diff --git a/README.md b/README.md index 97f82cc..71c7116 100644 --- a/README.md +++ b/README.md @@ -27,10 +27,8 @@ Step-by-step Deep Leaning Tutorials on Apache Spark using [BigDL](https://github + [Setup env on Mac OS](https://github.com/intel-analytics/BigDL-Tutorials/blob/master/SetupMac.md) / [Setup env on Linux](https://github.com/intel-analytics/BigDL-Tutorials/blob/master/SetupLinux.md) ### Start Jupyter Server -* Download BigDL 0.3.0([linux or mac](https://repo1.maven.org/maven2/com/intel/analytics/bigdl/dist-spark-2.2.0-scala-2.11.8-linux64/0.3.0/dist-spark-2.2.0-scala-2.11.8-linux64-0.3.0-dist.zip )) and unzip file. -* Run ```export BIGDL_HOME=where is your unzipped bigdl folder``` -* Run ```export SPARK_HOME=where is your unpacked spark folder``` -* Run ```./start_notebook.sh``` +* Run ```pip install BigDL==0.3.0``` +* Run ``` jupyter notebook --notebook-dir=./ --ip=* --no-browser``` ## Run Demo * Open a browser - Suggest Chrome or Firefox or Safari diff --git a/SetupLinux.md b/SetupLinux.md index 1f4bf07..d593bc3 100644 --- a/SetupLinux.md +++ b/SetupLinux.md @@ -6,9 +6,13 @@ This guide is mainly for Ubuntu. If you has other linux platform, please do the ### Installation Steps -* Install Java and Spark +* Install Java * Install Jdk 8 from http://www.oracle.com/technetwork/java/javase/downloads/index-jsp-138363.html#javasejdk - * Install Spark 2.1.0 from http://spark.apache.org/downloads.html + * Run the following steps +``` + export JAVA_HOME=where you unzip your jdk + export PATH=$PATH:$JAVA_HOME/bin +``` * Install Python dev env. Python2.7 is shipped with linux. ``` sudo apt-get update diff --git a/SetupMac.md b/SetupMac.md index cdee87a..7679d89 100644 --- a/SetupMac.md +++ b/SetupMac.md @@ -7,9 +7,12 @@ ``` /usr/bin/ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)" ``` -* Install Java and Spark +* Install Java * Install Java on OSX following the guide https://java.com/en/download/help/mac_install.xml - * Install Spark on OSX http://spark.apache.org/downloads.html +``` + export JAVA_HOME=where you unzip your jdk + export PATH=$PATH:$JAVA_HOME/bin +``` * (Optional) (Mac) Install Python. Python is shipped with MacOS, but you may want to install updates using Homebrew ``` brew install python diff --git a/ipynb2py.sh b/ipynb2py.sh index 67af152..27bafdc 100755 --- a/ipynb2py.sh +++ b/ipynb2py.sh @@ -6,7 +6,6 @@ # Example: # ipynb2py notebooks/neural_networks/rnn ######################################### - if [ $# -ne "1" ]; then echo "Usage: ./nb2script " else @@ -17,5 +16,7 @@ else jupyter nbconvert --to script $1.tmp.ipynb mv $1.tmp.py $1.py + sed -i '1i# -*- coding: utf-8 -*-' $1.py + sed -i '#!/usr/bin/python' $1.py rm $1.tmp.ipynb fi diff --git a/notebooks/neural_networks/autoencoder.ipynb b/notebooks/neural_networks/autoencoder.ipynb index f931e85..cf98061 100644 --- a/notebooks/neural_networks/autoencoder.ipynb +++ b/notebooks/neural_networks/autoencoder.ipynb @@ -16,11 +16,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "\n", "import numpy as np\n", @@ -34,6 +37,10 @@ "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", "from utils import get_mnist\n", + "from pyspark import SparkContext\n", + "from matplotlib.pyplot import imshow\n", + "\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "\n", "init_engine()" ] @@ -137,7 +144,7 @@ "creating: createMaxEpoch\n", "creating: createOptimizer\n", "creating: createTrainSummary\n", - "saving logs to autoencoder-20171030-092631\n" + "saving logs to autoencoder-20171107-134322\n" ] } ], @@ -172,8 +179,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 5.9 ms, sys: 2.81 ms, total: 8.72 ms\n", - "Wall time: 25 s\n" + "CPU times: user 3.06 ms, sys: 1.64 ms, total: 4.7 ms\n", + "Wall time: 22.1 s\n" ] } ], @@ -192,7 +199,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -201,9 +208,9 @@ }, { "data": { - "image/png": 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AAIBO5vtgfNqKBYqGjTZsP+T1UgAAANDBfB+Mu2Jhnbl6QL99lmAMAACA1vF9MJakM48d\n0FO7R7xeBgAAADpYIIJxfyKqVDavbC7v9VIAAADQoQIRjHvihckUE4xsAwAAQIsEIhg7u98xsg0A\nAACtEohg3BMrjGwbT2U9XgkAAAA6VSCCcXexYjxBxRgAAAAtEohg3BOnYgwAAIDWCkQwdnqMufkO\nAAAArRKIYOz0GE+kCMYAAABojUAEY6fHeDxNKwUAAABaIxDB2OkxZlwbAAAAWiUQwZiKMQAAAFot\nEME4HgkpZOgxBgAAQOsEIhgbY9QTi1AxBgAAQMsEIhhLUnc8TI8xAAAAWiY4wTgW0TjBGAAAAC0S\nmGAcC4eUzhKMAQAA0BqBCcaRsFE2Z71eBgAAADpUgIJxSJk8wRgAAACtEZhgHAsbZbJ5r5cBAACA\nDhWYYBwJhZTNE4wBAADQGsEJxmGjDD3GAAAAaJHABONomIoxAAAAWicwwTgSYioFAAAAWicwwTga\nCSmdo2IMAACA1ghOMKZiDAAAgBYKTDCOhEPKUjEGAABAiwQmGEfDhg0+AAAA0DKBCcaREBVjAAAA\ntE5ggnE0HGKOMQAAAFomQMHYKEPFGAAAAC0SmGAcCRtl6TEGAABAiwQnGIdCyuWtrCUcAwAAoPkC\nE4yjYSNJ9BkDAACgJQIUjAtLpc8YAAAArRCYYBwpBmN2vwMAAEArBCYYl1op8lSMAQAA0HyBCcaR\nEBVjAAAAtE5wgnHp5jsqxgAAAGi+wATjGDffAQAAoIUCE4ydijGbfAAAAKAVghOMQ1SMAQAA0DqB\nCcbOVApuvgMAAEArBCYYO3OMU1kqxgAAAGi+wARjp2L8zm/er7FU1uPVAAAAoNPMGIyNMd82xuwz\nxmysc9wYY75sjNlqjHncGHN285dZ3hJakiYIxgAAAGiyRirG10u6aJrjF0s6qfjfeklfn/uypoqE\nTOlxztJnDAAAgOaaMRhba++WdGiaUy6V9B1b8ICkAWPMimYt0OGuGHMDHgAAAJot0oTPWCXpBdfz\nHcXXdlefaIxZr0JVWUuXLtXQ0FDDX/LCaPmmu/vuf0DLewLTHo0mGRsbm9U1A0hcN5g9rhnMFtdM\n52hGMG6YtfY6SddJ0rp16+zg4GDD7316z4h07z2SpHNefq5OXNbbiiXCx4aGhjSbawaQuG4we1wz\nmC2umc7RjLLrTknHup6vLr7WVF3RcOlxNs/INgAAADRXM4LxzZL+rDid4nxJw9baKW0Uc7VmcY8+\n/t9OlkSPMQAAAJpvxlYKY8wNkgYlLTHG7JD0KUlRSbLWfkPSrZLeLGmrpAlJl7dqsaet7Jck5fIE\nYwAAADTXjMHYWnvZDMetpA82bUXTCIcKBe4swRgAAABNFqjRDs4s42yOHmMAAAA0V6CCcbgYjGml\nAAAAQLMFKhhHw8WKMcEYAAAATRaoYOz0GFMxBgAAQLMFKhg7PcYZeowBAADQZIEKxvQYAwAAoFUC\nFYzpMQYAAECrBCoY02MMAACAVglUMKbHGAAAAK0SqGBMjzEAAABaJVDBOEKPMQAAAFokWMGYHmMA\nAAC0SKCCcZgeYwAAALRIoIJxhB5jAAAAtEiwgjE9xgAAAGiRYAVjeowBAADQIoEKxsVOCmXpMQYA\nAECTBSoYG2MUCRkdHE8TjgEAANBUgQrGkmSM9P3fPq9P3rTR66UAAACggwQuGGdyhf7inzyyy+OV\nAAAAoJMELhg7nNFtAAAAQDMENxiHCcYAAABonsAG43AosEsHAACADwU2XUapGAMAAKCJAhuMw/QY\nAwAAoIkCG4yj4cAuHQAAAD4U2HRJxRgAAADNFNhgzLg2AAAANFNgg3HIEIwBAADQPIENxplc3usl\nAAAAoIMENhinsgRjAAAANE+Ag3HO6yUAAACggwQ4GFMxBgAAQPMELhj/r8vOUn8iolSGYAwAAIDm\nCVwwfsuZK/VnF6xVKpuTtdbr5QAAAKBDBC4YS1I8ElLeStk8wRgAAADNEcxgHC0smz5jAAAANEsw\ng3EkLEm6//cHPV4JAAAAOkVAg3Fh2e//zoP67v3bPF0LAAAAOkMgg3E0XF72I88f8XAlAAAA6BSB\nDMa7jkyWHifZ6AMAAABNEMhg/IdnrdIFxy/WMf0JJZlnDAAAgCYIZDA+dlG3blh/vlYt7FIyQ8UY\nAAAAcxfIYOxIREOMbAMAAEBTBDsYR8JUjAEAANAUwQ7GUYIxAAAAmiPQwTgeDXHzHQAAAJoi0ME4\nEQ0rxbg2AAAANEGwg3EkTMUYAAAATRHsYBwN0WMMAACApgh4MA4rm7fK5qgaAwAAYG4CHowLy2eW\nMQAAAOYq0ME4HglLEu0UAAAAmLNAB2OnYpykYgwAAIA5CngwpmIMAACA5gh0MKaVAgAAAM0S6GDM\nzXcAAABoloAHYyrGAAAAaI6OCMYpdr8DAADAHAU6GMcjTisFFWMAAADMTaCDcSxCjzEAAACaI9jB\nOFxYfiZnPV4JAAAAgi7YwbhYMU5TMQYAAMAcBToYR0sVY4IxAAAA5ibQwZiKMQAAAJol0ME4GjaS\npDQVYwAAAMxRoIOxc/MdFWMAAADMVaCDsTFG0bChYgwAAIA5C3QwlgpV4wwVYwAAAMxR4INxNBKi\nYgwAAIA5C3wwjoVDjGsDAADAnAU/GEdCbAkNAACAOQt+MA6H2BIaAAAAcxb8YBwJKZ3Neb0MAAAA\nBFxDwdgYc5Ex5hljzFZjzBU1jq8xxtxpjHncGDNkjFnd/KXWFg2HmGMMAACAOZsxGBtjwpK+Kuli\nSadJuswYc1rVaV+Q9B1r7RmSPiPp881eaD2xCK0UAAAAmLtGKsbnStpqrX3WWpuWdKOkS6vOOU3S\nXcXHv6pxvGWiYUPFGAAAAHMWaeCcVZJecD3fIem8qnMek/R2SV+S9DZJfcaYxdbag+6TjDHrJa2X\npKVLl2poaOgol102NpLURMY25bPgb2NjY/w9Y9a4bjBbXDOYLa6ZztFIMG7ExyV9xRjzXkl3S9op\nacodcdba6yRdJ0nr1q2zg4ODc/7i723foF1HkhocfNWcPwv+NjQ0pGZcM5hfuG4wW1wzmC2umc7R\nSDDeKelY1/PVxddKrLW7VKgYyxjTK+kd1tojzVrkdAo9xrRSAAAAYG4a6THeIOkkY8xxxpiYpHdJ\nutl9gjFmiTHG+axPSPp2c5dZXzTMltAAAACYuxmDsbU2K+lDkn4h6SlJP7TWbjLGfMYY89biaYOS\nnjHGbJa0XNJnW7TeKWKMawMAAEATNNRjbK29VdKtVa9d5Xr8I0k/au7SGhOllQIAAABNEPyd78Ih\npagYAwAAYI6CH4ypGAMAAKAJgh+M6TEGAABAEwQ/GEdCylspS9UYAAAAcxD4YJyIFn7CZGbKfiIA\nAABAwwIfjLtihcEaBGMAAADMReCDcXc0LEmaTBOMAQAAcPSCH4xjhWA8QTAGAADAHAQ+GHcRjAEA\nANAEwQ/GtFIAAACgCQIfjLuLN99NpLMerwQAAABBFvhg7LRSMJUCAAAAcxH4YOzcfEcrBQAAAOai\nY4IxN98BAABgLgIfjGmlAAAAQDMEPhjHwiGFDDffAQAAYG4CH4yNMeqORWilAAAAwJwEPhhLhXYK\nbr4DAADAXHREMO6OhekxBgAAwJx0RDAemczopkd36cldI14vBQAAAAHVEcH4nDULJUk/e3yXxysB\nAABAUHVEMP7Ku8/WygUJbT804fVSAAAAEFAdEYwT0bBOWt6n7QfHvV4KAAAAAqojgrEkrV3crW0H\nJmSt9XopAAAACKCOCcZrFvdoLJXVgbG010sBAABAAHVMMF61sEuStHck6fFKAAAAEEQdE4yX9sUl\nSftHUx6vBAAAAEHUOcG4txCM941SMQYAAMDsdU4wpmIMAACAOeiYYJyIhtWfiBCMAQAAcFQ6JhhL\nharx/jGCMQAAAGav84IxFWMAAAAchY4Kxkt64zrIHGMAAAAchY4Kxn2JiEZTWa+XAQAAgADqqGDc\nG49oLEkwBgAAwOx1VDDuiUc0mcnppkd36v+6foPXywEAAECAdFQw7o1HJEn3bj2gu57ep1zeerwi\nAAAABEVHBuND4xlJoq0CAAAADeusYJwoBOMjE4XJFCPJjJfLAQAAQIB0VDDucSrGBGMAAADMUkcF\n4764UzEuBOJRWikAAADQoI4KxqWK8XihYkwwBgAAQKM6Khg7N985RmmlAAAAQIM6PBhTMQYAAEBj\nOioY91AxBgAAwFHqqGAci4QUi5R/0ggVYwAAADSoo4KxJHXHwqXHVIwBAADQqI4LxolIORhTMQYA\nAECjOi8YR8s/iZvvAAAA0KgODMa0UgAAAGD2Oi4YxyuCMRVjAAAANKbjgnHCPZVikooxAAAAGtN5\nwZiKMQAAAI5CBwbj8k+azOSUyeU9XA0AAACCogODcaFi7MwzHqNqDAAAgAZ0XDCOF3uMF/XEJNFO\nAQAAgMZ0XDAOh4wkaXExGI8wsg0AAAAN6LhgHDKFYLyIYAwAAIBZ6Lhg7FSMF9JKAQAAgFnouGDs\nVIx74xFJBGMAAAA0puOCsVMxjoYLPy2VzXm5HAAAAARExwbjSLjwv6kMc4wBAAAws44Lxk4rRTTk\nVIwJxgAAAJhZxwXjSLFi7FSOn9w9ok27hr1cEgAAAAKg44JxqBiIpUJI/ulju3TJl3/j4YoAAAAQ\nBB0XjJf1xSVJi3tjpV3wAAAAgJlEvF5As7373BepOxbWpS9dpX+5fbPG00ylAAAAwMw6LhiHQkZv\nP3u1JCkeCUti5zsAAADMrKN7DeLRjv55AAAAaKKOTo6xcEf/PAAAADRRRydHd8U4k2OeMQAAAOrr\n7GAcCZceT2a4CQ8AAAD1dXQwDpvyTOMkwRgAAADTaCgYG2MuMsY8Y4zZaoy5osbxFxljfmWMecQY\n87gx5s3NX+rsWdnS42SaVgoAAADUN2MwNsaEJX1V0sWSTpN0mTHmtKrTrpT0Q2vtWZLeJelrzV7o\n0ciXc7GSWSrGAAAAqK+RivG5krZaa5+11qYl3Sjp0qpzrKT+4uMFknY1b4lHL2/LyXhyho0+/uB/\n3aOP/8djrV4SAAAAfKqRDT5WSXrB9XyHpPOqzrla0i+NMR+W1CPpDbU+yBizXtJ6SVq6dKmGhoZm\nudzZGR6eLD1+YMNDOvz7sDbsyeo/Nqf1+Qu7FA6Ve5A37hzXxp0j+oOlh1u6Jhy9sbGxll8z6Dxc\nN5gtrhnMFtdM52jWzneXSbreWvv/GWMukPRdY8zp1tqKxl5r7XWSrpOkdevW2cHBwSZ9fW1f3Pgb\naXhYkrTuxS/R4Lpl+vg/3a4DE1annH2+Vg10SZLyeSv9/FZJUqvXhKM3NDTE3w9mjesGs8U1g9ni\nmukcjbRS7JR0rOv56uJrbu+T9ENJstbeLykhaUkzFjgX7laKZKaQ0fsSUUnSzsPlavKRSbaNBgAA\nmO8aCcYbJJ1kjDnOGBNT4ea6m6vOeV7S6yXJGHOqCsF4fzMXejSs++a74ri2vkShSL7j8ETp2IGx\nVFvXBQAAAP+ZMRhba7OSPiTpF5KeUmH6xCZjzGeMMW8tnvY3kt5vjHlM0g2S3mutO5Z6I18jGPfG\nC8HYXTHeP0owBgAAmO8a6jG21t4q6daq165yPX5S0iubu7S5c2fzbQcn9NgLR5TOFloqdriCsVMx\ndu0HAgAAgHmmo3e+c/cYf+PXv9elX71XI8lCP/Gu4akV4/5i/zEAAADmn44Oxu982bFTXhuZzEqq\nnGt8cDwtSUpEO/qPAwAAANPo6CT4vguP09bPXlwReJ2KcSpbniTnhORMzvO2aAAAAHiko4OxMUaR\ncEiJaLj02kQxBKdcW0Q7wTidzQsAAADzU0cHY0eXKxg7nLnGkjSRIRgDAADMd/MiGCeqgnEsEqpd\nMc7l5YMpcwAAAPDAvAzGS3piFRVjZ8axRJ8xAADAfDVPgnHlzxzojlVWjF3BOJ2jnQIAAGA+mhfB\nuLrHeGFPVMlMuW3CPbqNPmMAAID5aV4E4+pWioGumKRydbiiYkwwBgAAmJfmRTCurhgv6C7scOfM\nMp5M5xQOFfaDJhgDAADMT/MiGMereowXFoOxc9PdZCanBV2F19K5nAAAADD/zItgHClWgx1OK0Uq\nU26lcILykRfsAAAgAElEQVTx3/34CR0ubhENAACA+WNeBGOjqmBcaqXIKZe3SmfzpWD80PbD+siN\nj7R9jQAAAPDWvAjG1fq7nFaKvF44NCFJpWAsSbuOTHqyLgAAAHhnXgRjU1kwLk2pSGVzGvzCkKTK\nYDyeymnTrmH958M72rVEAAAAeCzi9QK8EI8U/j3wV997uPRaZTDO6pIv/0aS9PazV7d3cQAAAPDE\nvKgYV3MqxvtGU6XX+hLlfyOMp7NtXxMAAAC8NS+DsVMxdhuezJQe5207VwMAAAA/IBgXXXDC4prn\n5qtS8s4jkzrnH2/Xs/vHWrI2AAAAeGNeBOOLTj+m4nn1FtHP/NNFuuQlK/S3b1qnKy85teKYs220\n46ZHd+rgeFo/ePCF1iwWAAAAnpgXwXhw3TJtu+aS0vNouPJnxyNhGWP0wdeeqBct6q44lqraIjqX\nK1SQqzcNAQAAQLDNy6kUi3piettZq7SkN6aB7ljFsd545R9JujoY20IwDlfPgAMAAECgzctgHA4Z\n/cufvLTmsZ7qYFzVSpEr9hyHQ/Oi2A4AADBvzKtgfOUlp+rk5X3TnjMlGFdVjLPFYBwJUzEGAADo\nJPMqGP/Fq46f8Rz3PGNJytStGBOMAQAAOgn9AFVmqhg7wZhcDAAA0FkIxlW6q0a5TZlKUQzGmRy7\ngAAAAHQSgnGVUMhUjGKrrhg7rRXVrwMAACDYCMY1LOopj3CrnkqRzORrvg4AAIBgIxjXUBGMqyrD\nk5lszdcBAAAQbATjGtzB+O9+/Lj2jSRLzyfTOUkEYwAAgE5DMK5hoSsYHxpP68qfbCw9nygG4+ox\nbgAAAAg2gnENf3T26ornO49Mlh4nM1SMAQAAOhHBuIbXnrJMD3zi9aXnB8ZSpcdOxThFxRgAAKCj\nEIzr6HLNM94/Wg7Gk1SMAQAAOhLBuI5YpPxHk7fSRLowjWKSHmMAAICORDCuwx2MJengWFrJTE6H\nJ9KSqBgDAAB0GoJxHWHX7neS9NTuEb33X3+n4o7QdYPxd+/fprVX3EJwBgAACBiCcYP+3188owee\nPSRJWtYX1/6xlNZecYtuenRn5Xk/f0aSNJbKtn2NAAAAOHoE4wblnVKxpHXH9Gn7wQlJ0nV3P1tx\nnjOtIpXNtW9xAAAAmDOCcYO2H5ooPe7vipYeZ3O24jynhSKZoZUCAAAgSAjGMzhuSY9i4ZByeau+\neEQPXfkGxcPlP7ZMLq+fPLJTzx+cqHifM70CAAAAwUAwnsZDV75Bt3zkQi0qbhG9cqBLi3vjirqC\ncTKT00d/8Kje8Y37Kt6bpJUCAAAgUAjG01jcG1d3LKLFvYVgPNBdaKFwj3I7MF4Y3+beBESSklSM\nAQAAAoVg3IDVC7skqVQ5dgfjemPZqBgDAAAEC8G4AWesHpBUnm1cvflHLZNpbr4DAAAIEoJxA05f\ntUCStOPwpCQpEQnXPM89oi2ZyVW8vnck2cIVAgAAYK4Ixg148cp+SdK5xy2SJHXHagfjkcnyph6T\nrmD8we8/ovM+d6f2jiQr5iEDAADAPwjGDVjSG9e9V7xOf/umdZKkRJ1gPDyZKT12V4zveGqvJOm8\nz92pL96+uYUrBQAAwNEiGDdo1UBXaUxbd7R2MN4zXG6XcAdjt59UbSENAAAAfyAYH4V6rRRb9o2W\nHtfb+W54IlPzdQAAAHiLYHwU6rVSbN47Vno8WadiPJrK1nwdAAAA3iIYH4XqVoqeYlC+86m96oqG\ntbgnVreVQpJufWK3dhyeqHscAAAA7UcwPgpdrorxt/78ZXrok2/Ui1f2a99oSot7Y0pEw3UrxpL0\nge8/rD/86n11jwMAAKD9CMZHwd1j/PpTlysRDeuDrz1RUmHWcSIaUqpOj7HjwFhq2uMAAABoL4Lx\nUUjUmErx2nXLJBW2je6KTV8xBgAAgP8QjI9Cdywy5bWuWFg3rj9fP/rLC5SIhDWZJhgDAAAEydSE\nhxl11ZljfP7xiyVJA93R0vbRAAAACAYqxkchEZ3+j21Jb1wHxtJtWg0AAACagWB8FIwx0x5f0hvX\nofGUcnk7zWc0e1UAAACYC4JxCyzpjSlvpcMT9avG5GIAAAB/IRi3wJK+uKTpR7KFjNFzB8b1ymvu\n0hM7htu1NAAAANRBMG6BJb2FYHzRtfdoeCJT85yQMbrqpo3aeWRS92zdP+X4hm2HtHEngRkAAKBd\nmEpxlL793pepPxGtecwJxpL06y1TQ69U6DF+9IUjhcc1Giv++Bv3S5K2XXOJ7t68X+uO6dPy/sRc\nlw0AAIA6CMZH6XWnLK97bFl/ORh/5IZH6p7nzDoenqxdVXb82bd/p5ULErrvE6+f5SoBAADQKFop\nWqA/EdW/Xv7yac9JZfPKFqdWDE9W3qQ3lsqWHmdzha2ldw0nm7xKAAAAuBGMW8TZIroR1RXjPa4Q\nnMrmm7YmAAAA1Ecw9oEjE/WDcdoVjH+5aY8eK/YlAwAAoLkIxi3084++Sot7YtOes7w/PqVivHu4\nsJ10yFRWjNd/9yFd+tV7m79QAAAAEIxb6ZRj+vX2s1dNe87xS3orKsbWWt295YAkaWF3TKlsrqVr\nBAAAQAHBuMVesnpg2uPHL+2pqBhv2jWinz62S1JhpNtMPcYn/cOtuuqmjXNfKAAAwDzHuLYWe8sZ\nK7S0N66RZEb9iagu+98PlI51x8Ja1pfQWCqrkWRGvbFIaRvp01f1a/vBCaUy9YOxtVaZnNV37t+u\nz1x6est/CwAAQCcjGLeYMUYXnLC45rHeeETHLCjMPD7j6l/qY288WScv75VUaKPYsnds2laK8TRt\nFgAAAM3SUCuFMeYiY8wzxpitxpgrahz/F2PMo8X/NhtjGJ3QgK5YWKcc0196ftvGPRpPFcLuop6Y\nUtm8ktNUjA+Pp+seAwAAwOzMWDE2xoQlfVXSGyXtkLTBGHOztfZJ5xxr7V+7zv+wpLNasNaO0xUN\n6+TlfaXnaxd3azxd2NxjYXdhmoV7s49q1WPeAAAAcPQaqRifK2mrtfZZa21a0o2SLp3m/Msk3dCM\nxXW6RDSsrli49DwaDlVUjCVpNFk//B6aoGIMAADQLI30GK+S9ILr+Q5J59U60RizRtJxku6qc3y9\npPWStHTpUg0NDc1mrR0nOT6ioaEhXX56TP+6Ma3ndu6VHd0vI2nvjm2SpEc2Pj3lfc6f2/27CtXk\niFHdP8uhFzK6flNa33xDt+IR04Jf0T5jY2Pz/prB7HHdYLa4ZjBbXDOdo9k3371L0o+stTXvCrPW\nXifpOklat26dHRwcbPLXB8DPbyk9XLF0sQYHz9WgpK3f+q2OTGTUu6RfvTt36/RT10lPPaFlq9dI\nT2+p+IgLX/VqRcIhbbv3OenxJ9Udj6jen+U/XFP4N8qpZ52nFy3ubtGPao+hoaG6vxOoh+sGs8U1\ng9nimukcjQTjnZKOdT1fXXytlndJ+uBcFzVfxCPlNor+rqju2XJAT+wc1vL+uOKRQpfLaHJqj/GR\nyYyuvWOzdh8pbB0dc31Otby1kqR0bvp5yAAAAPNdI8F4g6STjDHHqRCI3yXp3dUnGWNOkbRQ0v1N\nXWEHi4TLrQ39iWjpcXcsolgpGE/tMf7UTZt0yxO7S8/T04x0K+ZijU9zEx8AAAAauPnOWpuV9CFJ\nv5D0lKQfWms3GWM+Y4x5q+vUd0m60VoniqGWN562vPQ4Gi7/8S/oKgfjyXROsXD9ivFvnztY8Xy6\nkW5OxZhgDAAAML2G5hhba2+11p5srT3BWvvZ4mtXWWtvdp1ztbV2yoxjVPrff/YyXXnJqZKkqKti\n7MrIGp7MlCrGIzUqxgfGKqdRpHN5ZXN5jSYz+o8HX6g45vwrZbqxb7U8f3BCyQwbiAAAgPmjoWCM\n5nIqxRFXGj7smkk8mcmV+o/v3VpZHa4nmc3r7/9ro/72R4/r8R3l/VVKrRTpxoNxOpvXq//5V/rY\nDx9t+D0AAABBRzD2gNPeEA2VK8YnLO2tOMepGDdqMp3TnuFJSdJExVbRhe8aSzVe/XXaLu7ZcmBW\nawAAAAgygrEHsrlCWHVXjC9/xVr97MMXlp7HawTj1Qu76n7mt37znDZsOyypXCWWpHzx8cQsWimc\ntov4NNMuAAAAOg3B2AOZfOFmuYirYhwKGZ2+aoGu/ZOX6rb/+1U1g/FxS3qmvObctPeNX/++9FrK\nNaUiWxzTtns4qS/evlnp7Mxj25xgnIge3eUxkc7qqd0jR/VeAAAArxCMPVCuGE/die4Pz1qlU1f0\n12yl+KvXnDDltaV98SmvOa0U19z2tEaKUy2uv2+bvnznFv3AdXPezx7fpbVX3KJ9o8mK95crxjNf\nHgfGUrrhd89XvPaB7z+si790T0VABwAA8Ltm73yHBmSL/Q2RUP3gaVQOzV/44zP1R+esVj5f7pHo\njoU1kc5paW9cW/eNVbzXCbbuKrJjy97R0uPvP1AItM/sGdWyvkT5/cnGWyk+9O8P64FnD+mC4xdr\nbbGifV/xhsF0Nk87BgAACAyCsQec9oZojYqxY9XCLl127rF634XH68RlhRvzQq7Wi954RBPpnBb3\nxqa8d7p+4ucOjJceh4ufl8tbZXJ5pbJ59cYjGp1FK8W+0VThN+XLLRpOq0gmx0hrAAAQHARjD5hi\nvk1E61dTwyGjz7/9jLrHexMR7RtN6ZUnLtEFJyzW07tH9d0HtkuSrv7pkxXj39zcwdgJ2nlr9Vff\ne1h3PLVX2665pDSVYrr11fhVpUfOzX8ZtqEGAAABQo+xB/7yNSfova9Yq/9+/ppZv9cpGvfFC/+m\niUdCes95a7S8v7LX+Et3bpEk/dXgCTrvuEWl1/cMl/uJnYL1RDqnO57aW3q93EpRuDwyubz2jhTe\n99TuEd231TXGrRiCa2142MiNfgAAAH5BMPZAXyKqq9/64llWZMvvlcrVXKf63BuvXfw/bnGPumLl\n78nmrf7z4R1KZ/MKF3uc3dtF5/O21ErhbETy8f94TOd97k5lcnld/KV79O7/89vS+U4c3jWc1Edv\nfEQTro1E0m2uGD+9Z0TbD47PfCIAAEANtFIEzLff+3J9+97nSs+dm/ScwFytLxGZMl3iYz98TC8c\nmixtQz2aLIfZTD5fqhg7G5Hc9OguSdLhicqtqN0+ffMmPXtgXK86aWnptUYrxvtHU1rSG5Mx9Xuu\nG3HRtfdIkrZdc8mcPgcAAMxPVIwD5pw1C/XVd5+tt5yxQpJ0+qoFkgo9x7X0JaKK1ZgMcXA8pVAx\niDo30EmFMDuWKvQnp3O2okXiSJ2+ZUk6VAzNPa7KdSM9xpt2Devln71DP9jwwoznAgAAtBLBOKAu\nOn2Ftn724tLEir66wXhqxViSYuGQkpnCnGH3ZhyZnC2Ne8vm8trt6kmuFYyd4Owc63a1bTQSjJ1R\nc/f+/uCM5wIAALQSwTjA3FtK1+sx7ktEam4WEo2EShuBPLu/3JdbqBgXXs/mbEUwdrdSODOVq2+5\ny7sqzKkGWimc8+fWRAEAADB3BOMOUW+zkL5EVLFwjWAcMposVox3HpksvZ7J5ZUsBuZ0Ll9xM93h\n8XIwTtbZ1c49u7iROcZOjp5jezEAAMCcEYw7xDELCjvX/eFLV+r44g50UrGVosZGHemcLVWM3VLZ\nfCkwZ/P5iokVu1wBerLGe6Xy5iWSlGmgYlwKxjOeCQAA0FpMpegQi3pi2vTpN6k7Ftanf/qknj0w\nrlg4pEQ0rHiNivFEOlsz3KbdwThnS20VkrT90ETpsXNO9fhid9huZFyb8/YQJWMAAOAxKsYdpCce\nkTGmNLd4SXG76Hhx5rG7pWIinSuFW7dMLl8KzOlcuWIcCRltP1gOxslMXpd+5Td63hWWJWl4MlPx\nWTOxM5SMb39yr074+1tLNwTWk8uz/TQAAJgbgnEH6ikG48W9hd3wnEDsHuk2mc5V9A870rl8aVpF\n1jWhYvXCrooQPJnO6bEdw1Pef8QVjBuZY5zNOzff1U7G196xWbm81bP7x6b9HHbZAwAAc0Uw7kBd\nsUIA7u8qbhtd7DGOhsvhcyyVVTKTr3hNKvQFl1spCjffhUNGxy3p0SHXzXc7DldWih0j7mDsqhh/\n5/5tuuTL90w5P1X8rnqdFOHiHtjZGSrCBGMAADBXBOMO5MwSXtBV2A3PqRi7+4Gd0WvHL+mteG8q\nVw7G6ZzVeCqnnlhYp63srzjPPfvYzR2e3TffXXXTJm3aNVIa8+ZIFs+p12HsBGNnUsY7vn6fvvCL\nZ6acl8rVvhkQAACgUQTjDuT02/YXt4l25hhbSbd85EK9eGW/dhwuTJg4+Zi+iveOJbOlAJ3N5zWW\nyqonHtFpKxZUnPfk7tGa373ftYterXFt1X3NqUwxGNdJxpFiMB4pblP90PbD+sqvtk45j4oxAACY\nK4JxB3JugHMqxvHiltDWWr145QKtWdxdquy++qQlNd8bMoUe43EnGBcrxk7IfnLX1P5iSdo/5tpe\nuthK4d5WerzqJrpU1hkNZ/XDDS/o0q/8RqPJcjuGM63C/VotBGMAADBXBOMOdP7xiyVJ/+3Fx0hy\nVYyL+bQrWr4J7zUnL614rxOM+7uiGktlddvGPeqJR7R2cbeufstpuuH950uSdrl2xHNzV4ydsHrQ\n1V4xXmyJ2HZgXJPpXGl3vOGJjP7njx/XYzuGKzYccVopRpPZafuMGxkNBwAAMB2CcQc6Z81CPff5\nN+ucNQslSXFXK4VU7kFeuSChZf0JDa5bqr9/8ymSpJFiZbbPNcEil8/LGKP3vvI4rV3cPe131xrX\n5t5yejyVlbVWg18Y0l9+76FSxdgdnt3zld3BODnNxLZGKsbJTE7/9ciOigo2AACAg2DcoYyrabdc\nMS4EQiewvmR1oW/4+svP1dvOWi2pPFWiLx4tvX/L3vKoNGdGsiSdsLS8w55bTyysnli4FFaf2Vvu\nR55wVYl/vXl/qcfYHajdfcjO8ZFkRslptph2B+N6wfea257WX//gMd2z5cCUYzuPTJbG1AEAgPmJ\nYDwPOBVjpxNhYU9h44+PvP6k0jlOeB6ZLJRlnVFvkkpBVpISkXIwfsNpy2t+30B3TNFIqBTAn3ZN\nsBhPZyvaHkqtFO5g7KoYjxdnLY8mM9NWjN1rrHXTnyTtHi60aFT3OUvSK6+5S+u/+1D9Lyh6Ysew\n3va1e+tuiQ0AAIKLYDwPVFeMP/K6k3THx16jF68sT5pwRro5AbUvUa4Yf/09Z5ceh0LlSvTJyyon\nWjgWdEUVDYdKAfjpPaNa2F34vIlUrlQFlso337mD8dZ9YxpLZYtzlAvHR5NZTWYbqxjX23HP+YeB\nqRqB4bz37s37636+49M/3aRHnj+ijXVuPgQAAMEVmfkUBF11j3FXLKwTl1XOL3bCczkYFy6Nt5y5\nUhe/ZEXFuZ992+k6c/WAnjswXvH6QHdURyYyGuiOangyo3QxyG7eO6qXr12ku57eN6VinCyGZPeW\nzp+/7Wl9/ranJUnL+gq7940ms0rGpwbjX27ao2cPjGvt4nJbR7ZOxdj5h0GoajRcrR0AZ2P38KR+\nvnGPLn/lcXP6HAAA4C0qxvOAM65N09xzFg4ZhYxrKkWxYtwdDU859z3nrdHpqxZM2TXPGQ830B1V\nrNhKMZrMaDSZ1cnLC9Xl8VS2tNudVK4Y17OvOOWi0GNcfj2VzWntFbdo/Xcf0jW3PV0RtjP52hVj\np/U4VFUxHp9FW4TzVncb8y2P79anf/qkDrhG1QEAgOAhGM8DsaqK8XTnOcHYCYDd8anB2BENV14+\nTv/xgq6YYuGQ0tm89o4UxrodX7xRbyKdq9ljPJND42klXa0URyYq5xq7WynqVYxzTsW46qqfLFaM\nw9Wl5GlkXb/B+T3udhAAABA8BON5oHzz3fTROBYuB2Pn1N54/W6b6mAcjRSC5UB3VNGIUSaX1+7i\nvOMXLeqWMdIXfvmMdh4uzyl29xtP59B4WpOujofRqjvxZtVjXLUB9XiqUDHO5a2++Mup203X4p6c\n4QRxgjEAAMFGMJ4HIuHKDT7qcSrL65b3lcK0ezxbtTNWL6iosjpBeaB4810qm9eeYjBesSAhawtr\ncPqHpZlbKSRpeX9cE+mcRtKFH2BMed6yI+36nHrB2OkxzlVtFDLu6jH+8l3l7aZvf3KvDtZpj6gM\nxsWRctME4+/ev01P7ipP52CWMgAA/kMwnge6o2Edv7RH//zHZ0x73oGxwiYbf3DGilJY7InVrxgP\ndMf0+8+9ufS8FIy7o1rWF9fu4clSMF7enyid5w6FyQYqxk5/8r4JZ4vpqSH06p8+WXpcb4c852uz\nVT3IE6nKcL5x57A+8P2H9P7vPKj3f+fBimNOtdk9ri2Tn7li/MmbNunNX76n9PytX7lXf/T1++qe\nDwAA2o+pFPNAKGR0198MNnz+O19+rLYdGNf3Hnher67aMrqWt5+9SgfH0qVK7IKumNYu6dGvnt6v\nXcOTWtgdVcJ1E99hV3+wM1t4Oq87ZZnu2XJA+yfLgffgWLru+bV2wbv65k36zdbCxh7VwXmiamOP\n9/3bBu0dKVSKnz9Ue33JWhXjGoOWR5MZdVXdwJjLWz2xs7Xj3n6z5YDG01m9qbgtOAAAmBnBGCX/\n4zXHa3FPTMv7E1ren9C2ay5p6H1ffOdLJUmX/+vvJBUqxmsX9yidy+uh7Ye1YkGXJOk/P/AK/fm3\nfqdDru2f3Rk1FgnVDLVnHjsgSTqULJ883QSIWhXj6+/bVj5edXPeRNWGH+7jTktJNXcrhbOhSHUV\n+9B4Wmf/4+36wOAJFa8/s2dUrfbfv/VbSWr47xAAANBKAZdPXHyq1r/6hJlPrMPdSrFmcbckafPe\nMR27qBCMz37RQr3ixMVT3re0OKs4Hp56Oa5ckNCSnsLx4dT0wXiguIlItk6PsaO6B7l6XJv7+OGJ\ndEWQtcXZHpPpqTf7uYOxtbZ0k+F/PbKz4vMffeGIJCkyzRSML9+5RQ9uOzTt7wAAAM1FMEbTRCPO\nzXcxHbekvOHG6oXdpcfuXmPHmkWF49Wj295y5krd+TeDWtQbm/Ke/3pk15TXPvbGkyXV3xLaUX3z\nXXXF2H18Ip3Tm669u/TcqWjXmkrx3IFxXX3zJiUzOV1z29N6y1d+I6lyGkg6m9dYqhCgexP1/w+b\nL96+WX/0jfun/R2N+tRNG/Xjh3ZUvHZwLFXRDgIAAGilQBPFXBXjeCQkYwo3vB27sKt0Tq1gfO5x\ni/Tg9sMV840laUlvTF2xsKy1ioRMRYtErYqxM1qu3lQKR2aGHuN6N+9J5ZsF3aHS2VDkl0/ulSSd\ntrJf37z72dJx9wCKvSPJWQf3ufq3+7dL2q53nLNaqWxO9209qKtu3qh3nL1aH33DyU39LgAAgoyK\nMZomGjaKR0JKRMMyxmhlsbfYXTFeUqP6e/7xU9srCp9XuDyNMRU377l98Z1nlh47wXjvSFK7jpRv\nmqturXCeHx5PazSZmdpjPE0wdSrFzlSKH2x4Xr9+Zn/FOe45zVLlxir7RpOlCnO9iW2NjLA7Wrc/\nuVeXX79BLxyaLN1gCAAACgjGaJqTl/fprBcNlJ6/Zl1hosUxC8pV4oHuqcH4lBV9M352vWDs3mTE\nCcZ/+6PH9Ypr7iq9Plbn5rqz/vF2nf+5O6f0GE9XsS0F4+L//t2Pn9DB8coJGQ9ur+wNdgfgiXSu\nNC6u3vc0MsLuaLlHyrUygAMAEEQEYzTNX7zqeN24/oLS80+95TR9689fptNXLSi9trBGMF7YHVNP\nLKw1i7v1sw9fqHOPWyRJFfvTJaKFSzXmCsLrlveVNiWR6vfsVu+S564Ij6dzmkhPHbNWbduBcf1w\nwwtKpiuDcS2b945VPHfPbU5l8qWWkerWEYe7TeMjNzwy49qmU72RiHtms7Pr4K4jk7r2js0t33Qk\nn7f61dP72NwEAOBbBGO0TDwS1utPXV7x2sLi5Aj342g4pIeveqNu/+vX6PRVC/T6U5ZN+SxnFnBf\nMfyuWJDQLR+5sCIYd1dtRpIvBuApwbgqkDaylfPFX7pH//PHj2usGKKnu3Ft/2hli4I7Bqay+VLF\nOpPL1wyJ7psQb35s16yDpPv86n7mCVd13PkNH/r3h3XtHVv0zN7WjpH73m+36/LrN+jmx6beOAkA\ngB9w8x3aaoErGP/ir1+tfcU+13ik/tbTUrmVoisWlsalZX1xRcKhigpy9czhkWRGA90xjVZtH53J\n24rweGh85mDsVIidt02mG29DcE+l2LJvtLQboLWF6nU0XDm2rTp0p3P5Gf98qs93VLdLTGTK/0hI\nFo85rSatLuTuLPZ97y7+fgAA/IZgjLYa6Cq3UizrS2hZ39QpFbXymdNK4YxLc3qV3RXjrlhleDw4\nntaekaS27q9sbcjl8xVV2UPjs78JLZnNTTsveWlfvFQ5Hnf1OF97x5aK8zK5fEWftDQ1GE+mc7MK\nxsm0OxhXrtEd6FOZvL77wPYprR+tEjKFfwDkaaUAAPgUwRhtFauzk5zbBcUpFc7Ne1K5Yjy4bqnG\nUll94uJTC5/nCpVLeuO6cf35Gk9l9b5/e1AHx9J65zenzgLO5qxGXFXkwzUqxp96y2natGtEP6qa\n/+t4/uDEtH3G7ir1dOPZMlkrVbVdV998N5HOaaBbDUu6qsTVle1xV49xMpvTJ3+ysfS8OkQ3m1MX\nbzQXr73iFv2P1xxf+rsGAKDV6DGG75x57IB+/7k36xUnLCm95gTjBV1Rfe095+jY4qYg1dXW849f\nXJqCse3geM3Pz+RsRd9xOpefEtgX98anfLbjlScu1kgyqyd3jUw5ds6ahZKkM1YNTDlWSyo3NVxP\naX+YRduGVBmGq9876W6lqArgqQY3/PjZ47u09opbtG90di0RpYpxA3OanVaXb/762RnOBACgeQjG\n8KVw1XbJzs131S0FtSrQi4tbSG94rvaWyrl8XmNVN+QNdEWnPK9309urTypUsu/9/cHSaz3FNo7l\n/Qg4DuYAACAASURBVHHd8bFX6xt/ek7N91arVU2uDqyz6WeWKidmuEfVpbP5iqBcHcCTDVaMb31i\ntyTpns0HZrUu56+0kf1L6k3sAACglQjGCIRI8Qa16hvsYjWquot6Cr0JvypuvHHlJafq+stfXjqe\nydspkyoGuqNTntebM3zG6gHFIyFt3Dlc/s7ixiU9sYhOXNZXWsNM9o+mtL2qsl0dWKdr2aglWScY\nT6ZzVVMp8nXfN511y/slSZuKFXNrrb73wPYZx96ZWfQYp1vc1gEAQC0EY7TdHR97tX724Qtn9R5T\n7FCtrhDXqhjHIiG97pRlOjCWUshIf/6KtVo1UN6W+t9/+7y+/uutFe855Zj+iucDXbH/n70zD5Oi\nOtf4W713z/TsGwzDvi8CIggiCIoLGHfjkkRD1GiMZvNG4xK9JnGLmsSbq96oifuSaFwjivuIIovs\niOzrDDPA7Fvv3XX/qD6nT52q6u6BAUG+3/PkCdNdXV3VXeO85633+z7ELQRcntcBv8eBJmEsNXOp\nxV7KD353rOG1Mhf83xc46YFqnTstC9Rs+iyLiEJaLPwLRvU9m+X3scoYxxOqbsy2O1kI+XW9tjD4\nckcLfvvGV7j9jXVpj4tFKbKJGB/svDNBEARBmEHCmDjkDC7z64Z+ZAO7DW9wjC2K+e49fwzOP7YS\nvzt7FJx2m2Fy3sItTbqffzlriG68dL7XaZmFzfM4keN2oLEzNfGuOOkQ+90pYXzhhD6YkSwgtDpO\n5krXCS3MmJP7s5MHAwBeWVZrKY4Xbmk0TPazcowDkZg+SpGlY3zpE4sx5LZ3+c/RpGhlbeeSehfr\n6toMrxVh32E2fZnJMSYIgiC+CUgYE0cETHy5pIyx3AOYUZ7nwZ8vGofLpvQHYBTUMsU5bpw7rpL/\n7Pc4LLOwuW4HclwONAqOcVGOC5dOqsIMaTgJi3pken8xlsGiFLNH9wIAzFtbj9te/wpf7mhGWzCK\nve0hdIZjaOwM4/t/X4JfSNPxxIhEl04Yx3V5ZTnHa1V8t1TKakeTHwxzppmglgebyNhs2UcpMjnG\nS7Y1oaY5kHE/BEEQBNEdqF0bcUTAbsPLZNP+DQBy3Okv9VyPgws3QBNx15882HRKW67HgVy3Qyfe\n7DYF955/jGFbp4MJYzs6YB2JWLe7DaePqgCQEraFOanc85JtTXh95W6MrSrA6ppWlPrduG2O1sZs\n6fZmBCNx3sdZFL/GKIV1jjjb+AKLVbACRtYCrqkrYvkaILW4yar4LsOxXPz4YgDAjvvOzLwzgiAI\ngsgScoyJIwKrwi2z4jszctwOLLhxJu8eISN3wQCAoeV+LLhxpuFxp92GHLd+P1YuqDt5fGxACcMr\nRTu2NqYK8ELROBw2BbmCmGdRi9U1rQA0d/aX/1oFAOgIxzDijvl8W3HEdWdY37otXYcLMUrx8pc1\nGHXHfF22mDnZLErRFYkjnlB1MY90rdi6M+CDvZfZ95KORz7ZguPu+qBbryEIgiAIBglj4oiAuY2y\npFIsnGQz+hb7snIrRdxO818R2YG22q/TIkohC+valiD/dyiagMdph8/VvRs6LK/83ro9/LG/fbqV\n/7s9GE3bBk2MYNzy+lp0ReJoDaRENnOGY8LJdoZi6BLEdnvIerw208PZDPhg7nU3dTEeeG+jLvtN\nEARBEN2BhDFxRNCdwq10iK3QfBbusYhVNjhXFsYWytjp0A48T+qTLI+v3i0K41gcHqet225pXWsQ\njZ1hLNnejPF9jQNG6lqDJq9K0RWJYd6aeqiqykW2OMGPRSdEcd0eiiIgxDXkQkCReEJ73cvLarBo\na5PldkAqSpFp4fPKshrTxw/0OiEIgiCOTkgYE0cErF2bmd5RFGDuCf2z2o+oX288fRgAYxyjUOhp\nLA8UYRgdY3Mh5rJrry/y6fsa5whucL7XicbOMLY3dqG2JYBwNGH5vunY3tiFpqRbKrefA/SutBlP\nLdyB615cgXfWphxnMZbREdb+HROEcWdY7xjL/aFFmNPcGoji0icWpz0WtoDJtDa48d9rdHEPRrox\n3G+trkNrgFxlgiAIwggV3xFHBGeMrsBzi3diYv8iw3Pb7+1+AdbbPzuRd1UQXeHFt5yic3Otivtk\nYWylw5hjXCgN/HALGeMRvfxYvK0Z5z26EK2BKIpzXFkPCBHZ2dTFXfCiHL1D7XHaUNOSXRcHsdvG\n3vbUv5ljLIrOjlCsG45x9i4uc4ztJo6xvJ9AJI58r/57MhvzDQA1zQH8/KWVOGloKZ65YlLWx0MQ\nBEEcHZAwJo4Ipg4uwdNn5GBkb6MTuj/kuB3c5RVzxBX5Ht12Ypzh3vPH8AiFXMRn7Rhr+y6UJus5\nhf2O6JWHxduaeZ63qSuCcVX6KMT7v5qOmuYArnxmmeU57WgKoE+RL/l+emFd5vdk3d5MdIlrBTG9\neFszlu1s0Tm0HaGozjGWR22LpHNxZVIZY6Mwlh3iQCSGfCmqEoklALdxv3vbtSLGzXs7sj4WgiAI\n4uiBhDFxVJLjtnOBlW1s4dJJfYXXZ5cxZu5mnkcv3BxC/+V+STErMrgsFwBQ/esZ8LntKPN7UFVo\n3A4Arp0xCG+vqcOe9hCPMsjCuCjHhfX17aavl6lvS0Uu6lpTg0f+8uEmAMCsEeVw2W2IxBPoDMd0\nXSk6ssgYM1RVtcwQc2FskqWISZ/1lHs/xjNXTMJJQ0v5Y1bt3nYnc9bR7lZhEgRBEEcFlDEmjkpy\n3Y7UND2LzhMi8m15Q/GdhWPM+gjLQtop5Jp7CeOqGYNKNWHcvyQHZX7NxZZbvjF+c8ZwVBZ4sa89\nxB1bOYpRkuuy7FN8wqBiDCzN4T/XNKeE8e5Wo8vcEojwHsvtoRi6wnE++c/MMQ5F41i+s9kgaLuy\n6KlsVoAYM8kU3/7GV7qfrYQxE/pm+yAIgiAIEsbEUYnXaYc3WQA3ySS3LPLvn0xB9a9n6B5jWVqW\nT7YyIFkfYVlIOwTBN6FfoeF1vQo8hsfSdWgoz/MkHWMtBiFmmn9xypC0meWLJ1ahJDeVO9ja0Mn/\nvdukk0VLV4Q70re/8RU27m1HWZ52vJ1hY7u2l5fV4IL/W4QXFu/SPd6YZlIem8JnU4DnFu/EJxv3\nAdCc+S93tBi2l8dZR+LmopsJ/bZglIvn5xbvxIdf77U8Ft25fFmDcx9ZmNW2BEEQxJEHCWPiqERR\nFFQWePHmdVPxu3NGpd32uP5F6C25utOHlCLP48DPTxkCwLo9WCbH+OrpA+H3pJ47a2xvnDuut2mR\nYToq8jzY2x5GRygGmwLdPn916lAU55oEboVj8QjFgPXJYSJ5HodpJ4umrohu/zXNQZTkuqAomiN7\n77vr8fzinfz55uREPLmHckOntTBm2yqKgtvf+Ao/eupLAMCfPtiIHz9rzFnLwtjKHWeOcUIFL0a8\n/Y2vcJXJPs246dU1WJUcskIQBEF8+yBhTBzVjK0q2K/WaH2LfVhz5+kYXuEHYO0Yx5OC2e9x4I3r\npmKsUFS37Z45uHXOCF27uOEVfjx0yXidUM2GsjwPIrEEalsCyHU7DC3oitM4xg6bYni+JNeF4lw3\nLwgUHe62YBROuw1r7zyNP5br1sZkv7q8Fo99ug23v5mKNli1cNvXns4xTgpj6fFXltWabi8OJwHS\nRSmCKPNri4TVNa347ze/Mt0uE9n0Sa5vC2La/R9jV1N2RY8EQRDENw8JY+Ko4oNfTcdzV/Zcm64R\nvbQuGeeNrzR9/g/njMaPpw3A1MElGFdVgJ/OGARAm+DHCsvEiEQ2Q0dETh5eBkBzjAFgS0Mn/B6n\nLsMMGDPHIk67DVWFeke8zO9BXtIVrizwon9JjuE1fo+Td9so8DmR53Hy4rtctwN//mAT+t88jzvG\nMjuaukwfB1KOsZzd3mcRv5Dd6HTFd9OGaEV6t7y2Fs8s2mm6XSbSddj4ancbZv35U7yweBdqmoN4\nfsn+vQdBEARx6CFhTBxVDCn3c2HUE/Qu8GLHfWfirLG9TZ+vyPfgtjNH8iIy1n7MynD0dsMpPndc\nbzw5dyIAoDTpgm5v6ILf49B1vQCQNkrhsCu8zRujPM/NW+NVFXlRKr3emdx/e9INnjywWJejjidU\n/PWjzQCAPW0hmJGuZRpzjEUBKraRy4TZ6Ov2UBQdoRiGlueissBrGbfIhljC+rUPvLcRW/Z1YnWt\nFrmwEukEQRDE4QcJY4I4hGQabS2PipaZNqSE/1t0mpko7YrE4fc4DI4xi0p4nDZ8dtNMvP2zE/mx\nOGw29JWEcZ9CH84Zp7ngbocdZXmyMNb2z47gxMElyBVyx6Lo3GXSP7kk14VNezsNjwPaEI5QcvJd\nl9D+LVPvYXFbMzHKRmJXFnoxpDw37b4yEY2Zf38LNjXg8y2NAFI9rKs37sOaWsolEwRBHAmQMCaI\nQwh3jC2ez+QYPzV3Iv54wRgA+ol9YjFcrtvBHV1Gca4mjH0uB6qKfBhdmc9zzE67gipJGI/vW4Dj\nBxTh5tnD8ftzRhkGaDiSou+lqyfj1jnDUZzr1hUMitPpzDpbjO1TgK0NnYYpds1dEUy7/xO8uETr\nYCG2eNu8z1xIM8T+y+mEce8CL4aUmQvjYCSOpxdut+xLzYhaOMaXP7mUnxNbPOxoCuDsh/WdLHY0\ndllGTBiLtjbh/XV70m5DEARB9CwkjAniUJLUq1Z9j32u9DN3HHYbzhvfB1dMHYDfnDGcPy52vfB7\nnHDYzDPGovBmwtpht/GMMuO4fkVQFAU/OWkQ+hXnGAQ7E94T+xfh6ulabvryKf0AaG5wJoZV+BGO\nJQzicGea3PGmDI7xtobUa19ZXotRd8xHOJbqVrE72ZGissCLIWV+0338cf4G3Pmfr/HhemP7ttdX\npgr/5Ol7Zsh9m0VmPFiNkx74JO3rL31iMa5+bnnG9znUtAYiWF/fju2NXRkXEARBEEcaJIwJ4hDC\nfFxZT7BURKYoBaANG7njrJG6XsU57tTr8r1OLlzPH5+KQ/jdDt12omNstynYfPdsXDZZE7dVRfpi\nPLcsjG3G/3T0LvBi1R2n4rqZgw3PycNJWPu71oBeGJu5y4xtDV28INAM0VH+eMM+dEXiaAukcsl7\n20KwKUBprtsQpWDHx3o4y4NFwrE4fvWv1fznWBbjreUWcjJyt45AJIZbXlvbrSz1N8GFf1uE2f/z\nGWY+WI3HFmz7pg+HIAiiRyFhTBCHEBZJqJT6IjMZ1p3iOxG3w87FcL7XCUVRsPqO03D/hcfwbYpy\nXXyoCSAKYxv//z+cOxpb75ljGCbCivsYTof5sJECn8u0s0avfP35svPfsq8T98/fwMdK7072TX73\nF9MMnT72tocM/aT5ueW4sHGP0VEWi/CauiIoynHBZlP4yG1GTvJzaUkKdTmjvaNRn5M2K+6TaQ91\nT+C+uGQXXlq6C49Wb+nW6+IJFXe8+RV2NFq77T3JFmEBsqrGOGyFIAjiSIaEMUEcQsb3LcSj3z8W\nd3xnpO5xJkS7267NDCa+831OngUGNDFaIrjMPEohuaNmY5gvnViF3545AmMq8wEYhaOIWQ/mPlI7\nOCa0H/5kCx6t3oqfPL8Cw377Lj7d1AC/x4ERvfIwopc+7rC3PcSz0jIDS3KwYU+74XExa9zcFeaR\nEr/HietmDjIcc0uXJmZlt3eLlG/OJkph5fxaFV6yeE08CzdaZFtDJ55dtBM/eV6LXexs6sInG/Z1\nax+ZWLKtiS9eRLrbb/tQ0RmO6TLnBEEQ2ULCmCAOMXPG9LKMTGQTpbCCFX3JhXKMP180DveeP4b/\n7JYc43Q47DZcNW0geuV7Mr5GLApkyMKYxUDW1WlidsGmBoRjCXyxtYm7yXJOuiUQRXGOse3c/146\nHn2LfQbxCgDvrduL9oj2uTQnHWPGjacPx0MXjwOgCanF25p45jkkFe+JY7KB7KIUVsJYdJvP/Otn\nOOfhzwEACswLMzOJcLa/Pe1ahvqphTtw7QvLuQBv6Ajj1tfX6vLW2RKKxvHppgZc/Phi3DVvveF5\nz34MxzkUnPfIQky59+Nv+jAIgjgCyUoYK4pyhqIoGxVF2aIoys0W21ykKMrXiqKsUxTlxZ49TIL4\ndsOjFAcgjFluOc9CGFfke1AmFNl5ePGdeSzCDObYyl0vROQ8MqC1fwO0wrwlt57CB4MAwE9nDNJN\n6qvg4tv4HvKgku9O6IOzxvZGZYHXdPrgH+dvwJ+WhXD3vK/x5Y4Ww+vPHV+JSyf1RVswikseX4xg\n0il+9JMt+GxzAwBg3pp6rNyljwxkFaWQhDFzr8Upfevq2rG6tg1AKmcuG8qBcHZZZTalMBSNIxRN\nFTb+/u2v8eKSXfjw6+67yLe+vhY/fHIpAK2NnsyBXK8Hk0wdTI5kFm1twnUvrEhb+BiKxqkwkiD2\nk4zCWFEUO4BHAMwGMBLApYqijJS2GQLgFgBTVVUdBeCXB+FYCeJby6wR5QD2P2MsYuUYyzABKzuz\n6Sj0acLSnuY1Zo4xc4FddhvK8zy685w8sBhf3HIy/5kdv8PElZaFLROTcoZZZGd7Ak98tt309YC5\nAN+wpwOX/WMp6lqDuO7FFfhkY4Pu+caOMN5eU8dd2VF3zMevX1mt20bWJazPcjhDUZ4qecZdyQjD\n0u3NuOqZZYYWd3IRHxPgdckuHPE0w0gysaom1X+5XOpcAgBuZ/prJxpP4LlFO7KKnmTLD59cimuf\nP/y6dRwqfv3KasxbW285OTIWT2D47fNxzztGh58giMxk8xdxEoAtqqpuU1U1AuCfAM6RtvkxgEdU\nVW0BAFVVezbgRhDfch66ZBwW3Dgzq1hDJrIVxswxTuf+Wu07EDbmTfl+TcQ9ayfHWpiJxX3DKvyG\nPszacRk/C7/UlYLFD3oXGEWbGUUmUQxxYXC+VPDXaXGejy/YhutfXInnFmvjnrsicfx7ea3ptvK+\nRMeY8eyiHfzfBsc4KYyvfX45Ply/F02d2ljsHY1daAtG0SEU+YWicYSTIpR1+GD7U7L/mjlDhbZ2\nTruCZTuadc+7TaIUwUgcQ297F++urccbK3fj9jfX4W/VW7v/5hZ8uqkB736VXX9nqzz3kczAUm08\n+5rknQYZdp2xa5MgiO6RvmmqRiWAGuHnWgDHS9sMBQBFURYCsAO4U1XV+fKOFEW5GsDVAFBaWorq\n6ur9OGTiaKWzs/Nbf830RPOr9auXYd+mzAK7vUVzFBd/sRAeiy4TMvU1mgjbuL0G1dXm699d7UZH\ndMO6tQCAUDhs+A6/Xr4IiqLArgBxFWjZV4/q6iZsrjOK0t079B0b6vfUo7q6Gbs7s3Mka3buQHV1\nne6xPXVa5MCuAHNKW/Ca8NwnC5ea76dBc1Kf+Hg9KoPbLd9veJENs/o68fCqMD75fBH65tmxu8N4\nrHe8uQ5jSzWRWVtbi48/SX22C75YitoCO6JR7bP/+LMvUJFjw9z5XajIUTCrb2oh9NYHn6Juj3Y+\nC5athadxA/Y1aN/zunXr4GvaaHmsZrQ1p8Z5b91VhwuX1uie37Z9B370yHZMrXRgcIF2/PWdCUTi\nCdz5+kqcN0Rz6D9evRVj7Lu79d6ZsPpvgSiGP/i4Gq40Cz9W8GiTVg2H839rHCFtYTRv8VcoaNts\neL4hoF1faiJx2J7Dt5HD+Zohukc2wjjb/QwBMANAHwALFEUZo6qqbg6qqqqPA3gcAIYNG6bOmDGj\nh96eOBqorq4GXTNpmD8PAHD6ydO565qOeQ2rsbi+FjNnTDd1/szoWlOPp9etQE5BCWbMmGC6zdaG\nTuCLT3WPTZwwHli+GDaHk3+HFV98hNZgBDNnzgQAuD+ej0AkjlFDB2LGjMHoWlMPrFmh38+4Mfj7\n2tRt9O8cPxIzJlahMxzDbZ+/l/H4e1f1xYwZw3WPLQtvBLZvgdflwCkzZwDvv8Of8/UaBGCdYT/7\ngsnCthAwbtIJwPsfmr9fWQmOn9AfD69aihHHjMfE/kVYXdMKLFxo2DYnrwBoaEJlZSUmTx0OvKed\nz/DRY3HC4BJ4Fn6I9kgYI445FmOrCoD587CnS0VFVX9g/SZt22OORd6eTcC+BvhKKjFjxki8VLMM\n2LsXY0aPwozRvTJ+Ro9Wb8HpoyowqDQXL+xaBtTvhcOmwJlbAKBJt21+aS+8vWQXvqhPYONdswFo\nXTLw+afweL0YN2Y4sHoFOuHFjBkn6V67YU87inJcKPNn5/Zzkte51X8LWgMR4L0PAACTp56IPI/1\nHZQzHlqAbY1d2JQ8dsbh/N+a+U1rgJoahN2FmDFjkuH5dXVtwILPYbfbD9tz+DZyOF8zRPfIRhjv\nBlAl/Nwn+ZhILYAlqqpGAWxXFGUTNKH8ZY8cJUEQGaks8GJ3axA5WRZE8T7G3cgYsyhDuh69YpTi\ntZ+eAJ/LjkBEc5HFfGz1jTN0sQHm3rH3MCsKFKMUr//0BIyrKgCgxS9OHl6GMr8b//yyxvC6Qp8T\nF0/si6unDTI8xyIbDrti6N+8clerYXsgFU8IRRNpC728TjtfpHSGYnjwvY0Zoy6xhIpgJOW6dyX/\nzdrotYeiiAmZ3Q4h7tEaiKYyxm36KEU2qYJQNI7752/Eg+9txLZ7z0QgEsOEfoXwOu3Y2x4ybN+e\nzDeHYwm0BaPI9zp5YWJCVRFOHsvOJmPh3hkPfYaiHBdW3H5q5gPrBvs6wvzfZqPBRTaY9L4+nFi6\nvRnj+xboYkXsnKyy6p3J78Sk6yJBEFmQzV/ELwEMURRlgKIoLgCXAHhL2uYNaG4xFEUpgRatoJFI\nBHEIee2nJ+D5K483iDsrPE4bbApg68Zf0GEVWuZ09hhr51Esvju2byGGV+Txx8RKeY/TrutqwJ5K\nZYxNhLE7JSoHleXqzvXJuRNx3wXHGF4DaMV5N88ejnyfUZQyAW43+dzSid7+xVqnjdU15uIZ0Lo2\nMDHf2BnGw59swd0WRVFs8RCKJnTt4ljRHrvd3x6M8e4ZgL74rjUY5cKUjcBmn/i1L6zIWJAV5aKW\nvXccvuQ5iIKTv58wuXDs797nxw8AiURKxEXi+vHfLO4gjwTvCRqE4wxnEMaHM2tr23DRY4vw4Pv6\n+EtY+EzN6AjprxfiyCcm/f4QB5eMwlhV1RiA6wG8B2A9gJdVVV2nKMrvFUU5O7nZewCaFEX5GsAn\nAG5UVbXJfI8EQRwMyvM8OHFISdbbnzikFBcc26fb77Hprtn4wfF9LbcxK75jwjiWroWUJIx9yWl0\nbKgIoHeMrZzud34+DW9cN1X3WGGOtUvLBLjZAmGnUPkvC/UTBmuftVURFKANbGHt88zanYmwIrpQ\nNK5zjDtCUQQiMV481x6KSs/H4E9+Zm1BwTHmxXepz/xxYYTzu2vrDQVaYn/mtoD2vjkuB/weh2lf\n5napI4aqqnw4SkJVdeLtP6tT2e6ONMWbB4pYMJnJMT6c2dehLWw279Uvzlg/aqtz4+dPuvhbw+1v\nfoVj//DBfvUiJ7pPVvdQVVV9R1XVoaqqDlJV9e7kY3eoqvpW8t+qqqo3qKo6UlXVMaqq/vNgHjRB\nEAfOSUNL8cB3x3b7dS6HLa0rbdaujWWYE2nu56eiFJqQPK5fIZ69YhJe++kJGFCiVeLnCNlpq/7L\nI3vn8e0ZBT7ziXlAKkph5hiLwk/ex7iqArgdNnwpdWoQ8brsKM5xw25TMvbWTXWtiOsm793+5jqM\nvCOVn24PRiXHOIrK5ACVtkCEC6aGjjDCsbghQsEE87UvrMDtb3yley4qtHbb2dylOcZuO/9OZORe\nzYFIXCeMw0n3OM/jwJLtKa+ktat747K7gygYsxXGPdm9oqY5gDdXZVdoGIrGdbEYEbaGlNdrzDHu\nDMfwxZZGw+vYAutQ62Kr8yAOnDdXaYvKI3mhd/2LK3DVM0dGupYm3xEE0aOYtVlzJcWy3INXxJgx\ntmH60FI47TY8d+Uk3DZnBEqEkdDyKGsRWZwXmkQo+H6Sx5spUVIkCeMCrxMje+eZRgwYeR4n7DYF\n5X43Nu5Nn2dlt8CD0bipM1Tbogna9lCUxy7Y64pyXPC57FrGOJ7g7vJfPtiMj6Tx0Gt3t+mEoDg6\nWfx+OkIxnWMscs95Y9C/2GdwkZu7IqkohZq63V+W59G53C3JCIbZ+PF0pBtasba2DdF4QhefCMfi\n+Gj93owjss1a6O0v5z26EL/45ypLsf3ppgZ+PMNvn4/LnzTvfMJ+H+RFqJjb/t7fl6C2RX8ngi3m\nuhOROlB2NHZh8G3v4u01dZk3JvabdP/9PNx5e009Plx/ZHTyJWFMEMRBh022yyJJYRBhgDY578fT\nB+pEQjrX2mWXhXEax9hmHaUQyZWOK9fjwNg+Belfk3S4y/M92NZgPpCBkcoYxxGMWAu19mBMJ4xb\nAhEU+Jwo8Dq1jHEsgd7JgSd/+9TYP7g1EMHe9pSYn3Lvx1i8TXNzxShFRyiKroi5YxyNJ+B22A3C\nuCUQ4aJeVVXucOV7nTrxyYRxNt1TRKxytVv2deKshz/HH9/dYHCMr3xmGX70dHqnyqpf9f7Q2Kmd\nm1Vs6IdPLtUdzxdbm0xFtMpbyekfl3PT7P0Y7FysxparqorVNa375ZKLURmRB5I56CXbrO+eEAfO\nkewYH0mQMCYI4qDwfSGHnGlCGpDqmtBdsWSGLHJZXtkMJ3eM9a/xS8dxzrjeup9z3Q4c0ycf6WDn\nUmEyNc6KYDRhKj4Y7aGo7vma5gAq8rzI97nQGogiHEugf4nP8vUtgSg2Se41y1KLE+qeXLgDkVgC\nOS4H8qRFQSgah8OuGByseWvr8Yt/rgKguVvhWBx2m4Ict4PHP95bt4e/v9/jwJurdmP+V/UAgF1N\nAXSGY0gkVPz5g008Z8sIWzi7bLu1u9sQEdz2bIVEVzeE8ZZ9HRjz3+8ZnFoZK2FqxtYGY8xG5VEK\nyTGWro2WgF4YsyhFVyRm6rB/vGEfznlkIV5eZuzeAgAb93TgoQ83mQrnv3+2HcNvn48WqRCMsl01\nFQAAIABJREFUXT/ZDhfqKV5eVoP+N8/jQ2++rbCvIptR9MSBQ8KYIIgeZ8d9Z+Lu88bwn2UH1wz2\n9192ZnsCl0numcGyynI0oyJfE7PFyTHSp44s1/W7zXU7MHt0L5w8vMzU5QZS58L2lQ3haJyLSLNF\nQntQH6WIxlX0yvegwOtEWzCCSCyOvkU5htcxWgIRPhWPwRYHotBdul1z/3wuuyFfPW1IqWlk5rFP\nU8V9CVUTpi67DV6nDaFoHNF4Atc8txz3vLOBn98Tn23DY8miwOkPfILL/7EEa3a34a8fbcZ/vawf\nsy1GTDbt7cCirU2647bbFJ14yLYrBRu7bYWqqni0egv2tYfwwpJd6AjH8O7a9NP32HGwrHc6zO4m\nJCyEsSz2Ww3COJY8ZiBgssBirRatbmtf+sRiPPThZlMX/fklWrHmXmnBEghr7yNel4eCF5bsAgDs\nzFDYeriRrt1lOqLdWGwR+w8JY4IgDjosxzukLNdym1evPQE/njYg62Ej3SHd9DPuGBtcZu04rp0x\nCDvuOxO98r26zhS5Hge8LjuenDsRL/14sum+/fvhGItdJ3qZCOrdrUFd8R0A9CrwoMTvxp72ECLx\nBPweB0pyjeOvAaC5M6LL+wLgkQizP7w5bgcKhIz2ghtnYmTvvIyLnURCi1K4HDZ4nHZtXLUk6nwu\nOwLhOOpag3z09YpdrXyRUicI+HfW1mPFrhb+82l/WYBLn1gMIBVbsNsUnauctTAOpxd0X+1ux/3z\nN+K/XlnNhaqK9CIlFk9AVVVMvPtD/OzFlYbnxUVIyOQ4Y8lCSDkxJJ9Ti1TI2CkUjJo54WyM+rak\nS/3ailo8L3QnYYJYvka0c9KOuTUgvSd7TfTgdRsxg300zFF9eVkNvthqLEg8nFhX14Zj7nxf16Ul\nW6IH2TF+dtEOw6L5aISEMUEQh4RXr52Cf10zxfL5Y/sW4rYzRx6U9y7MydyVQs5yMverT7LjA6DP\nNYs9lUXh+Oq1J/B/M8d4UKn1gkCmsTOCm15dAwCoKtIiEUXC8W/Z12m4ld0r34OBJTmobQkiFNVc\n2soCczH+yvJa/P7tr3WPMWFsVtwTiMR1xYsel/Z5OTOMEY8n27W5HDZ4nXatqFAS9HFVc2v3dYRR\n35ZyIVlUpC2YElo/fWEFfvK8fhIioAnweFKwOSTHWPx3usKlTI4xW4h0hWMGMWZFLKHy4Szvf73X\n8Lzo/IYicWxv7MINL68SBngwYay9YyKhIpFQDcK41aQzCMPM9WWPbWvUXOobXl6N3wrdSViEwuy1\nTJjJ1x97TzMxnQ3r6tr2K/MsLxpu+vcafO+JJft1DIcK1t5xoUlHESvYIuxgZoxbuiK44811uPwf\nB/fzOxJy0iSMCYI4JEzoV6QTePvLKcPLurX9D0a4MCfNKGQWpZBvWTNhUFlgntf1CLnp4pyUOys6\nqSwKMa5vqkjvrnNHY86YCi7EL5koDhZNke91osyv7fdHJ/THJROr8PtzRiGhAisF5xTQBpgMKsvl\nYs3lsKF3gVfepYGzxmq56X0dYdzw8irsaDLe0i/wOpHvTX1vXjYxUTjPW2YPN3y3oWgc4WgC7qRj\nHIzEDRnJWDyBQFhrKbeurp0/zoRWNrecmwMRLlyjcVWXuX1xieCEhqzFb6aMMWtF5rDbuBjLJOMi\nsYROQLaHojj9LwtSzwufRSgWx51vrcNrK3ZjUbIQMpx8nl0n176wHANvfccQy5CjFKFYnF+DZhEN\ndq6qCtMsO7uGzFx0JoybpGEtbGGxP1GK/6yuw5l//Rzzv0ofTUnPkRMxSF1LCva0hXDnW+uybnV3\nMB1jtm+xMPdgEMiwCD0cIGFMEMQRxT/mTsSO+87MevtZ/ZxpO04wEcFah314w0l4cu5xXCj3tnBe\nRfdYnOAn5pmZMBZjDT+Y3A+Pfn8Cf7/Lp/Tnz4nRib5FPv4eBT4n7rvgGJycXBR8uUMvjEv9bgwq\nTeWKsxHGLrsN/3vpeFQWePGfVXV4bcVu3PnWOt02fzh3NM4/tlLniLMBLo7kgJV8rxPXnDQIldL7\nJVStdRiPUsQShuK5aDzBRdXa2tQEQfbHMxJL4P11e7DPZBw1Y01tK95bp4mqz7c04vnFu/hzi4Uu\nCUxkmxWk/XH+Bnznfz+zfA8m+By21NjwdD25Ac0xFrt2LN7apGvZJ4qcYCTOr5W2YBS/+fca3mOa\nXYfvrdNc53A0obu70ZKMNYRjWoY7HE1g8qBi5LjsqN5ozBF3CeJ1n4kIYmdl7hgbJxYGo6le2XLE\nJxvYdyc739nAPobuFDp+00T53Q0bbnltDZ7+YofuOjWDxV/Ya9fUtqL/zfPw5Y5mrK9vx3Uvrjhg\n0cy+u4Pt6B7qHPr+0PNVLgRBEEcQLM/KBMjgslwMLstF5Vwf5q2t77bLLeeQGZdN7qdz6DSBpSLH\nbYeiaE7dzOFlGF9VgBv/vQZ2mwJmyjItV1nghcdpw+7WIBQFWHLLKWjqisBpt2FgSSqu4bLbMK4q\nfSs51us5z+vkuUJZ7M0cVgpFUXTnxJxiVzJKwbLYfQq9WLtbPwWwNRBJFt/ZEYklDMKpMxTj5yZO\nEGQ9mwHg6ueWY2CpdTHhFU8vMzzmtCuGvPQVT3+JO84aicv+sRT//skUjO9byJ+raQ6iBkHsaw/B\n4zJm3DvCmmhz2G1cjEVjmTPGonst63ExEhGKJvi48pauCP4ldIzQro3UiyPxBPK9Ti66mWM87Lfz\nMbJXHkKxOPweB04YXGJ6u150x/ekWXDILnooGudiWRTGooDenygF61Ai97SubQngrdV1OGV4OR9F\nb0U23Rpi8QRueHk1/528RygOPpSw7LjTrvDfB6t1+8Y9HTwLDqQWU59ubAAAVG/ch3yvE/PW1OO2\nOSOyuktkBWuneDA6X4iO+JHgGJMwJgjiqMZhMRJ6WIU/4x9kM0TH2CuMx/7DuaN127FJex6nHS67\nDeFYAh6HHX0KtehGQlWRm8wxMzGqKAr6FvmwaW8nvE47yvI8KEsW9smu9Vlje8PvcWDuU6meuTku\nO3cM3cljy/em/gzIcRKrAj7xmNj7mv1RXrazBWOrCnjsZJfUPUB0VEVRvb1RHwHI1ANaxu9x6sQb\nAGze18mHaSzf2YLRlcZWe5f9Yyk27u3AY7P08RnW6cEpZJgDGQrNIvEEd3MBY1u1gCgoo3H4kt+H\nLFYVKKhr0z8mjugWC+G+rm9HZYEXbocNFXke08l4mYQxE+FdkRhe/rIGWxs6ccucEdjZlPruxChF\nQIhcmDnGO5u6EI4lMLTc/HeJfbeyEP/7Z9vx9Bc7sHlvJ/5y8TjT1zL3PhuXc8OeDrwlFLzdfe7o\ntL3QDxbigo0tjqzuaJ3+kBa9Yb8/7NpLFZva+HWQrsVjNuyP258N9W1BTLn3Y/7zkeAYU5SCIIij\nmlS/2J7Zn5gxTveHlzlkboeNu9a5HgfG9y3AtCEluOe8Mbj+5MG4buYgXDChkr+ub7Igz2fibLIu\nGEycy23knrvqeO6Asz+2ecLwDnkohcdp3SGECWN2HHnSEBA2pdBtt3HxfM1zy3XbiLf1xT+YZlnn\n7mDVPo991+V5HtNbzyzq0BTSNrznnfX4dFMDF8YOu8JdUVEQbtnXgTMeWqDLFMfiKtoEMbx5r75X\nsThuPCS06KuXugLEEwlD32lx4IosuMOxODxOO/K9TnRF4obz7AzH+Hfz6CdbDJ+BGKW46dU1vJXe\nZ5s1l7Iiz4PmrlQEgznGLofN1DE+6YFqnPaXBeh/8zxsNpn+yO5SyMKYZanNIh1vrNyNsx/+nLv3\nsjC+4eVVhsiMfG3LC6dDBTufJz7bjpW7tPhQplgOIxpLoLkrwheYDpvChfGBCtsDFdZWyNd9pg4w\nhwMkjAmC+FbyyPeOxZ8vGptxO94Dt4fcI7P+vmZcNqUfAM1xZX+0/W4HPE47nrvyeIyuzEeu24Eb\nTx+ua2HHHOUckx7H7HY8i0nkuvVitV+RD2eO6aXbRhzKwP7IXnBsH5w2sjyr82TdOXLcehF90XFa\nUaHTocBj0oLPbCHCFgtilGJ/8KYR9IAWT2Bi6s6zRmLRLSfrMtqNwQTW17fj8QXb8F8vr+bCOKGm\nBHxXJIb6tiBeXLILj326DRv2dGD+ulQBWSyhd4zfW6cvLusQCgtD0Tjfb12r3sWNJlTsNXGMGW1S\n6zRW8MiGsnRIRYdd4Rjvq71hT0qoMqc4VXyXel0ioWLB5kYMLsvFyN553KU+46EFuP1NLQtdmuvO\nKM7kz0BVVUGI61/LnFUzsf3Lf63Cmto2hJLiWb79/9qK3WiQhn7EE/ptWFeO99bt6bYoXLilER+Y\ndBrJBrMi0ExtBZmmj8ZVnPynary+cjcA7feFfRdW59DYGeZ3YN5YudtyPPrBcozlxfWhbum3P5Aw\nJgjiW8mZx/TC+cf2ybhdnI3ezdIyLs9z46ShpZbPOx02PDV3In539qi0+7np9GHYdNdsuB12/ofd\nTOzKMId28oBiw3OsSI651rJY9Tjt3L1lf7CYAy3y4+kD8Pjlx+keO2dcb4zslcd/Zrnj0mTnjBnD\n9N1CipMxjFA0YcjtjuyVhwuE74YJ2SkDtXPKVhh7LCYqZrpFHo4luPByOezole/V3epvDKp4Y5Um\nPkb1zuMiVhSwgXAc17+4Ere+vpb3IW7sSImxSExFayCKHJcdY/vkG/rDdkiOMROizZIDHI0ldNEF\nALpJhB3hmM4VDjHHOHktyGO7uyJx5JhMgozGVV1LO1GotgWjWLmzBZMHFsHrsicL7lRs2NPBXc+S\nXJfhNrns2i7f2aKbZhiNq1yIy9lTdiyiYGvpiqBGiOOwcwvHEoZ2fPKxyAV6W/d1YvnOZlzz3HLc\n+856+eNIy/f/vgQ/fnYZApEYgpE4/uvl1WgLSw61RVa3w6TTitzGUIYt4qLxhKGHNHeMLcbI3z9/\nA655Tsvh//Jfq3TjyAORGL8uMx3D/uKQesiTY0wQBHGYw0RCVaH1GGWRJbfOwjNXTDI8/stZQwBo\nTuzM4WX44Qn90+5HURQeeeDjsLOY+nf2uN4YW1WAG04baniuINlWjQ1UkZ1Tj9POBTF770uF0d0M\n1nFC5H8uGY93fjGN/8wcYyaMB5fl6rqFsNv1naGY4Tge+O4xunNl3TgmDSiCy2FL23NYRGyTJyKL\nkksn9cX7v5rOf47EElxMss9BHD7TGFSxK5mpdTtsXMQGI3HuzHVFYnws9J42TVz86YNNqWNIJNAa\niKDA58K0IcaFVKeUMU61nDN27mjuiug+Q78UWxEjHNG4Co/DzqMt7cEo5n9VzztUdIVjyHU78OEN\n03X7CMfiun7OomO8sqYFHeEYxlTmaz2pI3GD4C7JdRvc3UbJtf1kYwPOe+QLAFpx3bXPp6I1neEY\n4gkVG5MuNvscmMB9f90ezPnrZ5h2/yf8NUwkit8nQxagsqu8qznAh6PUWCzEvq5rT5tffntNPf6z\npg6vrqjFvzelvoNlO5ox+LZ3sWyHsduEWTQk20E08jmEo3G0Z4hS7OsIG2Ij7O7AXz/agqn3fYx/\nfblL9/r96Slthfy7nE2B5raGTtz7zvoePY7uQMKYIIijmrFVBfjrpePxh3PTO7yZ+OWsodhx35lZ\nRynMyHWnjwAAwPCKPLx53VSUm0zTYy4hc9+Kc924dc5w/rzdpnCXlfk4JbluvHrtCZg1IhWdkMdj\nm8GECBPGjDevm4p3fzGNi9aOUNTg7LodNt3nxKIk/Yp9fAR3Nlh1DJH/GF81bQCGlvvxi1O0xUsk\nluAigznfFfmp4sHGYILnnwOROBdZwWicf7aBSJwvIFbVpFrN8XOKq2joDKM416UbEsO45bW1/N+h\naIILUVmIxRIqmrsiKM518TsCTsmFk4vo3E4bj8i0BaP4yfMreBFmVziGHLcDg8v0xXDhWEJ3m79d\nEL7VyS4Ioyvz4Us6xnK/21K/G5F4Am2BKG54eRV+/tJK3CycI4M5lHe+tQ4fCbf1u8Ix3P7mVzj9\noQXY2x7iDm8wEkNrIIKrn1uuGwIDpFz3SCxhyBDLERJZkHWGYzzGYXa1b9jTjjl//Qz3vmt0k1ns\n5uu6djQk7xKIb//pJu3z+tyk+LHdJEqRbZRDFv+BSJy3ubMSxm3BqMGlZdfLxj3t/HhFxzmbArmQ\n8LuQ9pil67krEsOqmlbsabPuiHLlM8vw2IJtBxyp2l9IGBMEcdRz9tje8JncXj7UyJng7sJEpSgK\nrp4+SLcNcx5FGTGhXyHGC0NI5NufZjC3Tu5cMbaqACN65aE4N3UssmPsdth14vvq6QMBaFEK9jqr\nmISIVZFdNJHAeeNTBYssfvKTk7TPIhIXHOOkQD+mT6pLxd6AyoVqIBITRh6nohQdoSgXRWajtCPx\nBHa3BNGn0ItKE2HM8Dht+oiGJEoiyShFcY4LT/9oEkr9boyrKtRtI4sMj8OGvKQw3il1AukMxw0R\nGyApjAU3s64tJUoWbmmEw6ZgSJkfXpcdgUgceyUxzq6Df3y+Da+t2I23VtfhY5M8K/suZCHbFY7j\nxSVaD+odjV28rZm2MMncAUQWYLJjLI/d7grHdY7kS0t3obYlgOqN+7C9sQvPfLEDAPDUwh3Y2qAv\nIGMi++kvduCB9zYC0BfQpatb2J+MMUM+x0A05dyHLMRsezCKYDSui7UwV745+TvcFozqxHk2g3VO\n+dOnGHnHe7rHXlq6C2+v0Y+6ll3ujlAM5z6yECf/qVr3+PKdzeh/8zysqW3lsY5MZR+haJz/DvYk\n3/xfAoIgCAKAMRPcXW44dSiCkbhOFMpYdZrIFfLN2bjezKmycni5MA7HdC3sAC2+4BDeY/boCvxg\nslaMWJR0mkv9btQ0p3eMrBYzsbiKv1w8Du9+VY9QNAGfU9+tIxJL8D7E7FxHV+Zj8S2n4PEF2/D8\nou1we7XzCwgT+0KROOIO7XWbpGp7mUgsgdqWIE4dWW4YfiKS53HqhLEcUYglVHR1hVGa68a4qgJ8\nedssrKnVO9RGx9jOHeNFW1Ou5eebG9HcFeYi1m5TuIgLCzlnQJ/z3tkUQIHPycd7R2JacaIIu3OQ\nqYiLTXOUXX0xg13TEtQV32USxuFoAlGpuE52ZmXhGIikHONgNI5bXluLPoVeft4luW7e3vBnL67U\nxYi6TESoeDrs32Z1C6wntu7YsnaMpRx1OJYxSsE+B1HsbmvowoxhQEPyumkPxnSvb+qMoFd++p7I\nPJsci/PiYHYX5DvH9ObbydluJmTlBSAbm/75lkb++WWqFXhiwTY8u3gnlt56So+23iPHmCAI4jDB\nf4COcYHPhQe+O9ZQxHfDqUMxdbBW2MYdY8nkFB1aediCGawVWb7P/JgLfSnBHJIm3rkdNjiF9xCP\ntyQptEtNeihfNrkfHvnesfxns5Z1QMqN/N3Zo+B22PiCQxuaoiASS2BboyZsnYJor8j3YHiFH5FE\nSvh2hGI8byw6xoxjk057v2Ifpg0p4Y/XtwURiSfQp9CbdvCC3+NAKJqwvC0djSfQ3BnhCwYgJfDZ\n92RwjJ02njFmU9UcNgW/eXUNBpXm4oqpA7TXC2IiFNUPYBGL3GIJle+Pfeb3vruBP1/md3P3Pp37\neVy/QqHDh/4CFHtX1zQHdMV3mRzMSDxuEGCGKIUkHLsiKReVLQjExUBjZxg3zxmBWSPKdGO3VVU1\nHSEeV7Viw60NnTzjbpZPNis+kydCWiG7rw2dYS4i00UpAOic1d2tQSQSKvYlH2sLRnXFdzXSXYZ0\nfCUN9ZGR4x/ynQZGnE8EVPi1kWlUdl1bCA0dYcNi8kAhYUwQBHGYkE3x3f7w81OG4IWrJgNIOcZy\nYYvoJDtNiu9kWMuvMr95AZzTbsOFE/rgqbkTMa6qQNfJQ3SM7TaFt44DgNI8bX9mOcfZYyp0rrqV\nw87+oF48sS823jVb50677DZs2NOBX/xzVfI49YuAodJQl92tQcQSKopzXAhG4whF4hharhXqFfqc\nGNVbi2B4nXZdtwcm9PoU+dL2g87zOhGMxi2r9XmUIje10GAuN1t8yMLY7bDD47TBZbfxwqtYQsXu\n1iBuO3MECpOLD3EBFI6lCgtLct2GSX3+pANt1grv+pMH83M0i5UwJg0oQmswClXVd8CQs+K1LUEu\nqFjGOh2RWMJEGEfxz6W78Jt/rwFgIozDMS7izQriAE3IVxZ4dQ5xJG7MMwOaS/zH9zbglD99ivXJ\n7C4T9Kqq4tHqLdi8t8NUVIuLib3tITyxYJtp4Vk0ntAtYMXMtZyhvuHlVbjt9bVcnIvCuK41iOZA\nhJ9Heyiq+3zkQTxmsDtFq2rSC2NRzJfkunSFjhv2tPPfE3YsNkUR2tOlF8ZsMSm3ODxQSBgTBEEc\nJhxolCIb2B9W+c+uKN7sWWSM779wLJ6aO5H3VTbjwe+OxczhZXA5bHj4e+P54y67jQtSn8uuuw16\nyUStS0aXiYMqF+2xKMW1MwbhuH6p3G06ceZy2LCqpkW3TxGxO4XIqMp8hKIJdEZiOH1UBf730vF4\n+keTeEGc12XXTR98aak21pl1O3lq7kTT/eZ5nAhEtK4UZk59ezCKcCyhE4+8i4nbDrfDhiXb9d0P\nPE4bFEVBnte40BJHhTt0wjjBC7BKBBHOtmHRDK8g/p+9YhKW3nYKLp/Sn3+O6WIBBT4n4gk16dam\nHhfPrdDnRE1LQCc+ReHfr9h4vUVixihFRyiGm19by8dry8KxKxxLdRgxWZTYFGBouR8+t0Pn5gcs\nFjAJFTwjvTsp/tqD2ut2twZx//yNuP7FlaaOuviZvbO2Hne/s950KmE0ntAtTMTPhe1jb3sIMx+s\nxmsrduOF5PEA0PV13t0a5M7tkLJctAejCETiKMpxodDnzEoY53nN2wEajzn1PfYp9GGXMLznjIc+\nw8wHqwGkojV3zVvPu5mk+z0GUk5/fVvPFumRMCYIgjhMcJsMwuhprKMUqffOpitFvteJmcPLMm4n\nvy+gtZPj0/6k2MeAkhy8cNXxeELqowwALru+aI+JMY/Drrs1H0tYO00uhw2NnSkHUs5T57gdYFpZ\nFKqjems9nFVVG3991litbR4TjAlVP/UQAE4cXMI7GMwcXobfnjnCcDx5XiefXlfgNcZS9iadPlE8\nij2kfzxtoKFHMruOzJxqsdWbTRbGSXEldhoZUKIdP+udLH6PUwYVo8yv3Tlg8Q55Et+Npw/j/2bt\nBH//n3VYKrQyE3PqI3rlobEjrLuNLt5+P2NUBb64+WQMFhYwkbi5Y8xIJFSDYA9E4lykmrm4OW4H\n7DYFuW4HonGVO69mCzYASCAV32CiljnGa2o1V9XpMP+9CkTjeGt1HeIJ1TJrDmhCURSL4l0V9t29\nsXK3YaQ6kHKMy/Pc2N0S5L8DA0tzkFC1XLHHYUPfIh92NQewbEdz2nZp7PMIWLjtDPF7rCrymeaz\ngVQ/ef1r0wtj5vTXtZIwJgiCIPYTHqWQPGNR8BxIyzkrHNI+HdJIaZGpg0swvCLP8LhctMeEq6Jo\nGU9Guj+osng1O1dP8pBYztnlsKFCaI8nDkUpSMYZIrGEQfhcNLFK54ZfNW0gvrxtlm6bPI+Du2Vy\n6zsg5aSJ4rFfcQ7+cM4oPPr9CZiTnGSoO/7kXQHZDQf0Yl/nGAu9lMV8N3NomUMofl/iZ8fEuNhT\n+bHLJvAJiOI+Xl5WqzsmUeT2K85BWzCqE4CiMM5xO9C7wKtbRIRN+xinBNvDn2zho60Zu5oD+O+3\n1gEwF7tsvDo7X7FNH2DsmhKOpY6XZeqZuF2dbOfHFhEyb62qw89fWolHP9nCnW15kAegXWPhWBw/\nnTEIZx6j/96Z8F+4tcn0PZhjPLTcj6auCM9Ns+t6b0cIHpcdVUU+fLa5ERf+bRFeEb6nxxdsxbq6\nNjR2htElDJUJZCgcFL+X3vnm5w+kMsa6840nEItb5+/5tMg0rd/2B+pKQRAE8Q1jU2DIdB4smDBK\nV3yX5RDAA4K5ntlM+2O4HDY4oqmDY6Izoao6d2tCv0LDaxluZ2Zh7LYr6IyqKPW7sac9hCKfS5el\n1gnjpECLxhNw2fUi36wvtdyhQyzMG9ungI9pfu7KSXhu0U5erS/ncC+b0h+AsbsDkBKp8h0I+Xu1\nS44x69xQkjxXr9POxTorvvNaFDy6uWOcEnR+t0PXUq/AolBzhDBRsSjHidZgFMW5Lv578caqVAsw\nJlTFfYl9jOeMqcD2xoAuivBnYfCKGWa/e+y6ZLnxXc0B7GwK8DsThT6XLuMrT74DUr2g2Xcqt5Ab\n2ycfq2vbuPu6YHMDjumjRV3MHONQNI5oXIXbYYdPWMhqvaW1fWyQuoUwmGPMrl0Ww2Df7772MPK9\nTp14r2sL4qWlu3Q9twFg+tBSnh3ONLAjIgjewRYxJcDYvg/Q3OZfv7Iab6yqw7Z75hi6fDDHuJ4c\nY4IgiG8XX9x8im4y26EgXZSiJ1sfWcGGY1h1lgCAl348GY9dNoH/rDnG2rHZlJTQS6ipLgf3nT8G\nf/+hMYbB9yEJYflnAGB6lomGwhwXjh+YGsHdS3C+mECLxhMG0Ws2ejlHOl+xk8VooZfykDI/L3AE\nrKf8mYlNtsiRXU15ESALY+bAsYyxw6bw92V5ZbPiOyC14BAd41yPA26HDeV5btxz3hgeO5ERhXGB\n14V4QkVbMGqY8AekBGu+N7VQECffXTqpL+aMruCjqs3IZuHH3seXvBguemwRznlkIW9TKC8QOqJG\nYdchtUprSsYX2CLi5Z9M0bqgJI99fX2HLkohZ847kkLQ47Tp3r8iz8MFaiASx2WT++FkKebEhDFr\n1cfOg13ju1uD8LrsKPGnPle/x4l/flljOK/FW5tS0RKTKIW4SGVRiq9/f7ruepaJm8SfIvEEXxQt\n36XVBXy2uQEDbpmH1kCEv/cbq+pw3F0fZN32LhMkjAmCIL5hKvI9GFruz7xhD8Am5p0PCgw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YpU8V06Ybz/jnG6xQW7OyHu9bxjK3Hfuxv4iObu4rTbTDPV7L0e/O5Y/GjqACza2ghAmzopIgpe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\n", 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av5cCAACADhb4YDzYE5e10mQ67/dSAAAA0MECH4yHexOSRJ8xAAAAWirwwXioJy6JYAwA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\nJoCFAD4B8IKqqhskSbpbkqSL9M0WAmiQJGkjgHcA3K6qas+WxBIEcdz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X6HZIhLS7/CoJePQPZnmUEXR3czYdyvMIghpTnI8Sloj5k7cYgMq8jFW5tqUZHvhyzZC+sY7PoG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\nSc4fcdjqW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3r8YqUw9Sx4ZbZwD+fFFCg/487RX/sRMukv2WPJNql/dll97OTCaTThP/sS70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\n", 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4OuUB8K8uEsyc7WrAHKtfd/iXqJB31654VK3OKD5BbmofHSc3jH9uH0jTCfOB0CZcp3Pn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\n4P3fZ58JQEfXb/G/70xpy2c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YSNVtmC75ZeK3N0uURCJjIuspJL+Mkeqp6YvOJtn1FA4O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\nRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/birnn.ipynb b/notebooks/neural_networks/birnn.ipynb index ae2fdf5..9ea1449 100644 --- a/notebooks/neural_networks/birnn.ipynb +++ b/notebooks/neural_networks/birnn.ipynb @@ -23,11 +23,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "\n", "import pandas\n", @@ -40,6 +43,10 @@ "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", "from utils import get_mnist\n", + "from pyspark import SparkContext\n", + "from matplotlib.pyplot import imshow\n", + "import matplotlib.pyplot as plt\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "\n", "init_engine()" ] @@ -60,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -103,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -120,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -159,7 +166,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -175,7 +182,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20171025-111001\n" + "saving logs to rnn-20171107-134424\n" ] } ], @@ -212,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -220,8 +227,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 44.9 ms, sys: 20 ms, total: 64.9 ms\n", - "Wall time: 10min 17s\n" + "CPU times: user 43.4 ms, sys: 20 ms, total: 63.4 ms\n", + "Wall time: 9min 51s\n" ] } ], @@ -234,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": { "collapsed": true }, @@ -248,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -259,15 +266,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 42 ms, sys: 3.64 ms, total: 45.6 ms\n", - "Wall time: 2.96 s\n" + "CPU times: user 42.7 ms, sys: 3.98 ms, total: 46.6 ms\n", + "Wall time: 2.6 s\n" ] }, { "data": { "image/png": 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h4eHmJA1wvSJDD75aQS+B27t3b7MOz7Bhw276uOTkZGbOnBnQtt0qfQIEsK66RX823aty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\ngC6EEDYhAV0IIWxCAroQQtjE/wFIye0NfFiqDQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -277,7 +284,7 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); plt.axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", @@ -298,9 +305,9 @@ "outputs": [ { "data": { - "image/png": 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Ii7qDPKg3yIu6UwyFDZgDc+a0ugQAAADoZIXNYV5vPenll6Xrr5d2260FBQMAAEDH6Ogc\n5rvuam05AAAA0NkKHzCfe660YEFry4L2Q04Y8qLuIA/qDfKi7hRDYQNmAAAAoD8UNof505+WXnnF\nT3/0kbTEEv1cMAAAAHSMjs5hlqTe3taVAwAAAJ2tIwLmnp7WlQPtiZww5EXdQR7UG+RF3SmGwgbM\nUbQwAwAAoFkKm8O8zjrSa6/56WnTpOWW6+eCAQAAoGOQwwwAAADkRMCMjkROGPKi7iAP6g3you4U\nQ2ED5k02CacJmAEAANAshc1hnjVLWmYZP/3229Kqq/ZzwQAAANAxOjKHeZFFwmlamAEAANAshQ2Y\nLRL/EzAjjpww5EXdQR7UG+RF3SkGAmYAAAAgQ2FzmBcskBZf3E+/9pq09tr9XDAAAAB0jI7MYQ5a\nmJdfnhZmAAAANE/hA+ZFFyVgRiVywpAXdQd5UG+QF3WnGAofMC+yiNTT09qyAAAAoHMVNofZOWnQ\nIGnYMOmaa6QvfKEFhQMAAEBH6Ogc5qWXlmbPbm1ZAAAA0LkKGzAHll7aj/oHRJEThryoO8iDeoO8\nqDvF0BEBMy3MAAAAaJbC5jD7x6Q99pC23lr66U/7uWAAAADoGB2ZwyxJ//qXtOKKtDADAACgeQod\nMO+xhzR4sNTd3eqSoN2QE4a8qDvIg3qDvKg7xVDogFmiH2YAAAA0V6FzmCXpiCOkZZeVjjyyHwsF\nAACAjtKxOcwSLcwAAABoLgJmdCRywpAXdQd5UG+QF3WnGAiYAQAAgAyFz2E+4QRp3jx/DwAAAOTR\n0TnMgwZJJ54oHXJIq0sCAACATlT4gHnOHH9/002tLQfaCzlhyIu6gzyoN8iLulMMhQ+Y//xnfz+o\n8K8EAAAA7ajwOcxWyjQZNEiaO1dafPF+KhgAAAA6RkfnMAd6e6Wjjmp1KQAAANBpCh8wr7VWOD15\ncuvKgfZCThjyou4gD+oN8qLuFEPhA+aLLw6np09vXTkAAADQmQqfw3z//VJXl5/eckvpnnv6p1wA\nAADoHP2ew2xmF5nZFDN7NmOdM8xsgpmNNbPhefcVjaUZ8Q8AAACN1qyUjH9I2jbtQTPbXtI6zrlP\nS/q5pHPz7igaMPf2So88kndL6CTkhCEv6g7yoN4gL+pOMTQlYHbOPSQpK6N4F0mXldZ9XNKyZrZy\nvn2F07290te/7u8BAACARmjVRX+rS4r2afFWaVndogFzd3flMgxMXUFiO1An6g7yoN4gL+pOMSza\n6gLUYsSIERo6dKgkaciQIRo+fPj/KtjcuaNLa3WVAubRuu8+aeut/ePBqY5gfeaZZ5555plnnnnm\nmR87dqxmzJghSZo0aZKyNK2XDDNbS9LNzrnPJTx2rqT7nHNXl+bHS/qGc25KwrqZvWRI0oEHSmef\nLQ0fLo0dK82bx4h/A93o0aP/96UA6kHdQR7UG+RF3WkfrRrpz0q3JDdJ+pEkmdkmkmYkBcs176i0\nlw8+8PfkMAMAAKBRmtLCbGZXSuqStIKkKZJGSlpMknPOnV9a50xJ20maI+nHzrmnUrZVtYX5V7+S\nzjwznJ89W/r4x/v8MgAAADBAZLUwNyWH2Tn3wxrWOahR+7PYS6OFGQAAAI3SzJSMfkPAjLgguR+o\nF3UHeVBvkBd1pxgImAEAAIAMTeslo1FqyWH+zW+k004L56dOlVZYockFAwAAQMdoVS8Z/WaJJcrn\naWEGAABAo3REwPzHP5bPEzCDnDDkRd1BHtQb5EXdKYaOCJiXWqp8noAZAAAAjdIROcx+vXD6zjul\nbbZpYqEAAADQUbJymDsyYJZ8K3N8GQAAAJCk4y/6S9LmxwFoMnLCkBd1B3lQb5AXdacYCJgBAACA\nDB2bkrFwobRoUwb+BgAAQKcZkCkZU6dKs2e3uhQAAAAouo4NmFddVdp111aXAq1CThjyou4gD+oN\n8qLuFEPHBsySNHlyq0sAAACAouuYHOZbb5V22ql82XrrSePHN6lgAAAA6BgDIod5881bXQIAAAB0\noo4JmAclvBIGLhm4yAlDXtQd5EG9QV7UnWLomICZ4BgAAADN0DE5zB99JH3sY+XL1l9fevHFJhUM\nAAAAHWNA5DAntTDT6gwAAIC+6piAOSmHGQMXOWHIi7qDPKg3yIu6UwwdE2bSmgwAAIBm6Jgc5p4e\nadFFK5dPmiSttVbjywUAAIDOMWBzmCVpu+36txwAAADoLB0fMHd392850B7ICUNe1B3kQb1BXtSd\nYuj4gLnNM04AAADQ5jomh1mS7rtP2nLL8mWf+pT06qtNKBgAAAA6xoDIYZakrq7KZW1+PAAAAIA2\n11EBc1JaxsSJ0rvv9n9Z0FrkhCEv6g7yoN4gL+pOMXRUwJxmxx1bXQIAAAAUVUflMPv1K5ett540\nfnwDCwUAAICOMmBymAEAAIBGI2BGRyInDHlRd5AH9QZ5UXeKYUAEzG2edQIAAIA2NiBymNddV9pi\nC+kLX5AOOKCBhQMAAEBHyMphHjAB88svSxtsII0b18DCAQAAoCMM+Iv+gnh74UKpp0fabrvWlgfN\nR04Y8qLuIA/qDfKi7hTDgAiYJ0zw993d0rx50p13trY8AAAAKI4BkZIRWGMN3x/zUktxISAAAABC\nAz4lIzBrVjhNwAwAAIBaDKiAeeZM6Zxz/DQBc2cjJwx5UXeQB/UGeVF3imFABcyS7y1DkiZPbm05\nAAAAUAwDKodZkn7yE+nii/10sNlbb5U23VRabrmchQQAAEChkcMc0d1duWynnaTTTuv/sgAAAKD9\nETCjI5EThryoO8iDeoO8qDvF0HEB88iR2Y9HA+Y2z0YBAABAG+i4HGb/nPTHdttNuuEGP93TIw0a\n5Nc/5hjpuOP6UFAAAAAUFjnMEdEW5t7e1pUDAAAAxdDxAfPmm5fP9/SE09GAuVrvGigWcsKQF3UH\neVBvkBd1pxg6PmA+4ojy+XgL8/PP9295AAAAUCwdHTDvtpu08cblyyZNCqd7e6Vnn+3XIqGfdHV1\ntboIKCjqDvKg3iAv6k4xLNrqAjTLEktI119fufyll8LppBzm3l5p4UJp8cWbVzYAAAAUR9NamM1s\nOzMbb2Yvm9nhCY/va2bvmdlTpdtPGrn/1Vevvk5vb3mLsySdeKIPtlFs5IQhL+oO8qDeIC/qTjE0\npYXZzAZJOlPSVpLelvSEmd3onBsfW/Uq59zBjd7//vtLG2xQfb3eXumPf/TTwUV/5DQDAAAgqlkp\nGRtLmuCce12SzOwqSbtIigfMTemb4rzzaltv7tzKZYM6Oqt74CAnDHlRd5AH9QZ5UXeKoVnh4eqS\nJkfm3ywti9vNzMaa2TVmtkaTypLquusql+XtXu7ss6Xzz+9beQAAANB+WnnR302SrnTOLTSz/SVd\nKp/CUWHEiBEaOnSoJGnIkCEaPnz4/47IgtyfrPk11pDefLOrtLXRpfsuLVxYPi9JU6aUz9eyfUk6\n8MAuLbqotO66ta3PfHPng2XtUh7mizM/duxY/frXv26b8jBfjPlgul3Kw3xx5oNl7VKegTQ/duxY\nzZgxQ5I0KX5RW0xThsY2s00kHeuc2640f4Qk55w7KWX9QZKmOeeGJDxW99DYcfvvL11wQfY6xx3n\nh8feay/pyiulendpJg0eLC1YkL+caJzRo0f/70sB1IO6gzyoN8iLutM+WjE09hOShpnZWma2mKQ9\n5FuUo4VaJTK7i6RxTSpLTWkW0REAUXz8+CAv6g7yoN4gL+pOMTQlYHbO9Ug6SNIoSS/I94bxopkd\nZ2Y7lVY72MyeN7OnS+uOaEZZJKl0djXTn/4kvfpq9cB5wQJpv/0aU65qFi4kkAcAAGi1ZrUwyzl3\nh3NuPefcp51zfyktG+mcu6U0/Qfn3Gecc19wzm3lnHu5WWWppYs5SRo2LBzMZL31wuUzZ0ovvuin\n335buvBCac6cyufnvWAwzbrrSnvu2dhtDhTR3DCgHtQd5EG9QV7UnWJoWsBcVEGL7suR8P3AA6UN\nN/TTg0rvWFJOdKMD5kmTpCeeaOw2AQAAUB8C5pikFIhoa/Iii/j7QbxzbY2csNCkSdJHH7W6FMVB\n3UEe1BvkRd0pBsK+mFtuyX48GBlw0CBpt92kK65ofpmAvlh7bemww1pdCgAAiouAOabaRXaXXurv\nBw2S/v3v8oC50SkZkm8dRP3ICSs3bVqrS1Ac1B3kQb1BXtSdYiBgzhAPgF95pfKx6DrNCJiBRmhC\nd+sAAAwYBMx1mD07nA4CkGbkMif1wFGL7m7py19ubFmK4uc/L8/TJScMeVF3kAf1BnlRd4phwAXM\nG22U/7nd3eF00P3cnXdKt99e2/Nvvlk69tjq6y21lPToo3UXT3PmSE8+Wf/z2tUWW0gPPVTbuuef\nX34GAOVoYQYAIL8BFzDnaRH+z3/8fTRgDgKQhQulHXYIl3d3pwcnJ57oh+Cuxfvv11/OqEmTpJde\n6ts2Wu3BB6Xbbqt9/WhKDDlh5QiYa0fdQR7UG+RF3SmGARcw9yVwiAbMScykwYOlkSP9/KRJ0ptv\nho/3Z1d0m24qrb9+8/dzyCHSlCnN3w/6Jqvev/QSATUAAFkGXMAcpFLkEQ2YP/axyseDFs4xY/z9\nsGHSl74UPt6fAfOCBf2znzPOkO66q3/2leSQQ6QRIyqXkxNWu/XXl0aNanUp2gd1B3lQb5AXdacY\nCJiriLa8LVwYTq+2WuW6wcV6wXo9PdKHH0pnnSVddlkYUC+zTHpAG2yjlh43Zs4Mg/N4WVvZY8fc\nuT79pD9ceGHY1R+9lKSr1oI8d27/lAMAgCIacAFztJ/lww+vvn40wJ4+PZzOCkCigbUkHXSQdPDB\nYQvzrFnS0ktLL75Y+dyllqpepsAf/iB95SuVy7u7+zd4jL8XTzwhHXVUc7Ydl9atHzlhyIu6gzyo\nN8iLulMMAy5gjgbAtQSV0eD3Bz9I3k7cu++G00HAZ1aekrFggTR2rDR/fvI26i1b1ODB1Z/b3w48\nMN/gGfGA+ZhjpJtuCudpVa4NOcpotVdfZYh2AMU14ALmZZapb/1gKOy4rABkxoxwOgisBw1KzmFe\nYgnp4YerbzNJVrDYzEDy/ffrD8rPPrv2LuKyHH+89P/+XziflhdOThjyou40x7Bh6b+nnYB6g7yo\nO8UwoALmESOkL3whnK8lqExKm5CkI45If05vrxScYYm2MKft7+23w+dlle2ss6RbbsleJ/7Y9OnS\nvHnp6+Xx+uvJXexV04xWznpGWpw0Sfr1rxtfhiKghRntYObMVpcAAPIZUAHziitWLhs9WrrnnvTn\nvPNO8vJx49Kf45z0+OPly5JamH/4Q38fBHrR/OokBx0kHXpoOB8PEJMu+lt+eWnJJaWtt87edl/c\nckt5UN6fwVlakJyUE3bdddLppze3PO2KgLl25BMiD+oN8qLuFMOACpiTfOMb0pZbpj8+dmz923Qu\nDOTScpiT1JJfndWimhUUZR0UxM2YIb38cvrj8f1ce60PRqvJE7QlPae723cnJ9XXwjyQg8Y8r/2l\nl6RTTml8WdBa3d3ST3/amn1zzQGAohowAfNqq0mbbx7O77uv9P3vN2dfvb1hcFwthzn+vEAwumBc\ndPS+rIC5L30+/+xn0nrrVV8vLVhNC84aFbBOm+b7f47v9+qrw+mknLC+9ME90Jj5nk4OO6zVJel/\nnZ5POGOGdPHFrS5F5+n0eoPmaWTdufpqaeWVG7Y5RAyYgPmtt6Sddw7nL7lEGj68OfuKBsxBkPju\nu9Ltt1d/XuCCC6rvp5aUjGpmzfJ9RceXZUkKfGvZX6MC5rRA/dhj8+3/6afLg+12N3OmtNhizdt+\n8D7VctagmS6/3B/YorH6cwAlAP3rwQel995rdSkq9fSU93BVRAPup/PII/1gF83U3V3fn9KDD0qP\nPlo9UA3Eg9OzzvL3eQLmz3xGWnbZ2tatVSNTH5K2FX1v68lhTivXQQdJe+xRf9ka7Yorys+CpHnn\nnfQuBdNU+0yij7dL6soFF/gBf/pbp+cTkhbRHJ1eb9A8jaw77fr9fvJJaZddWl2KvhlwAfOwYc3P\n36s3YD7jDGnTTX3Xa0lGjZI226x8WTRP+vzzw2X1euONymXx7Xzuc9X7T212C/NVV0kbb1y5vWr7\nffPNcICfbM+6AAAgAElEQVSaZgaCQVeCM2dK//1vvm3ccENjut5LUs9rb5eAuV3K0Wni11cA6Bzt\nGjB3ggEXMPeH6EVp9Zg9O3n5LbeEfTUHenrCoDz4gkydGj6e9aXp7U0fMCXJc8/5vpdrde+9/n6T\nTcp7/oj+QU+bJj3wQPVupv76V9+N3a23+hEEo6KpL3FBTti//y2dfHK4fpK+/sA4Jy23nJ8++mjp\nq1/Nv51Grpf3OQM513vUKOm997paXYymCupCtV55UJ9W5TA7V9/vM9pPI+sOAXPzEDCXNLKS5f0j\nivZtXMs+4mXeaKNwOun1PP20vz/qKD9gSpqk59YTcJ14or9//PHylumpU6XvfMdPr7CC76HkT38q\nf+7ChZX5V5Mnl5cpCOiS3oO46AAr0dew555+tMVGCMrjXH0HImnbiZs8Of1gqhnapeXxwQf7f597\n7VU+omcnin5/UHzXXCN94hOtLgXaRbteo9AJgXybvrX9rx0+zLSA+dprK5dFg8Vnnqmt/F/8or+v\ndto/KWCqluOatv/on/KTT0o33lj+eDxI/NOfkq/wjf4IZP3hB6lgQU5YNGCO7uuqq8JWmb5+9sF2\ne3v7FmymPXfNNaX99qu+Xp5tB2rp5aSdPP+89Morjd+ur1Ojcz2v1QHo00/7szHV0MLcHK3KYW7H\nC7yi7r239utzBqqBkMPcruWqBwFzSTt8mGkXcr37buWyaq2rSbnJgTlz/H1/tFpGDwKSyhtf9tZb\nyduptYX50UfL59NamBsp2sLcl31EA/qFC8vTVaLpNmn7ePvtxtTjel5DtFz96bOflb72tcZvN286\nyre+5c+YtNIXvyjtuGP19QiYO0s7/Hdl2Wor6dRTW12KgaNd60O7lqseBMwl7fBh1tPzQW9v38s8\ncWLy8qTt7rBDOF1PQBV9TbUEzEm22853Axjf/wMPVD4/CNCDnLBFF618XqMF23Wub/m/0fIdcYQ0\nZEg4X8v7NGVK5bJ//aty2/WUI8s990grreSnX3yxcSkutWpGrrXfZlfdz7v//srrDFqhls+OlIzm\naFUOczv8d1VThLNWrUQOczEQMJe0w59HPV1o5S1vLekbST9uL76Y/Zxgm/GLT6JBVD25VcGFg1LY\nIh4I/vB33LHytcTfl/5sYc6TkjFmTPgaogHgq6+mP6eegWGC4dfrUetr+OCDcHrDDaXTTqt/X33R\njD+GWr5XZpWpRUXSyhZm/swbrwjvKQFz/2nXHOZOwFtbsuSS4fQ//1l9/WjrXyv09PiL6uo1fHj4\nhUrrxq6arB+/oUPL56MtzEm5dmk/9lttVdv+488P9peUw5wW0DUqhzmakvHee7Xl7UVHbsx6X5PK\n+Nxz5fNZz29GLxnxH+b4ADhF5F/76KrrPf98+Xy7By3O+bMvo0aFgXKegHnHHaXddmts2TrBQw9J\nl1wyuiX7bve6h+rIYS4GAuaS6Mhp8T6Pk7S6RbqnJ/8p4KDinntu9nq9vbWfZjfzf8pz55YvjwbM\nN9yQXpbe3tpzqqPvfVpKRiAaMNdz4ck779Sen5vUwrzyytJ3v1v9uWkX2wXT8db16GP33Rcumzkz\n+7NqRkpG/L2vNdAeNSr5dTXanDnSU0/V95xav9dZr7W726doRFvgW+3kk/13Ydttw37C8/yG3Xab\n7+YS5TbfXDrmmNrWPeCAsO/8gYIW5v7T18B05sy+9faUhoC5g/z2t+F0LR9sq/uq7UvAXuvAGr/7\nXXnLeyDtxy9pu9XysoP3+pRTpKWXll54oXq5slqYg/clKYe5WhmiOchDh0pbbFH9uXPmhF3nxS/6\nmzy5+vOjrbRJ7+tSS6U/N1oHhwyRDjssfd3+CJhrfd6221Y/WMtS64/5CSdIX/pSfdv29aer6npZ\nr/WSS6SurrBXmnYQbRGPHuDlEa2zl13muzVrpnnzkpefc07/581n+eQnu2pa75xzpP/7v8bttxMC\nkf520EHS9OmtLkWonXKYhwyRfv7zxpQlqtH19OWX/XepPxEwlxx9dDhaW1IOULRv1s03L3bAnMQ5\n/xqjr3PMmPpeZ1JwXOsf2muv+ftagvnoxW3xzypehkUW8fdJ79ebb/qeJQK/+Y20yio+IFuwwLcy\nV7PGGuEp6jy9ZCR1l5flo4/C4UXj6zeqm7VaX0P8va+nrvzud/nLW+tInWmBVpbgNZx+enYuYPy1\nRv8MgtbzaN1qlHHjKj+felvroxep5hF9X/bdV/rxj2t/7q231revxx4LD9pvuKH8GokDDvC/Ue0i\nejarP8UDkaFDwz73keyssyp7VMrr9dezrznpb40ITNvp9aQ56ST/G9CfCJgjoj94++9f/lgwkpvk\nK2SrUzImTWrs9np7fUvRddeFy+oZOCJIyYibOTMcyCQQDZSef94fJZ53Xn3lje43SZATFpQpGkhv\nvbW/32QT6StfCZc//rj/Qw5ynYMDqCwzZoQXRMYv+qslIAmCjxdfDNffccfK544Z4wd7mTw57N2k\np8eXN3jvgiDukUcq99+XFuZaR0is9yDy5pvrWz/w8svJ+09T/8HtaN1xR/Z7lrXNoFzNaPnbaCPp\njjv89Qe/+pUvR9ZZiCR9bWHuy+uq5SA0KnrQ8d3vSn//e/59N9uMGaNbst/45/H66+FvANI16uK4\njTeWhg3r2zYamcPciNfVjBSaZ59t3rarmTMnvVewehAwR3zsY/5+ySV9EBJNR+hLa1oz3H57Y7cX\nvJ5qX7as/p2TPPGEH1kw6tOfDqdvv71vR4nxL1/afLTF5Z57wum33/bd00VFc6mDFuqdd/Yt0Emi\nKR3R/VerI3fdFQZ/G24Yrn/bbZXrTpvmb+PHl2//E5+QfvELPx8cxH396+n7Hz8+PNg699xwQJSs\n4PqMM3w+brCfQPyP+umn6/sxbGRA+aUvlR/sSWFZgrz2J5/0p2LTvPlmOH3HHdn7q+X736xT5e+/\n7wPHM88MX1ueA6JGtDA3W6emGzz/vO8usxH6OjJrf2i38kiNq8fVzvBMmlQ9WJs1q/KC+bza9Tuz\n777+vhWx029+I33qU33fDgFzjHPSiiv66TFjpLFj/R9xtMW5HVqY//KXxm4v+EHL+hE591xprbXS\nW56TfhSzhuBuhHhLe/Bl3HnnLj32WFimTTetvq0g5zgaQAfbu/nmylzNoGU5LWCeMCG7J5JttpH+\n+MdwPpqbm/YHE6RjSJV1MD4f/WEKtrfBBj6lSPKnJS+8sHIf8R+08eP9AWT0LEBS6/s999R3KvjZ\nZ2vL8z3ttPKL95Lem6ee8gdf3d3hQD/x7tMuvdS/5jSf/GQw1VW1TPEyBHXgV78KR9tr1h9X9IAu\neG31/AntsUf9z4kKfiOyrjcwC3P7+6IZgdbDD0t//WvjtztkSFdd6995Z779TJ+er2tQlOuvA7/P\nfMY3iGRZY42umkbprEW7BsyBen93/vY36Sc/6ds+G5WvTsCcYcMNpc9/3p8KHDasPC3jvvuknXZq\nXdkaLWipWrAgvTeJX/7S3x9xRPLjSSOdnX5638tWj+CPYtYsH9DW8+UMRhmMtzin5WEfeqi/D3pD\nSOqH+cADK59nlnxBYPR9r+WALJ6vHX+t0flRo8L1oy2pSeKv4bzzygN7yX8XktJo0i7Iu/nmyr68\nH3ggOcCOd9n2m99I/+//Va6X9Mdw+unSqqv66XgLc/AH6Vx4erBWc+f6VKKgbvz5z8ndOp55pnTT\nTeX7q8VLL4WB8Pvv+4OtNNF6lhQwT5tWW+pD3qAqeN+rpdRk9Xozb54/+B41Kl8ZAs75A6U990x+\nfL/9wsF7ApttJv3+933bb6P19tZeJ+PdNyZ9D1p9BrRWwRm2RjvhBOmCC5IfC37P+ytgnjOn8nqK\nd97pe6PXLrtId99dubzTAuZzzpH+8Y/mlKVeBMw1+vjH/R+R5CvkN74hffObrS1TIx15ZDid52Kp\ntC9pI/KG6hH+6YzW0ks3pqXlP//x98FrnD7dn16Kp8U4lx7o9vaWX6CUFChGA4xaLpaMd6GX1cIs\nlXedmKXaexZ0n5U0ZHvSc8eM8SkttVx5/d57ftjreFAfrV/Bn2xSt3/Rvr6DAD14X4P0mrvv9gfC\nkyeXp7iERlcs2Xprn0oUPShMSzsMcvTN/FmJWi5SXH99H4RL/iLSddf13bcl1YPoexHUgehn/a1v\nSautVn2fzzxTfZ0k0QOPQNKBUtYf40kn+fSuf/+7vn0n1a/LL5euuspP//3v5X3kX3hhef/rzRyM\nb8aM0Xr22eTfPLPsg6Abb/R18qKL/IHEo49WdtGZppkpGW++WVtdymu99cr7om+Uo49O7+bvpJP8\nfSsH+LjyyvL/3DFjRte9jZtukq69tnJ5uw9cUm/A3E6vp42KUhztfgSXR/SLN3Zs/c//3vcaV5a+\neOihMNj63vf8BXR9FXzBgxboMWOSR2XcbLP0LrZuvtlfYBgEFtHUikA0OKolYK6WkpH3TzPrea+/\nLp16qp8OAtBqggsr4y3i8f288Ybvv1qqHOY7enAStLA5V9naFg3mgtaX1VYrH7AnOCBcc02folKL\naj16JPUQM2iQb4W/+OLa9hF0gRi8pm9/O2ytTpPUwhy8d8ceK40Ykf7cWgYg6enxqSxR0RQkyQd2\nSyzhc/Kjsv4Yg89g0iR/RiGpznV3V+/L3LnyP9Tjj/cXGkdF68j994fT06fn75autzd5oJ7Pf96n\nWj3zjC9bcFZOSu954LzzwhSn++7z34NNN03vei76/zNsWHJLfqMC5hdfrO9Czf33r/9ArJbUHefq\n60dfSv+fDk7P1xqI9fQ07yLKhQt98BzYay+f1lWrpNdYT3xy8MG1j3/wwQeNiX3qTWclYC64vl4F\n34z8ub6q9+r1dub/pLqasu0FC8JAIH5ldHJrpRf8KSSNdhjddqCWvobjLczx52QFLIstVpn6EKg2\nkmPwA/vkk8nrmPkf/e99r/zHMS1gfv55v170tFv8QtC0H/X42ZDgxzX+o/zMM/X8UHf9b+q223ww\nk9Q6//zzlUPBR5lV/kb86lfpfZOnHYB861uVf6LBhUZJAXOwz/PPD4Pdar9V0ff33nvD1s1XX/VB\nd7S7x7RtPfRQ+Xz04sJ4nQpe6x13+DMK0QtxA7V+XtH3LQg8v/vdsCUx7bu0/PLSr39d2z7izj9f\nWnbZ8mXLLdclyR9cDR/uv/Pnnlt9KPJf/CI8+xQNDq64Innwm+j7/+qryb/djQiYZ8wIGwmqmTPH\nB/4XXFCZAlOtPLW0OF51lbTMMrWVJZBWT4PlL71UPT1N8t0ZBhdSN9p99/kg+ctf7pLkg+f4AWoW\nM3/G7e23/W/RpEn1xSX/93/hiLGvvRaeRU/SqJFc621hDl7PG2/4M3GNkudgmYA5h74eZVVrmdt2\n275tf6CLtiI12i23hF/4WvsRNguD6TXXTF8v+gWupT/qeMAcl/XDlDWgTK15hcH2o4FzMErmmWf6\ni2Wjec5p+/zxj33/wsceGy6r9YKxnh7f1ZrkW3KDgCNpX0HLeJK0AW523NHnRScFzJdfnp47KyUH\nzGeeGR40mZUHqkmpDpJvKb/xxvJlQStyUkpGsM9oIJUVsHzwgR80KLDVVuHAMvGuCoNyzplT2eoW\nb3kOAsRBgyqvZYi/30lBbVKZe3rKl//xj8m/pzfc4PtwribtQquJE8tPmQfMfHpR0G98lqBFNHgP\nazkAiAbMzz3n65iU3TtR0us/9FDpn/9MXr+WAZUk6TvfCfvYXmWVMO0lyR13VPaiU028vmTJc0Fc\nvGXSOX+QG/Sms//+/mxAlnnzpO9/v/591yrpd66elnQzn9ay9db+mqq1184fn6yzjvTDH6Y/3qiz\nFln/S1OnVvYeE3yOY8eWp+/UcubuwAOTG7LuuUdafPHqz48jYO6DoGI+9VR5PvMTT1Su++Uvh9PV\nRp/L6tGh3qPsgcj/4Ixu2PaifcHmGZxEqq0lI34quZpq/URXO52fppYRDqOidTv+3kSvTo4H+EGu\n55gxlX8cSe9X0gHCk0/6YDsQ/LjusEN6eZO6BywPZkaXPXbnnem5+FnDX3/4YfU/r+ifY1LgExxE\npfXMc8UV/j74Exo3rvaAKBANrIMgONhXUgv2vHn+guj4ICRm/vcpaJ2Oljd+mj7+Wt9+2/+xRVul\nk66lOOWUMIiU/EWYaX+cQd3L+r7On58crF95ZfpFWTffnNzaNn366LL54LMNcpezAuagN514kLfC\nCmFeczzXN3hdaQe4xx9fuc9x49IP2qdM8bnzgeg1ClOmZPfLH32PTzrJ7zvt8bhaWhyj62y0UfIF\nxw89VD6yZ/y798gj/mxG9OCj2pm8aiPVSn0LJIMyXn316JqfM39+eEAbPH/27LC+9aVBr5ZWZLO+\nNUpFP8t77invKWns2LD3mHvu8fN9eT1nn+1/I+Ofc95eMwiYcwg+wKCf5i98oTwIjgYQks/viwbR\niyxSfiGKVH7KJytnJ+g3t5qwiyz0VdAbhuRzlOP9SteiGVetV7tyeJ99at+WmR8evtndUaWdboz3\nZZr0g3bUUZXvfbw1JvjuZI0DUO8oVlkjgs2dm5zPHojnYks+4Ap+Q266yadASP4gIT4A0F57+fvo\nn1Q0nzvo7aFa/Ur705k1ywcRgXgf3kmto7NmJbd4mvnHggA8eoBzySXl68YbDfbf3+eTB5/b6aeX\n90oUvWA2eoAUFR9ZMXi/nPMtV0l1+557Kn+vg9fSV8HrD/Lkkz6j668vn4//9puFPe08+KD/449/\nNvH+xwMTJpS3Cv/97+VpM//5T/n/0Lhx5Rcm1vqbtXBh5TUsaRfcJam2n9deK++lZ9w4/52LX2tz\n+unl3U/G38u0i9lnzKhMJwpE68ENN2SXM4+gjEH6UFoZogHfY4+FufFB+Xp7w+9UX3J+s+p99PsT\nf+/vvbf2A/WeHn+mVvIX/T79dPj6ovvYemtp990rz7wlnfn56KP0g5sTTqjs0afewZ4CBMx1Ovlk\nfwWu5PsGjH5Bk/zqV75VRAr/AAYNkg45pDxIjo44Z5aeq/O73+Ur98DT1ZStXnNNvmFn272bp/ff\n9ykLteRO1yMeWKVdhFbLqIonnVQ5amS8Ba0xF4h01bymc2GH/EmSRtWLtrb+4hfSrrv66WDAmqTA\nLhpIJw0vnbd+pV2kGk+rqCWdIPizDVJ0enrS/4DTzrIFZxrip1Gjv49pB3VpAxO8/rq00krS4Ycn\nP56Uy5+nn+MghzkQf8/23dfnNkftvnv2fm+/PfxO7refb3wJBriIbz86IFQgmvJz6KHlrea77lp+\ntiWrW8rAE09ULs9qhU3KZ46rVneTeoJ45BHfUCX5g+3NN688cKjlt8BM+tOf/POvv77y4Dj6Oadd\ngFprbyZp+/e6Eh8PzlxX67nqrbfCszbBNqP/U0ln55J6OQq88EJljm/0vTjssPLHt9qq9gvs33jD\nX9D8/vthg0e8fD/7mb8fNKgydSfp92/FFX1vRMH1MNUE28y6BiUJAXOdDjssPGU9eHD4pQ1cdFH5\n/OGHhy0EQUJ9ULGjFS5aYczSBwVYZZXaylnLFfDoP/VcyNEItV6sEwi6fGt0wHz++eF0WsugVP8V\n8IF4K3o9LVv9IQjGooFpPD0h+O4HeZppAXPWwXnWmYGsU+lXX528vLfXn/oOWrDr+RMKBkZJa8l3\nLrzQKOmx6H1a2ZJUq7v1XGxd7dR08H6ceWbYghwPnOLv2Zw51XuQiAd5QcpNLWWs5ZqKrOD0Bz/w\n95tt5s98JH3mG28cnuE4+2zfP/rHP56+zSAntre3vNePrJZsszDVac6c7Gs1nn7a9+SR1EIc3U4a\ns/D/ePfdfSNWNDiNvwe33x5+p+fMyX8mInhe2lgO993n36/gjItz/oAn3pAW3X9wEBosCz7PYcN8\nrBKXdAAZPHfGjDDtI8nChX4E2A8/DM+SBN/pJ54oD0Qvv7y8a82NN/b3n/hEGAM557t8DN7v4Kzb\noEGVLcxJr2XuXH+w89nP+vfhyivTg+Fp08IuST/xifTXmISAuUGCD7OWEWmCL2j0zyqa0xetJHkt\ntVTzR9lrb6NbXYCWuu++fM+L9mHbn6pdwNi/Rte8Zq1/mAsXhoFBvBUr/tqTDiwGDcoebCPeJ3hU\nVk56tCu4aPdWEyf6cgSPH3WUb4nLEh/SPa3F6bzz0i9IqyUlqNlpQ6++GrbEfv/7YY8t0YPQ4DP7\n1a/C1vD//nd02XaiqVy1ymr1i1tpperrxN+rtIA5Glw+/LA/hR2vl9Eg7803fUPQH/5QW1mnTvVd\nmAWiwVpSmUaP9p/DUksl96AS+OIX0/8rBw3yLY/VLiCO/k8650/hpwW0O+wQniVLOq2/xx7ZI2Cm\nG1029/vfl79fvb0+peall8p/c6LT8Rbm4H0NDlyjZxvSUpSi25s/v7wOxNc/7DDfQBg9SzJlig+I\no70cnXVW+XUG0c87mvJ1//3hZxV9LfEW5vgF2Emt1Hvt5d+vuNmzfZ3Ze+/yZb29tV3IS8DcICec\n4FsbAsGHm/SHGlSGtdcOT9FFA+Zoa1s0d+vkk5P3HZzSjYse+a+xRvI66Ey19q3ZLvL9yTRG1nDZ\n1dTao8iSS6a30tbSvVG1wPxHP8p+PC1AjQrypaXkIdPT+gUOZOV6R8XzdqP60sLcF9Hf62ja0LXX\n+pHGZswo/w2t5QAvaRS2avJeqBuIn6n55S/L62hSnmnSmQCz7AuVk/K+s8Q/z2idD74X220nHXec\nn95997DbzujBf1KLe1rAHHxnzjorPc9bquwtIXqx6MMPV66f1p2m5BvB4j3a5BFPc4mPkhpIamEO\nUlji7/mGG/p6PHeuP9gKDkT22y9sNY++l7Nmlbfm1nKgGpwBj57tyXpedIRhKWzdD+KhaEpGYLHF\nyhsIgo4Q4r+vSb26LL10ZY8rSy/t69U666SXM0DA3CBf/WryMMhJVlwxnP797/2RWjQ3OdoyE614\nv/2tv48f9d5wQ+Xpk2jO41//Wt7faPR0aDyHTirvYioqLUewv1ULDryuhuyr1oEt2k10wIQiqDbM\ncjMddFB8SVfD97HEEvV32B/VDoMlJY2smEf8As+oWgLm+Gh+jXDMMWEgnnR6P57ukPxZdjW2UDlE\nR6IM7L13eZeNgeB/JKnHiWrpHUkXs9bqyCPL81CDg7k770wuZ1S0ZTAQD5iDzyaoQ4cdlj0YSDxg\nTrruIC64aC1JT49PFXn33Xq6w+sqm4sHzEF3nVJ5HnpSwBxcIBv/Dk2e7K+jCmKK4CLZF14Ig+zo\n9uJ500nvR9rv0ocf+gbBxx7L/i4HF1IGZYoHzOPGhalo0ZSMpF6Q4u/ZpEnp+42r5RoaiYC53731\nVvmHveeevuV41VX9/P77h93Kbb+9v62wgr94IqhEa60VPj84Gg5yUKO9YwQV7Gtfkz72sXB5sC8p\n+Yd/++2Te2CIXrXeH6JHty+8ELb89Gc+cHxwgnbRTqMfNUKzT7O32re/ndzdZK3aIWBulFpborPU\n2wVjNU89VXn9SdTXvlY+n9UncSslXZD80UeV3YBts03YSpd0hiOr3+c8gpZh53zvHFEXXyx97nPp\nz11++extx38Lg+t3ogFevP/ugFll6mLwvKyzCN/+duWy4IxCT48/7b/qquEFmlL59RXV8umzLqRM\nS7+Kd9U4cWKYLxyVFcRH60l0e0kpOlJ6I8D99/uANatlPypId4oHzFHB55L2W1hPOlNccKBWrVGg\nw/5228vxx4dD/QZWWy39A3/4YX8RReC226Qtt/QfYnAhjVT+xa8cbcrfR1uY4znRK6zgcxOjuVpR\nCxdWXswolR/l1iOrF4Es0bJtuKFvxa/d6Hw7jcl7MVqzdVrAXOsgMP1jdFO2Wm//1lGdfkAR2GUX\nf1q+v1/vbbdlB4m15diPblBpGmvOnMoA5K676usBpa+C3NTp05MHkki7CFTKPiMhVbZ8Bmkt0ZzU\n998vzwmOircwB+9HvRdAB4NNBWklcdG+qSuDu9Flc7X02y+VX/gZXCgXlXSQnvTfnpTqEtQZ5/xg\nPUlpIdUar2bMqO27vMkm/j7rdUcvgGy0oEOGoA/oNB32t9tejjqq+qh+UZtuWv1oWgp/IN57rzLg\njQZSwZWpSRcRbr21z48+99zyPk4ln5KRVO6//a162ZJEW7frEe96qtqAL80Q7VS9Vf7858plndTi\niOryjEpVVMce25qLQPvSPVg7mzgx+7ezPwLmQK2nvqOqBa6f/3xt20nLA45fRBb8v9Z7drGWQG7K\nlPIeI9LUOtJptb74a5WUxx6kzQSxQ1IjTbVu2WoZ+CUq+K9Lel61rvUagYC5AwVf6PhV0hts4PtD\nDJxyir9wYtiw9ABrpZXKR0e64w5/8WLSlyM64MpuuyW3FASi6RvO+R+9er88eQLmcHjWrsTHgxG1\najFzZvKpt/42kIKl9tDV6gJUGGgjfPZ3N4xS9ZbM6roaUIrmyAoEzjmncllSAPXvf9e3z6RuEPsj\n6KnHhAmVrbDR3mLqEW94SnL55WkjU3bl22kTxQcnSeqtpFoaRG9vvhbhpJFVg1FIs3pN6atqB48E\nzAW0447lQW5g3DgfJC+2WJi7NGGCT8EIrl6NDpYSFfQUsPbavoU5uEJ5rbX8RTBBV1dBQBqMYS8l\nB7LRo3PnfJmi66V1Ah8Vv/hwp52kkSOznxPteiupj8Vf/tKXJ95Pcfz9vPBCH6TUeoYgeiFn2qAz\n9YjmTAYtLNELNBuZkpH0ZxrtbqyRkuotqmvXXPpOknTxG0LxkRST7L9/OJ30Xd9668aVp1HijSh5\n+6KP52Yn6c/W/EZLOrCq5vLLazuQiEv6DLIa6BqFgLkD7bxzdiWcP7+yJ42g5420POCg38QgSF1s\nMZ9ScsklPsgOeosIWjuDUaUmTUrOP4sOlhD/sz/gAH8xQDRofe218lGnpLDyBvlNK65YfhV1V1fl\nft1COeUAACAASURBVMMAd/T/8sHj25XCCx9vvtmPIhYfcjw4TbfddtFW60pbb+3XDQJ55/wFikEX\nVHnTWII/npVWClsXo90KBsOyp42clyZ++lHyFwDFfyhWXz27lS+aBxfkBq62WvX9J3VHFVyw2j5G\nN3RrweANfZF0oU9S/Ucrjc58NOvCtk6R1ItFVDBs+kCVNtpku+a/DzRVD2icc025SdpO0nhJL0s6\nPOHxxSRdJWmCpEclrZmyHYfG6O31tzQLFtS2nZkznVu4MJzv7nZOcu6UU5w79VTnll7aLx882Lnl\nlnPuo4/CdadMKX/ugw8699hj4bzk3Oc/71xPj3OXXurcX/+aXAbJucMOC6cl5267LZzfbLNT/zd9\n/fXhOvFtzJ5dPv/DH/r7J54Il48ZEz4/fps717kZM/z7Gn2dzvn3Y84c59Zaq/w5yy/v3MiRfvoP\nf3DuvvucO/jg8nVuuSUs7+OP++mJE8PHDz7YuT/+0bkjj/Tzvb3OffCBc5MmObfttunlDbYVvQU+\n97lw2fjxftmee4bL5s8Pp4PlBx/sX2Nvr3MrreSXHX10+v4XLqxcduut6etLvo4E09EySs5tv332\nc4PbT35S23r+dmrN6+61Vzg9eXLyOm+8Uc++a79deWVzthu//eAH/bOf4t+y682TT7a6fM2/jR3b\n+jIU81b7bw635t2+8x3nSjGnkm6JC/t6k2+5fkXSWpIGSxoraf3YOr+UdHZp+geSrkrZVnLEhLby\n3e/6wDlqyhTnpk+vbzt77eXcGWdUX+/ee52bNctPH3igc9ddFz42Z45zRx890jnna/g77zj3619X\nBrRxp57q13nhhfLlvb3OPfpo8hesFtGAafnlndttN/e/sgUHBBMnOrfppuF6vb3+wCQgOffyy869\n+66fDt6jP/2pshyTJ/tAetVV/WN/+YsP3l9+2bn//tcve/VV/3lNnRo+76c/DfcffG7RQLO3N5z+\nxz+cGz26fL/33OPcv/8dljd+Cw5Ofvtb5266KVzvjjuS119ySX//7rvOjRjhpw891AfNTz/ty3/c\ncc5tsIFzK67oH//CF5z77Ged+/73wwOlSZN8sF8tuN5552B6pLv//srHjzuuctl114XTr70Wvuf+\nhzesf7X8WB97bOWyww9PX985/3qTHgs+52q3vfd27rLLnPv738NlZ5xRuZ+ZM5OfHxwk1Xo76SR/\n//nP1/e8rNusWeXzu+/euG3XdxuZ+fjDD/v7tdcurzeddHvppfC7WO/tzDNbX/7W3UamPnbUUa0u\nW7FvJ55Y+7rf/rZzrQiYN5F0e2T+iHgrs6Q7JH21NL2IpPdTtuWAeo0cObLh2xw71rmLL3bu7rt9\nC/CZZ9b+3F12ce7LX/Z/7vPn+2UvvBBOByZOdO7mmyuff9ZZYcv83Xf7lm3nfKvV176WvM8FC/wf\nWFRvr28xT9LT44PQBx4Il914ow/K4tuoZqONnOvq8oHrW2/5wDuJ5FvGn3jCr7P00s5tsYUPHk86\nybkJE8rXffTR6vvu6fG3efOcu+SS8uUHHRT+OJ57rj+Lceut/vFp05z7/e+d22OPka631wfcwUHM\njjuG25kxwy8L3qdgex995Mu3995+nQce8GdPoi3z0duIEeWt5875z0xy7m9/8wcHd97p3BprhOsM\nH16+/hNPhPOXXOLc8ceHjz3/fHbL+n//G9aj4HU895xzH35Yvl708fhtq638/bx5/kDwoIPC9UeN\ncu5HPwoPNNZdN6x/b77p9xW8t3/7m3P77+/ctdeG295tt/J9/fzn4XaCg6lf/KK8bIEJE8J5Kf2g\nTHJum23K56+5xrlPfzp53Xfe8d/RDTYoX77EEs6tuebIskB4/PjK91vy399omXfd1X8HgjoZLP/l\nL5274ILKMjjn68R++5Uv33JLf8Yq7SBmvfXS34NG3V57zZd5772Tyx6/XXFFOH3MMdnrLr10fWU5\n7bTKZZ/9bH3b8AFU5e2yy8LppZYq/yzzvXcjE5fvsEP6dy9+O+II5w44wE8feGDzP+tG3/bZp3Hb\nWmaZcPqBB2p/3g47ONeKgPm7ks6PzO8t6YzYOs9JWi0yP0HS8gnbckC99t1331YXAW1o1iyflvLa\na+nrROvOrFk+sJsxo3ydV16pb7833uiDralTfeD+9tvhY3Pnlrf0v/JK5UHJl77kD2bmzy9f1zm/\n7Lnnkvfb3e0Pms46y595mT7dn9V4443Kde++O9zvCy/4gGzKlMr1nnnGl3/uXP+annoq+7VnHaQl\nmTnTHzQtWODft/nz/cGqc869/rq/nzXLuXHjwuf86U/+wCwq2Ocxx/izG/vv78+sPPmkb3WaOtUf\n5Hz4oT8wOflkH8gH1lvPudtvd+6hh/z7MW9e+fYPO8w/PmeOnw/qzbhx/jnO+YOwd97x6VPBa0tz\n+eX+Nc+eXVm/pk3zB3A9PeXLr7vOB9v/+ld4hm/KFP/8nXf2ZbnySn+moqfH7/+dd/zB9xln+Hq9\n005++++95w8WXnjBRwbf+pYPwCXnNtvMufvv9/Xm0EOd23pr5264wa87e7Y/i3PllZXle+YZX65r\nrnHui1/037vnnvPPdc6//xtt5Oeff94fqFx4of/cH3nEufPP9+/Jrrv61LXARx/5A914gDphgj+w\nOvlkv95//+vL8MYbzm2yiS/ne+/5137GGb5uLljgP8Pubn9gdcQRfttB3V+wwJ+1u/hi/5mfeqqv\nCzNn+vd+/nznTjghbFiYOjUsz49/7N8vyTeybLyxPwNy4YW+5Xj8eF+mddbZ111zjX+NPT3+7N0q\nq4Tf0/nz/Zm1W27xZ+cefdQfOA4eHH7ezvmziL/+tX9dTz3lH/vwQ3/gfuSR/vN+6CH/mV99tT/g\nlPz7vM8+PtXuzTedO+88v9zMN1xceKFPzTrySOf+8x9/hih6QLL77s6dc064ve2392c2DznEf3cv\nusg//29/8ymDU6f693jiRP+d3ntvXwePP96/vkce8fVtiy389m680b/m7m7/vKuucu5nP/MHBocd\n5txXvuLPko0cGX6HN9nEb2PePP+Zff3r/uzOdtv5bW6wQdjgsNRSvnHnX//KDpjN+aC0oczsu5K2\ndc7tX5rfW9LGzrmDI+s8V1rn7dL8K6V1psW21fgCAgAAADHOucSOeJs1FMRbktaMzK9RWhb1pqRP\nSnrbzBaRtEw8WJbSCw4AAAD0h2Z1K/eEpGFmtpaZLSZpD0k3xda5WdK+penvSUoY2BEAAABoraa0\nMDvneszsIEmj5IPyi5xzL5rZcZKecM7dIukiSf80swmSPpAPqgEAAIC20pQcZgAAAKBTtO1If2a2\nnZmNN7OXzSx1fBwMHGZ2kZlNMbNnI8uWM7NRZvaSmd1pZstGHjvDzCaY2VgzGx5Zvm+pXr1kZj/q\n79eB/mVma5jZvWb2gpk9Z2YHl5ZTd5DKzBY3s8fN7OlSvRlZWj7UzB4r1YN/mdmipeWLmdlVpXrz\nqJmtGdnWkaXlL5rZNq16TehfZjbIzJ4ys5tK89SdAmvLgNnMBkk6U9K2kjaStKeZrd/aUqEN/EO+\nTkQdIelu59x68nnwR0qSmW0vaR3n3Kcl/VzSuaXly0k6RtJXJH1V0shooISO1C3pt865jSR9TdKB\npd8T6g5SOefmS/qmc+4LkoZL2t7MvirpJEl/c86tK2mGpJ+WnvJTSdNK9eY0SSdLkpltKOn7kjaQ\ntL2ks82Mi9kHhkMkjYvMU3cKrC0DZkkbS5rgnHvdObdQfgjtXVpcJrSYc+4hSdNji3eRdGlp+lKF\n9WQXSZeVnve4pGXNbGX5gHuUc26mc26GfJ79ds0uO1rHOfeuc25saXq2pBfle+6h7iCTc25uaXJx\n+Wt+nKRvSrq+tPxSSd8pTUfr03WStixN7yw/km23c26S/JgDGze35Gg1M1tD0g6SLows3lLUncJq\n14B5dUmTI/NvlpYBcZ9wzk2RfGAkaeXS8rQ6FF/+lqhbA4aZDZVvLXxM0srUHWQpnVJ/WtK7ku6S\n9KqkGc653tIq0f+m/9UP51yPpJlmtryoNwPVqZIOkz/IkpmtIGk6dae42jVgBvJKu4qV01gDnJkt\nJd96c0ippTleV6g7KOOc6y2lZKwh37JXT2og9WaAMrMdJU0pndmK1oNa6wR1pw21a8Bcy8AngCRN\nKZ0ul5mtIum90vK35AfGCQR1iLo1AJUurrlO0j+dczeWFlN3UBPn3IeSRsvnwA8pXWcjldeB/9Wb\n2GBcafUJnevrknY2s9ck/Us+xeJ0+fQu6k5BtWvAXMvAJxiYTOVH3zdJGlGaHiHpxsjyH0mSmW0i\nfxp1iqQ7JX3LzJYtXcT1rdIydLaLJY1zzp0eWUbdQSozWzG4qNPMlpT/vMdJuk9+sC3JD74VrTdJ\ng3HdJGmPUk8Ia0saJum/zX8FaBXn3B+cc2s65z4lH7/c65zbW9SdQmvW0Nh9kjbwSYuLhRYzsysl\ndUlawczekDRS0l8kXWtmP5H0uvwVxXLO3WZmO5jZK5LmSPpxafl0Mzte0hj5U/DHlS7gQocys69L\n2kvSc6V8VCfpD/JXrF9D3UGKVSVdWmoRHCTp6lLdeFHSVaW68LT8IFxSymBczrlxZnaNfLC9UNIB\njgEQBqojRN0pLAYuAQAAADK0a0oGAAAA0BYImAEAAIAMBMwAAABABgJmAAAAIAMBMwAAAJCBgBkA\nAADIQMAMAAAAZCBgBgAAADIQMAMAAAAZCJgBAACADATMAAAAQAYCZgAAACADATMAAACQgYAZAAAA\nyEDADAAAAGQgYAYAAAAyEDADAAAAGQiYAQAAgAwEzAAAAEAGAmYAAAAgAwEzAAAAkIGAGQAAAMhA\nwAwAAABkIGAGAAAAMhAwAwAAABkImAEAAIAMBMwAAABABgJmAAAAIAMBMwAAAJCBgBkAAADIQMAM\nAAAAZCBgBgAAADIQMAMAAAAZCJgBoA5mNtHMtmzQtgab2bWlbfaa2RaN2C4AoLEImAGgtR6UtJek\nd1pdkGrMjP8MAAMSP34AUCMzu0zSmpJuNrMPzex3peU7m9nzZjbNzO41s/Ujz5loZkeY2Qtm9oGZ\nXWRmi0mSc26hc+4M59wjknpr2P8IMxtX2vcrZrZ/7PFdzOxpM5tpZhPMbJvS8uXM7GIze6tUhhtK\ny/c1swdj2+g1s0+Vpv9hZmeb2a1mNktSl5ntYGZPlfbxupmNjD1/MzN72Mymlx7/kZl92czeNTOL\nrLebmY2t5/0HgFYhYAaAGjnnfiTpDUk7OeeWcc6dYmbrSrpS0sGSVpJ0u3xAvWjkqT+U9C1J60ha\nT9JROYswRdIOzrllJP1Y0qlmNlySzGxjSZdKOtQ5t6ykLSRNKj3vcklLStpA0icknRp9WfGXGZvf\nU9LxzrmlJT0kabakfUr72FHSL8xs51IZ1pJ0m6TTJa0oabiksc65MZKmStomst29JV1S/1sAAP2P\ngBkA6meR6e9LusU5d69zrkfSKfLB6aaRdf7POfe2c26GpBPlg9C6Oedud85NKk0/KGmUpM1LD/9E\n0kXOuXtLj7/jnHvZzFaRtK2knzvnPnTO9ZSeW8trk6QbnXOPlba5wDn3gHPuhdL885KukvSN0rp7\nSrrLOXdNaT/TnXPPlh67TNI+kmRmy5fK9K887wMA9DcCZgDom9UkvR7MOOecpMmSVo+s82Zk+vXS\nc+pmZtub2aOltIrpkraXb8mVpE9KejXhaZ+UNM0592Gefcq/lmgZNi6lnbxnZjMk/byGMki+lXsn\nM1tS/iDjAefclJxlAoB+RcAMAPWJpyy8LWmt2LJPqjxI/mRkeq3Sc+pSynu+TtLJklZyzi0nn/4R\ntAhPlk/5iJssaXkzWybhsTmSPhbZxyoJ68Rf75WS/iNpdefcEEnnxcowLKn8zrm3JT0q6bvy6Rj/\nTFoPANoRATMA1OddSZ+KzF8jaUcz+6aZLVq6EHCefHAYONDMVi+lIvxBPo1Bkg+EzWyJ0uziZrZ4\nyn4XK92mOud6zWx7lecEXyTpx6VymJmtZmbrOefelQ+szzazIaUyBmkcz0jayMw+V9rvSFUGyHFL\nSZrunFtYypv+YeSxKyRtZWa7m9kiZra8mX0+8vg/Jf1e0mck3VBlPwDQNgiYAaA+f/n/7d17mFZ1\nuf/x942nPLQD2XnARErNQ5bYDtR2++eYlaamZh4gTTF3ptuyMi2rXWplyd55SEnTlNTciuAh3Vrp\nRp1QC0VgPCAglpjgsRSwNA/w/f2x1sQz4zAMi5lZz3qe9+u6vJi1ntM9dQM3az7r+wW+na+IcWJK\n6VGyK6bjgOfJboT7RErpjZrXXEWWN34MmEeWY243l+xK7xDgN8DLETG084emlP5KdmPhpIh4ARgF\n3Fjz+DSyGwHPBRYDrWQrekCWHX4DmEN24+CX8tfMA74L3A48SrbE3cr8B/C9iFhMdvPiNTU1PAns\nDZwEvADMBN5X89obyK6wX59S+nsPPkuS6kJkcbuVPCliL7I/hAeQ3VQyttPjQ4HxZHeI/wU4PP/x\nGxExluwvkCC7GeTL+fk7gU2BV8iuaHwspfTnXvq+JKkuRMTjwNHtN+M1u4h4DDjG/z0kVclKrzDn\nC9WPI7uj+T3A6No1RnM/Ai5LKe1IdrXizPy1uwIfTCntQPYjuJGddrIanVLaKaX0fodlSWpsEfEp\nYJnDsqSqWXPlT2EkMC+l9ARAREwA9if70V677YGvAKSUWiOi/ceECXhLns8bkH9e7V3RRkIkNbqV\n/xivCeQ/VdyOLL4iSZXSk4F1MzouK7SAjsslAbQBB0K2exOwQUQMytfubCXb8nUhcGtKaW7N68bn\nO0YVXcRfkupaSuldXlGFlNLuKaVNUkqTy65FklZVT64w98TJwLiIGANMIRuOl0bElsC2ZDezBDA5\nIn6TUroH+HRK6emIWB+4PiIOTyld2fmNI8KrM5IkSepzKaXOmzcBPRuYF7L8TmuAd+Tnat/8abK1\nNckH4E+llJZExDHA1JTSK/ljvwZ2Be7JX0NK6W8RcRVZ9ONNA3P+nB6UKS03ZswYLrvssrLLUAXZ\nOyrCvlFR9k79iOhyVgZ6FsmYBmwVEVvkC+ePAm7q9AGDY/mnfINsxQyAPwG75etxrkW2fersiBgQ\nEYPz164F7As8vArfk9StYcOGlV2CKsreURH2jYqyd6phpQNzSmkp8AWyNURnARNSSrMj4vSI2Dd/\nWgswNyLmABuxfI3Ra4E/Ag+Rrcc5M6V0C/AW4NaIaANmkOWif9Zr35UkSZLUS3qUYU4p/QbYptO5\nU2u+vg64rovXLQOO7eL8y8AHVrVYqacGDhxYdgmqKHtHRdg3KsreqQaXdVNDGj58eNklqKLsHRVh\n36goe6caerTTX5kiItV7jZIkSaq2iFjhKhleYZYkSZK64cCshtTa2lp2Caooe0dF2Dcqyt6pBgdm\nSZIkqRtmmCVJktT0zDBLkiRJBTkwqyGZCVNR9o6KsG9UlL1TDQ7MkiRJUjfMMEuSJKnpmWGWJEmS\nCnJgVkMyE6ai7B0VYd+oKHunGhyYJUmSpG6YYZYkSVLTM8MsSZIkFeTArIZkJkxF2Tsqwr5RUfZO\nNTgwS5IkSd0wwyxJkqSmZ4ZZkiRJKsiBWQ3JTJiKsndUhH2jouydanBgliRJkrphhlmSJElNr7sM\n85r9XYwkSVJZXnoJUoIBA2CNNbJf27+OyP6TOnNgVkNqbW2lpaWl7DJUQfaOirBv6tuCBXDNNXD1\n1fDII7DmmrBsGSxdmv3a/nVK2cDceZDuy6+XLGll8OCWfvmsRv16QD8EjB2YJUlSw3n+ebj22mxI\nnjULPvlJGDsWdtstG5i7klL2X+dBuqdfF3ndzJnw3vcW/8xV+fq11/r2/cv6GlZ/8P7iF7vvJzPM\nkiSpISxeDL/8ZTYkT50Ke+8No0fDxz4G66xTdnXqKymt/uC94Ybw9revOMPswCxJkirr5Zfhlluy\nIfn222H33bMhed99Yf31y65OVeLGJWo6rmupouwdFWHf9K/XXoObb4bDD4chQ+BnP4NPfAKeeCK7\nwnzoodUZlu2dajDDLEmS6t7SpfDb38KECXD99bDtttmV5LPPho02Krs6NTojGZIkqS6lBPfemw3J\nEyfCppvCqFHZFeShQ8uuTo3GdZglSVIlpAQPPZRlkidMyG7WGz0a7rwTttmm7OrUrMwwqyGZCVNR\n9o6KsG9W32OPwfe+BzvskOWRly2DG26A2bPh1FMbd1i2d6rBK8ySJKkU7RuKTJgATz4JhxyS3cC3\nyy79sxmF1FNmmCVJUr9p31BkwgR4+OFsQ5FRo6ClZcUbikj9obsMswOzJEnqU11tKDJqFOy5pxuK\nqH64DrOajpkwFWXvqAj75s1efhkmTYIDD8xWtLjhBjjqKFi4EK66Cvbbz2EZ7J2q8IcfkiSpV7z2\nGvzf/2VXkm++GUaOzFa4GD8eBg4suzqpOCMZkiSpsKVLYcqUbEiu3VDkoINg443Lrk7qOddhliRJ\nvSYluO++bEieOBE22SQbkmfMcEMRNSYzzGpIZsJUlL2jIpqhb1KCBx+Eb34TttwSjjwSBg3KNhSZ\nMQNOPtlhuYhm6J1G4BVmSZK0Qo89li0Bd/XV8Ne/ZqtbXH897LgjRJc/vJYajxlmSZLUwYIFWdTi\n6quzDUUOPjiLXLihiBqZ6zBLkqRuuaGImp3rMKvpmAlTUfaOiqhq3yxZApdfDh//OGy9Ndx1F3z1\nq/DUU3DJJfCRjzgs97Wq9k6z8beBJElN5JVXsjWSJ0yAyZNh992zG/iuvRbWX7/s6qT6ZCRDkqQG\n19WGIqNGZbvwuaGIlDHDLElSk3FDEWnVmGFW0zETpqLsHRVRL32TEtx7L3z5y7D55lkeeeutYfp0\nuPtuOP54h+V6Uy+9o+6ZYZYkqcJSyla1uPrqLJe89trZleQ774Rttim7OqkxGMmQJKmCutpQZPRo\nNxSRijLDLElSA1i4EK65xg1FpL5ghllNx0yYirJ3VERf9s3zz8NPfwq77Qbvex/MmgU//GG2G9/5\n58MHP+iwXGX+mVMNPfotFhF7RcSciHg0Ir7exeNDI2JyRDwQEXdExJCax8ZGxMMRMSsizq05//6I\neDB/z3M7v6ckSc1qyRK44orlG4r89rfLNxS59FI3FJH620ojGRExAHgU2AN4CpgGjEopzal5zkTg\nppTSlRHRAnw2pXREROwK/FdK6d8iIoB7gFNSSlMi4l7gCymlaRHxK+DHKaVbu/h8IxmSpIb3yitw\nyy1Z3GLy5GxL6tGj4ROfcEMRqT90F8noyb9PRwLzUkpP5G82AdgfmFPznO2BrwCklFoj4sb8fALe\nEhFvIbuavSbwbERsArw1pTQtf94VwAHAmwZmSZIa1euvw223ZTfv3XwzfOAD2ZB8ySUwaFDZ1Ulq\n15NIxmbAkzXHC/JztdqAAwEi4kBgg4gYlFKaCrQCTwMLgVtTSnPz1y9YyXtKhZkJU1H2jopYlb5Z\nujRb8u3zn4chQ7I88s47w5w52W58n/2sw3Iz8c+cauitBNTJwLiIGANMIRuOl0bElsC2wBAggMkR\n8Rvg76vy5mPGjGHYsGEADBw4kOHDh9PS0gIsbzSPPa49blcv9XhcneO2tra6qsfjxjhOCS68sJU7\n7oDf/a6FTTaBESNaOf98GDVq+fNnz66Pej3276tmOG5ra2PRokUAzJ8/n+70JMO8C3BaSmmv/PgU\nIKWUxq7g+esDs1NKQyPiJGCdlNIZ+WPfBl4BrgTuTCltl58fBeyWUjqui/czwyxJqqSHHnrzhiKH\nHpptUy2pvqzusnLTgK0iYouIWBsYBdzU6QMG5zf1AXwDGJ9//Sdgt4hYIyLWAnYDHkkpPQMsjoiR\n+euOAG5EkqSKe+wx+P73YYcdYN99swjGddfB7Nlw6qkOy1IVrXRgTiktBb4A3AbMAiaklGZHxOkR\nsW/+tBZgbkTMATYCzsjPXwv8EXgImAnMTCn9Kn/seOBSshU45qWUftM735L05h91ST1l76iISZNa\nOftsGDkSPvQhePZZuOgiePxxGDsWdtrJ3ffUNf/MqYYeZZjzYXabTudOrfn6OuC6Ll63DDh2Be85\nHXjvqhQrSVK9+POf4dprs8jFjBlwyCHwgx9AS4trJEuNxq2xJUnqoSVL4Je/zIbk3/8+21hk9GjY\nc09YZ52yq5O0OrrLMDswS5LUDTcUkZrD6t70J1WOmTAVZe8Isg1FfvUr+MxnsrWSL7oI9tkH5s+H\nG2+EUaM6Dsv2jYqyd6rBlJUkSWSrWdx1V3Yl+frr4d3vzq4k/+hHsPHGZVcnqUxGMiRJTSsluO++\nbJ3kiROzwXjUqGyt5C22KLs6Sf2pu0iGV5glSU3noYeyIXnChGxFi9Gj4fbbXSNZUtfMMKshmQlT\nUfZO4/rDH+CMM7INRfbZJ8spX3stzJkDp522esOyfaOi7J1q8AqzJKlhLVwI11yTXUl+4gk4+ODs\nBr5dd4UBXjKS1ENmmCVJDSEl+OMfYdq0LJc8dSrMnQsHHJDlknff3Q1FJK2Y6zBLkhrOs88uH47b\nf11vPRgxItuiesSIbJtqNxSR1BMOzGo6ra2ttLS0lF2GKsjeqU8vvQTTpy8fjO+7L9t1r3Y4HjEi\nWzO5DPaNirJ36oerZEiSKuO11+DBBztePX78cdhxx2w4PuAA+MEPYKutILr8q02SepdXmCVJpVm2\nDObNW37VeNq0bMm3LbdcfvV45MhsZYu11iq7WkmNzEiGJKkuLFzYMXN8//2w4YYdh+OddoINNii7\nUknNxoFZTcdMmIqyd3rPiy9mA3FttOK115YPxu2547e/vexKV599o6LsnfphhlmS1Kf+/ndoa+sY\nrXjqKXj/+7Oh+NOfhnPPzbabNncsqWq8wixJWiVLl8Ls2R2H49mzYbvtOq5asd12rnssqTqMko/B\nDQAAHxRJREFUZEiSCkkp2yGvNnc8YwZsumnHaMXw4bDuumVXK0nFOTCr6ZgJU1HN3jt//nPHtY6n\nTcuuEtcOxx/4AAwaVHal9aXZ+0bF2Tv1wwyzJOlN/va37Gpx7dXjF17IBuIRI+Df/x0uvhg226zs\nSiWpXF5hlqQm8Prr8PDDHYfjP/whW9+4/erxyJGw9dYwYEDZ1UpS/zOSIUlNJCV47LGO0YoHH8xW\nqKiNVrzvfbD22mVXK0n1wYFZTcdMmIqqYu88/XTHtY6nTYO3vnX5YDxyJPzLv2Tn1Deq2DeqD/ZO\n/TDDLEkNYvFimD69Y7Ti5ZeXD8df/GL268Ybl12pJDUOrzBLUp169VV44IGO0Yonn8yWcKuNVrzr\nXW4GIkmry0iGJNW5ZctgzpyO0YpZs7Kb8GqjFe95j5uBSFJfcGBW0zETpqL6o3dSggULOq51PH06\nvP3tHYfjnXaC9dbr01LUS/wzR0XZO/XDDLMkleiFF5bfjNc+JKe0PFbx9a9nax8PHlx2pZKkrniF\nWZJ60csvw8yZHaMVzz6brVJRmzvefHNzx5JUT4xkSFIfeOMNeOSRjtGKuXOznHFttGKbbWCNNcqu\nVpLUHQdmNR0zYSpqRb2TEjz+eMfl3GbOzK4Utw/GI0fCjjvCOuv0f90ql3/mqCh7p36YYZakVfTc\ncx0zx9OmwbrrLh+OTzstyx2/7W1lVypJ6mteYZbU9F56CWbM6DgcL168fDgeMSL7b8iQsiuVJPUV\nIxmSlHvtNXjooY7Riscfz6IUtbnjrbbypjxJaibdDcwD+rsYqT+0traWXYLqwLJl2U14V14JJ5wA\nu+wCgwbBUUfB/ffDzjvDL34BixbB734H554Lm23WytZbOyxr1fhnjoqyd6rBDLOkhrFwYcfc8f33\nw4YbLr9qfPDB2WYgG2xQdqWSpCoxkiGp8q6+Gk46KYtb1K51PGJEtnueJEkrY4ZZUsN66CH48Ifh\nlluyAdkohSSpCDPMajpmwprDX/8KhxwCZ52VXVXujWHZ3lER9o2KsneqwYFZUiWlBMcdB7vuCkcc\nUXY1kqRGZiRDUiVdeimcc052c99665VdjSSp6swwS2ooDz4Ie+wBU6bAdtuVXY0kqRGYYVbTMRPW\nuF56Kcstn3NO3wzL9o6KsG9UlL1TDQ7MkiojJTj2WPjQh+Dww8uuRpLULIxkSKqMn/0MzjsP7r3X\n3LIkqXeZYZZUeQ88AB/5CNx1F2y7bdnVSJIajRlmNR0zYY3lpZeyba3PPbfvh2V7R0XYNyrK3qkG\nB2ZJdS0lOOYYaGmBww4ruxpJUjMykiGprl10EVxwAUydCuuuW3Y1kqRGZYZZUiXNnAkf+xjcfTds\ns03Z1UiSGpkZZjUdM2HVt2RJtt7yeef177Bs76gI+0ZF2TvV4MAsqe6055b32ANGjy67GklSs+tR\nJCMi9gLOJRuwL00pje30+FBgPPB24C/A4SmlpyKiBTgHSEAA2wKHppRuioifA7sBi/PHx6SUHuzi\ns41kSE3mwguz7PLvf29uWZLUP1YrwxwRA4BHgT2Ap4BpwKiU0pya50wEbkopXZkPyZ9NKR3R6X0G\nAfOAzVJKr+YD800ppRtW8vkOzFITac8t/+53sPXWZVcjSWoWq5thHgnMSyk9kVJ6HZgA7N/pOdsD\ndwKklFq7eBzgIODXKaVXV/HzpVVmJqyaFi/O1lseN668YdneURH2jYqyd6qhJwPrZsCTNccL8nO1\n2oADASLiQGCD/IpyrVHA1Z3OfT8i2iLirIhYq+dlS2o0KcHnPpddXT700LKrkSRpuTV76X1OBsZF\nxBhgCrAQWNr+YERsAuwA3FrzmlNSSs/mg/LPgK8D3+/qzceMGcOwYcMAGDhwIMOHD6elpQVY/i8z\njz32uNrHF1wAM2e28pOfAJRbT7t6+t/H4/o+bmlpqat6PPbY45Uft7W1sWjRIgDmz59Pd3qSYd4F\nOC2ltFd+fAqQOt/4V/P89YHZKaWhNedOALZPKR27gtfsBnw1pbRfF4+ZYZYa3PTpsNde2U1+W21V\ndjWSpGa0uhnmacBWEbFFRKxNFq24qdMHDI6I9g/4BtmKGbVG0ymOkV91Jn/dAcDDPahF6pH2f0mq\n/i1enK23/JOf1MewbO+oCPtGRdk71bDSgTmltBT4AnAbMAuYkFKaHRGnR8S++dNagLkRMQfYCDij\n/fURsQXwjpTSbzu99f9ExAPAA8BgVhDHkNS4UoKjj86uLh9ySNnVSJLUNbfGllSa88+Hyy6De+6B\nt7yl7GokSc1stdZhLpsDs9SY7r8f9t47yy1vuWXZ1UiSmt3qZpilyjETVt8WLcoiGBdcUH/Dsr2j\nIuwbFWXvVIMDs6R+lRJ89rOwzz5w0EFlVyNJ0soZyZDUr847D664Isstr7NO2dVIkpQxwyypLtx3\nH+y7L0ydCu96V9nVSJK0nBlmNR0zYfXnxRezLa9/+tP6HpbtHRVh36goe6caHJgl9bmU4KijYL/9\n4MADy65GkqRVYyRDUp8791y46iq4+25Ye+2yq5Ek6c3MMEsqzb33wic+kf36zneWXY0kSV0zw6ym\nYyasPrzwQpZbvvji6gzL9o6KsG9UlL1TDQ7MkvpEe275k5+EAw4ouxpJkoozkiGpT5x9NlxzDdx1\nl7llSVL9M8MsqV9NnQr775/llocNK7saSZJWzgyzmo6ZsPLU5parOCzbOyrCvlFR9k41ODBL6jXL\nlsGRR8JBB2VXmCVJagRGMiT1mh/9CK69FqZMMbcsSaoWM8yS+tzvfpetiHHffbDFFmVXI0nSqjHD\nrKZjJqx//eUvMGoUXHJJ9Ydle0dF2Dcqyt6pBgdmSaulPbd86KHZjn6SJDUaIxmSVst//Rf88pfw\n29/CWmuVXY0kScV0F8lYs7+LkdQ47rkHzjoLpk1zWJYkNS4jGWpIZsL63p//DKNHw/jxMHRo2dX0\nHntHRdg3KsreqQYHZkmrbNkyOOKIbGDeZ5+yq5EkqW+ZYZa0ys48E/73f6G11SiGJKkxmGGW1Gvu\nugvOPdfcsiSpeRjJUEMyE9Y3nn8ePv3pLLe8+eZlV9M37B0VYd+oKHunGhyYJfXIsmXwmc/AYYfB\n3nuXXY0kSf3HDLOkHvnBD+BXv8pyy2sa5pIkNRgzzJJWy5QpcN55cP/9DsuSpOZjJEMNyUxY73nu\nuSy3fNll8I53lF1N37N3VIR9o6LsnWpwYJa0QsuWweGHZ2su77VX2dVIklQOM8ySVuiMM+DWW+GO\nO4xiSJIamxlmSaustRXGjTO3LEmSkQw1JDNhq+fZZ7MoxuWXw2ablV1N/7J3VIR9o6LsnWpwYJbU\nwdKl2bA8Zgx87GNlVyNJUvnMMEvq4Hvfg9tvh8mTjWJIkpqHGWZJPXLnnXDhheaWJUmqZSRDDclM\n2Kp75pnlueUhQ8qupjz2joqwb1SUvVMNDsySWLoUDjsMjj4aPvrRsquRJKm+mGGWxOmnZ8vITZ4M\na6xRdjWSJPU/M8ySVuj22+Gii2D6dIdlSZK6YiRDDclMWM888wx85jPwi1/AppuWXU19sHdUhH2j\nouydanBglprU0qXw6U/DMcfAHnuUXY0kSfXLDLPUpE49Fe6+G267zSiGJElmmCV1MHkyXHKJuWVJ\nknrCSIYakpmwFXv6aTjiiCy3vMkmZVdTf+wdFWHfqCh7pxocmKUm8sYbMHo0HHssfPjDZVcjSVI1\nmGGWmsi3vw1Tp8JvfmMUQ5KkWmaYJXHbbTB+PMyY4bAsSdKqMJKhhmQmrKOnnoIjj4T/+R/YeOOy\nq6lv9o6KsG9UlL1TDQ7MUoNrzy0ffzy0tJRdjSRJ1WOGWWpw3/oWTJsGv/61UQxJklakuwxzj64w\nR8ReETEnIh6NiK938fjQiJgcEQ9ExB0RMSQ/3xIRMyNiRv7rKxGxX/7YsIiYmr/n1RFhnlrqZbfe\nCpdfDlde6bAsSVJRKx2YI2IAMA7YE3gPMDoitu30tB8Bl6WUdgS+C5wJkFJqTSntlFJ6P/Bh4G/A\nrflrxgJnpZTeDSwCju6F70cCzIQBLFgAY8ZkueWNNiq7muqwd1SEfaOi7J1q6MkV5pHAvJTSEyml\n14EJwP6dnrM9cCdkQ3IXjwMcBPw6pfRqfvxh4Lr868uBT65a6ZJWpD23/MUvwm67lV2NJEnV1pOB\neTPgyZrjBfm5Wm3AgQARcSCwQUQM6vScUcDV+XMGAy+mlJbVvOeQVStdWrGWJr+77dvfhvXWg1NO\nKbuS6mn23lEx9o2KsneqobdywycD4yJiDDAFWAgsbX8wIjYBdmB5HGOVjBkzhmHDhgEwcOBAhg8f\n/o8Ga/9Rhscee5wd33svXHllCzNmwJQp5dfjsccee+yxx/V43NbWxqJFiwCYP38+3VnpKhkRsQtw\nWkppr/z4FCCllMau4PnrA7NTSkNrzp0AbJ9SOrbm3HPAJimlZflnnJpS+ngX7+cqGVplra2t//hN\n0UyefBJGjIBJk+Df/q3saqqpWXtHq8e+UVH2Tv1Y3VUypgFbRcQWEbE2WbTipk4fMDgi2j/gG8D4\nTu8xmjyOUeNO4OD86yOBG3tQi6QVeP11GDUKvvQlh2VJknpTj9Zhjoi9gB+TDdiXppTOjIjTgWkp\npZsj4lPAD4FlZJGM4/MbBImILYC7U0qbd3rPd5LdQDgImAkc3v6aTs/zCrPUA6ecAg88ALfcAgN6\n8k9hSZL0D91dYXbjEqkB3HILHHcczJgB//zPZVcjSVL1rPbGJVLVtIf7m8GTT8LRR8NVVzks94Zm\n6h31HvtGRdk71eDALFXY66/DoYfCV74CH/pQ2dVIktSYjGRIFfa1r8GsWfC//2tuWZKk1dFdJKO3\n1mGW1M9uvhkmTMhyyw7LkiT1Hf+aVUNq9EzYn/6U5ZYnTDC33NsavXfUN+wbFWXvVIMDs1Qxr72W\n5ZZPOgk++MGyq5EkqfGZYZYq5qSTYO5cuPFGoxiSJPUWM8xSg7jppmzba3PLkiT1H//KVUNqxEzY\n/Pnwuc9lueXBg8uupnE1Yu+o79k3KsreqQYHZqkC2nPLX/sa7Lpr2dVIktRczDBLFXDiifDYY1lu\nObpMV0mSpNVhhlmqsBtvhOuvz3LLDsuSJPU/IxlqSI2SCXv8cTjmmCy3vOGGZVfTHBqld9S/7BsV\nZe9UgwOzVKfac8unnAK77FJ2NZIkNS8zzFKd+vKXs5UxbrjBKIYkSX3NDLNUMTfckGWXzS1LklQ+\nIxlqSFXOhP3xj/D5z8M118CgQWVX03yq3Dsqj32jouydanBglurIq69mueVvfQtGjiy7GkmSBGaY\npbpywgmwYAFcd51RDEmS+pMZZqkCrrsObr7Z3LIkSfXGSIYaUtUyYX/4Axx3XJZbHjiw7GqaW9V6\nR/XBvlFR9k41ODBLJXv1VTjkEPj2t2HEiLKrkSRJnZlhlkr2hS/AM8/ApElGMSRJKosZZqlOTZoE\nv/61uWVJkuqZkQw1pCpkwh57DI4/HiZOhLe9rexq1K4KvaP6Y9+oKHunGhyYpRL8/e9Zbvk734F/\n+Zeyq5EkSd0xwyyV4Pjj4bnnsqvLRjEkSSqfGWapjlxzDdx6K0yf7rAsSVIVGMlQQ6rXTNi8edmq\nGOaW61e99o7qm32jouydanBglvpJe2759NPh/e8vuxpJktRTZpilfnLccfDCCzBhglEMSZLqjRlm\nqWRXXw2TJ5tbliSpioxkqCHVUybs0UfhhBOy3PI//VPZ1Whl6ql3VB32jYqyd6rBgVnqQ6+8Agcf\nDN/7Huy0U9nVSJKkIswwS33o85+HJUvgqquMYkiSVM/MMEsluOoquPNOuP9+h2VJkqrMSIYaUtmZ\nsLlz4UtfgkmTzC1XTdm9o2qyb1SUvVMNDsxSL2vPLZ9xBuy4Y9nVSJKk1WWGWepln/scvPwyXHml\nUQxJkqrCDLPUT668EqZMMbcsSVIjMZKhhlRGJmzOHPjKV7Lc8lvf2u8fr15inlBF2Dcqyt6pBgdm\nqRe8/HKWW/7hD+F97yu7GkmS1JvMMEu94Oij4dVX4Re/MIohSVIVmWGW+tAVV8A995hbliSpURnJ\nUEPqr0zYI4/AV7+a5ZY32KBfPlJ9zDyhirBvVJS9Uw0OzFJBf/tbllseOxbe+96yq5EkSX3FDLNU\n0FFHwdKlcPnlRjEkSao6M8xSL7vsMrj3Xpg2zWFZkqRGZyRDDakvM2GzZsHJJ8PEibD++n32MSqJ\neUIVYd+oKHunGhyYpVXQnlv+7/+GHXYouxpJktQfzDBLPZQSjBmTRTAuu6zsaiRJUm8ywyz1gssu\ny9Zavu++siuRJEn9qUeRjIjYKyLmRMSjEfH1Lh4fGhGTI+KBiLgjIobUPLZ5RNwaEY9ExMMRMTQ/\n//OI+GNEzIyIGRHhhsLqNb2dCXv4Yfja17L1ls0tNzbzhCrCvlFR9k41rHRgjogBwDhgT+A9wOiI\n2LbT034EXJZS2hH4LnBmzWNXAGNTStsDI4Hnah77akppp5TS+1NKD67G9yH1mb/+Ncstn3UWbL99\n2dVIkqT+ttIMc0TsApyaUvp4fnwKkFJKY2ue8zCwZ0ppYX68OKX0tojYDrgopfT/unjfnwM3p5Su\nW8nnm2FWaVKCI46AtdaC8ePLrkaSJPWV7jLMPYlkbAY8WXO8ID9Xqw04MP+wA4ENImIQ8G5gcURc\nFxHTI2JsRIdVa78fEW0RcVZErNXTb0jqL+PHw8yZMG5c2ZVIkqSy9NZNfycD4yJiDDAFWAgszd//\nQ8BwsqF7IjAG+DlwSkrp2XxQ/hnwdeD7Xb35mDFjGDZsGAADBw5k+PDhtLS0AMuzPx57XHvcfm51\n3u+hh+DEE1s57zxYb736+v487rvjtrY2vvzlL9dNPR5X47j963qpx+PqHLefq5d6mum4ra2NRYsW\nATB//ny609NIxmkppb3y4zdFMjo9f31gdkppaETsDJyZUto9f+xwYOeU0hc7vWY3sjzzfl28n5EM\nrbLW1tZ//KYo4qWXYMQI+Na34DOf6b26VP9Wt3fUnOwbFWXv1I/uIhk9GZjXAOYCewBPA/cBo1NK\ns2ueMxh4IaWUIuL7wBsppdPyGwanAx9JKf0lIsYD01JKF0bEJimlZ/KIxtnAKymlb3bx+Q7M6lcp\nweGHw7rrwiWXlF2NJEnqD6u1DnNKaWlEfAG4jSzzfGlKaXZEnE42/N4MtAA/jIhlZJGM4/PXLouI\nk4A78ujydLL4BcD/RMQ/A0GWgT52Nb5Hqddccgk8+CDce2/ZlUiSpHrgTn9qSEV/xPXAA/CRj8Bd\nd8G2nRdPVFPwx6Mqwr5RUfZO/VjdVTKkpvDSS3DIIXDuuQ7LkiRpOa8wS2S55cMOgw02gIsvLrsa\nSZLU31Yrwyw1g4svhlmzYOrUsiuRJEn1xkiGGlLt+pYr09YG//mfMHFitjKGmtuq9I7Uzr5RUfZO\nNTgwq6ktWZLlls87D7bZpuxqJElSPTLDrKaVEoweDQMHwk9/WnY1kiSpTGaYpS5cdBHMmQO//33Z\nlUiSpHpmJEMNaWWZsJkz4TvfgUmTzC2rI/OEKsK+UVH2TjU4MKvpLFkCBx+c5Za33rrsaiRJUr0z\nw6ymkhIceigMHgwXXlh2NZIkqV6YYZZyF14I8+bBFVeUXYkkSaoKIxlqSF1lwqZPh9NOy3LLb3lL\nv5ekijBPqCLsGxVl71SDA7OawuLF2XrL48bBVluVXY0kSaoSM8xqeCllN/ltvDH85CdlVyNJkuqR\nGWY1tZ/8BB5/HK68suxKJElSFRnJUENqz4Tdfz9897swcaK5ZfWMeUIVYd+oKHunGhyY1bAWLcpy\nyxdcAFtuWXY1kiSpqswwqyGlBAcdBEOGwPnnl12NJEmqd2aY1XTOPx+eeAKuuqrsSiRJUtUZyVDD\nmTYNvvOdViZOhHXWKbsaVY15QhVh36goe6caHJjVUF58Mdv6+sQT4V3vKrsaSZLUCMwwq2GkBAce\nCEOHwo9/XHY1kiSpSswwqyn8+MewcCFcc03ZlUiSpEZiJEMN4b774Ac/yIbltdc2E6bi7B0VYd+o\nKHunGhyYVXkvvJDlli+6CN75zrKrkSRJjcYMsyotJTjggOwGv3POKbsaSZJUVWaY1bDOOQeeeQYm\nTSq7EkmS1KiMZKiypk6FsWOX55ZrmQlTUfaOirBvVJS9Uw0OzKqkF16AUaPg4oth2LCyq5EkSY3M\nDLMqJyXYbz9497vhrLPKrkaSJDUCM8xqKGefDc8/D9ddV3YlkiSpGRjJUKUsWgQXXNB1brmWmTAV\nZe+oCPtGRdk71eAVZlXKwIHwyCOwzjplVyJJkpqFGWZJkiQ1ve4yzEYyJEmSpG44MKshmQlTUfaO\nirBvVJS9Uw0OzJIkSVI3zDBLkiSp6ZlhliRJkgpyYFZDMhOmouwdFWHfqCh7pxocmCVJkqRumGGW\nJElS0zPDLEmSJBXkwKyGZCZMRdk7KsK+UVH2TjU4MEuSJEndMMMsSZKkpmeGWZIkSSrIgVkNyUyY\nirJ3VIR9o6LsnWpwYJYkSZK6YYZZkiRJTc8MsyRJklSQA7MakpkwFWXvqAj7RkXZO9XQo4E5IvaK\niDkR8WhEfL2Lx4dGxOSIeCAi7oiIITWPbR4Rt0bEIxHxcEQMzc8Pi4ip+XteHRFr9t63pWbX1tZW\ndgmqKHtHRdg3KsreqYaVDswRMQAYB+wJvAcYHRHbdnraj4DLUko7At8Fzqx57ApgbEppe2Ak8Fx+\nfixwVkrp3cAi4OjV+UakWosWLSq7BFWUvaMi7BsVZe9UQ0+uMI8E5qWUnkgpvQ5MAPbv9JztgTsB\nUkqt7Y9HxHbAGimlO/LHXk4p/T1/zYeB6/KvLwc+uRrfhyRJktQnejIwbwY8WXO8ID9Xqw04ECAi\nDgQ2iIhBwLuBxRFxXURMj4ixkRkMvJhSWlbznkOQesn8+fPLLkEVZe+oCPtGRdk71bDSZeUi4lPA\nnimlY/Ljw4GRKaUTap6zKVlsYxgwBfgUsAPwUeASYDjZ0D0RuAW4CZiaUto6f/07gF+llN7Xxee7\nppwkSZL63IqWlevJjXYLgaE1x+/Iz9W++dNkQzIRsT7wqZTSkohYALSllJ7IH/slsHNK6ecRMTAi\nBuRXmd/0nisrXJIkSeoPPYlkTAO2iogtImJtYBTZFeJ/iIjBEdE+2H4DGF/z2oF5BAOy3PIj+dd3\nAAfnXx8J3FjsW5AkSZL6zkoH5pTSUuALwG3ALGBCSml2RJweEfvmT2sB5kbEHGAj4Iz8tcuAk4A7\nIuKB/Lk/y389BTgxIh4FNgQu7Z1vSZIkSeo9db81tiRJklSmut3pb2Wbpaj5RMSlEfFsRDxYc25Q\nRNwWEXPzDXLeVvPYeRExLyLaImJ4zfkj876aGxFH9Pf3of4VEe/IN1SaFREPRcQJ+Xl7RysUEetE\nxL0RMTPvm1Pz811uuhURa0fEhLxvft++SVf+2Dfy87Mj4mNlfU/qXxExICJmRMRN+bG9U2F1OTD3\ncLMUNZ+fk/VErVOAySmlbchy8d8AiIiPA1vmK7F8Hvhpfn4Q8B1gBLAzcGrtoKSG9AZwYkrpPcCu\nwPH5nyf2jlYopfQqsHtKaSeylZ4+HhE7s+JNt44GXsj75lzgvwAiYnvgEGA74OPABTX3/KixfYnl\n922BvVNpdTkw07PNUtRkUkp3Ay92Or0/2cY35L/uX3P+ivx19wJvi4iNyQbu21JKi1NKi8iy+Xv1\nde0qT0rpmZRSW/71X4HZZCvz2DvqVkrp5fzLdchWlUrA7nTcdOuA/OvafrqW7CZ3gP3I7v15I6U0\nH5hH9necGli+XO7eZEvrtuu8YZu9UyH1OjD3ZLMUCWCjlNKzkA1GwMb5+RX1UOfzC7G3mkZEDCO7\nWjgV2NjeUXfyH6nPBJ4B/g/4A7Co06Zb7T3wj/7Ib5ZfHBEbYt80q3OAk8n+kcUKNmyzdyqkXgdm\nqagV3cXqj7GaXERsQHb15kv5lebOvWLvqIOU0rI8kvEOsit7qxINtG+aVETsAzyb/2Srtg962hP2\nTh2q14F5pZulSLln8x+XExGbAM/l5xcCm9c8r72H7K0mlN9ccy3wi5RS+5rv9o56JKW0BGgly8AP\nzO+zgY498I++iYg1gH9KKb3AivtJjetfgf0i4o/A1WQRix+TxbvsnYqq14F5pZulqGkFHf/1fRMw\nJv96DMs3wLkJOAIgInYh+zHqs8CtwEcj4m35TVwfzc+psY0HHkkp/bjmnL2jFYqIf26/qTMi1iX7\n//sR4E663nTrpvyY/PE7as6PyldCeCewFXBf338HKktK6ZsppaEppXeRzS93pJQOx96ptJ5sjd3v\nUkpLI6J9s5QBwKUppdkll6WSRcRVZJvkDI6IPwGnAmcCkyLis8ATZHcUk1L6VUTsHRGPAX8DjsrP\nvxgR3wPuJ/sR/On5DVxqUBHxr8BhwEN5HjUB3yS7Y32ivaMV2BS4PL8iOAC4Ju+N2cCEvBdmsnzT\nrUuBX0TEPOAvZIMSKaVHImIi2bD9OvAfyQ0QmtUp2DuV5cYlkiRJUjfqNZIhSZIk1QUHZkmSJKkb\nDsySJElSNxyYJUmSpG44MEuSJEndcGCWJEmSuuHALEmSJHXj/wP7kMT0t7N3EAAAAABJRU5ErkJg\ngg==\n", 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JUA+BiIiIiCJQQIJpIcRcIUSpEOKgk9uFEOIjIUSWEGK/EOKiQIzDIqesLpC7JyIiIqIo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\ndHIOZ0ktjH/VJKmVqa1LrFi/pV6vciE0158NY9XGra86rk/ndvTv1p7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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/cnn.ipynb b/notebooks/neural_networks/cnn.ipynb index 3e043d0..ff1cdcf 100644 --- a/notebooks/neural_networks/cnn.ipynb +++ b/notebooks/neural_networks/cnn.ipynb @@ -23,11 +23,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "\n", "import pandas\n", @@ -40,6 +43,10 @@ "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", "from utils import get_mnist\n", + "from matplotlib.pyplot import imshow\n", + "import matplotlib.pyplot as plt\n", + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "\n", "init_engine()" ] @@ -170,7 +177,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to lenet-20171025-111559\n" + "saving logs to lenet-20171107-134454\n" ] } ], @@ -221,8 +228,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 18 ms, sys: 6.83 ms, total: 24.8 ms\n", - "Wall time: 3min 18s\n" + "CPU times: user 17.1 ms, sys: 7.38 ms, total: 24.5 ms\n", + "Wall time: 3min 1s\n" ] } ], @@ -288,7 +295,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -299,7 +306,7 @@ "# label-1 to restore the original label.\n", "print \"Ground Truth labels:\" \n", "print ', '.join([str(map_groundtruth_label(s.label.to_ndarray())) for s in train_data.take(8)])\n", - "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in train_data.take(8)]),cmap='gray'); axis('off')" + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in train_data.take(8)]),cmap='gray'); plt.axis('off')" ] }, { @@ -322,15 +329,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 91 ms, sys: 49.9 ms, total: 141 ms\n", - "Wall time: 492 ms\n" + "CPU times: user 53.7 ms, sys: 5.21 ms, total: 58.9 ms\n", + "Wall time: 731 ms\n" ] }, { "data": { "image/png": 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h4eHmJA1wvSJDD75aQS+B27t3b7MOz7Bhw276uOTkZGbOnBnQtt0qfQIEsK66RX823aty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\ngC6EEDYhAV0IIWxCAroQQtjE/wFIye0NfFiqDQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -340,7 +347,7 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); plt.axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", @@ -435,9 +442,9 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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sqGRUSjQPXjmF+pYOXlxdyHefWUOTz89fL5nI+RMHdJ3LsizufHUT04bEc+74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\nIuIK4AqAuro66uvrh1m+jlT9lm4e39HFh06t5Nd3rR6xr9va2mrfipB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OIUmSNO4ZmF+A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\nREQbKZgjIiIiItpIwRwRERER0cY/yzre3b2RicUAAAAASUVORK5CYII=\n", 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c41FLhoiIiIh0PtsG5ri2ZeUsy4p0KSIiIiLSjdk2MMdGuQha0OIPRroUEREREenGbByY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\n8hn+6Z7N/MaqRfzea5fluxxJkqSiYmCe5H684Tn+/LuPsGZ5I3/19rO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JY11zNvev9giz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\nRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb b/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb index b58b2df..068864c 100644 --- a/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb +++ b/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb @@ -23,11 +23,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "import pandas\n", "import datetime as dt\n", @@ -38,7 +41,11 @@ "from bigdl.util.common import *\n", "from bigdl.dataset.transformer import *\n", "from utils import get_mnist\n", + "import matplotlib.pyplot as plt\n", + "from pyspark import SparkContext\n", + "from matplotlib.pyplot import imshow\n", "\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "init_engine()" ] }, @@ -156,7 +163,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to multilayer_perceptron-20171025-111450\n" + "saving logs to multilayer_perceptron-20171107-134531\n" ] } ], @@ -199,8 +206,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 8.11 ms, sys: 3.14 ms, total: 11.2 ms\n", - "Wall time: 55.7 s\n" + "CPU times: user 9.11 ms, sys: 3.77 ms, total: 12.9 ms\n", + "Wall time: 59.1 s\n" ] } ], @@ -227,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -238,15 +245,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 117 ms, sys: 6.76 ms, total: 124 ms\n", - "Wall time: 938 ms\n" + "CPU times: user 88 ms, sys: 7.54 ms, total: 95.5 ms\n", + "Wall time: 668 ms\n" ] }, { "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -256,7 +263,7 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); plt.axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", @@ -265,14 +272,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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OGjCBOSrMhWVBee2+bRmtFeYhESFUqyVDRERERDppwATmr7bH3rcto6KuEbfTRmSoU2Pl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\nJEnq8C+SVVamKWIhPQAAAABJRU5ErkJggg==\n", 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up10VZhERERE5Jn0iMCc2z2Kubt3H3ByQXXYbLodNc5hFRERE5Kj1icCcFB0MzKW17Qdm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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/introduction_to_mnist.ipynb b/notebooks/neural_networks/introduction_to_mnist.ipynb index ec68827..5da02ab 100644 --- a/notebooks/neural_networks/introduction_to_mnist.ipynb +++ b/notebooks/neural_networks/introduction_to_mnist.ipynb @@ -30,17 +30,23 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "# As always, a bit of setup\n", "%pylab inline\n", "import pandas\n", "from bigdl.dataset import mnist\n", "from bigdl.util.common import *\n", - "\n", + "import matplotlib.pyplot as plt\n", + "from pyspark import SparkContext\n", + "from matplotlib.pyplot import imshow\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "init_engine()" ] }, @@ -106,7 +112,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAABECAYAAACRbs5KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHxebd0nIMiF9AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -114,7 +120,7 @@ } ], "source": [ - "imshow(np.column_stack(train_images[0:10].reshape(10, 28,28)),cmap='gray'); axis('off')\n", + "imshow(np.column_stack(train_images[0:10].reshape(10, 28,28)),cmap='gray'); plt.axis('off')\n", "print \"groud true labels: \"\n", "print train_labels[0:10]" ] diff --git a/notebooks/neural_networks/linear_regression.ipynb b/notebooks/neural_networks/linear_regression.ipynb index 1838f98..af817ae 100644 --- a/notebooks/neural_networks/linear_regression.ipynb +++ b/notebooks/neural_networks/linear_regression.ipynb @@ -23,11 +23,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "import pandas\n", "import datetime as dt\n", @@ -37,7 +40,11 @@ "from bigdl.optim.optimizer import *\n", "from bigdl.util.common import *\n", "from bigdl.util.common import Sample\n", + "import matplotlib.pyplot as plt\n", "from bigdl.dataset.transformer import *\n", + "from matplotlib.pyplot import imshow\n", + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "\n", "init_engine()" ] @@ -166,15 +173,15 @@ "text": [ "predict predict: \n", "\n", - "[ 1.48450136]\n", + "[ 2.33639312]\n", "\n", - "[ 3.27808809]\n", + "[ 2.0999496]\n", "\n", - "[ 1.87193513]\n", + "[ 1.83889556]\n", "\n", - "[ 3.40717745]\n", + "[ 1.95105672]\n", "\n", - "[ 4.11920691]\n", + "[ 2.58288598]\n", "\n" ] } @@ -205,7 +212,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "8.19934\n" + "8.20632\n" ] } ], diff --git a/notebooks/neural_networks/logistic_regression.ipynb b/notebooks/neural_networks/logistic_regression.ipynb index c8e3a69..e800225 100644 --- a/notebooks/neural_networks/logistic_regression.ipynb +++ b/notebooks/neural_networks/logistic_regression.ipynb @@ -23,11 +23,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "import pandas\n", "import datetime as dt\n", @@ -38,7 +41,11 @@ "from bigdl.util.common import *\n", "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", + "import matplotlib.pyplot as plt\n", "from utils import get_mnist\n", + "from pyspark import SparkContext\n", + "from matplotlib.pyplot import imshow\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "\n", "init_engine()" ] @@ -164,8 +171,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 4.83 ms, sys: 1.92 ms, total: 6.75 ms\n", - "Wall time: 20 s\n" + "CPU times: user 5.99 ms, sys: 2.9 ms, total: 8.89 ms\n", + "Wall time: 35.5 s\n" ] } ], @@ -192,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -209,7 +216,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -219,7 +226,7 @@ "source": [ "# Prediction\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); plt.axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", diff --git a/notebooks/neural_networks/lstm.ipynb b/notebooks/neural_networks/lstm.ipynb index 52947fb..2474ce2 100644 --- a/notebooks/neural_networks/lstm.ipynb +++ b/notebooks/neural_networks/lstm.ipynb @@ -23,11 +23,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "\n", "import pandas\n", @@ -39,7 +42,11 @@ "from bigdl.util.common import *\n", "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", + "import matplotlib.pyplot as plt\n", "from utils import get_mnist\n", + "from pyspark import SparkContext\n", + "from matplotlib.pyplot import imshow\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "\n", "init_engine()" ] @@ -60,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -103,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -120,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -158,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -174,7 +181,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20171025-111307\n" + "saving logs to rnn-20171107-134705\n" ] } ], @@ -212,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -220,8 +227,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 36.4 ms, sys: 15.7 ms, total: 52.1 ms\n", - "Wall time: 7min 21s\n" + "CPU times: user 29.3 ms, sys: 12.6 ms, total: 41.8 ms\n", + "Wall time: 6min 7s\n" ] } ], @@ -234,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "collapsed": true }, @@ -248,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -259,15 +266,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 42.8 ms, sys: 3.78 ms, total: 46.6 ms\n", - "Wall time: 1.34 s\n" + "CPU times: user 52.8 ms, sys: 4.8 ms, total: 57.6 ms\n", + "Wall time: 1.99 s\n" ] }, { "data": { "image/png": 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h4eHmJA1wvSJDD75aQS+B27t3b7MOz7Bhw276uOTkZGbOnBnQtt0qfQIEsK66RX823aty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\ngC6EEDYhAV0IIWxCAroQQtjE/wFIye0NfFiqDQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -277,7 +284,7 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); plt.axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", @@ -293,14 +300,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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JTpmq5rFWUh/H/T0DjzWJVXhaB2keAAAASKdMBdNfSvpdoKrHcZLKrLVRKR5NNX3V1qgp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\nE4JgW7dV1YVeu7G8xvXqZEW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0FK7IxQqmnX9r8Xo3I/eXPNP41Rwnj8+GBnk6x2oET2Kc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93YZGgmwAAAC0nJQOFzHGfCxpkKRuxphiSfdJypcka+1rkkZIulhSoaRqSTcl8/z5ea4g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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/rnn.ipynb b/notebooks/neural_networks/rnn.ipynb index 54fe79f..0b28501 100644 --- a/notebooks/neural_networks/rnn.ipynb +++ b/notebooks/neural_networks/rnn.ipynb @@ -23,11 +23,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "\n", "import pandas\n", @@ -39,7 +42,11 @@ "from bigdl.util.common import *\n", "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", + "import matplotlib.pyplot as plt\n", "from utils import get_mnist\n", + "from matplotlib.pyplot import imshow\n", + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "\n", "init_engine()" ] @@ -175,7 +182,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20171025-111346\n" + "saving logs to rnn-20171107-134720\n" ] } ], @@ -221,8 +228,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 25.8 ms, sys: 9.95 ms, total: 35.7 ms\n", - "Wall time: 4min 52s\n" + "CPU times: user 22.4 ms, sys: 9.19 ms, total: 31.6 ms\n", + "Wall time: 4min 6s\n" ] } ], @@ -249,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -260,15 +267,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 41.9 ms, sys: 3.35 ms, total: 45.3 ms\n", - "Wall time: 503 ms\n" + "CPU times: user 77 ms, sys: 6.18 ms, total: 83.2 ms\n", + "Wall time: 944 ms\n" ] }, { "data": { "image/png": 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h4eHmJA1wvSJDD75aQS+B27t3b7MOz7Bhw276uOTkZGbOnBnQtt0qfQIEsK66RX823aty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\ngC6EEDYhAV0IIWxCAroQQtjE/wFIye0NfFiqDQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -278,7 +285,7 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); plt.axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", @@ -294,14 +301,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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/cPNpjtafNG0xbvlwFathEBEREZEjSRswZ/bv5OpxewvLI9wSIiIiIqrPkjZgBoAmjZw3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\nliRJkmpgYJYkSZJqYGCWJEmSavD/YJ0rhXSC0q8AAAAASUVORK5CYII=\n", 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KGAVaPVoBgs5wByV5h8oxY8MBbCsow5yHM2xvZ9WuwyirrMWwnv759VbsdeeV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DUE5lwekNqHb18ywu9yREREpJM0JEPkFPntG5vYsKeKP944jYRY/dcTEREJF+phFjkFNu+t4heL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\nwL6pK9UUm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