU2v2hNY10Suzu6jRd2fqpi4DDQmBXLsHKGIjrJhfg1dIYIIYSUG92OqAbya4R09Vj/7YQQ1pORxabJ2TpT3T3S6dFYb3GugyJ100f0t+4/qehNkaEmZJyg40Bp7VhZ+faOyNskE2Ypx+vPnIdls0eirTm/iRgA/Pxj8z05rG78Uu/cCCHyVOy6LXrg2OIXZQqLDEW5uSQTIlJnZnUT6THWDHmPHXb+LjxuKprqkpg+coDFWKPNnBWidE5fiBBCSLmptqarQP7koD7GoAiLbfpbsROQtvZOZ0/aib75NZSNst/ffeoQXHuav81ootdEhqSUZ5VjIAQY1t+sYmZC/91OHtbP+XvR5CFYNHlIQWMJC10LkX/RfPeOVfjtY6XJoPS7UYSpyYU5IG6SCYF9XQZnyHX1qpkQJbxgmuXQHdIgmXQAWDRpCF781glWY436sDCl8gVRhc8jQgghvZxqzErIjwzZq8XaPkuL/dhCCDTX5+qrTXT3SMd2snGgggQUhvRrwJKINmVvUpMjZeLoGcNC12nv6sEelwa+flHec+HSkowlLE1OQOQ5TKVyhEw0GHLwCokMpRLC6DS4oz/qPKj/jQIK2qELEcMwEXVfhdRulUL4ghBCCIlCVUaG9L5CEQSSwpy7uftlehQGqQfb8pOPzAt8f922vXhr+z4n1b4YAQVFVLU5OkMkMsfNGoEVXz8ucJ1F19yHWV+703nt/t3OtEi5siUsyuJXMxQ3eldohXKCbFRpDh7f5mxjchrcDk8u6hTsDOmOWCludKZ9h1HIzaf6HkeEEEJ6O6WWci4Fui2RpxYbMOYwh+OA0a0ASpOaHraPJd+5H29u3etSkwvfZ5i94WdnBW1TI76QlYACKSP9G4NzOrfu8XYRVhfew185Em3N9SUbh0l0QSFEvDM6fnsOqxmyuamObcuoxCQTwujYuJ0JtUdVM2S6sPUboGmshRD1LAdJg5uoxlQFQgghpNyEpcUFPS3DHqXq6VyKJ67tc7suQmQobB0/OyspBHpgX4NdjQRabEKI6UKIo4UQ/bTldsUOpCgWThwcuo764Y5pa0ZLQ2G+7WUnzsC33rO/Z1l4ZEjE6gz5XT5hanJhF/ExM4bhyvfu72xjdIZcAgTqIzqRIZOAQoyRoagpbF0FKCjQGSKEEELyn4e6qaO/f8qBo/DARUf4vqcLWCm7I1kCG8H2qR2pz1CIXef39ocO2c+4fq0IKBi/DSHE5wHcCuB8AM8LIU5xvX113AMjwPzx4c1bS+GPfPrwiTjz0HGeZeE1Q8VLQ0bFFG1RzkLYcE6aPQrN9RmHMZlIGJ0h5fD84/wlzr5Vzq25Zsh78FYL1RZbbM9yY/b8bNndGbJmPtUob0oIIYSUm+17vc9Q3YfQbZ9xg1swPtuoXrdDlM2hcJyhkuTJ2a2mMn1shGnD7Cg/u++yZTOM6/eGyNCnAcyTUr4HwBEArhBCfCH7Hi2nMmATXYhrQj8s6iOEgBCirA6RyUFTQwiLoLjfTgpzlEcJKyQTIpcml1WHCxNQWDBhEO790tLQNMMojBvcHL4SgJGtTQCAPZ3dIWvmM6iEKZaEEEJIrXLvS+94Xuu2hW5quF/mZYloAkiqVrkUmTXC0hRXmT42WSZh6/hFl+qSCZyzdKLz2n0OekOfoaSUcjcASClXI+MQvUsIcS3oDJWFOgsVsaOmD4/n2Fljvsmg4Kauh7hS5fwuINNMiro4w65z90WeTCTMTVelyxnKbtKY/S5Mogvq4m+sS2LS0H6+6xTKQEtHRX0XhdQMNdUnMXZQEy44ZkrkbQkhhJDeSn7anNk50p0J3UYa05aZtBw2oKHocdlOhjvS2iWYPTel2n104Xjnb68zVPQhy0JQkckGIcSBUspnAEBKuVsIcRKAGwAcUJbR9WHqkiIwMtRcn8SHFuxXUgln7/GzfXUMRXHqgkglBDpiOL7fBWSasUhY1gx5Z2/MToNanhDCGYdJ1ju3P+WIlKbx7G2fW5wnlhHG8AGNeOWd3Thu1oiCjvnQxUcVtB0hhBAShc8eMQn/fmNrpYdhhW5ZjBrYpL0foKaW/V+p/X7uyMmYPaYVR0wLb6USdVwmokhrh2HKBnI7fXUJAWW91ErNUJAz9FEAnnwbKWU3gI8KIa6PdVR9nMcuORoNqQRuX7HeuI6U8aXIAeE1Mur9uNLk/PJMTYdSF3jYUDxpcomEMU1OLU6I3I2sIcTpDJPejsrsMQMjbzOsfwMev+xoDO1X/IwTIYQQEhcXnzC90kMomH4NKay+ZhkmXHJ7qC2mbBk1cZ1KJkqW0WMrrhRFWjuMMDsMUDVKmWawNV8zJKVcJ6XcYHjvkfiGREa0NqKtpT4wMiQhY22UWZcITgt79LUtAMIluAvF76gm6WynZihkniThSZMLjwy5Hb0wZ0jNipQoMFQQQggM69/IBqqEEEJITORsDu//vmTNjFIqzOrjCEM5Q6WwDUz7cCsQD3Qp6NW8M0QqT1AKXNyRobqUcI7z7fcdkHchHzszM7NR6pqhH394LoDCIkOhNUOuv1MWanKZNLnM340haXIqUtYdkzf0wEVH4MCxwdEi+kCEEEJIvKhnrbCwPeaMHYhh/Rtw0fHTYhtHGHUxZfJcf+Y8/PPzh2WPkbMRR7Y2On/XiC9EZ6iaCZK3ltJeSaQQUi4NxjMW7Ie547yG+OLJQ7LrlXYMh08dCgBYv7097z3TjMTuju7A9/22//uzb2PHvq48CU3AqyanCKvNSiZKmyanM35IS6iqXBU28iaEEEJ6FaqnoxMZCrA9BjSm8Phlx2DBhEExjMTuoa/sOT8b4Rcfm4/3zxtT0NGPnzUCM0dlaqHc9qq7poqRIVI0gZEhyHgjQ1rfGb3wbmJWU7/U/WnUcfzS80zFf3e/sBEA8OL6nYH7djs3W7LiBGu27M1bTx26kDQ5U1phKQgXiKA3RAghhBRDf62Bvf7oHd6/0Xe5H394Ym2phpWHtZpcypwmt2TKEHzv/bOLHouyGUe1NmJY/1xkqFYEFOgMVTGhaXIxHluPSilD/KzF47H6mmW5ZqQ2XbwiEHRxF/t5bSMnKk1OeAQUbNXkKucMlfirIIQQQvocd3zxcFz3obnO6xVv7fC8r+qX1QRk0KM5TkEjazU5R3E3/72GVLJktUTXfWgu/nzuIqcBPMDIECkBenTGjUR51OQU6li6QW6bJmebqxr0mYqVhfQTYPC7UNM+HaKDvgugPJEhPWty+oj+2hqMDBFCCCHFMHpgE5bNHum8dk+GrrryhNyKFuJN935pacnH5xw+spqcd/1Sizosmz0Sowc2eWqse0PTVVJhglKzpJQl0Yw3UaeFGbbszqSV6U5NmJMztH8Dvvf+2aFpZoqgSJPp437xmKkAwiM/7vM1dlBT3jJFrkN0win+C/uciQpEhvKjd7EdmhBCCOmTDGzKqKOde8Qkj2OUqxny3+4nH5kXKr5UDPZqcv4CCj85c67f6kXjdrIqqbAbBTpDVUx90nwRpWNOk9OjKC9k63H0i16PIOnc/vkl+MD8sdadj5MJgTkG1TST86eEBcL8EPcYvnbSLON63T2ZqzeVFE6aXJjjmSqDM6TXROlDitM5JoQQQvoi7zloNC47cQa+cPQUz3JHVc6wXdyPZNs64Zy0tnd5qcscFO4Sj/bunliOUWqCmq6SCqPkrY1UgfEbdjGp9/s3prCroztwXUWdqZ+Q4VBhDpmzvWs1dbF29eRPWziRIdd+EwL47vtnY9pwPTUtQzlqhp5d581b1j91nCl6hBBCSF/il2cdjP4NKSQTAp8+fGLe+2E1Q3FbaLYmYMqQJucuc1g8eTAOGttWknG5I0N3v7ARJ80eVZL9xgmdoSomLJ+zEq5QR5fXeQirGVIOxY2fPhT3vLARV/3zxdBjmFLSTJEP27olmHS8LwAAIABJREFUd7RLzZR09eQ7EMpBqkskciL5QuC0+WON+045TWrLGBPWzke3j2NHCCGEkOgcOW1Y4PumWurc++W10qSUuOLW5/OWqzS5PGfIZWPe+KlDSzYO90TyVMMEcrXBNLkqJqjPEBB/YOj7H5iDOy7INNT61nv2BwB0dHsN7rBaGuWoTBjS4juz4ofpc5sOpXr8TByakfse1t9fvcW9ubo5+EWGOrvTSCWEx3kK87f6N2bmFd61/8jgFUsII0OEEEJIZcjNlRqcoZiPrx9WSuB3j72Zt56yqXTTyjarJipuJ6u9qzbS5OgMVTFhogNx14icOm8Mpo/INNRqyhYBdmg/7LCLSU+ja67Pr4Ma09bkeW1ysEw3HOVwjW1rxuprluH4WSN810v6RIb8Ijmd3ek8WfOwc93SkMLTVxyLK06aGbheMXxs4TjPazUkNdZORoYIIYSQsqKbLMrWKHfNkEnGOlczVJgacFRUH0qAzhApAUF9hoDypskpJ2af7gyF1gx5R3nXFw/HqXPHeF7/+MPzPOuaLlCTQ6LX65iub3ekRzlxnd35N4/OnpwzlBNQ8N+nm7aWemsJ8UI4aD9vPq8AsPqaZbgqG7VjmhwhhBBSXvSnvhJrit0Z0iNDhvVSpjS5AgUUkgkRWMax/+hW3PulpRjYXJdnM1YrrBmqYsIkGcuZjqqcoT2dujNkJzmtGNPWjHftPwI3P7UOQCaf9JWNuzzrmqJNpkOp86QafZkiSO4bQX1YZEi70Mud++vHlj2dvsuV49btU/9ECCGEkNLj1AxpxkkiAaDHXu2tUHTnxhgZSigBBe/y+jCRLgPPf/34UPtz0tB+aK5Lor2rNiZp6QxVMWFpcuU00JvrMz+VvZoiXCGREH0yIqFFhEyzFabI0MHj23DhsVNxxoL9AtdzDzXlCCgEp8mpe0s1yFY/sOodz2v1/eccOzpDhBBCSDnRbTHHXih3ZMhgApgEFILatwTR5FPu4MeU4f0xpJ9/DXe1wTS5KkYIgfu+tBQLJgyq9FCcyFBDnfcnU0gBnunGoZwhc82QeX+fP3oKhmaFE4xpcq4d5AQU8u8eHd1pxxGVCE69KydLpw71vFZDciJDtdLdjBBCCKlxlK2SVzOk0uRiPr6+f6MzlLUR9AhWaPuWIvn1Jxbgq++aHusxSgWdoSpn4tB+TvdjnXJGKyYN7YcDxw7EZ4+Y7FleSM6pPm51fapojTlNLrqEthv35nUBkaGO7jTqU96Zj2qIDOla/WpIzmfxqX8ihBBCSOmpM/TvSTgCCvHaDfk1Q/42QH3SkCYXoljcl2CaXA1QZ0iXK6d93lSfxN/OW5y3vJA0uaQhMqRHiHRsHRLTat7IkLnOxi2gELbPcqKfa5WP7DSQZWSIEEIIKQu59DPvckdNLvYR6DVD/mupCWbd9goT6epL8EzUAA0G770K7POCIib6jUPtIixNztbvMtcM5avJ+dcM9TjnPKyPQDlRvYx0ghw7QgghhJQelRmTn/qP7PJ4j59fMxQsrZ3SbMmwXpZ9CZ6JGsDkvVeBfV6YTr22iQpoJENCy7YOiWkt91DrnTQ5n8iQb58hq0PHSp66YHZMqr7Jz7EjhBBCSOlRdoJuHiScmqFyq8n5r6fU5NwTzZ9YPCFUsbgvQWeoBjB573FfaDaY6nOCeOz1rZ7Xqojv8KlDMvs0prlZjsnCmVJO3HfueAnX3rXKs56nz1AVqckBwDdPmYUF4zOCGmpE6gZnKp4khBBCSGlJOQIKXvugfE1XNYwCCvklCOceMSmeQdUodIZqgGqODBUSMRkxoNHzemRrE/5x/hJ885RM81A9rzV3LEsBBQtnyj1D8t/3v+pZr6PLrSYXvM9y89GF43HwhEzzVafHQfYPU48BQgghhJQWlXam60jF2XzdjW4SmWyAVCJf6KFabJpqgc5QDWB2hir/ay7koj9t/pi8ZfuPbnUiYDZNU4Ow2d69jr62NzKUubkkC+zUHAd6CF59BXSGCCGEkPJg6t9TLgEFPTvIZAOosoBGV2sUWgteqsfCI0bMaXKVpxBnSC/i0zGmuVn+Wm3U5Lzre5d3dqedm0facYbsjl0O8oo1EyoyVInREEIIIX0P0wRuxZquGtZTglFCCAxuqc+sS3vBA6W1a4AGQ2SokIanpcaU0hbGvy89Ght2tPvv0+B42KfJhfcZCsItoKAcjOqKDHlfq7TDTy6ZUIHREEIIIX2P5Wu2AchXcXPU5Mo8ZW2KDLkn1Af3q8eWPZ1Mk9OIzRkSQowF8BsAIwCkAfxUSvmD7HvnA/gcgG4At0spL84uvwTAJwH0APi8lPLOuMZXS5gaY5UrLzWIQgQUAGD4gEYM12qHnH0a09wsx2SKDJmasbr+/v2/38SWPZ05ZyjrDRXq9MWBOj+qwVpLQwqrr1lWySERQgghfZJd7d2e12UTUND3bxJQcE2c//oTC3DfS+9gcL+G+AZWg8QZGeoG8CUp5VNCiP4Algsh7gYwHMApAGZLKTuEEMMAQAgxE8DpAGYBGAXgHiHEVCllT4xjrAnqDBGggmStS0wcDplRWttylsVcM+S/voqwbd3TiUv/ugJArk6rozsjV10NjqdCDYVhbkIIIaSy6BGZXF1vvNhKa7ttopGtTfjwIePiHFZNElvuj5RyvZTyqezfuwC8CGA0gHMBXCOl7Mi+9052k1MA/FFK2SGlfAPAqwAWxDW+WqI+5a8FXw2pW3FETIqtz4laM6Q0+LtdfXrU53pr+77iBhMDL2/cDQBo7+rz8wSEEEJIRThr8XgAmdR6N44zFHNoKL9miDOkhVIWa1oIMR7AQQD+DWAqgMOEEP8WQjwohDg4u9poAGtdm63LLuvzmGqDqiEyFJQmp0toW+/TcANpqrdrEHbKgaOdIkE3pvuSOr/tXbkb2pPZXGDFnLGtVscuB7c9+zYA4Nl1Oyo8EkIIIaRvokoYurWQTPn6DNlFhkg4sTtDQoh+AG4GcIGUcicyqXltAA4F8GUAN4mM++z3s8n7aoUQZwshnhRCPLlp06YYR149mNLkqiF1Kygy9K337F/QPt2zKarBaBRGD2zC8iuOxfAB3pxYk5Ol1O3au3ORFj3q0miIzhFCCCGk76GECbr0yFCZpLV1GzDt4w19cP7YmEfRO4jVGRJC1CHjCN0opbwlu3gdgFtkhseREVcYkl3u/tbGAHhb36eU8qdSyvlSyvlDhw6Nc/hVQ8qQDlcNkSFTStuPPzwXx84cXtg+XU7L7z51SEH7APLPm9EZSqjIUM4B+uDBmZ/iT8+chzMWjC1YKCIOLjpuKgBgSL/86BchhBBC4kcp/e7TJk/LJfSrT5T7qcmNbmsqz2BqnNicoWy05xcAXpRSXut6628AjsquMxVAPYDNAG4DcLoQokEIMQHAFACPxzW+WsIooFAFzW+MCm1F3AzULuuSwthw1gaV/tZUl4nq9G/01wtJ+vTpOS07m3LcrBH49vtmFzyGOJg5agAAoIcxcUIIIaQiHJOd8F061Tsx72dTxIEeGfKzCapnGre6iVNNbjGAMwGsEEI8k112KYAbANwghHgeQCeAj8mMSPtKIcRNAF5ARonuPCrJZajqyJDR6yl8bMrBKlYtTd0ofvHx+WiqSxqb19ZpDVaB6ji3JlKO4AOdIUIIIaQSzBg5wLethUr1j3vCUrdplA1z0XFT8fOH38D2vV2x1y31FmJzhqSUD8NsEX/EsM1VAK6Ka0y1Sp0hOlINqVumuqVihqbkrNVt5E9nH4rm+ug/VaUS19ZcjxkjBxjXS/k4X3GrwBSDk6ecToesSQghhJByoiaJTU1QS3acvMhQ5n+3/VLNtkw1EWdkiJSIOoNnUQ3SyqoOZ9aoAVj59k5neTEX4A/vfQVAblblkImDC9qPulGEzc7k0g1rI9Ki0iaZJkcIIYRUF7a2R7HoGSz/99pmAMBtz7zN9LiIVL7ohIRiciwWTirMSSgl6qKfu18bHrvkaGd5MRdifYlqoZTToMte6qS0/N5zj5hUkuPHhRMZYpocIYQQUlWUq9+PEMITHXpxfWZCetXGXa51yjKUmofOUA0zoLGu0kNwUvV6pPSkxhXTD/bq9x1Q5Kgy5GZngtPJlNCCimgvnjSkJMePC1PfKUIIIYRUFmVLmBRsS4k7OuSX6q/3IiL+0BmqAaqgNMiIkxublt481SIuwGbL5qphpCwjKKq2SGbvJNV8voHSRc4IIYQQUlqUU1KOqIxbROHPy9flvc/IkB20qmqAeePacOIBIyo9DF/UddiT9kaGipmMKNVsyocW7AcAmDikJXA9FWlxsumq/OZRDZLqhBBCCMmnoS7zjDYJTJWS3R3dvsuF9j8JhlZVDZBKJvCtU/av9DB8UY5LJk1O5C0vhFLdQN5z0GisvmYZhg1oDFxPDVXl+VZ7WNnUd4oQQgghleW7p87GuUdMwoLxgypy/GtPm+P8zciQHXSGaoRy5J4WgtNcLO11hooZbbkCH3PGtAIAnJIiJ8+3PMcvFFO/JEIIIYRUlmEDGvGVE6ZXrP3JfoOaHSeo2id3qwVaVTVCtTtDPRIeD6iY8Zbrs/7h7EMxYUiLExFKO3m+1XmuFXSGCCGEEOKHt89QBQdSQ9CqqhFElX5Tqpi/J532aOo31hU+4FQxUnQRaK5PYVj/BscJctLkqvzmQTU5QgghhPiRmaOmnRCFKjWxiU6ySi30BRMGYfqI/vjUYRMxsCkn9d1YV7giXJl8ocyxhEBndxrvue4RPPb6luyy8h2/EKgmRwghhBA/3HXX1Z7pUi2kKj0AYke1pskN7teAOy44PG95MZGhcjp+QgBvbt2LrXs68cza7Wpp2Y5fCHrXaUIIIYQQIGMv5mqGiA2cYq4RqtQXMtKQKjwyVA45SkVCCHT1eJuyVvu5Luf5IYQQQkjtkHZ1X612e6ZaoDNUI+iRoaYi0tDKQUMxkaEyGvtCAN1aU9ZqjcIpGPYmhBBCiB9pyT5DUaEzVCO4/YPPHjEJD33lyMoNxoJaiQwJIdCd1iJDZTs6IYQQQkhh/P7Th+Qt80aGaNHYQGeoRnA7CCNaGzGkX0MFR2Pms0dMAlBc5KqckZl/vbwJXVpkiPcOQgghhFQ7iyYNQb8Gb/m/ZJpcZOgM1Qhu7/7R17ZUcCTBfPn4aXjt6hNRn6qNNDk/qj1NjhBCCCEEAH565jzPa3cZNK0ZO6gmV4NUs60uhECxbXAq7QwRQgghhNQEmsnENLno0BmqQUQv9/Ur7QzVwr3jb+ctxpB+9ZUeBiGEEEIqiJ7N0r8xlZPWrgF7phpgmlwt0st/3OXsM3TxCdPyltVCmtyBYwdiTFtzpYdBCCGEkAritlj6NaQwa1Sr673qt2eqATpDNUgtGOvFUM7IUFtzfnSll59eQgghhPQSEi6baem0oQCAjTs7ANCesYXOUA1Sn+zdX1s5nSG/c9nbnU1CCCGE9A7cFoueWUNrxo7ebVX3UuqKVSioclJldIb8msP27rNLCCGEkN6CWyRBmU/7jx6Qfa8SI6o96AzVIEdkw6C9lUpHhnjzIIQQQkgt4LZZVMqcqhVizZAddIZqiGH9M41WDxzbVuGRxEuqjGmAfv2QKEVJCCGEkFog4YkMZZ0gtYjmjBV0hmoIZbh3uTtq9ULKmiaXSuYt472DEEIIIbWA22ZR5hN9oWjQGaohxg9uAdD707jKmibHyBAhhBBCahR3ZEjZT0J4/yfBsOlqDfE/HzoID72yudf3lylvZMhPTa5shyeEEEIIKRi3vyO0NDmaM3YwMlRDDGyux8lzRlV6GLFTzsiQnzPEgkNCCCGE1AJuZ0hJawuf94gZOkOk6ihnWNe3Zog3D0IIIYTUAO4JXKdmSBdSIIHQGSJ9Gv+aoQoMhBBCCCEkIgmXGSP0yBAzXaygM0T6NL5pcvSGCCGEEFID+AsowPM/CYbOEOnT+EaGKjAOQgghhJCobN7V4fytp8kRO+gMkT6Nv5ocbyKEEEIIqX4mDG1x/k4kdAEF2jM20BkifZpUkjVDhBBCCKlNRrY2oaU+IwaVoLR2QdAZIkSDNw9CCCGE1AoDm+sBuNLkQDW5KNAZIkSDYWVCCCGE1AotDZnIUDIvMkR7xgY6Q4Ro0BcihBBCSK1Ql0351/sL0Z6xg84QIRq8dxBCCCGkVlD1z0paO6H1GyLB0BkiRINqcoQQQgipFVKOE+RdTnPGDjpDhGjw5kEIIYSQWiHXbNX7P2NDdqQqPQBC/PjiMVPR1lJXkWNTQIEQQgghtYKKDCXz+gxVaEA1BiNDpCr5wjFT8NGF48tyrF+ddbDnNW8ehBBCCKkVklqaHPsMRYPOEOnzHDFtGC46bqrzmjcPQgghhNQKKYNwAjNd7KAzRAi8NwwKKBBCCCGkVlBqcom8miFiA50hQuB1gHgPIYQQQkitoKvJqf+llBUaUW1BZ4gQeOUo2bGZEEIIIbVCUhNQUIlydIXsoDNECBgZIoQQQkhtktKkte95cSMAYMvuzoqNqZagM0QIvA4QnSFCCCGE1AqJvMhQhtVb9lRiODUHnSFCoEWGmCZHCCGEkBpB2S1JbTa3fwPbidpAZ4gQeGuGEvSFCCGEEFIj6Bkt7z1oNABgYHNlmtfXGnSGCEEuxAxQkpIQQgghtYfMSiY01ycrPJLags4QIfA6QHSFCCGEEFIrKAGFnrT2Bid3raAzRAg0aW3eOwghhBBSI9Rlm652Zb2hMW3NAICh/RoqNqZagpVVhECX1qY3RAghhJDaoD6VcYY6uzPO0NmHT8TkYf1wzIxhlRxWzcDIECGgaAIhhBBCapN3zxkFADh86lAAGYntY2cO5+SuJYwMEQJGgwghhBBSm8wZOxCrr1lW6WHULIwMEQJvmhwhhBBCCOkb0BkiBEyTI4QQQgjpi9AZIgSMDBFCCCGE9EXoDBECymkTQgghhPRF6AwRAiCV4KVACCGEENLXoAVICICGFC8FQgghhJC+Bi1AQgA01ScrPQRCCCGEEFJmYnOGhBBjhRD3CyFeFEKsFEJ8Ibv860KIt4QQz2T/neja5hIhxKtCiFVCiOPjGhshOo11nBcghBBCCOlrxNl0tRvAl6SUTwkh+gNYLoS4O/vef0op/8O9shBiJoDTAcwCMArAPUKIqVLKnhjHSAgAoCHFyBAhhBBCSF8jtulwKeV6KeVT2b93AXgRwOiATU4B8EcpZYeU8g0ArwJYENf4CHHTWEdniBBCCCGkr1GW3CAhxHgABwH4d3bR54QQzwkhbhBCtGWXjQaw1rXZOgQ7T4SUDNYMEUIIIYT0PWJ3hoQQ/QDcDOACKeVOAD8GMAnAgQDWA/i+WtVnc+mzv7OFEE8KIZ7ctGlTTKMmfY1GqskRQgghhPQ5YrUAhRB1yDhCN0opbwEAKeVGKWWPlDIN4GfIpcKtAzDWtfkYAG/r+5RS/lRKOV9KOX/o0KFxDp/0IZgmRwghhBDS94hTTU4A+AWAF6WU17qWj3St9l4Az2f/vg3A6UKIBiHEBABTADwe1/gIcUNniBBCCCGk7xGnmtxiAGcCWCGEeCa77FIAZwghDkQmBW41gHMAQEq5UghxE4AXkFGiO49KcqRcJBN+WZqEEEIIIaQ3E5szJKV8GP51QP8M2OYqAFfFNSZCCCGEEEIIUbBqnBBCCCGEENInoTNECCGEEEII6ZPQGSKEEEIIIYT0SegMEUIIIYQQQvokcarJEVJTXHHSTF/FD0IIIYQQ0juhM0RIlk8umVDpIRBCCCGEkDLCNDlCCCGEEEJIn4TOECGEEEIIIaRPQmeIEEIIIYQQ0iehM0QIIYQQQgjpk9AZIoQQQgghhPRJ6AwRQgghhBBC+iR0hgghhBBCCCF9EjpDhBBCCCGEkD4JnSFC/n97dx906Xzfcfz92V00ZTd0qFBFKlNMPK+o0gSxwkSbSBsPlXpK2gZDWqRTtFSRPiSayZM8SEx1KiiRoFSSpkE9jWcJIrGEjNBOPCSsqhW7n/7x+93rzM6u3fu+T+/rXL/zec3szDnnus4939vHde7re37X9ftFRERExFhKMxQREREREWMpzVBERERERIylNEMRERERETGW0gxFRERERMRYSjMUERERERFjKc1QRERERESMJdnuuoYpk/QU8KOu6xiwPvB010XEUCTLNiXXdiXb9iXjNiXXdo1StpvZ3mBFG3rdDI0aSXfa3rnrOmL6kmWbkmu7km37knGbkmu7+pJtLpOLiIiIiIixlGYoIiIiIiLGUpqh4Tqv6wJiaJJlm5Jru5Jt+5Jxm5Jru3qRbe4ZioiIiIiIsZSRoYiIiIiIGEtphmIsSVLXNURExKvyuRwRXUgzNAWS8t8tYkRJ+pWua4j/H5LeJWmLruuIiIh25KR+NdU/wid2XUdMj6T9JF0JnCVp5Oe+j9UnaYGku4Cju64lhqtmeytwPrBR1/XEcEn6HUmXACdL2qzremJ4JB0g6ayu64jhaynbTKCwCpLmACcBxwCbAjvZvlfSbNtLuq0uVke99GIt4PPAm4CPAm+vr51me1RWR45JqtmuAXwC2A04w/YVg9udD7leqtmuDVwMzAXOAv4UuMT2lyXNsr20yxpj+iQtAP4GOB14C/B64Drb1yTj/qpX0LwfOBnYDHi77Ru7rSqmq34uzwKOoqFsMzK0CrZfAX4AbAWcCHyhvp5GqCdcvARcCexh+yrgq5QvA9II9VjN9mXgF4ErbF8haZak7Se2d1thTFXN9gXgQtt72v4P4OvAu+v2nCS3YQFwte2vU/6+zgXeL2ntZNxfNbuFwI7AsZQvM6Ln6ufyEuBhGso2I0MrIOlDwMbA3bYvlbSG7Z/XbY8Cf2H7osHXY/Qsn+PA6wcB5wL3AzcB37B9UzdVxlQMZHuP7X+p95GcB9xDObl6HPgv4HLb3+iu0pisgWzvsn3ZwOuzgUOAnYBTbS/uqMSYhhX8fX0X5YTqANsvSfok5dvmb9n+TJe1xuRIei/wuO3b6vPBc6c7gM/bPj8jfv1Tj9ttgdtsf2nwqosWss3I0AAVJwAHA3cCfy3pSGC9gd1OBD4GkEZoNK0sR0kb1l1+QrlMbh/KCfORkjboptqYjBVke4akD9h+BLiCMoJ7MHAopdl9j6T1Oys4VtsKsj2zHrcbwLLR+EeB/dMI9c9KPpePAL5P+Ry+VNJ1wDzKKP68TFbUD5J+WdINwKeAUwZye2Xg8enAiZLW6+PJ8jir58GHApcDh0k6Bfi1gV16n20+aAbULncv4C9tfwU4Adge2Hdgn68BD0n6MCy73jlGyGvkuF/dfr3t++olkN+lXGL1v13VG6tvZdlKOsj2p4FDbP/A9iLgXsqJ1YvdVRyra1XHbd3nFuDHdTQhemQF+Z4I7EDJ+A+BvwLOsX0U8DLwxr6eWI0b2z+hNLD7URrbD9ZNsr20jiJcCzwI/LGkuZIO7KjcmLy9gb+vl7KeBPwC8L6JjS1kO7bN0PLrGQx8e3En8FaAGvxDwJslbTmw+zHARyX9N5BpfDs0yRy3lvTry/2IfYGXSDM0ciaR7YPATpK2rPeYTNiH0gi9NAPlxiRM4fN3q7rfPMpIQkblR9hq5nstJd+dgS1s32P7mrrffOC2GSo3JuE1sv008D3gm8D+kjaqjdAsXj3X/HPgbyn3Er1hhkqOKRrI9h7gtwFs3wncCmwsafeB3Xud7dg2Q8DrBp8MfAP1MDBX0rb1+Q2U2W3mAkjaAfgiZbhwJ9v/NDPlxkpMNsd5ktaUdJik71KuTT85E2KMpKkeo4dIup+S7an5dnkkTTbbdep+zwObABsSo2wy+c6r/5D0Tkm3U47dy2eo1picFWZr++f1aotbKF9YfGhiu+0l9b7Oz1EuZ96pjuTHCKn3ZS5reAeO25uBWZLeVp/fTxkB3Lju/ybgs/Q427FrhiTtKuly4FxJ7xgIf07d5XZgCbCPpDm2v0cZ/ZlYk+YZ4FjbB9p+cqbrj2IaOc6vs489Dhxj+/A6xB8jYgjH6I9ItiNpCNlCuRTygpmsO1bPNPJ9S92+EDja9u/Z/ulM1x8r9xrZarnRoqeBq4AtJW0iaf06ovs0cJzt382502iR9JuSvgicIGnewMQIE8ftQuAB4GCVZWV+TBn92bxuf46eZztWzZCkPSnd61cp02X/AbCeyuwXrwDYfhi4g7Iezcn1rYspJ1jYftz2fTNcegwYUo7X2755hkuPVRhStre652setGia2T428XNcpsmPETOMfG0vtH33zFYeq7KKbG3bktaStJbtJbb/k3LyfD9wI7Ch7edsP9TV7xArVkd7PgN8mzLSc4qkd8CypWUAFlFyXBM4R9IalInFnqn7PWV74UzXPkxj1QwB2wF32P4ycCFlscYXJoYCJZ0t6XzgLsqsKLuorGj/LJDpeUfHdHL8Zkc1x+rJMdquHLdty7HbrlVleybwJWCj+vxoyiQKXwC26/uJcuN2Bm62fTFwNuUS5N9XnX1X0tnARZTRn9MpTdCN9Xkzt4k0vc6QpF2BZye+jaj3+3wb+CRlXYMHgR9SPogfB44DTq/fXiFpHWCO7Z91UH5UybFdybZdybZtybddQ8h2AfDYxPMYHSvIdn/gIOAU209K+hSwPnB9/XcGcJrL8hUTkyqs7TJjazOaHBmStK6ka4B/Bw6qH7rYvpcy9eNmlPt+9qTcGLYA+B/bh9p+uIaN7RfyQd2d5NiuZNuuZNu25NuuIWQ7u+7/rTRCo2Vl2VLuB3oeuKDeE/arlNnj5tl+qGb7yMBxu7S1RggabYaAtSnfWBxfH791YoPt24ENqPcXUL7tWBf4KZSu15l9alQkx3Yl23Yl27Yl33ZNN9vMyjq6ls/2bQB1hOgkyrTYl9l+D+Ver70m3jgOx20zzZCkwyXtUWfCeAI4D7iUssbIb0iamAJwLcrUj8fWt+4N/FLdj9YDH3XJsV3Jtl1nvwZ1AAAETUlEQVTJtm3Jt13Jtl2ryHaXiWxtv2z7OtuX1LfOB66d+DnjkG2v7xmSJMr0fhcBS4FHKB3vn9h+uu6zO+V6yDtt/3N97c2U1a7fQFm87zjbD878bxCQHFuWbNuVbNuWfNuVbNs1yWzvsH3hwHt/i3Jf2NPAB20/NrPVd6e3I0Mqc52bstDiE7b3pnxj8Syl+wXAZfrkxyhz3q8r6XW2HwCOAI60vXcO5u4kx3Yl23Yl27Yl33Yl23ZNIdutJL1e0tp10w8pkyXsO06NEPRwZEhlEagzgdnAv1FWrn6v7SPqdgFPUhbmu6G+tg5lysDdgU0pK+Q+0UH5USXHdiXbdiXbtiXfdiXbdk0z290oE2PMd1lMdSz1amRI0h6UNQrWAx4GzqIM1e4laReA2hWfSZkOcML+lO74XmDbHMzdSo7tSrbtSrZtS77tSrbtGkK236FkO7aNEMCcrguYpKXAOQPXr+4IvJGyENTngPkq0/99jfI/wuZ1qO8lYIHLqsjRveTYrmTbrmTbtuTbrmTbrmQ7BL0aGaJ0v5eqzmVPmed+U9sXALMlHe8y68UmwJKJax5tX5nAR0pybFeybVeybVvybVeybVeyHYJeNUO2X7S92K/OZb8P8FR9fBSwtaSrgYuBu2HZtZIxQpJju5Jtu5Jt25Jvu5Jtu5LtcPTtMjmgzJgBGNgQuKq+vAg4FdgGeHTi2lb3bYaIMZIc25Vs25Vs25Z825Vs25Vsp6dXI0MDlgJrUOZC3652vacBS23flJv8eiM5tivZtivZti35tivZtivZTkPvptaeIGlXymrItwD/aPv8jkuKKUiO7Uq27Uq2bUu+7Uq27Uq2U9fnZmgT4DDg47YXd11PTE1ybFeybVeybVvybVeybVeynbreNkMRERERERHT0dd7hiIiIiIiIqYlzVBERERERIylNEMRERERETGW0gxFRERERMRYSjMUERERERFjKc1QRESMPEnrSjq2Pt5Y0le6rikiIvovU2tHRMTIk7Q5cLXtbTouJSIiGjKn6wIiIiJWw98BW0i6F1gIbG17G0lHAgcAs4FtgH8A1qQsPrgYeKftZyVtAZwLbAC8CPyR7e/P/K8RERGjJJfJRUREH5wMPGJ7B+DPltu2DXAosAvwEeBF2zsCtwKH133OA463PR/4MPDZGak6IiJGWkaGIiKi766zvQhYJOk54F/r6/cB20laB9gNuEzSxHvWmvkyIyJi1KQZioiIvls88HjpwPOllL9zs4Cf1VGliIiIZXKZXERE9MEiYO5U3mj7eeBRSQcCqNh+mMVFREQ/pRmKiIiRZ/sZ4GZJ9wMfm8KPeB/wAUnfAR4A3j3M+iIiop8ytXZERERERIyljAxFRERERMRYSjMUERERERFjKc1QRERERESMpTRDERERERExltIMRURERETEWEozFBERERERYynNUEREREREjKU0QxERERERMZb+DzSNRhxa/Df7AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Mont Blanc\n", "LON = 6.865575\n", "LAT = 45.832119\n", "\n", "# We use the nearest-neighbor selection option\n", "ds.sel(longitude=LON, latitude=LAT, method=\"nearest\").t2m.plot(figsize=FIGSIZE);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Often we also need to interpolate. We can do that quite easily as xarray makes use of the [scipy.interpolate](https://docs.scipy.org/doc/scipy/reference/interpolate.html) module and will by default interpolate linearly. We'll omit a plot for brevity." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['2018-01-01T00:00:00.000000000', '2018-01-01T00:15:00.000000000',\n", " '2018-01-01T00:30:00.000000000'], dtype='datetime64[ns]')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "# Just showing the time index for brevity\n", "ds.sel(longitude=LON, latitude=LAT, method=\"nearest\").t2m.interp({\n", " \"time\": pd.date_range(start=ds.time.min().values, end=ds.time.max().values, freq=\"15T\")\n", "}).time.values[:3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aggregation\n", "\n", "Another common operation is aggregation. This is quite easy, and relatively fast, as xarray can read just parts of the NetCDF file." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.65 s, sys: 1.89 s, total: 5.54 s\n", "Wall time: 4.92 s\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Average temperature in 2018')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time\n", "import matplotlib.pyplot as plt\n", "\n", "# Europe. Starting from lon=0 to avoid having to ds.roll(), although that would be little effort\n", "LAT_MIN = 32\n", "LAT_MAX = 72\n", "LON_MIN = 0\n", "LON_MAX = 53\n", "\n", "# .sel() is xarray's solution to get around Python not supporting [lon=5:lon=6,lat=2:lat=9]\n", "ds.t2m.sel(longitude=slice(LON_MIN, LON_MAX), latitude=slice(LAT_MAX, LAT_MIN)\n", ").mean(dim=\"time\"\n", ").plot(figsize=FIGSIZE)\n", "plt.title(\"Average temperature in 2018\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reprojection\n", "\n", "Another interesting operation is to reproject from one spatial coordinate system to another. We will reproject from ERA5's native regular lat/lon grid (with [spherical datum](https://confluence.ecmwf.int/display/CKB/ERA5%3A+What+is+the+spatial+reference)) to transverse mercator, the same projection used for the UTM coordinate system, which allows more accuracy close to its offset longitude. This was chosen as it makes the pixels much more \"square\", so makes the data more interesting for e.g. convolutional neural networks which rely on that property as their kernels are the same all over the grid." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Name: Unknown datum based upon the Authalic Sphere\n", "Axis Info [ellipsoidal]:\n", "- Lat[north]: Geodetic latitude (degree minute second hemisphere)\n", "- Long[east]: Geodetic longitude (degree minute second hemisphere)\n", "Area of Use:\n", "- name: Not specified\n", "- bounds: (-180.0, -90.0, 180.0, 90.0)\n", "Datum: Not specified (based on Authalic Sphere)\n", "- Ellipsoid: Sphere\n", "- Prime Meridian: Greenwich" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# See pyproj.github.io for explanation on coordinate systems and transforms\n", "from pyproj import CRS, Transformer\n", "\n", "# Approx. the sphere used for ERA5\n", "crs1 = CRS.from_epsg(4035)\n", "crs1" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Name: unknown\n", "Axis Info [cartesian]:\n", "- E[east]: Easting (metre)\n", "- N[north]: Northing (metre)\n", "Area of Use:\n", "- undefined\n", "Coordinate Operation:\n", "- name: unknown\n", "- method: Transverse Mercator\n", "Datum: World Geodetic System 1984\n", "- Ellipsoid: WGS 84\n", "- Prime Meridian: Greenwich" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Transverse mercator with its offset longitude at 10 degrees east\n", "crs2 = CRS.from_proj4(\"+proj=tmerc +lat_0=0 +lon_0=10\")\n", "crs2" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "# Instantiate pyproj's abstraction for coordinate transforms from one CRS to another.\n", "# Specify always_xy to use lon/lat aka x/y order instead of lat/lon\n", "transformer = Transformer.from_crs(crs1, crs2, always_xy=True)\n", "\n", "# Part of Europe\n", "LAT_MIN = 35\n", "LAT_MAX = 55\n", "LON_MIN = 0\n", "LON_MAX = 20\n", "\n", "# Left upper bound\n", "lu = transformer.transform(LON_MIN, LAT_MAX)\n", "# Right lower bound\n", "rl = transformer.transform(LON_MAX, LAT_MIN)\n", "\n", "# Coordinates of new grid in transverse mercator. It will be square in this projection\n", "x_tm = np.arange(rl[0], lu[0], -50000)\n", "y_tm = np.arange(rl[1], lu[1], 50000)\n", "\n", "# Go from 1D lists to 2D grids\n", "lon_grid, lat_grid = np.meshgrid(\n", " x_tm,\n", " y_tm,\n", ")\n", "\n", "# Easily do the inverse transform\n", "lon_grid, lat_grid = transformer.transform(lon_grid, lat_grid, direction=\"INVERSE\")\n", "\n", "# Plot the data and the resulting grid\n", "BUFFER = 5\n", "\n", "ds.t2m.sel(longitude=slice(LON_MIN-BUFFER, LON_MAX+BUFFER), latitude=slice(LAT_MAX+BUFFER, LAT_MIN-BUFFER)\n", ").isel(time=5).plot(figsize=(12, 10))\n", "\n", "plt.plot(*np.stack([lon_grid.ravel(), lat_grid.ravel()]), 'o')\n", "\n", "plt.title(\"Transverse mercator grid with ~50km spacing\");" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# xarray supports very advanced interpolation with very little code as it accepts DataArrays where\n", "# you can indicate the coords in crs1 as data and new crs2 coords as coords\n", "ds.t2m.isel(time=5).interp(\n", " coords=dict(\n", " longitude=xr.DataArray(lon_grid, dims=[\"y\", \"x\"], coords=[y_tm, x_tm]),\n", " latitude=xr.DataArray(lat_grid, dims=[\"y\", \"x\"], coords=[y_tm, x_tm]),\n", " ),\n", " assume_sorted=False\n", ").plot(figsize=(8,6))\n", "plt.title(\"Original data reprojected and interpolated onto transverse mercator grid\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Woah! That went quite deep. We see that, having the full power of numpy, proj4 and xarray, we can reproject to any coordinate system we like.\n", "\n", "## Convolution\n", "\n", "We have seen that we can extract timeseries and reproject, but we haven't done any operations over adjacent pixels like convolution with a kernel.\n", "\n", "This is an expensive operation, to parallelize this with Dask we'll chunk the time dimension. We will keep the lat/lon dimensions in one piece as window operations over chunked dimensions become more difficult ([supported by Dask](https://docs.dask.org/en/latest/array-overlap.html), but not directly supported by `xarray.apply_ufunc`) and we don't care about the exact chunking anyway, just that the work is divided over multiple workers.\n", "\n", "We first start a Dask Distributed cluster that allows us to more easily distribute work over one or multiple machines (and is in general a better choice than the default thread-based scheduler). It also has a built-in diagnostic dashboard that lets us see all tasks executed and is generally mesmerizing to look at." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "
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Client

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Cluster

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  • Workers: 4
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  • Cores: 8
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  • Memory: 33.52 GB
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" ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dask.distributed import Client\n", "\n", "dd_client = Client()\n", "dd_client" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dask lets us nicely visualize the underlying data. Here we chunk the array in the time dimension, letting Dask choose [chunks of approx. 100MB](https://docs.dask.org/en/latest/array-best-practices.html#select-a-good-chunk-size)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "
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Array Chunk
Bytes 36.38 GB 124.59 MB
Shape (8760, 721, 1440) (30, 721, 1440)
Count 293 Tasks 292 Chunks
Type float32 numpy.ndarray
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" ], "text/plain": [ "dask.array" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We let Dask choose the chunk size in time dimension but keep lat/lon together so we can apply a function along those dims\n", "ds = ds.chunk({\"time\": \"auto\", \"latitude\": -1, \"longitude\": -1})\n", "ds.t2m.data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now apply the [scipy.ndimage.filters.gaussian_filter](https://docs.scipy.org/doc/scipy/reference/generated/scipy.ndimage.gaussian_filter.html#scipy.ndimage.gaussian_filter), using [xarray.apply_ufunc](http://xarray.pydata.org/en/stable/generated/xarray.apply_ufunc.html#xarray-apply-ufunc) to couple the `xarray.Dataset`'s metadata (stemming from the NetCDF file) to the pure-numpy function. This is the power of metadata in action.\n", "\n", "We also show the task graph generated by Dask for a 3-chunk array, which should make the point that Dask plans and distributes work using its [directed acyclic graph representation](https://docs.dask.org/en/latest/spec.html), which is actually encoded in a very readable normal Python dictionary." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy.ndimage.filters import gaussian_filter\n", "\n", "def blur(da, sigma=10):\n", " return xr.apply_ufunc(\n", " gaussian_filter,\n", " da,\n", " kwargs={\"sigma\": sigma},\n", " input_core_dims=[[\"latitude\", \"longitude\"]],\n", " output_core_dims=[[\"latitude\", \"longitude\"]],\n", " dask=\"parallelized\",\n", " output_dtypes=[float]\n", " )\n", "\n", "# Use a little trickery to avoid showing all the NetCDF chunks\n", "blur(ds.t2m.isel(time=slice(0,3)).compute().chunk({\"time\": 1})).data.visualize()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 25 s, sys: 2.61 s, total: 27.7 s\n", "Wall time: 6min 2s\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'The variance of temperature per grid point compared to its gaussian-weighted neighborhood over 2018')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time\n", "da = ds.t2m\n", "(blur(da) - da).var(dim=\"time\").plot(figsize=FIGSIZE)\n", "# Interesting to see is that primarily the dry regions show up\n", "plt.title(\"The variance of temperature per grid point compared to its gaussian-weighted neighborhood over 2018\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have just done quite advanced computation on 36GB of (uncompressed) data, using all cores and easily allowing parallelization to many more machines, and all this with just a few GB of RAM. That is quite impressive, especially with this little code.\n", "\n", "## NetCDF + xarray + Dask\n", "So we've seen the powers of these libraries combined, let's list some advantages and disadvantages.\n", "\n", "Pro:\n", "- Very easy to use from Python, arbitrary computations possible\n", "- Reading from NetCDF stored in normal file system is very fast\n", "- Can easily output pretty much any format that has a Python library (Avro, JSON, pickle etc.)\n", "- Can scale to arbitrary cluster using Dask (if using shared filesystem with NetCDF or blob storage with Zarr)\n", "\n", "Con:\n", "- User must (build an abstraction to) manage compute\n", "- Appending to a NetCDF file is difficult, insert not possible, see below\n", "- NetCDF supports compression but that is [not parallelizable](http://xarray.pydata.org/en/stable/io.html#chunk-based-compression) with this stack\n", "- Will slow down if metadata is not centralized (many small files), see below\n", "\n", "## Zarr + xarray + Dask\n", "One problem with NetCDF is that it needs block storage (filesystem) and cannot directly handle blob storage (standard cloud object storage). The reason one would want this is that blob storage is about 2x cheaper than block storage, and is more easily accessed while scaling very well. Block storage or a shared filesystem must always be attached/mounted to the machine that wants access. [Zarr](http://xarray.pydata.org/en/stable/io.html#zarr) does allow efficiently using blob storage, and the good news is that NetCDF might [support Zarr as backend](https://www.unidata.ucar.edu/blogs/news/entry/netcdf-and-native-cloud-storage) sometime in the future.\n", "\n", "The bad news is that zarr is not super mature yet, reading multiple files is not supported yet by `xarray.open_mfdataset` (it still involves using `dask.delayed` directly to parallelize), but it does do a good job in being one of the first blob-storage-native array storage formats.\n", "\n", "## The need for speed: central metadata\n", "At this point I should clarify a bit more what I'm looking for, which is an *array database*, and in my opinion modern databases do a great job at abstracting away a number of things:\n", "- Storage: user does not care about storage\n", "- Computation: user just asks a question using a query, does not care about compute\n", "- Transactions: user does not care about consistency and race conditions\n", "\n", "However, the combination of NetCDF/Zarr with xarray and dask does not abstract this away, it's all very much visible to the user.\n", "\n", "The reason that NetCDF is fast is because the metadata that describes the coordinates and the place of every data block is central. If we spread the data out over many files, this metadata must first be collected from many places and the coordinates merged before we can do any computation. Thus, one big file (e.g. per year) is much preferred over many small files (per day or even hour).\n", "\n", "When making few big NetCDF files, appending is important, which is possible in NetCDF to dimensions marked as \"infinite\", and also possible in Zarr in limited ways (same dimensions for all data variables). Inserting is, however, not possible in both formats as far as I know, requiring re-writing the entire file. That is a bit annoying and requires very careful data manipulation.\n", "\n", "It would be possible to build a system that abstracts all this away for the user, so that one can just ask \"give me the timeseries of average temperature for this region\" and not have to worry about compute, but there is quite a lot of work involved there. Still, the integration with the Python ecosystem and easy learning curve make it a very powerful set of tools." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" }, "nikola": { "date": "2019-12-22 20:00:00 UTC", "slug": "array-databases", "title": "Array databases 1: Candidates and comparing xarray/Dask" } }, "nbformat": 4, "nbformat_minor": 4 }