diff --git a/.gitignore b/.gitignore index 88b1161..771c77f 100644 --- a/.gitignore +++ b/.gitignore @@ -3,3 +3,9 @@ *.out *.pyc + +\.pytest_cache/README\.md + +\.pytest_cache/v/cache/lastfailed + +\.pytest_cache/v/cache/nodeids diff --git a/.travis.yml b/.travis.yml index b8e2cb8..85c491c 100644 --- a/.travis.yml +++ b/.travis.yml @@ -18,6 +18,8 @@ before_install: brew cleanup -s rm -rf $(brew --cache) fi +- mkdir $MPLCONFIGDIR +- touch $MPLCONFIGDIR/matplotlibrc install: - echo "Build on $TRAVIS_OS_NAME for Python $TRAVIS_PYTHON_VERSION" - | @@ -33,12 +35,25 @@ install: - conda config --set always_yes yes --set changeps1 no - conda create -n _testing python=$TRAVIS_PYTHON_VERSION - source activate _testing -- conda install scripting -c csdms-stack -- conda install landlab jupyter -c landlab +- | + if [[ "$TRAVIS_BRANCH" == "release" ]]; then + conda install landlab -c conda-forge + else + pushd ../.. + git clone --depth=50 https://github.com/landlab/landlab.git landlab/landlab + pushd landlab/landlab + git fetch origin master + git checkout -qf master + git submodule update --init --recursive + conda install --file=requirements.txt + python setup.py develop + popd + popd + fi +- conda install --file=requirements.txt - conda info -a && conda list script: -- mkdir -p $MPLCONFIGDIR -- "echo backend: Agg > $MPLCONFIGDIR/matplotlibrc" -- ./run-all-tests.sh +- mkdir -p $HOME/.config/matplotlib # For Python 3.5 +- travis_wait 50 pytest -vvv # the cellular atomata test takes over 10 minutes, and the entire process takes about 30 minutes, so we'll give it 50 min virtualenv: system_site_packages: false diff --git a/ecohydrology/cellular_automaton_vegetation_DEM/Ecohyd_functions_DEM.py b/ecohydrology/cellular_automaton_vegetation_DEM/Ecohyd_functions_DEM.py index 43cb346..f744966 100644 --- a/ecohydrology/cellular_automaton_vegetation_DEM/Ecohyd_functions_DEM.py +++ b/ecohydrology/cellular_automaton_vegetation_DEM/Ecohyd_functions_DEM.py @@ -187,9 +187,7 @@ def Plot_(grid, VegType, yrs, yr_step=10): pic += 1 plt.figure(pic) plt.plot(years, grass_cov, '-g', label='Grass') - plt.hold(True) plt.plot(years, shrub_cov, '-r', label='Shrub') - plt.hold(True) plt.plot(years, tree_cov, '-k', label='Tree') plt.ylabel(' % Coverage ') plt.xlabel('Time in years') diff --git a/ecohydrology/cellular_automaton_vegetation_flat_surface/Ecohyd_functions_flat.py b/ecohydrology/cellular_automaton_vegetation_flat_surface/Ecohyd_functions_flat.py index 4f7f7e4..48bcf76 100644 --- a/ecohydrology/cellular_automaton_vegetation_flat_surface/Ecohyd_functions_flat.py +++ b/ecohydrology/cellular_automaton_vegetation_flat_surface/Ecohyd_functions_flat.py @@ -111,7 +111,7 @@ def Empty_arrays(n, grid, grid1): Time = np.empty(n) # To record time elapsed from the start of simulation # CumWaterStress = np.empty([n/55, grid1.number_of_cells]) # Cum Water Stress - VegType = np.empty([n/55, grid1.number_of_cells], dtype=int) + VegType = np.empty([int(n/55), grid1.number_of_cells], dtype=int) PET_ = np.zeros([365, grid.number_of_cells]) Rad_Factor = np.empty([365, grid.number_of_cells]) EP30 = np.empty([365, grid.number_of_cells]) @@ -187,9 +187,7 @@ def Plot_(grid, VegType, yrs, yr_step=10): pic += 1 plt.figure(pic) plt.plot(years, grass_cov, '-g', label='Grass') - plt.hold(True) plt.plot(years, shrub_cov, '-r', label='Shrub') - plt.hold(True) plt.plot(years, tree_cov, '-k', label='Tree') plt.ylabel(' % Coverage ') plt.xlabel('Time in years') diff --git a/ecohydrology/cellular_automaton_vegetation_flat_surface/cellular_automaton_vegetation_flat_domain.ipynb b/ecohydrology/cellular_automaton_vegetation_flat_surface/cellular_automaton_vegetation_flat_domain.ipynb index d65c9c0..e908255 100644 --- a/ecohydrology/cellular_automaton_vegetation_flat_surface/cellular_automaton_vegetation_flat_domain.ipynb +++ b/ecohydrology/cellular_automaton_vegetation_flat_surface/cellular_automaton_vegetation_flat_domain.ipynb @@ -80,9 +80,9 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { - "collapsed": true + "scrolled": true }, "outputs": [], "source": [ @@ -92,22 +92,11 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\saisiddu\\Anaconda2\\lib\\site-packages\\matplotlib\\__init__.py:1350: UserWarning: This call to matplotlib.use() has no effect\n", - "because the backend has already been chosen;\n", - "matplotlib.use() must be called *before* pylab, matplotlib.pyplot,\n", - "or matplotlib.backends is imported for the first time.\n", - "\n", - " warnings.warn(_use_error_msg)\n" - ] - } - ], + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [], "source": [ "import time\n", "import numpy as np\n", @@ -139,9 +128,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { - "collapsed": true + "scrolled": true }, "outputs": [], "source": [ @@ -158,9 +147,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { - "collapsed": true + "scrolled": true }, "outputs": [], "source": [ @@ -193,9 +182,9 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { - "collapsed": true + "scrolled": true }, "outputs": [], "source": [ @@ -212,27 +201,31 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, + "execution_count": 6, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0.2,0,'green: grass; red: shrub; black: tree; white: bare')" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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On0XPaA3Z1eQMQHhypMKobyYdQWbPFDFo1I6cmRSRcpKy5MwoiZWv3UxFUZTx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\nA3+AjdH1QmPMLX4aETkAuKc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xGZoGqVF4+XeGtrkoGprRjcgbameUdUzpZ1t1qEamKIoyNfogUxRl9sx7aOlliO3lNtCka4i6iecqGCtYLZfJyc8ebG+IK0CGsX/o0DXHiXdRz491rbzPhhx9nHFz3EOy8vGXMOT+K4zRDTdxGzb2i8g+IvKvIvJpEblURM5x2+8hIh8Tkc+JyFtF5PZu+97u9xVu/xFTyaYoytZiMo1M7GvojsaY74jI7YAPA2cCvwm80xhzvoj8OfBpY8zrROSZwNHGmGeIyBOBXzDGPKGjj6Cxf6xso4MZoY+QE2SWZjJSeEyiA/uxEGmcSYQhsjhBepfp4/rSVb6Lvhk3WvJULJXJWcEq9768TWtkxvId9/N27s8ADwHe4bafBzzGfX+0+43bf6LMIX+IoiibzqT5yERkT2A3cE/gtcDngW8ZY25xRa4CDnHfDwG+AmCMuUVEbgB+FPhmtIODgDOW+sPVD8mytG9hX8qwX+RM8wfp0Z7/Ji2xDy1RdZbYkCfiSpLEePIl2mNnom/fplU3X2DvCwV5txxDm8VjwlQB+bz7JnW8flhQjiaapa1WdbuB+6b+4rWT1PBq+bp7ng2TzloaY35ojLk/cChwHHCfUDH3GbqjW+daRHaIyC4R2cVN48mqKMp8WdmspYjsBG4Cfgf4Mad1nQBUxpiTROR97vtHRGQv4OvANpMQsA5RKrEz1IQyukbtCwmbwti2qKJwlJoSp8qeoUVdWltqZi5oIahYlismbwY5dqu+M4ejXN+MYPkxbFl90RClBCKyTUT2d9/vADwUuAy4CHicK3Yq8C73/QL3G7f/g6mHmKIoSs2Us5ZHY433e2IfmG8zxrxIRI4EzgcOAD4JPMUYc7OI7AO8GTgGuA54ojHmC8k+OlYaT2lbi+1V80d+SFFUpoE+Q1l+X9Wig+L2F+0Vylm05meOfH0Co1tNtK9Pr5nSAg23VJ5o2YKZ9YVNqwqUGaBdBmfE67LNvqr1D1GazNhvjPkM9qHkb/8C1l7mb/8e8Pip5FEUZeuiIUqKosyeWYcobRcxu8jLJJBD14RAahiabNdX4TMyZbTqlmZo6CifGgqOnWs+RElmkEYhV3lcY71/fZdcNep6ffoO3Tf1Prdt3dYA8PtyrP3QUjUyRVFmz7w1sliG2FWFxgT6Ghwg3NF+s4+haxS06o2tkfntBOSLuYcEtaKRKLk/opMaVUK+SNA8DJuoGWtVryxXnOV+VSNTFEWZmi2pkdUsjfMr+1Hk5OrvKJhWz+orpEH5ZadyiiwIorZFCrSOiKtLSYhXsL2IRpJ0xk0FXPfQUEJ2v860QCmH2JALScwVJSBfKzxq0U1bC+5rS1aNTFEUZQVsaY0s620Ustv0cc4cyS5XNMsWsMstqCiXp0BLLZl162XbSVyXVa7nOco6lKlrOZZT70aDuAbzyzbx/wcsqpEpiqJMTadG5kKHTgEeBBwMfBe4BHiPMebSySVMUPuRxexJWemcm1pbFS479mzRVLOqYyX9K/EzCs5IbnRe3LcvA9BKr9NLy2q2MWTGMNHGIM0z1N4Is6sp7TJnZS1g/iFKIlIBPw9cDHwMuBbYB7gXcK57yD3XhSMpiqJsCl2xlh83JhiqCvByEbkrcPi4IimKopSxNY39qWnqDMNrTWoYMYSSTLaRBpbk6hFyMlkoUKhtf/IEuofZSSdSPytEQQaJZnslE0BjkZWBotvcs1G03la536l7IHafpNyAAJmBsT8r+4WIbAdeANzd1RHAGGOOnlA2RVGULLI0MhG5HPgt4LPArfV2Y8yXphOtG18jS2ozOVqGFx4zeJo/4twaar9rQqAok22gz5gMUdkjx+LL3scgvVR/iBbcc4IhxzDe2cbQyYipHJ1j/TQpOEeOraGRAd8wxlwwqSSKoig9yX2Q7RSRNwAXAjfXG40x75xEqlJirgBNjadym+rfoVATV95/X6W0rpato1nGtxXVMgQ0qEXJne535f0OaAstu1LV2BeRgcgx+vK06tbf3XnLyhBbN7toItCrK5u13kLdbl2np+bt1ysJW1tQbXyNaZfB+9C770wPjakoCL2nxhcMmVpjch9kTwPujV2bsh5aGmA9HmSKotymyX2Q3c8Y85OTSjKEjBCWaJLEDEfEkBbXql//TjjYJtdjXFTv73ybleonQNGMbsVS2aB9yWmRqcSCvszJa+fqZ+kFPexTOcefNctbRWQJ2QbxZl5T594/j81+Zux1MCa5IUofFZGfmFQSRVGUnuRqZD8DnCoiX8TayNT9QlGUtSH3QXbypFIMJOpkmBhi1sOfEK1haMhAXtf3DKFLbg0dMZshd4TYkC0rv/857fbahbrdL0LDxaI8X56T52ISIuE0mxy6pSYoCJ/H5HDRP8eRY4PuawhtE0KrTMJwnnKK9idCpCpwE8lwCg8545a4Hq0TXbGW+xljvpPyF6vLjC+aoihKHkmHWBG5EPgUdjXw3caYG932I4GfA34J+EtjzDtWIGtbvo4FerPaCLhh1KRCORZahvvsk5FhaQp/8aVbA/DbSWlFJe4No+ddi4RSZdfPJSOkaLS+U+4dJaFTnlyjnY8JHG3nkCE2qZEZY04UkUcAZwAPFJG7ALcAlwPvAU41xnx9ejEVRVHibK2g8Yy3UR/to6bvWzPH5aMrEDy5FkDdREWrTDT0qVG2pTFV9eYCravJgHsq6/oUaB3J9iLhW0vtxkKzEva+VvtNUn31IdLOmJreHDQyzRCrKMrsue1oZKsK0lXaml29vVGm130X0z5C2lGOdt7HEThDU0zO/PmzxgXtFo00+iYH8NpzMs5bIxOR94rIEasRRVEUpR9dfmRvBN4vIucBf2yM+cH0Ig0gFrzLML+YoL0h5+3r16+W5RxKVkLFyJs6FMjca6WgUN3KdeGVLV1NqNVHYPaz2Z/XWbTdLk0s6I+3uN5xG2OXvxsEZrtzzrkvZ2CWNhb+lnNFQ/bXpXC3Kis4bFPpmrV8m4i8B3ghsEtE3sxyPrKXTyyfoihKJzme/T8AbgT2Bu5E40GmKIqyDnQ5xJ4MvBy4AHiRMeamVQmWQ8kCvV0ZUyEwxd5jSJiTu35IRtZgGSdfcOjr9vVx3B2NnImWxHWJDhMT7hLJzBa+6aEkRCnkQF3VzYw3gWF3FdwvEzIH94sujewFwOM3e/1KRVGUFLN2vxgjRGmpvZw3fl3WDzNynyGtqE/YUU0yKLvk2qWC23tMy2ct8poTIN1joiFnsdys9iPaW5PohECzbEW8jz6UuAqlNFmfHMfd8HVce41sModYETlMRC4SkctE5FIROdNtP0BEPiAin3Ofd3HbRUReJSJXiMhnROQBU8mmKMrWIjeNTx9uwa5C/gkRuROwW0Q+AJwGXGiMOVdEng88H/gd4OHAUe7vp4HXuc9OshwbI1P2S3Uqr1LKzlIXqb+EQokisqTsXTnaUUlKnUal5Z+dvUSaifURcglIaDqt9gqcmXOytS5si/X2naHOvXMScu+IyJXlShLpp9lH8HyWaNq+PTdl7+toAwKyz4TJNDJjzNXGmE+47/8JXAYcAjwaOM8VOw94jPv+aOBNxvJRYH8ROWgq+RRF2TpMqZEtcNEBxwAfA+5mjLka7MNORO7qih0CfKVR7Sq37equ9rO0GP/NF3Lyq9xn6O1NeDardpAMalSRdoLt+W/WneHfIXJWGE/m2I/IteQUGamXY/fqY4fNOTdBaq1tSGB5VShs3U6PkcFYM5Oxc1JqtwtqpVVfqVbH5EHjIrIf8LfAWcaYb6eKBra1roKI7BCRXSKyi7VyBlEUZbOY9EEmIrfDPsT+2mysgXlNPWR0n9e67VcBhzWqHwp8zW/TGPN6Y8x2Y8x29p1OdkVR5sNk7hdidebzgOuMMWc1tr8U+I+Gsf8AY8xvi8gjgWcDj8Aa+V9ljDmuow8Dm+MwmBXDWBLTN1acY6tQ2Gm2aJHXlAwFQ6Pg0LzA/WIdHERTDrbRzLClLhEl7cVMEl7WjmA7KZYdxdfe/WJKG9kDgacCnxWRT7ltvwucC7xNRE4Hvgw83u17L/YhdgVwE3ZRYEVRlE5m7RAby0cWepNNlYEiJ0/7kDz3re2hfSWUaAfNt3LlvlR10f7OuM32hmiiNTmTEkm5YiFpjX1Z7ZTUSTXXcQzFq0Yl6sfqbKl8ZIqiKHNga2lkBQRXMuoK4chxxGy212Ur6avV9LC5jb1aT1IDyAncjsiVpVmUhPBkkFpvdKGBus8s59Ye8uXYLIvOeQ/bYxMvf5tqZIqiKFOzJTSysdZlHENrKVpdJxygG6y7Sm0rp8/xOplWuxpaN3Zuc1YjX+zvMzMZKDuaXbfVfCCMSTUyRVGU1bKSEKWpydJQfDtAIHyoKJVMhm0nZnsJhYF0HUNvjSjyNs/RHEfX8EJ9ltiRMrSt1r7QLG1dJhaMnjo3GVpbLKHm0r66z+iRBOQNMYK2lkw6ORNUI1MUZfbog0xRlNkza2P/IkSp3lCS4aFgmr9Wtgefq5L2evQdHKpmONiWyDPaUHAiA3bUOJ8YLvaRM2tSJyVnn0mJkjC4PmUJ3wtq7FcURVkBszb2H3vssYQcYnOM1FlvwgyDbNKZ0u/Lby/h5LqYlnefofxQdY2URrXY1xZq42tdNhZ43Gg7qu2G3uotaRrFq+4y7UrdWlwsGD1onHcyJPNtxSZCMlxnku4cfbTfUJ0q0oTbvlQjUnbpXqhHAue07+N1RjUyRVFmz9awkY11DEPCPFIuH12OsRl9BjWyTbx2sUy2kAixCdjwxk7Nk6Mx9gkNa2mZOTbLjtCfXPlKVt1aNDGi64zayBRFUVbArDWyRYhSTkhIBp3hQVWiD+/N3SyzGYHQnbOVISdI31G3atRrficvpCaZzDFWP+M8DEkoaXd1XI+QduRf36pRpFouO1XIWMpZtWgmvHJlM+VTjUxRFGUF6INMUZTZM+uhpRwshjMyjfGyPFxqOYxCNAYvaWyNtdvct2jeG3pUjXa8Mo1GlmULyBPMbOofU4Je+bQi52gJJ0/p0nN+e0UOrGtIaRaRqY8vlM/fx7uPdWipKIoyNfN2iL0adlVsLJLrCL31Ygb84FvP13QS096LPSGDdsyZspZvZ2NbsCRZGlWovS6SITYFzsKLn822q3w5GgLZj2SRyGTMwHChmCyuwfi+WJm6aIn7TrPdannb2KFsrUmoZnNVZ/W1RDUyRVFmz6xtZLFVlBY/G98HrS1Z4BrRlW2zWSaYByrDJcB/+/ZZfyC0tkBLrpSTZoELRMutI8DUtqPkdfG1rJz2M2yri6IZ91hQq5wqsL7EHQhmsa6lamSKosyeWdvIWiTG/jX+vpLg8RQhe1pMjlCAedTBtmrvb7VXYCMLOXRKtSzn0Fmz1mxtoE9/RjNn3dEho4dU3Zw1SVthYQnbamtzzqxt8745p+B6FMywl2R/XbKVVZFCa4RqZIqizJ4tZSNraUAJ36tUqE7LBjU0xMjflyjrH8OQFbmX2k3YtPpoYEUrW2fY03qtBJ8TzjSST1bKX3DVFCXQbNbLOBeRtSfURqYoijI1+iBTFGX2zHpo2ZWPLORkOGRZ+w5ZSMmy8nZjrgCJHFl9HDhzlrbLkq/H9cjJ0zX2wrd9+hzLYXeVoVle/jsdWiqKokzNlnK/SOZpr9+KzkUhlTM+GpTdfNMm3CO62mvJ1NznawlVtNk0MVeAhJwlmkTrd9WoR4Y21CcsqtVEfGJlLLearHY7rm/xClhVWL5eeljAkXpxT1V1NwHXj8a1q91z1hnVyBRFmT2ztpEt3C962FuGZvH03QX8VY+WyHhTd729c9Lk5Nhigm9c34E1x4Uk0q7fdqzP3HaXi3quKSl5M4g6u5bUpfseytG2lsqPaAvLCc0KBYprGh9FUZQVM2+NTMTsgtFmHmMk1yfsodENzunex8F25EDkXk60JZpJSAPtc7zBpgucW3POV59zOlGdPvdWlyavGpmiKMoKmGzWUkT+CjgFuNYYc1+37QDgrcARwJXALxljrhf7SvhT4BHATcBpxphP9OjUfha8qXPsSllaR0GIUk6oTtJuM2TGr8D+lbID+RqehPYtmg+c+52eCClNouN4c5JZknGdezOCH1pwzU//nAzUxGK2UBNYOIsJAAAVx0lEQVQqU0WbWUum1MjeCJzsbXs+cKEx5ijgQvcb4OHAUe5vB/C6CeVSFGWLMdmDzBjzIeA6b/OjgfPc9/OAxzS2v8lYPgrsLyIHTSWboihbi1U7xN7NGHM1gDHmahG5q9t+CPCVRrmr3Lar/QZEZAdWa+Pwww+HL31pY2fK2TO2r1pqe7lsYrjYUuH9Os1tBUOPXvn3/cwRzT4rv3Sgfl1lsaHcqTRVMuXOEXWhyAgBKnElWRr6JmRt9ZlTJ3afBLaHQrpgwMRPTeU+/SF7yv0i9FsdYgcROlPBK2uMeb0xZrsxZvu2bdsmFktRlDmwao3sGhE5yGljBwHXuu1XAYc1yh0KfC230VQeskYh+7EoEjC8+1pQH6Nwz4mBonxckcmD5mpSg8JZaq2hp4E8yzWjQ5ML9d2acAhoMbFMu0VOvqXHnTDcQ/gYY07DzX1FWloV6Tt0jy02tPWHxb4ZaGFNVq2RXQCc6r6fCryrsf1XxHI8cEM9BFUUReliModYEfkb4MHAgcA1WH3nfwNvAw4Hvgw83hhznXO/eA12lvMm4GnGmF2hdptEQ5Q2ZFh875XJNOXO4blJJPsZw6kyZHsroGVfCpyb6PH37LMtRM/2Ig7AJdlzNyWVTuia+lpvyCbV5YKTcR4HO10vdbf+DrGTDS2NMU+K7DoxUNYAz5pKFkVRtjazDlHqSqzolSW7bEQzCc589dACg6srRewsfQOtu1IRBR0wRwxWzpW3xJEzaQP1yyZmnjs175DGMyC0K6j9Js51dOY1476ZgjloZOsya6koitIbfZApijJ75p0h9iDgjI2fyWFKFS6TGgr6i6eaRlk/w2xygV6v3axl5apEEa/vEP7QqiVDynVhpAwZjYbjuyJDyqz4yWBX3lA65cxckEUkaZzvGJKHXCByjiFn+yhG/bEndTYB1cgURZk9szb2txbozTEcZ2SXyMpplZOlot1wXTjaXlT2pjZYf6n7DmiXNb0mNyaieKWlPn2MPGHRK2tKgUY7em66rCpxp9lIeTX2K4qiTM28NbKODLE5AbNJG9lU7gh9CGhkLXtQRbSM304zT/vU7hfBdn3tMcOlYqGBVt11RiMSttVn1aysfohfu5KRQtJtJ9FPZD0J1cgURVGmZt4aWUeIUoix7UE5jo3R2dDC0JqakpWWiuw3kTc2BGZIe2gFScfQukxFsG6SnrNurZWwPNlSdZqzyl0rVjUp0SYH3ashzdt9zznO5aZUI1MURZmcefuROXL8qmrG9rdJvdWi/kCpWcaC9jfECmgJEW3I14SW+vB9zcKdLX2GNKiSc9zyb8uuWTi73OzDyecnsUwdb+s4Q2luYqFF53RrjEv3QhUsUhbOVd8/zZ3uOOvkiaE0Pr004jVANTJFUWaPPsgURZk9szb2y8FiOIOWU+rQKfKosTrk0Jnh5Nqq04OxnEn7LjYczchQUrdq7xt9CNMnvCrnGlZ1kfZwcapjKMq3VjDBUi6OGvsVRVEmZ9YaWe1+kTVNnfOmjgQRB6ercxwlxw6+HoG+Tq8lIVTBvF4+EfcLf3tI1liuNch0bxhZaxu1Dt1hUSlteqhTszrEKoqibBJbwv0imgqm0D7QcuPwprCTee5D7cf6LHHgTb1hPY0x5X6R1ceicrtubC3JpHwZx9eVOmlpWxWuU9pnK0wtoW3GMs6GQrxa1zXldJzhtuPLlZOSyL9XS8OZ5jpCU41MUZTZsyVsZDl05UGHeJhMUUhRwgEzq17dd8Gs4KKNRJB8K/B6Z0Dj8fvoGfozCjlB8qmZUv86VBtf+6ylkOVQXEBSC45obSH5Fvdq5f0OnZuIDbjr2qqNTFEUZQXog0xRlNmzJYaWOQboXhldU3S4akDaeB5vttvwntVOH3cJX4aeLgyxYViWg3JApmj9HpMmQFFesxyThL8vR47YJAeM62Bb7JoSakOHloqiKNOzJd0vUtPUUutMQ51V/XqhbAMeqVzpSTeOPuJ1vNWXJPG0oRxXj6ysH4nQpFadjcqd7S0M2gXnaqlkfW52ZlSs+/LPZ9Vou2BSKJoRpdFel1xZK39VtFict4x7P6RxrjOqkSmKMnu2hI0sykA7UJ8Mnak3WV+b09L+VJkMuXLcBwaHWxWEg5W4VkRtoc1CI9/PqXVQfab6X0olH+i6j3Nsb11rW6iNTFEUZQVsCRtZ1H6T0Chy3p4LO4OzWeSk8em7ck6nJlE+02SrLarH7YitrKJ9wo2aDqyVq5LSzCI2xRxNbKOJDA3X6y9Y1J/RDvSRtGHGtLSRkgYkbW6xHeHg7+U6fe7ZNUU1MkVRZs/WtJH1fRNObKfaaCb+ds9ZBXqIn1fJKkAlpALqF9sLbDtD5UitDO7Pog5ZpQgSYUF97IohYv5zgX2jrRK2HCKmNjJFUZSp0QeZoiizZ2sY+30GOrlGhz0hB9bYcCIhT8kSciFZchb8XUjRx1AeIhCC1WwnKxwsMfzMWQOhJJdX7vbl5vPdOYL5yPx2ckKy6vMQaG9xHv0hel9zQwZJ15s1Zq00MhE5WUQuF5ErROT5my2PoijzYG2M/SKyJ/DvwMOAq4CPA08yxvxbrM4Qh9hFkURQbU521lTZHMN9Z3sd8jePYaiBt2Ttg5hmlt+Zd7wxzaxRJt5U2qGzWKYmGY66QyaJhq741VWm+NwEjkUdYss4DrjCGPMFY8z3gfOBR2+yTIqizIB1spEdAnyl8fsq4KdzKkan+TNCbJbesDuX202+AesyibdltH7orVe5Lz2Cx1s2FQKaTYaW6TsAhztbbrf3aj2ur2jtknarxvecMBzfZhdyoPbF8e1g5wTaa3cabbckScCQUVMwMYH/e6irxhqwThpZyKLYOsMiskNEdonIrm984xsrEEtRlHVnnWxkJwCVMeYk9/tsAGPMSxJ1vgHcCHxzJUKOx4HMS2aVd3rWWea7G2O2bbYQKdbpQbYX1th/IvBVrLH/l40xl3bU27Xuhkifucms8k7PHGVeJ9bGRmaMuUVEng28D9gT+Kuuh5iiKAqs0YMMwBjzXuC9my2HoijzYp2M/X15/WYL0IO5yazyTs8cZV4b1sZGpiiK0petoJEpinIbZ9YPsnWMzRSRvxKRa0Xkksa2A0TkAyLyOfd5F7ddRORVTv7PiMgDNkHew0TkIhG5TEQuFZEzZyDzPiLyryLyaSfzOW77PUTkY07mt4rI7d32vd3vK9z+I1Yts5NjTxH5pIi8ew7yzonZPshcbOZrgYcDPwE8SUR+YnOlAuCNwMnetucDFxpjjgIudL/Byn6U+9sBvG5FMja5BXiuMeY+wPHAs9x5XGeZbwYeYoy5H3B/4GQROR74I+AVTubrgdNd+dOB640x9wRe4cptBmcClzV+r7u888EYM8s/4ATgfY3fZwNnb7ZcTpYjgEsavy8HDnLfDwIud9//AhsY3yq3ibK/Cxu4PwuZgX2BT2DD2b4J7OXfH1iXnhPc971cOVmxnIdiXwgPAd6NjWRZW3nn9jdbjYxwbOYhmyRLF3czxlwN4D7v6rav1TG4IcwxwMdYc5ndMO1TwLXAB4DPA98yxtwSkGshs9t/A/Cjq5WYVwK/Ddzqfv8o6y3vrJjzgywrNnPNWZtjEJH9gL8FzjLGfDtVNLBt5TIbY35ojLk/VtM5DrhPqJj73FSZReQU4FpjzO7m5kDRtZB3jsz5QXYVcFjj96HA1zZJli6uEZGDANzntW77WhyDiNwO+xD7a2PMO93mtZa5xhjzLeBirH1vfxfq5su1kNntvzNw3QrFfCDwKBG5Epue6iFYDW1d5Z0dc36QfRw4ys383B54InDBJssU4wLgVPf9VKwdqt7+K24m8Hjghno4tyrE5rf5n8BlxpiXN3ats8zbRGR/9/0OwEOxRvSLgMdFZK6P5XHAB40zQK0CY8zZxphDjTFHYO/TDxpjnryu8s6SzTbSDfkDHoENNP888ILNlsfJ9DfA1cAPsG/W07H2jQuBz7nPA1xZwc68fh74LLB9E+T9Geyw5TPAp9zfI9Zc5qOBTzqZLwFe6LYfCfwrcAXwdmBvt30f9/sKt//ITbw/Hgy8ey7yzuVPPfsVRZk9cx5aKoqiAPogUxRlC6APMkVRZo8+yBRFmT36IFMUZfbog0xRlNmjDzKlFy79zxdF5AD3+y7u990DZe8gIv/kMpbktv9sEXnamDIrWxf1I1N6IyK/DdzTGLNDRP4CuNIElu8TkWdhszz8aUHb+wL/bIw5ZjyJla2KamTKEF4BHC8iZ2EjBP4kUu7JuPAbEXmw087eJiL/LiLnisiTXaLEz4rIjwMYY24CrhSR41ZxIMq80QeZ0htjzA+A38I+0M4yxnzfL+PiYI80xlzZ2Hw/bJLBnwSeCtzLGHMc8AbgvzfK7QIeNI30ylZCH2TKUB6OjS29b2T/gcC3vG0fN8ZcbYy5GRuz+X63/bPYpJQ11wIHjyeqslXRB5nSGxG5Pzab7PHAc+q0Px7fxQZBN7m58f3Wxu9bWV5rdR9XX1GS6INsiyEil4jIoBkcEblYRIyIHJgoI9h8/WcZY74MvBR4WaDomcDdReRJPUR5JvACEdke6P80J+PzerRb2+qMiLymR91nikjVp99VkLp+IvJGt2+7iOwrIpWInDZSv0Yai+6skrV4kJVMy28GjeR3t6m+O/g14MvYnFoAfwbcW0R+NlL+3j36uGt3kU3hmcDO2M41vmZgXz5Pwg7p98Uex2mbKVATEdnDvSTLmDDv0nOxiybsxq4sZIDT3L4rgRuxN/8N2JVwTgA+AnwHm2OsucDFr2IXubgR+BfgAW77aa7d87D5qa4HzmzUMzQWAfHkOxz4ZyfjH7l+r/TafStwKfBObPK+K4DvuTrnA3dy5c/A5li/GfvP/Vy3vQKucXWuAH7Zba/PRyuXFzZflQHei81FtcttPxv4IvCf2MUpjnTb9wfe4479je48mcxzEJP7YlfvhcDXgf8H3MeT/XXAV4GzGuUPdH8GuLhxDoyT6zKsPe3JXfJh1w74vNv/Muw980XgRO8aPc/9frs7B98D/g34hUZbT3XX8buuzXs0zvNrsBlYP+XqH9PcF5CrPv7672KsXc9g781/BK7puG9v747pq1j74duBbaHj8vre4fadBPxYfR3cvt3AVQXXb7s7p81jqfrK1riWlwP/y53L9wJ3cfteCXwDe699ATjDq/c519dN2Hv6FODT7tx9Gnho6nkziUYmIvdzJ+Ma7FLwJwWK7Ys15D4Pa9R9tzuAF2NP8JtF5P4i8mBsBtMrgT/AJvy7QESadpeTsDNeBji3Xh+wg1cC/xX4S2AbcMdAmZOwqwa9Cfug+zPgN7DJE5/gvgP8MfbCPcOVuUXsOpA7sf+8zwDeQpkG/FDg74BXiMipwB9iFwU5F5tY8G2u3E5sIsS3Y2++exX00ZLb2/9T2GP9L9jr1ORBru+PZPZ1R+w5vxV4g4jcraP8gdiXE9ic/C/FXvu3iMjegfIfxy7ucbb7/Sax61/+LPb67YW9XuezbIfbG+saciRwkjHmk6R5HTZhJljN5kWNfSdgHyi/13Hfno190f899pw8nLxl9T7U6OeE+rvzuTsa+L9e+dT1A/hd93mZO5Z3DJCt5l7YlN1vd3V/r9HHC5wc1wCv9Zyn74lVap4L3B2bev272HN3M/B3ERusZSJt7EzsQ+Xp7veLaWtkBriz+/1Ilt8M9d9vYm/g0L4HsPGG+EPXzv9xvw9zv/cC9ozIeD0bb7B9gB/S1she3ij/c1itqinD+W7fLmxO9Tdi3QcOAG6H1T6+in2YPx3Y15XfA7cMWEIje2dj29sj5+AA7D/7D4Hbu7JfYVkjS52DltzeG/1ebLz5L/Te6I9qtFOXT2lkp7vfv9+s3yFf3Vethb3Z/T66cY2eB+zpyt7snZ97s3H/PDJynn/gPn+usU+cXHtE5LrEO8dHuDY+0diWum8/Htj+ba/v4PJv2Jf++7AvoX/Avnx+3rXxzILrt92/Vm7/ENkM8JWG1vnD+pxgRz03eu2e3Kj3zfp8A8+KnLvHxp45U4/lTWLfjcaYG9z3ekz8JuzNWnMlVlsA+6T+jPu+B3aYcbT7XS/MUGsUtc1tL6wG8MMe8sHyohovwb61f93191Y2ZuMeAvwi9iZ9CfAEY8zPOM30F7HDlT/H/vM8xRhzKxvLguX0XZ+fJ7OxCMgeWDXcPw7fvpA6By25sY6tNc0FL3w7ZlO+uu29gP0C/TRZks9sLIeWQ8x28jBsjvsLsVrEM7AvR3+2NETt4vEUNux99T/sLYSvU+y+CV2z0H0rru1T2Dh3e4B7OrY14yYfxl63/bAa332xigNsaGw1qesXO46obO5zL1cv9j/VbMd+Ebk3Vlv+FHAO9sH7qyxfn6+7/4tm3T/GLvVX01zceImpjP0Xu8/niMgZWKFT/Av2pJ+MfYveF7uy9SHYISdY1fdw7EKsrzLGXJ8hx3exi7eGuAg4VERejM1B33UuxP39CPB4b98r2Vgo9gbgYBG5E/ZC3IrVfL6H84lqzhxlHANYNR/sP+thwM8Cv2eM+Z47jj2B17hj8deYTJ2DltyZ8vhc6T53YG/UEM8RkR3A05xMH4Psma4XujCnR2G13Mu9/fWNvy9WO3pgY1997l4uIr8mIn8gIkc19v8d1k72q42ZyP/mZHxlRJ7rnezPFJGfipRJ3bd/j30gnOr2nYy1V+bMxn4Ia9OrbcofAU50Ml0aqRPj29j7854uuuLuKdmwtsbvAs9JtFn/T70a+z91ERvX5w7A3bBmkxTvB74PPBZrzzwG+6K9XazCJA8yY8ynsSr/j2Hfjv/odvmOkXX567BvgCuwNqAXYLWNK40xF2Nv/v2wD5wd2AffUM7C3gS/jh2z/yAmn+Ns7LDtTDZsNzX7Y/+B/xxrjH8O9q12D3c8r8IaM/+HK19f2CxtxBhzHvbBfhQbs0712/f3sUOMJ2AfYp/LaTMhdx9ehn24/AbWuBzi/WwMA59ujLmmMTvVdR4+DPwO9mX3VGMdaf22z8dGCjwWO/QCwBjzIeBXsBrEq7Hnzu/vLKxheqeIdL10Af4Uq8m9lo1/8iU67tuXYIeeD8I+RB8O/JPb13VOajvYDVgjfm2j/LDT5rIxNjLjpdj74C1OnpRsOVyOnW3+Jayp5w+MMZdhoz8OxppY/qFDrn/HXsfvYM/1c7CTNFHlZbKgcRF5BlaN3g97YrYBRxljYjf6SnHOnEdjbViPxJ6sPzHG9PJLKuz7o9i33k+V3nxbCTfkuAz4DWPMqzdbnnVARM4Fno39X1npMntzZkob2QOxDzCwxtGnr8tDzHFHrDZyCFYjezV2unpS3Izq/YGH3ZYfYo7jsVpFyazYVud44Fx9iJWhaXwURZk9a+HZryiKMgR9kCmKMnv0QaYoyuzRB5miKLNHH2SKoswefZApijJ7/j/JQbrJuynnvwAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -262,9 +255,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { - "collapsed": true + "scrolled": true }, "outputs": [], "source": [ @@ -288,9 +281,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { - "collapsed": true + "scrolled": true }, "outputs": [], "source": [ @@ -307,9 +300,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { - "collapsed": true + "scrolled": true }, "outputs": [], "source": [ @@ -326,9 +319,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { - "collapsed": true + "scrolled": true }, "outputs": [], "source": [ @@ -356,21 +349,23 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, + "execution_count": 11, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Elapsed time = 0 years\n" + "Elapsed time = 0 years\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\saisiddu\\documents\\github\\landlab\\landlab\\components\\plant_competition_ca\\plant_competition_ca.py:299: RuntimeWarning: divide by zero encountered in divide\n", + "/Users/barnhark/projects/landlab/landlab/landlab/components/plant_competition_ca/plant_competition_ca.py:259: RuntimeWarning: divide by zero encountered in true_divide\n", " Peg = np.amin(np.vstack((Phi_g/(n*self._INg), Pemaxg)), axis=0)\n" ] }, @@ -378,11 +373,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "Elapsed time = 100 years\n", - "Elapsed time = 200 years\n", - "Elapsed time = 300 years\n", - "Elapsed time = 400 years\n", - "Elapsed time = 500 years\n" + "Elapsed time = 100 years\n", + "Elapsed time = 200 years\n", + "Elapsed time = 300 years\n", + "Elapsed time = 400 years\n", + "Elapsed time = 500 years\n" ] } ], @@ -462,14 +457,16 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, + "execution_count": 12, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Time_consumed = 0.950478328277 minutes\n" + "Time_consumed = 0.9512238000000001 minutes\n" ] } ], @@ -488,9 +485,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": { - "collapsed": true + "scrolled": true }, "outputs": [], "source": [ @@ -514,8 +511,10 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, + "execution_count": 14, + "metadata": { + "scrolled": false + }, "outputs": [ { "name": "stdout", @@ -527,72 +526,86 @@ }, { "data": { - "image/png": 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Q5qoNrlXiC/Zpk8RCrH09sVOmt0eqmr++/KF78YX8e2bZukFOSYFMKT1hLEBw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\n+bSIXNb8Xgu5o6jqWv2jbgC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xscV5ljFaaO1bwtgzPC05qNqT1sZEzyM3oCsupx3GZml3zA5ldaY8LTj1Pkvl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\ngg==\n", 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\n", 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5JwB+BcCfk7wUyXomIvLKNctn4jI4dj1r2hJ3+Zpy+v6r0muONJntcf4ul6n9\neHrCrLxBvu2sjtrgp6x38hg3PfNOiumzPJJdhypixbWpz8pw+3pm/brqX9VI21c2DvTLt9pQy7GM\n/Sy861oaC0caTzj9VwF8EcDxAE7CQVocKQiCA8Mym8k5AF4J4HIAvyoiX9orwSxIStrSusKxK4PX\nXG5boxzXdoy5fSVJUzWTdcWxvivoLcuztH6PTBV2gEnbOcCpWeRpm+RYoybV6615RoaGZwtpBO91\nsno0LM9zrHQNL9NMXgLgh/Zrf5wgCDaHZTaT794rQWYj7x2sMHSr18q9OU7rd9Gz0JR7La3skUyO\noDfvlpG5jcDqF0fekCYRKZettrf1pCmN+VOZDk+7D8XykvA9a1V5F4X3caDx1HjhlHvWp+lsT57n\noGiRvUzdM6/UdNcaZ0LydJJXkbyO5LUkf749fojkFSRvJPkOkicneS4ieYTkDSTPXqd8QRDMx7qD\n1u4C8GIReTSAfw7gZ0meAeBCAFe2q7ddBeAiAGgXYDoPwLcDeDqA11Dd8CUIgoOGd3GkSbSTAG9r\nP99B8gYApwN4JoAz22SXYLH96IUAzgXwZhG5C8BNJI8AeCIWW5OWsYYyTSuL5jZUXJMlNdh0m2J8\nzpQtN3QZRmJTLe8/LB+ueMr0BJ25lxScErhlGDC1a3MZV2uMzByr971rthl+N8tJi2zz5aEBrgC/\nWowhlEdGs2iHAXzPwulJPgTA4wC8F8CpInIU6BucU9pkDwBwS5Lt1vZYEAQHnLVqJh0kTwTwVgDn\ntxpK3kxOapJHhictTSeDFs6+K+DuOUf4eFWItuWazl3DhSkCRRxu75pZsmyU+5CX3WhVLXfNVwV/\npfkNSi7ZQQ2FIEIv+TvmelHTwLzug2YczepYeeXArt5KA3SNkdpi7Y0JyXti0ZBcKiJvaw8fJXmq\niBwleRqA29vjtwJ4YJL99PbYmKuBpv0VbG1tYWtra37hgyDAzs4OcPXydHuhmfw2gOtF5NeTY5cD\n+AkAFwN4DhYruXXH30jyVVgMbx4O4P1aofJuAO8+DAAgDwPv1ivvWt1B62toMp6V1mrsCJrWUT3J\nagrK+L94rimn7Xv0pv2ujPXzcjV6bVBzkfeJRP9cqGMvtnCtCnrr5PGE1Q8yLnfFrmxPyctrkuoV\nO1DK1tYWZGcYtKax1saE5JMB/CiAa0leg8Vz/2UsGpHLSD4PwM1YeHAgIteTvAzA9QDuxGLG8jrf\nlSAIZmIqHxOCAAAUh0lEQVRjV1orhdOXwoY1b0xlpeVTadnN8JhrCYKuHMd4VpXJEYZurh6m2Fdy\nGV2reXlD7T3y10yHMMpZdZeC2TwthXJTLFvJKI1yr6vWIp449QJAcXX6WBwpCIJZiMYkCIJZ2Ohh\nzlTVc8osy1U3TbJWGPOo0q4VwtJDzfB7zWLDugDGMMNKbw1TZsKcYW0NhUru6yYp3OHartmqYtWZ\nzSq5sd8TWOiZ69UU6mtimBMEwRrZWM2kuD2opwXOy6uZtakLtPuxGeZzbezkMaBO7W0cMpp4er0u\nqRUYqMm4ash94XpT1+UohVW/Q0M1MTTEqcbemu1MPAbcPm2TfnFoj2lAJWOriyAI1siehNOvhUXr\n2H+20gG2a3hOt581IWyc2HBfN12SCpuDZdfQQry7bFbv24Wjd2Ub67JUM+H5aZp0Lr+2gXoXSiCK\nZmNtsl61ur4R9DfKr92ztjxzeoilGWrX0QzTaOvraBNWAehr1xiEZhIEwSxEYxIEwSxs7jAH8EVF\nWtlrjKNe9TafwVqY2arJPJAiU3XVYZoj8tNaEjAvz3RpZrKq5SQyjtbxcDwXcyja5Uvui2ejr/5M\nl2ZbSZfUO5LJeEdKz1YbrvZDqva7ulSnco+Ks7c1GqX+TO7+etLneLjwHlXOHg7NJAiCWdhc13Dp\n5Kqu4KZQnncmqEcjarK6aufWaPUurbQ8l6NGe6oOXsvF8Ab/FWRxzbEyZNTcxtY8qlExTfHUqK5U\nlvyZq9rLsrKQGFkVI7N2NzyhCsVtWaSQpomgtSAI1sjGaiaDcHpPr6uVY8yyNDcnz/J7AsrMNWQb\njBiFw888a3VQvycgzkKZterRulxyeOQxAtvYJynbvvpiau9x4RlXBxg6bF9VQXNTf9PWFIgIWguC\nYK/YWM1EANPTkuMNNS5av50hziWby+SJglZv4/EiZHIM0ls2k5KNxPu+lDQJZ8i/Z6U1K+ivTzJF\no9M8d0rZIzm6PNqznjDRblC/Q5tdplEMzlkeQK3opD4ibCZBEKyRaEyCIJiFzR7mdHhcq8YwJSt8\nuQC5OukYQni2D3DLU2FkNvEY7Ka6iwtpPUNCd/3L5EqLqQhQdA1TlHqsWexTZg8DxvDKCkdY8/OM\nYU4QBGtls8PpHQYnKwzaXGy5QzHueULL++wTXdQjSgFEhXJqFqJ2rQujyFHVy2mBVYU0g3MVQYPq\n7Nc8yGtVTc9huBw8hy59e2zltXO0d26m0UVp9rCX0EyCIJiFzbWZiKhjftN1ljNhzK/K4wjWql0X\n1KpjUjkVY36tDleZte5nS55SANVEe4Dq4i2VbWi6tbavGs20ajU1ry3J4xqutEuFzSQIgrUSjUkQ\nBLOwuQZYUlVL+2HbtpJ+N9H4WKmaps2SHivNsiykB2xDsFZujbvXNW9IM+BmaaoXGbbStseqhzed\njK0sYg1vSsMsTY7ue/5eKGVrxvaaaGkLz7DHfA7Wspk196p2aO9IH5pJEASzsLmaCaDPySgYs8Tb\nymatvLZAtLYmRX6u7wEdhs/+sGK4s9K5VgEzyjO1hhrX8BTtQcuf0ujlmIscW9fhcTTkbmQs0ULh\n0DIcGubonVETOZ7VBI0bGL8H1mpwFqGZBEEwC5vtGp6vwN3Ppdbdcj9X9HrAOLS6Nizes9bKqvWX\n3JVWOLpr7dGJ+bXr2E1ccH/W4nE7a+9Bd480zaa3dWCYVtMUm0qZctmUPJ51cmunZ8R6JkEQrJXN\n1kyM3qKjdhWzVbeD3C10efj21JWxPEFO5gr2jmCzqjTKtY4katqkTZI9PzY1+LBGRo1KT1OfrTKA\nrZTX9awqphVY9Vm/B9f7hNBMgiBYM9GYBEEwC8fGMEejQj01Z8s6hgCDYVMz/F+9NUJex9TryNJM\nXqy5S9KUz+26z5NjNUbRmjk9HuOiRYWrPk3vWRKyZha6OZSx0lcGm5WGYqssnh1zc4IgWCsbHbRm\nLfbrCvrqep00IG1UUDlYqs+V1l+SydMTaS7q7pQn1F5x/6rJanr0Lhzd6j3bYCstyCnf1lKtUclX\nDH9P0ubaT/XmWYX7P3jWXZqu7OQcMzNzfz+1kPe8Tq9r1hGq4NFWRhpecl+r13Ep1LdWzYTk60ke\nJfnR5NghkleQvJHkO0ienJy7iOQRkjeQPHudsgVBMC9rtZmQfAqAOwD8rog8tj12MYC/E5GXk7wA\nwCERuZDkowC8EcA/A3A6gCsBPEKLTjO3B/WQ92g0NJNCnjSfulXjBAnXuR2GGfrfHyhrTy57gCaa\nw1XvqV8rb+UN0ya65nezZ8+6JlTAshM1jvyeOrRzfWXLtdiiW3s/XMMi8qcAPpcdfiaAS9rPlwB4\nVvv5XABvFpG7ROQmAEcAPHGd8gVBMB/7YTM5RUSOAoCI3EbylPb4AwD8WZLu1vaYChufp8RjV1Hb\nX08AUE0gVG3vV9AMAKXHcHgB0hR9WbnWYUwi6681sQe4ptNn2oM1wWyYUS/T3HBb0VT65RW0cwWt\nx7ter+T3T3tWTZcxu8bakH+HV8d6n0eBjs3uuZrVAS0OggF2mo559a4tbKv9C4JgDXwSaJpmabL9\naEyOkjxVRI6SPA3A7e3xWwE8MEl3entM5yygeff6hAyCoOWhQLPd9F8PHz6sJlt70BrJhwB4u4g8\npv1+MYDPisjFBQPsk7AY3rwTlgF24nwWDU/Q2sBIu6I6mOdT1UxDDS5u6KSpvs3o0EqGS9cGUUB5\nWGe4v12smt9ThfE8V10YvDpAsBn+98y6dj0Xz/uVlpM5GTQD7Fo1E5JvwmIE8s0kP4WFd/tlAN5C\n8nkAbgZw3kJWuZ7kZQCuB3AngBfOu85AEATrZGPD6dEs6Qk8LjhjlmTfE3gMoFb9faa6ICOPm8/c\nRsIR0DVliw2327JCM/FsAqZqYxVTDizjrAdL+6jaWKtSMylpP57tVQb5mtGp5RTeWQIRTh8EwfrY\nWM1ERHzrSTTdh7FL0epla1ZT03qJmo2qdwtaroUMZMrS1NoT+jK78vJyYWtvo3tTo3Gl6Y0e1ZLD\n1etX3IfJEyXztI1Sv+XarfgNVq9dk8vm0GJ3M+lpYj2TIAjWSjQmQRDMwkEIWlsZKypSW7bfVCqz\niM9+ZqihXg++NxVuQgtjTszIdaeptw4DsGjnuiQOt7FrO48VIz/7a2yGz2VQpBXJnKcx3hUTh9xq\n/YV81pYd1lDGdBoYzgIzarr0riimAYvQTIIgmIXNNcACPsOfZyalZYyqnIHpSqP0IEA5SKiI57q1\nbA53YV9ym8YKltLqXHlBaMdcFHNG85K0wESj6oru12UBYYtE6w/Mq353wjUcBMFecWxoJnqi5QVZ\nLXDJpVc6tkyO2vuchUin1PSAGsVeNu192jQ1M3trV4Mz8+cyOqcKjETMyqnZdtVKY6LdxyZLknz3\nrCuTSzSQwnpXFZlKdXhd/KGZBEGwVjZXMynI7VnV3ForpMO7IVGx/qZLvHysXt0TTtG6asLyDdk0\nr1J/zhPqrmkmHntWjX1roha5JyHztTaXyoCyYjpDe6naChYRtBYEwZqJxiQIglnY3GEOFCOhnnjx\nrxmfqlFnNVde1RyfqYY7a75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\n", 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kUIKtRClfI++8nco9Qenx9JylvQ3ygIyUuUbW2j1OJrmm2hNY16JVbdz4/f0M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\nIAgmIQaTIAgmIQaTIAgm4f8D11a4nz78WvYAAAAASUVORK5CYII=\n", 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\n", 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SqeFlmslLge/f19/HCYJgI9jYoLW+zcSVj8Tbd0kzyQSELavXrzt6Za7YP7tt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\nRgCQDO+jy+Nhuk0NrITURYN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\n", 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Oa7+g26LDHHNomv+eRj0L73XctAeUNqx9hEshYXVoZDh+LR3zc+rOhI77Ps8y\neROAi0i+hOTt5tYWBMFPLHPn5pA8EsCfYJa4dh6G65m8YqXalXUSNPBtEQFFphN1zMWonUuxSHl1\njo8jNFxaxWtQt5HspNZdaCNfp2XQniMxr3rtD2OeiKu8o13X2jXd5wontWd9HAv1HlvlJ5rH5A3R\nl7a68GTA/gjA9wAcDuAoJJ1JEARBxzyfyWkAXgHgQgA/JyLf3xGtlqGQnONNHR/5LwzLzUwS8vg8\nSmWgWASp/t05R2iyx5vQVmi/r8bwOQwryCybSqshb69qpThn0plL182h6NLp9Z4ZwUk9I5+H2vDw\numsT65be8qVlnmXyEgC/vuv74wRBsOeZlwH7mJ1SZBE0y6CYnFM7jnUki/W1aJGebpOk7s1gvL1H\nkSOM37rWNS6chm4ltHXnsjezd80RUfQu6diV08rn6fipzCiaZPg1TH+SNcEtb2vBaI7Holl0BUBr\nNbi+xvx3VORHz2h6H6zyLSvNMyF5PMlLSF5J8gqSz22P7yN5EclrSL6f5NFJmbNIHiB5NclTV6lf\nEATTseqktVsAvEBETgLwrwA8h+SJAM4EcHG7etslAM4CgHYBpjMAPADA4wC8hlwgPz0Igh1nRzfh\nIvluAK9u/50sIgdJHgdgS0ROJHkmABGRs1v5vwPQiMhHs3oGyzZ6doR3hX+V8kmj4wvyzODUwoXN\nSLyIaxOvyvC1Wa5wzjUfyfMsOUKbqpwntO+5nvRQo6toLr6t1GmFz8268+omusce56qZaGncawBA\ng6WWbVwakicAeCiAjwA4VkQOAkA76/iYVuxuAL6SFLu+PRYEwR5nRyyTNvFtC8BLReQCkt8QkTsn\n578uInch+SoAHxaRt7bHXw/gffmWGl3SmkXNlovLbmup4VmQuqY+F8Y1VtddY/3UhIadzs1iPU2F\nrppMpRXZF18kRK3p7UyeHJ3Lyruf2YJluUxiHaFbJt5lGxeG5G0xWzzpPBG5oD18kOSxyTDnxvb4\n9QDunhQ/vj025tLk8wkA7jWl1kEQdGy1/+ax8s4EwBsBXCUif5EcuxDAUwGcDeApmK3k1h1/C8lX\nYja8uQ+Aj6m1njKnl817V++bucZSs8K9TfvdSn7LEuoG4d+2fI1/pTrEnVPrV7FklJB8sT1NJtNb\nC58X1WmUpvI203NdW13dSnnTn2Gst5uHrT24rI5URyux0pGIVkyMa+vdALCR/B77C/WstDMh+WgA\nvwngCpI58OUYAAAVUUlEQVSXYabnizHrRM4n+XQA12EWwYGIXEXyfABXAbgZsxnLO+chDoJgYXY0\nmjMV/cblnslXjVFRzdvWE/HJ5ObKWlRGJhbC42vIm26S4s3wWPVSDJmsy8I0dFp4ol/FvVatnqwe\nczLkoj6Tiuhk1eTGOfJaudJEv1gcKQiCSYjOJAiCSVjfYY7IdOFWKZuMSaNlfZqkqiY76QibFsuW\nynfVeOZ0OMKkVcMUJTTschbXhI9TESUxsT+XHXOtx+EJTXueK6Udl7PcGtL1Fc9P7PMOZTxDoNLz\nU9IxhjlBEKyU9bZMuu9WKM1X4fZnT/p4Xs5IY69eRa3QhuX4M51ySrlS+rRnGwe39VFwOHrX0XC1\nv+yzW/qtrDZqreGSjt7EOkeQYVSN8hzk50zLqFC2p9GT1sIyCYJgEnYiaW13qfSZ9Iccb/18xfFZ\nVcO3i7Y5elVCWlvfQENHklW+0vjgXO6r6HRNhUqbiVs+A80fkVkUg8Q86G/NYQVD3QYW2iI+o1T/\nTqfN4T1O9RrdK+90gk4k19GyZitC/t4Qb+neLL1inEJYJkEQTEJ0JkEQTML6OmBL55rh95pMyrR8\njRnoWhvCEe5zL4nYYHgu+w44h2mZrMe5aDlQXc5RZ9g1l7eWTawN6VZR4Sz33GtVtWZ+3ZYjvq/H\ncK5OtmcyIjQcBMGKWW8HrNaTl5xyRvh2cK4t71ksWJvJ6tlispg0ZryZrLe+1ZbnbeXRUVt02Cxf\nshKs38EzD8d6ozbt8UZpr2Y+k+GkNYt57qvRnif87nI2G+Wtepbd6iIskyAIJmG9fSae8WvTHqi8\nzoVnYpbChYbPxLP2p2fLSHNGq4IrES3T1UzI0s55Uu4rphwMipXS0K3wrcMvpa0pbLVfszm4C+89\nHilUnzI/qDq7/uK1N5G0FgTBCllrn4nVA4+StpbwXuffq6IIGnlim2Ncb0ZjlMQ2bWMrrS5AtxqK\n66ImMlqS2nYFhSiMY6W0WQEZtqG9dT1W4AI+E681VONjqLJ0Hbotav1YVrC1FaznWsMyCYJgEqIz\nCYJgEtbXAStimmy1S9eVytU6YJfemmBUefnaanTzJDJpbeRlhkL1CV2WbovOF7GGreZaIQUnsaWj\n2u4CYWfXlhmKbmabRt2mSoXkw3DABkGwK6ytA5b7WeWE8m75aFkUli55O53jV9UwD0k2Wdvz2ujk\nNrM2a99IWT3p227kFG6Ut3czbN90IG9XPD5nlC9Oj0ByvXm5rEyx7u5NnDuwU9nsHqt1WhZmwVpT\n61N+h6LORQkd8xnJk91y5zdsp3RHWCZBEEzCWvtM+u/WGNmuqC3kT+jR8Exwc61ipllPlk7NXJFi\nm942xhXV6Wi9tRdZ18Xlu/D4HEryuY6OhELXpEwjQdG1qp/VpmEhWZadpq9Hj5joFwTBSonOJAiC\nSVhbB2wJ1wK6zfzyVgastcub6sQDhk7B0jnnnIxFtngwh4ILOBBTPayQpumU1cpl5fs2OlFleLCo\nU9K19kynozK8yHXrq03vb+ZUlfw4klAs5g+BSm2WdDT3es71zZzttfPZwjIJgmAS1tcyIbdDWE1y\nuFGlh719vpCxVr3HKabMiXGRz81psuNp+8q50nwVK2w60LF9K+YLSltobXgcp6b10guNw859uLbT\nzQhf9xZK15bXsZzLGW/2XjflTe9J/hudUSxNa80cKwAwusfpPeo/OJL38u+WjEJYJkEQTML6hobT\nA0bKuUZN+Ni1mZUl7/EHOGRV3bryHr9IbRjYsHqK+lh+Kce1qensyrFinZqFY5WvoDbVviRTmw5f\nNZ1D8+tUtLtdyAg/AyAQoeEgCFbH+vpMADORaWGyXrnv0RPvez4ONifxaTLd/1nqvbrmihFpqZmw\nZ1py2tsq97Uo6fQef5LZRiablujvlxVpKiSNaf6xmqSzgUgeTVn2WbPuQ57WbqBGfJQ2RtEjK4lw\nf9Z++jw6khXDMgmCYBKiMwmCYBLW2wHrmYvQfbccgB4nqddpW1POSn6zHKiFIZRXx6KT2OEU9Kzd\notZlOas152DpGhuMqUnwU8pXLVqt4BkKudZu8ThQs+NAnZN66blBQMzNCYJgtay3ZdKxZIh2gCdM\nlrehJYt11VWEoXedynT6UXEjNG3OjK4MifciTdaWQ/+Fw9eGs782bK62nbavOUcbf1uahbfIanYl\n2V2xTEi+geRBkpcnx/aRvIjkNSTfT/Lo5NxZJA+QvJrkqavULQiCaVl1aPhNAF4F4K+SY2cCuFhE\nziH5IgBnATiT5AMBnAHgAQCOB3AxyftKyXQqjc8LqcGuiW55XQlLr6upvZG7r41SPj/msIxq1z4d\nXVPSZj/5zHijmmtllKwOK8SrUREaH638No/8Pmi/Vda+to6O+UYvhXu1Z86wrPIrql1DNg/xq21Y\n4W+HpbhSy0REPgjgpuzwEwCc234+F8AT28+nA3ibiNwiItcCOADgEavULwiC6diNpLVjROQgAIjI\nDSSPaY/fDcCHE7nr22Mqg7ew4f3Wetl87U8Vzxi56603lXMl2aTuHi1Skb+RtTdDMz7U44immNZT\ne03dpLnOCjFXd9Ou0ZOIpVkf+TGnzyo9rjZV6d8yE7naY/k9GdTbZHV39xPK82uksec+E3Uphk7G\nERVLySeOqpadw3rfCxmwi3koL93+uHXyFjY2NqbRJgiCAVtbW9ja2portxudyUGSx4rIQZLHAbix\nPX49gLsncse3x3RO2f4YHUkQrI6NjY3B39j+/ftVuZWHhkmeAOA9IvKg9vvZAL4hIme3Dth9ItI5\nYN8C4JGYDW8+AEB1wJIUNE7Ho6WbIxHKleTjSPaycCW2aWamJ+znmH/Si1rDg6aVacrHLAesK+ms\nJlSv1W0MUzy/scWym5kttNC5oqs6MzrXIznXV5kd8wQEikPCBmpoeKWWCcm3AtgAcBeSX8ZsJP5y\nAG8n+XQA12EWwYGIXEXyfABXAbgZwLOLkZwgCPYc65u0Jvb2oL1sZWh29LZtMKYiEWhpKqwed1q1\nIzTdF/MkhNWEdjVneYPRuar1V5a0fjwJYTXr43jWI3FbuiW9lfvYn2rGch6ZkT4FmUinD4Jgpay1\nZaKeK7wBPGuOZI3MlTETh/oD4zdL0eqpCH9q7VdbSIWwY3rukMO4x72IET5WqzTSEDxha7N8033w\n+5Vqn/XiM1YIMYdlEgTBSonOJAiCSdgLSWuTUspKVJfyU8qP5nlY8yU08zQP4SnZtnnG4Xbjipnb\nfUiybD1DuVE92jCpKZ/bLuh3LnpC3Opiz4qTsGohaI8juAJ3qkGWzarqvDmU1eYPmfdvM5PRrjW7\n7oELICvfyyRtFWcHN4m8KjEkLJMgCCZhvR2wjpDkoquQ9dUYiWDmPJWsfPU6GI5Q4ELbIMCpdzOU\nrU0QXCSxz+MAVlejyy0941o9v2dtGsH2gfnhZw1rq4qa2dfWdhy9TIWTuHQfCD1pLSyTIAgmYX19\nJqT+JvBYWvmbqEmLO0LOXTnHm7kmFDgYR+e6JdeYb4s52TYMA2Vav5Ah4hmHe2Zou1Yqa8ayI/9W\nJqvpMay0oL8Rxh/oWtrgW7EsTOsjb0upa3SvR6UXT7ob6dp9T/x0noTCsEyCIJiE9fWZpAe0azDG\n0Z4U7160srcvRTgWXh8119koV70aXFOuu6ib5Y9Ivns2kN8Wnp+IVZOsVb3yuicKtOTfSc0asK6k\nM+N59vjE5upiED6TIAhWSnQmQRBMwvo6YAHffAWPCZs6NyvK547QwTlj6JGb3r2ZqS32q+joMblH\nywQ2yrmuPcc8JDWhrquzK5c47PLlHs31QDqZRMeSTloi1SLbOKjy1nDZqLMmRG4ORXMHqKGHmlDW\nOc0rn5XRfswLJv+FZRIEwSSsrwN2TgjXCsVNvn6Ex7nnad9KVnI6kEflFf3nylryWtjUmRBYbL67\nH41y0kjn92C9bas28TIsvCoLpSmK+GZvG4l5HkdqzVaopekN4YANgmClrK1lkq4BW50qvkiYULMs\nmvG5Yj1Weas9h/VRu1JaTdi2KrTqSGxyb84+Us7wuXjC8DXWV6qSY6rCIuv81k7KdFmajikLVhve\n1dhiPZMgCFZKdCZBEEzC2oaGpYG6Lkk+dFBN+swsH5jFnszLUn1JnRaldTzMYY/RhmtGb1qm5ABu\n6q7D5STOZAfXmM1t8cx6NZdU7NqoHbo7hhBTz3/yZul65jZtV6r8Dv1vO2zXNXs43XVwfuthmQRB\nMA1ra5kAvlCitY+vOSem5k2QUnI8GtZP3/5mWsB46zuspYWcxIuihU1LsoqT1ppTYzpX2/b6dmsS\nFVM5o1zfRp7YpVCTNOdZ6Uwr79nGQ3VyZ/fT1ZZlBSqEZRIEwSSsr2UiYieENe2p7niTlLV62UIv\nP/DL5CHJtO4Kn0tVspOlo+d60kO5JeRJrLOQ4dsvpbTmSFrOaiH365jlHUln6rkczUIxEhw9a5VY\nVK2U57ieQTp9M7xvtTOKR3oAYGHaR1gmQRBMwvpaJrCthoH/ARi8NXPLQvVsV7w1U693/nYW5a1d\nikKoVkSjNJzJq29mj//AsqKa4TE1Zbvk+4Hxtq2MfNUk7akrt1tVe6wvT525r8IRKbHODe6dJ/kv\nk7F2ANB2Rij9Vu5V+lvCMgmCYBKiMwmCYBLWdpjD/Vx8LkmLZ35CbZis1K6apNR0JytDmhXzdjxL\nMvZDGqvJTsY5x6iY/KfN3/E4ibM20zZ6032zP+Fqw3TEl8pbjtyKZ8U9hMjb1RzRXZ2NUl/mZNeG\nYp4Fzj2EZRIEwSSs7axhEVk4ucazDkXNbFHVKVmTEGb9Bsab0LTCLKdc4frNFOvasGsuo+BKrOuF\nHfezNgzsCeVWtLv0gtYeJ/OC1rgrZd9picSs4SAIVspaWybJgbFQdl2lVaNy2dpeWlFuWKfnjS5j\ny6BmQpaqRoVfZxEfUFrOXLGuF/aHJIHxb6ROAuyOOZ7hRa8xL+9ag0Yrl7fhDZF7nierntxX0oka\nPrx5K+iFZRIEwUpZ72hOYwlkiV2arBVFSNoZyXR1aW+i7lzX22tWR0Xa9aJvzdIWolo5qy3L+uhT\ntDG81lyuPVku3yjtZynbNb+1d5mAkrVgWkFqRQtE17xWRPu5l17Qv9bfayNR01oT15OGvyctE5Kn\nkfwsyc+RfNFu6xMEwXz2XGdC8jAArwbwywBOAvAkkifurlZBEMxjLw5zHgHggIhcBwAk3wbgCQA+\nmwpdevKlAE6ZfbHMyg7FBK/ZK3hAY5RvsvY4HAJsbW0BsjG/jYqQpDZHqKvRM3TxOCe3SGyUZJr2\ngzabNHeEN8mpTjfF9M4DA9pQLp8vNLqOLwFybiZrhG0tGdO5uq10e0K5jnzDM41W9tKtLWxsbOgy\n1lDMk6DoQRmupTWv06zhuwH4SvL9q+2xAVtbWzulz6Ssrd67rcAiXLvbCizGuj4jey40TPJXAfyy\niDyz/f5bAB4hIs9NZAQnA7Ll74mt2a5WarNrrUwt7FxyBiYGVam+WcH5YWPX9gcW1lsut1o0vbty\nlo5W84s4gD2019UgmSlQ8da2kiBNHbvGPJaypkdXPjW6SyFlLZ2hyepRqLmPpd+zFBrei8Oc6wHc\nI/l+fHtsyLVA0zQAgI2NjbJZGATBcnxp+2/NYi9aJrcBcA2AxwL4BwAfA/AkEbk6kdlbSgfBTxhr\nYZmIyI9J/gGAizDz6bwh7UhamQpvUhAEO8Ges0yCIFhP9mI0JwiCNWQtO5O9nCFL8g0kD5K8PDm2\nj+RFJK8h+X6SRyfnziJ5gOTVJE/dJZ2PJ3kJyStJXkHyuXtdb5KHk/woyctanTf3us4pJA8j+UmS\nF7bf10JvExFZq3+YdYCfB3BPALcD8CkAJ+62Xol+vwDgoQAuT46dDeCP288vAvDy9vMDAVyGme/q\nhPa6uAs6Hwfgoe3nIzFzgJ+4Bnrfof3/NgA+glnC457WOdH9+QDeDODCdXhGPP/W0TLpM2RF5GYA\nXYbsnkBEPgjgpuzwEwC0uZg4F8AT28+nA3ibiNwiItcCOIDZ9e0oInKDiHyq/fxdAFdjFpLf63p/\nv/14OGZ/bII9rjMwswQBPB7A65PDe17veaxjZ+LKkN1jHCMiB4HZHy6AY9rj+bVcj12+FpInYGZZ\nfQTAsXtZ73aocBmAGwB8QEQ+jj2uc8srAbwQwyz1ddDbZB07k0OBPRlCI3kkgHcAeF5roeR67im9\nReRWEXkYZlbUI0iehD2uM8lfAXCwtQStFIc9pbeHdexMfBmye4uDJI8FAJLHAbixPX49gLsncrt2\nLSRvi1lHcp6IXNAe3vN6A4CIfBuz6UOnYe/r/GgAp5P8IoC/BvCvSZ4H4IY9rvdc1rEz+TiA+5C8\nJ8mfAvAbAC7cZZ1yiOFb50IAT20/PwXABcnx3yD5UyTvBeA+mGX87gZvBHCViPxFcmzP6k3yrl3E\ng+QRAH4JM1/PntUZAETkxSJyDxG5N2bP7iUi8tsA3oM9rLeL3fYAL+gJPw2ziMMBAGfutj6Zbm8F\n8DUAPwTwZQBPA7APwMWtzhcBuFMifxZmHvqrAZy6Szo/GsCPMYuMXQbgk+09vvNe1RvAg1o9PwXg\ncgAvaY/vWZ2VazgZ29GctdG79C8yYIMgmIR1HOYEQbAHic4kCIJJiM4kCIJJiM4kCIJJiM4kCIJJ\niM4kCIJJiM4kCIJJiM4kWJh2HZQvkrxT+31f+/0eiuztSW6Rng2B+jLPIfm0KXUOVkckrQVLQfI/\nA7iviDyL5GsBfEFEzlHkng3gNiLyqoq6jwDwIRH5uek0DlZFWCbBsvx3AI8k+TwAPw/gzwtyv4l2\nvgnJk1sr5d0kP0/yZSSf3K6c9ul2DgpE5AcAvkTy4TtxIcFyRGcSLIWI3ALgjzFbo+N5IvLjXIbk\n7QDcS0S+nBx+MIBnYraS2G9jZt08EsAbAPxhIvcJAI9ZkfrBhERnEkzB4zGb3Pigwvm7Avhmduzj\nInKjiPwIwBcwm9wGAFdgtjxhx40AfmY6VYNVEZ1JsBQkH4rZhmmPAvCCbk2OjB8AOCI79sPk863J\n91sx3M/p9m35YI8TnUmwLK/BbHjzVQDnQPGZiMg3ARzWrj9Ty/0AfGY5FYOdIDqTYGFIPgPAdSJy\nSXvofwA4kaTm47gIs5X7NayQ4qMBfGBxLYOdIkLDwY5A8mEA/pOIPKWizEMBPL+mTLB7hGUS7Agi\nchmAS2uS1gDcBcCfrEilYGLCMgmCYBLCMgmCYBKiMwmCYBKiMwmCYBKiMwmCYBKiMwmCYBL+P9tZ\nuCheumZzAAAAAElFTkSuQmCC\n", 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9aHQ3kmIw2/H5js+xdO9S5QkffphY6Hr1Uj7W1AT8619krzyc0iqmD7EY5S6M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pcNTPA9TkTzGY3uZXOM9/23AuvQQqp70/x+AbwEvNULz8+9QFrAtt40v+eAa32PbUBK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\nIhgAmAgGACaCAYDJC/HI6ew8qb1MAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -619,21 +632,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.13" + "pygments_lexer": "ipython3", + "version": "3.6.6" } }, "nbformat": 4, diff --git a/flexure/lots_of_loads.ipynb b/flexure/lots_of_loads.ipynb index abe9d25..5508867 100644 --- a/flexure/lots_of_loads.ipynb +++ b/flexure/lots_of_loads.ipynb @@ -34,10 +34,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 1, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -57,10 +55,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "from landlab import RasterModelGrid\n", @@ -76,10 +72,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ "grid = RasterModelGrid((200, 400), spacing=(10e3, 20e3))" @@ -87,11 +81,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10000.0, 20000.0)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grid.dy, grid.dx" ] @@ -112,10 +115,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [], "source": [ "from landlab.components.flexure import Flexure" @@ -130,11 +131,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('lithosphere__overlying_pressure_increment',)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "Flexure.input_var_names" ] @@ -148,11 +158,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Pa'" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "Flexure.var_units('lithosphere__overlying_pressure_increment')" ] @@ -166,11 +185,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "name: lithosphere__overlying_pressure_increment\n", + "description:\n", + " Applied pressure to the lithosphere over a time step\n", + "units: Pa\n", + "at: node\n", + "intent: in\n" + ] + } + ], "source": [ "Flexure.var_help('lithosphere__overlying_pressure_increment')" ] @@ -184,22 +214,43 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('lithosphere_surface__elevation_increment',)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "Flexure.output_var_names" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "name: lithosphere_surface__elevation_increment\n", + "description:\n", + " The change in elevation of the top of the lithosphere (the land\n", + " surface) in one timestep\n", + "units: m\n", + "at: node\n", + "intent: out\n" + ] + } + ], "source": [ "Flexure.var_help('lithosphere_surface__elevation_increment')" ] @@ -213,10 +264,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, + "execution_count": 11, + "metadata": {}, "outputs": [], "source": [ "flex = Flexure(grid, method='flexure')" @@ -232,10 +281,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [], "source": [ "load = np.random.normal(0, 100 * 2650. * 9.81, grid.number_of_nodes)\n", @@ -244,14 +291,25 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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sU2K7WJCzbTYOG42gHbINHVotlBnROWQE6yI6TkVJMosSJZyhTGXSO23Dd6FEdJsSLk4qoVNhoVQJWpkRo9JU7WsoS+esID4oZ3lY5K+0XvmF9S8nrONbaIQ5VB5h1Oyz8paHtc/1Vsc6Hdfnrb902ri2EhnnugsIoXwtu9qIVhk6lsZoKUoKiHOLznG0IDQp0ZcXiTBzjlqbQ1n6/LNhocnGWqzte6zcULmWdwo50m3zcMqIWIvNRZWtxUZdV/PEGIDPpLLC+luZEeJnw9J2TpnA6fbguYYeLbv7uAk2x20f1dv4deqaYp3OV22f1f2lsPDjsDL7RltfPQjsFl4wRvxCWMc2lK39Lt4lTV22jo+jDLATFdo2IvKPurZSxPbGUVtb+bEiRdqexTa+hDKENdqfxaJrnxqGhMjHJSpDG8z1/zemch96kjsEHLTrISAG9cg6Zv/7DMJDX30ZBg4Ddw8o63tAk11/OeD7u4EGe+b/Jchl9qHr+K+uxHhdgAlCRGKh3jZvjRH2zLAuVpM45RXbGKESvb/SCHW1ElzWLtGNEcpQglEQr8S9Buk4hUpNPSjh7TPC+tIKJW6hlbp5f+xvGITySt28ghK5woGnGNsYPgPcaeXmHtO2rEOJcGY4QpgSBGV2q2xDbrRnT1qfi21jr0OZ4doq3filqfpbrfaZgnplLq1GkHKjIkSV0lT9v97KaLVya6zuRu13U5fdv1mJQN8hG8MmG8dQvshL1t/C/cr4T9km32hjsFnbNFtQYh/KFso2KcNvMMKbG6V1hbL02c3WnoJ4eV6C+SMmLLy0Qvsjuh5iBXkDI7KhDBvzjIAA5kZJ93GUWK/RMlNE18g8sTkss/blRimzuGhrqMyIXrXNXaOOQ+9Rq++kft993H5r0/7319s49tia3UbA1EOlxjjzhML9ylhMkueilXsIYQ8iv7I1VKNjGC3YqadET907bR5WaTs3iO2DnXqKu9Don9h36XpdhTLLtVXCZv8UmyGU1Oj4lyHykvWjjOB03GLzu87GsV7bvNjGkcL9wh5l1gli879Txy1FCE4mJfN17/jrrzRVGfia7Tr2O1GBsSBex+qlFdr3RlvTZZv09LbHxmQfus8b7NQ6BER+WqKWNZhrODIVl1DyA+Dd5gnPATFQmwT3rYaz82HyJiAesmdCB/Cjigro3wu9OyDlAJQAX4PFcWpO+PEJGPerSuh5nr7EA4w6CTvmwZzQMkjKhHbg1TD8z17ouh0qEuHS6zCxV98wfRA64iF6VxaMfYbu22HcQWAG8BpwOqwNnvJTahdkct9h4Jdh+EYcbN8PXh/82T3I/wHeC7BjAswp2UPRk/fw5E/DcFecKivfymfegkVU/a8wac/GkVG+CaY/wuxENTI9+bUw8n/H4TUkwdVPANfAtCfgCNCfCBMPQPd2eGIubACiIC0ZMr4bhkc2gZyDq5/jyAMQvw+YAryWDDO3whnYkASPbgG+COwALsXCnzarCJAEvFwOF1M4/WdwfSNwDrgE0Y9Cxxng1UrofJyzC3qZvAW4FdXbTwROAzOt3PdzYNoSOByrtqoHgAPAZ4BW4OIS6DsB/VthXD6E5kBeHGxfSf/0pxl5LBuSlkI/pN0IGeXLICZT2xMP/CIMY+MoegqebAZ+MR+A2O+sp7msirTH55FRkQ30woW9ACR8Zz0NhfVw053QWgXz5pE9EZaWANfDkdkQv2UlXNoL778M0efgIeg/BiPfBt4vhd4nYBpwOo/oBU/RsWY+XLde+70XjnwVoi7DtKosumY9w/iD1t8JK+G2p1UMu1QCnanwBOpr2a3zGPsoNO8CboO0GMgo2gNjX4O+w9B3guzUrSwNA6/lQ9Qi6F0JSU/runp1JcQ/DW8Dp+Lh4ha4O07tYM0ZMCcNaQSvJRVGz4H2RdqPi+gGmgFsAebDjqtgTg/wcgk8kgpntA8Shpseg+ZumD0Oducfhu/OUAPPQYB0uGa53j8DOLYaOpbB1ed03kcAd6CvrboROLeMtJRMMs7rMme3teX1TXDNI9BWA/1R8KV7IBbqroG7x3z8BI833u3JD+oGd++PvOGXUHKYhs8MI1y4SRfaNLjvVeAmmDwaiCqFG2DpdniwD6AV7siE0QdUKZcCG+LgxW7IaIdxx4Ax3yR24QFGHUiE8zAnH3ggk7PjUEPzzXHMltvh5QxIPABRc5RAbYW2L0L0buDII3Aaxu0GzsZoG6/RZ0mJg5FTlKEcy2TDD+LUyNo3nh2p98Al8B7Jgf0wZ30FTL6HJ8+BjIpjx5etvzMWUdUMCc/G8ZOdsDjlEXgLVl6ABzqBF42hfH0XtC+BiU/w/ExgDjAuTQ2fUXONOK2EiXATwA/ioGc9TQ8/Bxchfkupbtx98RCVAnvqiU2CR5vRc+befOiLh280K0NoBl4F2hfC9XD9UUiYhTLj0dCxHdh4GLn6m5Dcy+TzwFUrlaCcgyM3AbNRRncjwDhlKNc8rYrQ/Xna0Jkog7kzB2ZshTFLoH8RPBoHWzcB7zPyZ2H2fnMp8gZwEDJ2A3Myta544HAybalxyOfgyfJNymjGzIE/W09zRQVMmEdGaAXQTdGCNBgzF65dTwJA5wRaZgKfmQcTYSmAJFE9F74yFui6F/60BD5/jrOPARUw8gA6RncYQ5kBF2Y8RUcecLmVSzeiTP/cduJLYVob7Jj/DOP35hD9iApJXHgVfnkMzidT941UXY+96Nh0xcDDxlBOZ8E7PkP5pVY8ahpEpbC0Ik8ZyqxFNH3N2tqOOiB862k4CbwTC1dnwKQKeDMVEoGufOgG72iMMvLun2oQQLzN75sxsLlGHRe2wJx64GVgZipULqE9CjhhDKUC2Av/dhF4d6wysRsAcqj7xnI4t12FtDBwORquPafRb82x8F4pCTG6nmiOhdhMnaeKWDgGRbOtrL7VMAFSvnM/0U/eowLPL+HuXzEk6EcF1cFcwxGOqXwQ5CS8ls7z02D2XKATXdDd/6oL/uwS/nQUMPNp0uKBq0rhXmgReHQX8B+7lKi0Z8JMaP5aGC4dIDsFuByGfTD5NLphYqB2H/D+ffA6elI5BLCMa19BLUJJcXAjnH0Y+Mo5eK0UzgPvZ8D2VJBuOFYCXV/j0YpMFk+B5//HFxjfB+zKghFLoG0FJC2g4QFgw2G8CTCnDHirXIn3bmioKOXNu+HFinSYBnfUwtRfAL+IIfa7uyA7zI5FQCz8qEKFfZJTdMy+CAnTgRuehubVvAjK+K7+Ore8BSnzAS4pkRm/jJQFC+HP7qS5FNgJ8j70JC6CyUfgZ7EQqoer50NFGOil6AHgRBYNzSgR/QxsmAvEzOCfvo4S96OolEwGJCpBlgpAauBYOvSmwr3N0LMF3sgiesFT2sYTEDsROJyvDLL/L2A2pHynECY+AnelwffimLW6Ee9cvo59MyrRj18CcSDXbeXaRvC+Cge/+QiL7wD6T6hUzgklYl48ixcs58ntAN3wThTlFekw5cdM/VkynKzneYAXw5z41i4erMikoyKLrgfvVMJ3uoS/F+B6VOiZCNyMEsStyxhzuBwmVsB3dzG60cZ//ly9/22Ysz4DHl1Cx26YvDEJRi2E0dPhjq3c/Q9h7ft+vZdvnIO3QXogesEzsDbM80/eg8QtgzOzdJ2yEO59CnoroBtueTkduf1O+I8w7IiCrXDij4E/bobeR2h4ZDn0n1Gr661HVEkNMHuXClOHgFcS4apMiH4Wvnk/R78P2fMhIRHo3aWn3FGzmPjzGpgNzfmHlRFOg7tXheGmv1PhZm0UdPw9d78LfH2uMtg3wzD1m/B+Mgdvgtonm4F2GvKikCnAmAI64oCKhXQ81Aw74cmKlSqU3LIeeqF8bSoduyAlFT3tfey3uyv6UTIzmGtY4krr34b7xedMB9xpumnfIyiUrrr5gnjVwfaYXcDXozeo7ptQvtpiWk1HXJqqOt5DSN8h1femCWrIPWvP15puPTfKdNCZaguo8Q3WK9WmUGa676IkNWKHclT3u2a7tq2BwGPIN+5WW1t9L7LCRGGb6dPrUV33NtTGcxKhbJm2LzdKDb619nyx6pcjBttDpsMuTNR2rRtgX8iP1d//PKxjJwirDss8MY8232uqFdWr95le+5R9XrtECOWp7nufzUOt1Vdlc1KaKuxUnXqt78lVbf18aYW2p830+2fNnhDK07YXI2w2D6/C/Xr/ZuRgr/WnS/scLVZvsY3XD8Pa107tQ4rYmBTEa915jUIoXe0d+2wM662MLmtDsa2NaiunODlwGMiPlWxBvQpDNh7FyWr/ygmrPaKg3nT9y+TS69bmeoRtZp+rtHW4U+0A8oqNeY2/hksCj6ZnzCNs7RLruzlqhGwOGu3/o7aWfAeBjeqJ1dRl9rhCeyZUIRTbnFYi8qLZ1nyHiUME+6fSygxl6JzWoLakwkQh95jZgDKFTn/NROnzuVE2J7t0ne+z9b+TYK3lxeh8hUrV1lJr67MwUcdzm41/C2pz2WdzaY4QGwR1pDhkz61domulKElYdVg/F9Rru4fAxnFtotY/mGso6hvqy51UPgC3TgZuXgTbgDOqNuAyLF6wHHpCMD4NXs1Rne1p9P9fh+FAEkRnwqOL9NTx8h6WPr6K7ntLKK9Ip/Y2GHUwmfLt6o5Gwv2q874A1IZhbC9MKFNVzcRleiq6P8ycfqD3aRLiUNXBPuDq78M1C4FeeBu6vjoXLi6Fd6A29YCqeHZvono6KoGeB9buQX4A3HgAYmFpSbL+dnkeaXO1KA4ByZlk9AOnX1eJtHkZbMqBe1E7TecK+GU63AzZSUDyAdXBtwPnX1CV09hmPZX8XRy8nwn/EoZbZ/B/XoaoQ6itZAtsmAK3rAXK5iM/A35RSdc7wJ/kQPxT3F0UpWMZA7yFSt2noWjBM1R/uwS6YepLcF9pEtw0A3LCsHaPTuTldIiCWZU58Go5XJwGXISXo2DUElIehua9wLgd4I2D9+GOEDDuAFTOh8oldJgUHJsKMy4DyXEwHwgBkyAaYOYj8OUjJDwAjPoOEMO47cfUNjB6FzTMV/39ZeDCVo7MBzbHw/EY2FoKp1fC3hL6ZpTANRn89U4Y/zZULwC2J8PErcT+bRxpi+O4F6DvTlM9ZjJ6N9yRGVZR99wyoq8BOpMgOg1+PR9Gw+v3Qu104EwG1QuWw82p8L1miIGuv40jYRrwWA7/1xhdK1N/XkHRAmBqDu0xQF8Opz8D7ITF3y6BbfHQC3M6IW49NFxCVWYPAZyAUUu4JRQP7Yl4t8ODvahE35fD4hnAd47Aq/lwcYV+H5+mp6opcOIbEL3wADw1HSbmAxNgNETt2w6TeuH1ZRq/dQJISgIuqcrs0nJV03VV0tQNcts5tUvNeEL32jurqXsEmHaA6tSt0J6t8UAvA/evh4Z4ygvjwdsFl+HR1cDke+BIqc7dpddpboeU7+4ibdEMms8Ak+/UfTUE+LSrv644VxvuF3cSxKKcMgnK91NvNclsn0lahfuFzSbZnCTwUKozKShXpeWGHtTlcp19t7ZKZoudWMqsjj6TXEMVwhqTkkMZEi32fJWWVdtn0pi5O1NjbQmp62a16N8tHSZZ/jCsp53jJmmbpOl7JRHKVwmvwSS6TkSuRuBN9bQ5ZaclixPYINY28/3X05y5UB+ycnK1nUVCEI9SZi6kXSZR+v+nh/XU1UngbuzHG/SZFNxnUmaNlX/K4ikOqQvsjn7rb4uWGyv2udWXoDN0Tgrt+TqTROuIeD1Rb1LpOpX4E8Qk4PxYoUVPPDv67fmssLC2yrzmSgMPomKtL0UQQuk6fr531z6T2Gt0bBLEYpiKkvT7VYfVAypkc12vZW8QG5cXbP2sOizwM6FH57snbC67J3Xc54m5De80j6jQSvXUa7H1Zuup7xDCM2FzZTaJPpSp67EgXlgZ1jFfZWV3oV5UTehJSOwE0YrwcDg4HVdr22cLwipdO71Hbb2ayzzVCDlhOf82emK3OY0W3zusRMd0ne6p9lYti82Y91WW3ldr5a7SvUGf3h+JUcqPlef9Ml9aIRTE68m1KClwpTZ3dZaHpVp0Xnb0I7LenqnWOYnEUB1CTzvPhPXzEJwcohK13sFcQ1HfUF/O++sD4CX8YBMiAAAgAElEQVR4wmZUZ70Dlfwu7Kfp272cHQOzCiH6KejYAFxKh9uWq30EYEcYpsUBKmk+WBgPE45AXyUnHv4m09pQKWsmULkERsWjcsolmLkc9ufA3CVET4SOinw99byCngQubYKkR/REAPByGGbGaVnnUan20uswtxn2QcJ8aDgIHDgME2YERthJqDfMSCKSPzuBCdnQngYLemF7BmkL0sh43drba3VEAddAwwOQsAW4nA/xi7QLjUuIfTyHql4Y3wfT6oAzefC1p9Rw244aSzvCMPLLKnHeeQTqYiB6OXQmQ+VY+Ms4jsyD+ONAfQ2MaYDepeDVQM88PYVJN8zLgfWH4eqfQE8JjK9k3l98k6rQCvq+8ByjWlFPsF2pcF0JNIRJ+5s4MvIPwxdnsCMR5py0sT20hNmP57A7IwyPxMF5tSd4cdbvt4H3MmBumuaKmFBBymNdlGd9lROL4vjcGyBfgRGhbOhcqs4SF2JgzEyYuxWKwvCtOO1/IsyeArsrcuDC5wFI+M79NFRkIJ9Lw/t1Bdy1AF5Lh0eXQ1mSnqTYqvMeVaINune5eiZtWQbJmdReo7mhHlwVo2M7fikQA7el6Cnp0HYYOZfeRIjauwuiTsAr98IfZ2i5n8mBs5Vw7ouwIA5eWQb9merEsCsDetPUnnUbnBgDXaMg4byNXzPQFA9nt8D0OF0vMyD7dli6G7Up/auNwcF0LsxYzpjTwH+G1eGka4n2cXomvJWtC/NCOdy9Hg6tUM+3Ow7oGpoJ/NLW4kn0ZD8dPXXMQg3rzegp6NWVzFvwNA1A82H77gDwXhbEPwMHk6lO3crbQMoRKI+HJ0uh4wGIPoLaZ54Nwz/HqSPB1nzoXASJkHAHNFTkwWNPfWxvrKvu9uT6QXp/NQ9D768rztWG+8XnPJVS6kwCyzXJsVOl7YiOfI9JiKZz5RQq3VnUfEuHSayLwyohhrIs5iNZzr/t20rS9f+CeP2t2qSoeoIAxPJKlfQLUZ28b9OosvYcR08dx1VKq7tg5ZVXqr4/N0olxG3oyabY+tY3QDovTAzsHGY7OtKNyBa7pwwZSUglykqVOKPFJDmxvuSELa6mxOrMUn11Xoywx04peTFaR7V+1hgIHS/a9BSQIDYGIZM4/ZgeswssFiLxO0ViUnCVSdK5Jkm2oae0BpOkT9oYlczXv80elCLouPTZabNsWRBHkxtlgZYq0V9o1HvTBMsoYFfZJmGqSrm+LWOxoKejEFpGUZLQYqdMi7gntDJiz6AYPRH547dPxzxNbAws1uZ5se9aCKLJC+JVkt9jc7pR12GCf29pqrB6j451i50eN9qc+fa0etRus87Wdot+195q9bfo6S9brB7fflGtZaQJeorZaOtnDdqnjTZ/oRwL3s2w2KB8PY36p+Uef+3peMUO3BOnEEpqdF20WnDm4rBQlKQnRzuBpol+7j2Kjp9lIKDN2ly2SW1OexBEf/ODasmNCgIsO80OV5ioY5EV1jqOW7sP2VrajEgmQ3JyGJmop7TBXENR35DTzCvdgOF+MW1CQOz8aO3cKKG8UglPnRFWCzxrO2cLMJRjqSsyg7QrFggYLUrQ3sIIYOF+3bA7jeAUJiqB9tN9rLENHMrXuo/qxiK0UssuiI8QCc4aYQyZ2iO0WtVyfnqW1XsssC85iBTvJAhuLIjXv4uS9PfiZH1moxIMP80KZUY0M4141BrxvKiEa+8l+1xshMx3LKhCiX2DHzWeE0nV0V9vG79Y+xchom0EaqxOI7RVBClJGnTjy1/ZXPhqxeLkiMFbGXmO1tlj45cbpW0+qkTGV8P1+1H4fvCdRdNH0pIUJtrY7AqIfqhcWGVjYCq/iODRZMbqbUa899j4lhmR9Jl+nX1eF6Qn4aRdm43pdVn5vmHZ0sWwytrW4hO8TGU0ZctM0KnSsQ5la/1tVm6O9itF0Hkss+uord1iW0dHjYALyijWEVH3HexF258fq+XvNFXeT8LCPj+o0+oLrQ6CC2vRdDJlqIDUaGM6Naz9yY8Vpptwctz+Lk7We9fZd+WVQZqbwv26TxttTLIsi0ITmk3gJOYws0xYg6rbQpnC8rCcOO/vlyyd0xpzesiN0rJ9QW2drTFTRXMSFTYb7LchIPIk2jgP5p9jKp++iz+aKFQSSJ5H/Y1VGskLFfEeKYg3L6xMIdeeWWWLuHB/hElEC0Fup2oEdsuO/gHSx07bfOtsIxUlWRTyEvOcqQqISNkmO+Xk6Pd2WtGUHKsjkiWhHJWqLlo7fc8yS39BjdXdpvecOG8ErNgk6tBK2/y6oag2IrN6jxSJEfxQSeBZ5qeUCWVrH9r8v/NNOi1RvX0Vah/wU92ctD7nNWoZfbaJW2z86/V3jVDPiOi5o2WAjeas1XvSnvfb06T1s8fsIU0Ih9Co8fxYJVarTMqt1N/U+y5H2v2I80ICz6rCRKEFTeFxFCWGoVLNqFBtdoqXVmi/LI0NhfuF4mSts40BdrUlWv428/bKRRniWZTY1+hYkxejRNr3kNuJEudQhuWx2q9tPqT92yD2rO+59JNw5FQxW+z7zTbuoRxjsPp73QU7yXSi415v87BZ+0WhjUFWWMfrhbCO4RqE4mRl4MW7tJ68GLMxZQptiBywtbRN644VlEGEVipDqrQxqLQ5tZQ/CWJtetZsg+lh4aKdSEKrdYxKU3XPNNgeKSY4UYSyA6azCrVZvhDWMTyu96WJrf9Qnq6XncZw8hp1/EKZOleVWAodWxtly4aOqfQN8hqGTMV5f30QpJ3+afDgOdRf/mAO7AKuf0I9mc6UQztseAAYfTsHv74QRi+D6fBgRTZ1qUBvJlz+FvMSgRNhOl4BPgN7U+5XL6Hi2cxZn61JhStWaoxFfwxyDfBQMyTuAkZS+1gOjIDFj88jZRFwZBeMfoRZAF1fgT+Zp55Ar4P35jGYuxCakzk4GY1PGQHcHIa+EyQ81avBfp9BP78NHav3QzvUjoBpe4CXV8JouG8DbFjwNHv/HGQ/MCINbjI7x9g6ntwLzRXZ6km0KQs2ZGtE/FZg1lK1e2zP0PgARrJ0HDAplaqyKngvFabHkZCSSUMzvHsTxH6vGSasVS+vE3B2DmrTuueclhHdzLhpQHc53P8ctXOg/T/gF5NQu9fLkLJgKewthZdS1YvtcjbZcUDH38EbscxpBN4BDoDXEAtjmuGGp8CLJeMYcDuwNwoeA6YvYeKObJa+jnomjYCbrkezB1wGb/QSekYC/7oDenLwbga+DKOOAl9+joYNwKsrqapYCVHlEJWM15SqOvrOeJiYx+zHc1hakcGGuTB+EhrzMqIksAecTIKrX4bPn6MBYP0K9YADamehDetZAcyECRlqV9gBD7wDtMyH1/bAo9AzP05tfu9lsXs3GuzQNl/XXHce1C2Bi0nwXjrtV8GT5cBLjdqOX4Xhl/nMexjaHnwOxq7gyGMH4Ibt0DUfYn4Mjz4FV1XAVYu5+xdA1AF2HwTmndN9wTjoBS+cDZdS4dwyAJpXxcClNUAvY86hNpJvAd2weBzwxAHo0YwDT/5zGKY9zY/W1MC9cdQJLJwOl25fCGPfoujbJXD1Y7A/Ue17s3QME54ARi9VW9ZrUTChAmIXUPuDOHgnH/4tDAcg4xhMa4G2B56CiYuYlwSTLwH3fUHjxO5dxtITthbeTYWoTJYeBmZk/l5SMmgIavcazDUccaW52nC/uPlGIVfVGu2tBLEeP7Qjeig9UHsUqvReLSbtbiOi0/eTNNKiEuiRbpUus0WlOooJYhQsniMSJ+GrpYpN4rO4BEIV+r1J1RvEpCdLdEedSVCNJs3mxajUXutLhQgcUImzNFUl2mfDWo5liVVvlzwt13JenTiv9av6IMu8m/Ijqh4uEhkzDpkqx+Ik2GYS8tolQqe1c5vVsdPKqTMpNpSj9a+y50OZv6k+2WbSZ05YJdD7w0KNta/GpOniZL1nj9W5x6TiYoQe5HrKtPwqAvXGqsN6MguVS6zoSW2eEIkz6juk/V8sqL2tGGHNdj2h7CSSQ2qeWF8L4oVQlp6kypbJWUxCrtS5SBGTqH0vpLVLIhmmLzTaGipGTwovhCPJNzkUnM5OnLe58j3m/Oy5fqLSVdqPhh4biypbzwX1qhLq0XVK3YBTXJnO75FuK7Nkvj7j20l2+jEjx4QaO7lG4qTy9IRTY+2o8W1ICGurpL9enz3Ya3VVEnjH9en6YY/1qTDRvOmSdW22EMk5Jn9l9xYTqKH9U68fbxXK0DE4TuTEeKQbO2nZuurRtdhhXmfssXp9m06h/b0H7VedteEogddZKGtoTip32pwN5hqGJxXn/fUB8OLipGf7W0S1gNcB8x6BqmZougn6uiF+C9CTxJE/30XauNVsKn0FppTA6V1w6dv039XMyMPJ9MzeytWjge0adpvwvWYadgEnktnxxFbmFMWrd9DYEs2ddWkujCuHR1LgdVicCC/mQ/Qi6ChFPYrOx8J1zXCqEeRO9d1/FM07lgq9b0FUeRjiN0D738OsXhbPgJ95ZZxueZy0GzW2YmEnTP0Z8G1IGwk/CQFTwZsEHE6Hm5erp82NwPUacd68BXgvGaKS4e8fYceROOZUwd4/hVnrCLxwdqWzY/5y5hxFPdT+OI6DCXDHxiwuzHiGMQeBkenMW7CcFODJ8mXqzfXnOXAREsZBAlD+YhiifwqJmdTeDPf9x2qdoIcW6v9RkDAS9rwD1xxHT0ovV2rU9K9TYfQdnJ27jMn7gbNL4J4cnp8GPzoAHIqHqx+GkddD7ytw21bNpzYFuGTeUPemwS9Xw8Ub4fq5Ov4TUal3GtTdBq9fBbO74ZZmSImHZ/pg1ppEmHlA09F89QixcTZ255fB+Uy4ugbGNAHdMPYZeOcYfG26niZagQegGngwDJIG3j9rX9lfjgUDwc1pGq1/BjgdpfFNY78J3ctgSibnvwDXVCfBiGdhzH/CxWfgqkyKFiwjsRcSNqXDxeVaxvVaJLICeh6i62v3MP4k6hXYjnrQnc4DRsA1i/Sk+bkSeHsFXHpO5/1MHtAJjy6DA9ByG0z9eQ5wCTrnqAfk9AXwZiXc8k2Nt6rIhjMPwW1xkAh1Y+Du12DxLE251bAqRuNt2n8Mk3qpng8PWvYHRqzg7J88x+TtFeoldul1GP80LFgKFen6zFO9sKaGvi/dz6jRwOEKYhcsoPkgmvHiJtRT7OUSeChVT9kPoN59V+kccw3mRZYFF3bBF9Zrf3fl6fzRC48t/9jeWN5dnvCLQd48wXl/feouEkzS3maSUCQWY6VKoSdNwsyPDaSsSvT/Z8MRLxcu2r25Uea9UyJU+gb4rCCzrhkj1bCcLrSaNJcaDmIfdiKE8lS3bF5M0UJgDK0lEm+QICq51V1QSasnbOWdRPXaTSq1kh8r5MdqX2usn77TwDqrs7wykO7WbNf2dGpsBF1WbhVCKMdS/lt7QxVaZp22O3hfSaZ5CJmEGcoMjOpNqPdNXkzgkWbZfGkisFVUYRkO8iJ68to+kyDzY39Dwjzdbv1YdVgl+MJEIZSv83jR+uHHxWwmiAPynTHWbBf8efEl431YKv8YWxclKvEXxJtROV11+8f9uarRU2GP9jdBENYRibOYJwQnrJD9vcbmtTBR2+c7AIRy9BRQZ88XmhRdi50cN9n7RDC7XqIawtdsF0I5Mk/MWF1t7V4ZDmKripMj7+hhZTjyTh/26DpLEyK2jj7/nSX5sRbRbmPWhNniNun8+s4gbXaFMszJIV9Pi7X+utD9oFH0pfrsSSxWJ1/b63s7lqYKF/XksfcSQer8dTrf84TgNRWlqeopFsoTQhXm8bZEv/NtPqdQTUEt2v8124ViywJdZeu0MDHIEH7I2lWNOhUMxUnljgFj9EHXMDypXPEGDPeLz9vmCenmp0o3V6wYMTtqhGqNEpnZQvCSolBGJICOUJ7Iz5R4RQyM9UoEaRyQdmEfwgoLpDIDbkMPkQDIeUKQeiOUITxsAWt7tJ5sMRWH/+6WTt1U3ceJBNApg9F7EgShxtq9zu4PZZpRvTQgUi+t0P8b0U1fnBxRJ7HTDNeh1cp4VpkKoVX7HXmHTKhE29CIpQkpCVK4t9qmryd4N0lhorb7OIEKz1e3vBBWAmupRxLEGHQLgRdcnxHTgviIB9XpdlR1KTb2oVKdu1qC1CXrCDy/VhG4txbE6/wX7xJCOTp29damOu2PesU1ankniaS+Z6ONb3mlsNGYfv3A93OsDjzjClGGkR62+pJ1PdTo3MeKqZ184WHVYaHTHEPabMyrzbhcp4GgdResnqywECqXyyDyj7a2W1DiucbKykWJty8MhLLNeyxD+7x6T+B4katzE0l/46cV6rF1Uo+9S8fm1H+J1j57tlpVd5dB2GjrcI//wrUcIde+q9Fxjng5HkeZwNVhLdd/F01xstZtDg7qFJKpe/WU1i1TCFzpu9C1tJHgXTW+Z9lOG8+8GF1L1X4AaUawXkwtq9+XDA1T+ZK1fzCXYyqfvovpKGH9icWXHDevnlCGRN45UrZMqDYCUYMgugGeFwS26Ka6aESqxhb+WT9KvlRtApaTq+ukbcxVKJHtxKTNcpX6Oo0A+d5hqw7rpnshrJvmBbUrcJJIPMdsMT25earU9tnGtBdsyc9RYlq4XzekT8CrjQiVLRMaTTr1c1D5No19tnFN9x8rSizV7VJzNe3o17GRX6EEuQbtC0bc/bifQiMm1fa/7/J7Vj+zzsYwlBXx1KFwfyA5b7N2F+4XWq3PIXum2sajZL6dHo0QrV2iRHwjSnhyiby0SRmojf2KcMD4jlr/TioBZJXef7rdiFQoPyCcxwnsFaHMYIz83Ff+O2mazC6y3OIg8mKUkVcSvD2zVhlnrGi9kcwNoZJACAmla1+P2zyVzBdCGTbHq7XsPX5clJ0Q/LiQKnSdthLJd+a/hI78WHM53qRMpo3glGY2GkI5KgSsw14yl2knrkz1RqzUtSIHjAGGVgZxU7wS9Nf3zKq0OdlobfJzra0bkKuuIF7nyHK/sY4gN12j9lltfuVCjT3XOeBZsX6EsiOaAY7aWmolsF+tDOs66bE2hUqDt4DusXEKZQ8dU2kd5DUMmYrz/hoMeiEtLY6MLcBhGDUWmJYGsxbA14FLj7LjfnjxAPTcBJyHounqdDJbHgbvTtgHBxesJ3YOmip8E3RU5EBvCUx6DU7A7CgYfwLNLxSH6qrPobp7TsNbyZpb7FsLgX7VrY/qYve/hOHqi/AKRC+Ng6YY9n6WyLtEdleUsmWElTsd7lu7C94AjiXCd++EyQDLmbdwJuwF9kPsbOAB2LE0DqIyOT8BMgrjIRnkLTTDrHnVlI8DDlfw/AxozieSNj12gXr2zDkA/9QO3lXApW9DGGq/9TQUPgYVEJsMdEPCQnv3yGl4cnUi857q5cVjwNbtcEMv3AptD62H3mdg7yaNbH94JkQl6/tM4uHs7cC4E5qPaj0acf2d9Zpb6wQwdT1yDBYvQG0E43NUd96Pvo/kBuCqHOiYDwc3AaXELkiBv4nTsf9SCQdvgsWPQsMUoKFR9ep7w1z/8hKoAPrfgPKwqtl3A6WHNbfU3GVwPTSvBrwcS7+eT/QMYAJM6wMWx5GWCG3fOkf2Y8+R9qiWsfsEzJ4NS3uheT/QXM6PQL23Op7Rvr0XhtHL4cwyqI4h+3pgxFgkOg3vWmD0Qu3zafjRaUBOQF+YtCi0bx2VsCEHtm2Hl0vZOwq17YycAtf8M5xLhJFhGLEUJsK8mcCX7tdsDBOBh5YwbmcSXF4NI+4BLsG0rdB3DO8M0FXDLW+BNwWi+oGO/0XsU73IdU9D6Wro/Da0xWudNwIz4Mj9OocJU4BUzW7AV2HpeWuzdwQRILqEhCTUY3A0cJf9P30h5fnA4Zkc+TIsLYiFyiS1j9x3ROfgRKm+G4cbYUui2tLmQHc38GYNR98CJv0U/vJX1I4GTh+GOU8wq7IcWK4Tuq+eIYOgueIGcw1HXGmuNtwvbp4q7DPJqjjZ3lW+TCW7vBhVczWZpNSoagaNbl6tuteNJsH4NoF1CC/Ya1BX6LvNq8WkJ3u/e6yYdFaUpCcZ/42I/lG+IF4l0zqTqPJjVTItNAnN96TKjxVqfFVCuXruWP4xPw9WtqCSrUmMfp4qOrV9hPKEngE5pPw3TzYQiaCPRCr7Ko42q8cP+jxukmdxsrDOVHHV1qdQvp4o/HiSbTqGGsWMnpRywhHPHvU4Sw/eoPnDsEqkK/V/WU/Es4y8RuGsqfg2o55CoVL1mNo54E2LBfF62rqo911oRPXqoQqhNFWqxU6QBfEqxTaYlG2xP7Fip85663MtdkLI1PleGdYAuUZfoi+PqDYj8TRFSUEE/EaTiGtsfp81Cd1saRGPuPpAHVTbh50iLOixMFHLzz2ma8WPGfKDW0MV9sZEa+shf37TI9mcz7ah63wnQazHKoKsynsI+lqIjsdm7VdkTVtG5mwhkl0iWvzASc0UraqjHC23Dn3zox8TUk2whs5a+3KtL5U2Ns+GtX0NBFmnC+K1Des0mDVbsDiaDK23MFHXuh/hX5ioc9NkdYXShaIkqZYBtrhCm9+1S1SVbTaYItF52nuJoTmpzCAIev2gaxieVK54A4b7dUOibqLZYsSmNFXVL0VJQq4djcsIUpnXYPr1bFWj+KqdnLCl48i0QLv0CPE8cZ5Imm3fcEvxLiUSJfMDVUlhom4kP0llXowas0M5slh8e878IL2Ib+xss7afwpL9KcFq6fBVWiUWQW1tKTaC4avoipKC19kWJysTaMTUAARpQsqM4Ew3HbW5ofrJJmv7bHMvD0eikTtOEUmj8Ry5Or4nCV4ja2pBDSg9Jhy3Z+qIGNpJNZfiwv3GXPdrmX8eVtfR9LCW6ycizCWSGJJQdiTLwKXXbb4K4iMBjLBbWGUE1oJECWVEVJ4R9UiZqZR8Qlq8SyhOVmZlaU4iyQ3N9XdHP0E0eJONr69Sq7Z+hEqUONYQJB0tqLe22/vmT6kqLEV0rjGXZzYG71AnlK+MZ6BKKS9GGXzZMv3OT71fUG/qVn11wWK/3ryY4PUDe1Civ7Yq4rIccQw4bv0sStKyz9p8FSVFbGV1F6xdvurUXNYTRIWsWLHvfDfhmqDtsaLfxdq4RNIO+dH1ZZuEVn+s4gOVYCP6Omg//Yzo+k0Tm99OXRcHe20uC4mkueE4gb3Mf21zq/1/HGVM+bFDx1SOD/JyTOXTd41LtE3oS57Lw7pIdxoDOI4aOevNiFenhCFFjECVzJfnRSVsjUy3nF+5UUoY+gYQpBBBlH6xbZYm2wChHDN05kVOPBpFnB68/6F4l3DcJKY1uknZY/EIPwkrkTpqRDX3mNbZY5tn7RKVuGp0o3f5uvrjBO/H2EyQnqM4WTfZ/WEj+naiYkvkfeX99QTvsg/laxtNQj/YSyTPlkqeK80LKUuZRSGBs8MqgrxhRzEGuFr72WJ/m92Hep0PeUkZYp/ZK1KEINNso7X3kK/bzxcabX7MRrRBEM7qcy0dSowiuaH8WI5cvSeScuVqsz81Edg6Cono7zeIH6ltRFBsTIuSdF0VJamNYrM9678nPZQReOmt3mMG7GNB7EohyjTXKIFs6TBi2OTPFXryslQj84TAxhTK1PKLdwWn3jIbKzNsU7ZMOGpj6RvpK1Hi3WLMoThZiXIrdhooEdlt87vO5qi8Use/ybcnZirhP6lrQX5mdeXFmI1jpUXBr9Tvd9qY19o+8DNDmz1pg2COAjqP9Jmwsw1NJ+TbKX2bWJ3O/cFeW0f3h5Vp+I4d/ntdNuqa1ej8ZBWM0sPariqr96UVQ+aNRYLO3aAux1Q+fRe3IDTaximIV8JeMn+AkTRLCXtBfJAQ7ydhYWU4CHy7SOBN1GYL20+bYp47i4WIpEQjEQM3oSzdOD12zz7dnE1dBC/8Mgk4QgArCV6M5Xu+VBN4ORUTUWdEmJn/siRT15x/2whFjd9e26BizMxPw5LXqKegBgI34VC6Ers2BniGWWJJ30XYT5VRaff5XnRrl0TSkhPK1xp9STeUrQxsGzqmnWiZPTZWvhdQHZHUMH5+qiPdBB49foJLPweab4zvI5IePfKyMZ+oZllakDojjr7LdWlq4OZbj6rrSuZHghT9uW/qsnL60N98V2zfo66OiDrTZ2i1ffab71zgu7EKgRrIP3EV1CtzadXfi8TWiy/lt2q9tX0Er2W4SOQFZS0QGLwL4uXEefUiPN1uz4cyI6edaCGSzoRt1s5Cm7uSmiARqZ8cstP65I+tnz+r1spoJBKwmS0Egowxm4hKag3m4ptsmoHywCGmpEYZZ64/PtnadiGiBqOOwOOyGKHLd7rJElrtc72t1VCOzuUpvY+C+IBhWXCr3weKk/U73hw6pnJ0kJdjKp++iz+apITAX7ylqZH3plAyX2JlgNtiKDviSqrxJ/nBqaUFYdVhI+KrbVOU2obFbBKlukB9n/lq29QbB7iE+rrtYvOkWW8E0FwkF1v5sYJKWj6jeGmFEMrS3/uMMO4k8DLyvZ1mhSUSJ1BvBK2FAe+RKVUCtSKsbbXEjAd7jZDYiUb15OmBjeeouTrXGKFgixJZPzmin33YsgM0Wd4xQunC2iqRudaPYjuJmd6f0tQBqgw72bUQ6MgbUc8n39PrpI3/SR3XtnMEmadDGXbqKtc2/pMJBj4B9pM5+mo/I0ZsRBlaJWqrqLL1kGvP1Nl4vBAOYph+bIw795gUiaknQxkq3YdWa3+aCOw424hI/A09pq5pIXjHz0YiLsrRQvAmwiZ0nHvQk8VOIhmqZTeRyHh8j8ZTVm6nrWE/s7NlQ/Df4hh5J00kOSeBLaV4l5AXo8LEGoQyI+z7bM7qdF1Lpn96L41kLvCzVUQLQWbmnTaf5ZXBu3RqdTz8jAINPVp+xH5TmKhj+NIKodh+N3fmWLH+HrIxqcXifkr0mdwofVgr9SUAACAASURBVN5Xu4aydG+vXSIpQqD+rbe2tfjrIWNomMrtVv5gLsdUPn0Xn0cX3UVbNJ26iLLFUj1sIyDUodUqSW0zYthnRKWV4MTiu7VWokS5zXT5x+2Zkvm6EfzYCEtCSSWBy6zPHC76G7xcN71PQApVfRXJKFyvRMyPTaG8MkiuKAQv+PJdQNfZZitK0vbvGRBQ2GeEwn82lBUEj+XHans2Enn5GKFsOxkQqN4aUOIbGqBC9E9UJfOVADcYsfQTVOYSUcFEbAOmpmvpQO0q1QQ2lFCGlle2SdV6ZcuUobdY+/zxt7gaKTVp+hARdaS6jOYHpwA/AM+3oa0jSJcRWqkMbrN99l2OLS1PxNYQylKJ13+u1Vc15imxKojXMfthWOfKLyc3KhJrU9uH/n7K1o4fD/KCpeSvsftF66j259iEEhWC0iOOEfKPqiJdLCYANfgOEXZVazmzRU9ALR0oMTVmeeI8kazGG8TGtdXq60LI1NQ/aYLuDz+NzKrDOiZZ4YhK92AvQieROYuogtdWCcV2SjYVWoTw+04gJ23sQxkWe6PrNUF03Z9uR38rrwzub7N5FP0tQQj2hj+G/nr2086s2a7tK9axny1oIPEQufhyGwHT+6BrGDIVl6blA+B9wRPKUPfVq7CXYpXDDSn6+f0MmJjG7LmwO7QCvGnw3hyYtANuWIScA+8MyAHwJofVLXIn0BSGuyqo/dZy7rsMZIThrjg4XwL3psIvS+HCf8CohfD+D2j6i2Zu6QW2A5dT6ZlVwtU7YmH8QuhaDTc0q4vvSGBrBXQsgf59EB3Hka9D/EZLfzJqJrMXLGJ3MxTFqusuSQeIjoOOg1iSw8NUL5rBg1uAaSD/CV5vLHyrGdkJ3q/CcMfLcDEeEufCrigY3atus5vC8MgvoTsL4g7A6RIuzEhlzMFNMLKVogWLeHIHtNwFU89Aw42QsBt9cdWCOOhdCX2HOf/HOQBc8zrQXg6TUuDcCpj3HGwth56V0LIaYp+G91bq2IUTSVt4gIySXXBvErwGTQ/BLS9XkL1ggb4yOWouMI4d85ewdOQaDrd+B7YAJMLcA8Frig8CVED/Xrg9U19TuzpKU+n0n4HxT8HNy+CtfLg8SdONnPj/2Hv7qKjuc+/7MyI6ighKTMnLpMQJKYmYmKAtiZJgElNIaqshk5JYIon1SOvNvVzl0Mdzqj1ptfdDy8O9eMLx3AiivIjgTAxETKCCgQooFQgkYCDCKMfxhagoCOjIi/v54/rt2Zyc+yRp6r2ac57stfZyHPbs3/vb9/pe3wuodEL4ZaE1P2iDj9OItiVR7pZuw11Av2rj+s3gswXOB0Bon9Caz6l0uSBlc23Dz7aegU6E/qqH6+0B2szg/wZcf5fkV2tJdQDTof+74N8JnEmAyfMhaL3QZIHoICi3b4bbt0h7OaEqFkKuwt2/d0KCVUQ53WaIdMNcJAhWbyGMr5LfuHNgKBWe7YQjORC4Rui7VkieA8/fhMhhlcc7gf0hMK1Tyn4BI5hbDxKW2gvVBpUw5TQ8tUbaoRW0eWC6jgQgG1aDMhLIhks2uG0fMDMXpseLwOv4/RCyXORUBqHmHkQiqG0bDDwF338ADoXBnGa4HEXPygqCigC/zdKud2SivQSmfaof9IFfOAzsU2mvAN4HyzLocMEMi+Sz914ILAmD15r/epmWB00ae77kw498/WRavvFT+aJrGtCVJtz5/nSuPA1jIbHkLQY+tcCNhXC5hPodARCwRX7zUyuM1sBDYPq0C0Ig4V+A71iJDQbNAnVbrTDWw5KdZjgIfPsktDmBC8L5H5sND+9jaPFyeMXFfV3I4JsPzC5g2mwk9vu1LTBYI/pJlSmy+I03gN8bMDOV0FgIcQIxaXCjEZhJfTbQkMrqMsBnLdwD53ogdgESCfL2+ewAqHLK5DoDmLoT9kdgGoqTCJPuRPBZJn+3ucEGuKMk4p4tDgbs0B2CZo1j6oclYF0OD65h9f90Qm8Zdw8CXXDXNeBclPjlDJfJBHh7Jr41cfj6IZNDYCwsAK7+C5RGgTsXpvwSHraCORKeVFEUA5pJPQvu8AgWW4HrEdz3Xio8aCOxD6CCDFsSrEggrBfa8ndDVQLaXNXWR7bJotCHTPB32mBFGvSKcjOxbnikFrznwewkmfgeXSP6YvcjE+7TleI7gw0+SoD+X7FlBDiOLAh3AtPjoDZJNgPXHHD6GJyIkMWCVJhtA/N6/MKBq+sZyI+QxX0O4lNTCXTHQJQb5m+k54VaUncEiE/OKPh7g1+EFKn1h+vFZ2MYSoOg3AF4bWHcH+hxQBQ8UwB3N4L2tFXKPXWzLCjHwc8L0XCbuwqeh+TlQP966l7thD/FgdvBsAVZtCpqSa2AyJ0BUBYndXkZmaxDkP7gC4w1wjC4Q4D3c6ELLKuAsRkQsUa+Ow2YOjBNRfrGafCLBC5mQiFY1sJtPsDMHLqfixcdOgLA/QahC5B+eAjxz2oFcMOMB+iZBdAs/izmOIL+jPismKwweT4NS8C0X42DHlgcDgPbndJ2N4G30+B0G64+SLcg2mDN8B0/wGcjt+wa/5L31/H6Wx+Vvu63OQyNPyj8e2eIJwofut6RPUPgizEML1x7plJkrTWw53aBODijcGCd0XUMjWNy3I+Ww7ZAOG9hGPMVpIW9WNku0hXMIEf2JvAozLIbj1oypwT/jdaUPUjXPyqIEdghO8DwqJ8g1zGk+02UY9gKdim4QRlTG0alDhZrGLRK3RB6Qf1Gw4hTYc+W/O5ScGGTwCqeKJjK+5ksPNpNwoaKEUjpDIZvS5aCJE7J+zI0BN7Ji5Ay7QoT5pkeg0XXDruOxm+dHtq2R9drPwKF6PIe9m0Cz1xBYLoTCFR0QtLwaMHpCri7whRbKUPKr9uO9MicitgQrU2QGdF9nQpiNApipE+cwGCOVePRH6NFtcOQ6md21bdyLIb3/BkU/l8o71XyPBSXSDt0q3bZXan6EEYAKnuGtMkOVccHpE+K0TpXxWkJM2i57eq3hXECNWY6PVCeAYVlCizbMaG8yr7ikTKqUz5Lu1WdNU0IxHZJ+mr7dQxvdt2XRdWl7gPjIX5cUPmsVvUV4JR+kOacYGtrlHLo0GKH6iMHJvRxe4aM8b2bJR1dWmid0xMpkxyLoXacHyUMyxZuDfwVgmde+ML7awh//R87qZhMpp0mk+mCyWRqn/DdbJPJVGkymbrUv7PU9yaTyfSmyWTqNplMH5lMpkcn/Ga1er7LZDKtnvB9mMlkalO/edNkMpm+ahqfd7l7Q6n7hZXcO5Hjfnc5ybGIJ3N/PMxJZMb7RwU26s+FdwLgeiFLKgFzAyxIFpgsCAhcC20waxg44iTWliDxu+fC6oIoygsBF4ScQL5/aZHscF9+AXzSITgWtxdw42FWdMrvGHOyMD8KvED7HTCpHMxl9E8BDkcQuSeG8lIk9kSjE7wLxEO6Gbpf7oMnHuG5Z4G3gcMJYMpnxlXgoVosyns+egWwCjnVXIXEbDPhJekwCep3WgS6qG4RZV8zUBknEEUrEv/kOKCdBnMurIDtFcBJB4xCagVg3gBNMbAgXn6n7RPP6QdqBYcwAyfBfQ/QEyb/HwYa07HEw6IxBH65oxa0Ppi6Fa/jlQIl3dGHJQYY6wF7BEyB9jJgHix5OwU+FNVoGtKgFHi/QCr/cBtXbgLaR9CyGT9vVY6wWkLPA/3bGLgLUVaYtgnmJ8L0RGnnohCYA+3L18ouOBgafgTlBXBBj3UelcbiQGDyPpgaIX3CCRypNTylL6pyzoPQcODtKDkx34ghOi4CfN6UOCeNmaIiPJIE/qtgECy+wD874dGV8szhEDgGTHGyYL8DyAQfG4zC9bBEtjuywXez7MavxECfxF1nbrwoH5vfkPrsAqyg+blhpAC+b5W07SHgDZZuoDUHriYIZNkj1dn0Qho8L5/rS4HJQ3AqBh8XMCVFTgL+0NIPvBMjeb6zgNCydJjyXTmtzE6Qtr8fymuB/1udILY4pW1qUkAbpulx5NT2v2rwmgdYKuCDAumfCxbB2QhwRkifcQKz+uQk5Q8sbgbGYbwSZm6h3FQvfdEXWDjC6pw2MEPDqy7KKyGkNA6/uAr8ndza6xadVEwmU5TJZPpEzXv/7ihlMpmmmkymvervfzaZTEF/dd7/w9VSDpBBX3m1hSeQg3f7hO/+AGxUnzcCv1efnwPKARMCAvxZfT8bARlmA7PU51nqb8eAx9RvyoHor5LGF5bjYdnhVGmys/UYM+1pWm+/2nnuVrteTXZ9jKgdZhEGtdZeKDu3FoxTwTEMI6sdg9GRhREjXtcVUt7NizX1zJjsmruHEFZTEYY/zSlJW2K8hBkqudkBskvPDhA+fnaAGCR1YUBFo92qyU6McrX7S3OqnXexMvIWKnplsSccsi5eyC7Ud2rHmntUw56t9V9QDLbzsls+Bxr2bDmptBj1KL4qGbID3NFmCBRewSBDKA/qK32qDjU9TVFh1jWg6nQfmAMI3bMaQ31Xp6sWJYmxe0+5wejJ7hDjtqLKrtMU46da6tqi189+1Za7Gg2/BuXYSBNyynzTKflTmlW8pQzlu1W5dldKfZdghKQ9hqbFqTZX0RA5OIG1pIc41oUNyzGcC09JPXjaXicOZJnlfRoaO0OUgb9Afn8JocGfVvntkLbpHtL9nzCotjvQtD+r+tCN3PZ0IxJkltnTzu3XMcIuv6U+tyOss/PIOFnnNFSa9f5bjRGtNC9CxkZRmUd5WGtW7Vg+QQXAvs0gfZxXv70i+ewekrYr1TCYlrvCpN32o6ja2VLWoxgOzsqvp2cQ0anb5tTIMku/q1L11o2BRuxqvDUnFZ0c9GXuz0kPAcydyPZzCvAh8OBnnvk5kKk+xwJ7/+r8f06GXkLiwf0K8P6KC0vQZxaVT4A71Oc7gE/U5+3Ay599DngZ2D7h++3quzuAzgnfe577S9P4wjLcO0c6S3aHkv02G0J7m9WxXGcSFSVpFMQo1lCxgscc4vX+Fh5Pek7gkRnRKcnihJdt8OhbVMfNi/A4DwrTS72zoFomgRNIZz+mOvfOEBlcZzBoosq7f6uGsG90GnELBhW4DimXEqD0QAM6ZVUtprocSf8FnQ6aIwNLhw9282+or2QZDn8e5WLl5a/7O9SMqzIfmLCg7QyRvBdhiFfaMzWKSzzMrDwNWXjKZbK47sSQwbcbdReqTVAGaFHl24G0qR0DLsyxyGSsYDMJpOaQ/FaryWebU+OEHlogRbNoilV0XfWBvZs1j+imDqGdmSBhX6L+pnu27wwxJlh9w7F3szz7olMx59Lkb/lRkidd1dmeqWDUFJngTql3Km96ytX7Dqr+qJiJ4hBZ6wmqVaphsP1OoTZAaUY96r4a9lxZaP/g1Frdqk6LSxTM61DQUa42fEpYWus0ZCE5r9qmGgm9vEO985hiktlzDRr9dVUPOjSme9vr8Ft2gOTrI9V+OhSt158O1+nwqK4GofxxSHcajoMF1Rq7lHOwovAna8gCoY+BU6o/ckiFg1bpjKn+oIK5Uc4tk03hftXfvsz9+YvKY8AfJ/z/H4B/+MwzfwQeU58nA5dACFy3fFFRifgAv1cr3N8Dv9Dvr7io9H/m71fUvweAJRO+PwQsVGlumvD9ZvXdQqBqwvcRwIGvksZ/kO+/A5qAJm5Xg7AwTibnMTWIr0sH9PhjtKOR1WXQYc/L3duPxt0Kx9+FQXXNkslt4LwaOPricRrNowKbY5EdtD6JvOE0ePJZaHo8koZRNQjsxYbfgD4IJ8pcFGFQS+0pspBtcBoRJe2pGulOrWdQ97MplPedQaMgRmwt+VEqTneKxmmhnvqpScmioZRr9Z20Q8pUhaIXb9PguEFJrVL1kRchk4LuEzEk7/HUrTq9tbpVW+i/G1GLUIf8plRTae+u1DhsyHnQjigk63Rn3f9jZ4jmiUvTgWdxzNCQDUS609ClShG7mkehOgvPgkRWl+GjovTTBs7j8UfRmvH4eYwex3DQrJO69ThBlqu23xWmcUWVpx0P9ZcL8jlWU34tlzDUoLslL1s1NTHqkjknkJNsB7L7HkP6lu7A+1un5E059eoyJR4HxAMYG4cTqt52NSraeZLa8DikrneGaEOn1SaiXCbcmnHV9kX6qULpnhWpttiFTM57EgyPfnuGfHcMWcTrVH9506nRpG+OVDvVofE7GV8e7/pjqMU4RfrrQdkEWFS9rNMw1Bl0T/lLaoxMONnnadIGl65MUMFep8byOuXkWi5joEqV/5YtKlVf8v78ReVFYMeE/8cB//yZZ9qBuyf83wnc9tfk/4tsKqMIqjsVQRUn3rfyMv1vvtO+wvdfJY1//6WmZWmatlDTtIUEQHsuwpwaeINoL2D4afi9k9RDUH4R6N9IUzDweDDlu2ME9+4DKqMIrAMcVolc1+CEq8mSiJeF+sJKtgYCrUnCKLpeLZEhJyVK5Dnf/w5PRENlo7BrrL+kuBMiiwB/B4wk0bMU9k1GWKjLYqEkgbqXl4J3s2wJIlWhujukNb0RXHysRxheL1oZigTtoT6YngzTrQS9I8c6+lcJu6UfLv1gHzPGEXvMrBGuh22EC+Bbn8HAWWB8OS5Huhy0tWEuBQHY4DL4PQ28HM2Z76+HM/O4+zKCX18Enktm66u1Ypc5gvAR346CECg/pOr9aAh4WVhwEDLH1W/9k6ETNriQiJIlMawoqBWOqfdh1kWAa7fYBugB04fACqh5Xqpj3WudrHutEyatZXU2EAKhVuBDJ//tGILR3+ngOQB3Asy+ie97HUzuTIFFyQKmnnMKdr8sWOr2+pvQv57igij8XMBO4J7nMX0YAq4Cmp4E71MIcHtNleNgCNOaC8CVBIPZ8GgixDcz5oIVjhRolDYLXQYcSoJDUOzIZeogUBYG8yDWlgTvQ0a8kOXWDQM+kDcHaE2h9OVMtNOA9wZwJEF5Akzdx4o9cfCCFaww/7HdEsnQ93+w4BQMTgFGzQKgLF8Dg1AajLC+IhZJ/m1pMBNibTaJZnn6XVrvhKDybGEjrlhPZHEczIyGoQBu6wHGY6laq/phFPjFAxW5MOygYSnwbRdEJcLeAKgRQ0XsYmh4DIi1wjUpI+MRJBYgrMDvW2nPjxBb2XTgeBiji93k2TaC2QZBED8FXC7pktv7IeOnfdTNBSZb8VuEAOu9SRDRLG15HFYfh8AxuK1yG6nDwL92wCIr0cDgr63wzD62RoFvuUTmZFbnv5tLvtKl8ZfEqL/NZDI1Tbj/bsKbvsyc91Xm0s+9/sNFxWQyRSGm1unAo5qm/ZOmab/R76+Y3qcmk+kO9f47ENY6wBlUX1HX3YhZ8PO+v/t/8/1XSePzr+uIBWZJJ6U/7aPc4QAS4NsvwUkzlEdQtRYWngM+zhS/kl6ETvpCBXnPI3z3hX2QboWZqcLX902BgGWk1gLmNPhhJjy5FJ5zSbp3IRPnkRwIWESbCWpe2SeT5EOI7L67jaAPIXVHB2J4BUyZLNkDXDPL/ytzZdH6wQPwCvB+sQyaG5kU1wPnMrFZoPl7gBmuPw1MyaEtH6GSBgE+EOmP/G78Iqx8gGnXYXEY0J8sRtWHINS2QUKtBldwW2UKkALLYQCgGe7uAqqO4h5Fet6No9AIm0YRiudc8AsATD4y8V5GFokZibLAusF/FEnvXwOgAWb8zAmWMjAl0PTjCDgTAKb7iQZ4bB9jM4FPLbgjgQqILDgKH8P2Gtg+jEx+/jlg30x7thnujsd0F2SsAUaPk/guMKWEvLXBMO0Bom0boTGbhm8Bd1aQNw+uzAQeBKy1sogHVgjRYg4wrRPLa53QH8fYJEQ23Qu2RkDv3cCMNQi/tgY6n5KFtgYm98E620ahatdAezFgTYP+MgiMJ28RENUMDVBcCvhDYj+sLoX77CEQDqtrgUkbWWH6ENMZixi7veaL3P8iYNJL0tcq42gr9hHyxIo4ONqC70NOCHJ75Pu1EUgFllQAH2RgiQPeLoBIKO5XfSPoAksGgev54ot1DLa+UgDDm2FGrhBWwuEZR7pYXPth4NdOGEiCmT8nvBzxORoGftxHTZIVbFaKHamEdyMbj05Y3Qehr9aCOR1qkcl12goZd2rD5B0si8LovDVwFtodmTL6a4BacRlakgsMJzNQCvhCw4tp0FgGXekwEAeBEF6SCVfXK1ryEnhIODq+9ZnwLmw6BAPPA3+ywMjmz84eX/368ob6S/oGWN1ZE97yZeY8zzMmk2kyEmH88l+T9c87qfwKsGmatlHTtGt/TSITrv2AzuBaDbwz4ftXFUMrHBjQNO08gvc9azKZZikW17MIRngeGDSZTOGK9fXqZ971l6Tx+ZfJH1rKoV/8nuAC2JrJi28G/0zwquUZRyY0ZoMtAZYvF7bMjEw6TbB6RwAZQbB4AQK4LUuG5jbh/ftDzWJgFCw+QFULvGeRUpohbxlorjXgzuADTTmUdYVx5S6kGwxNh+6jnHnpAViUIAPGGzkt+K6XfxfEw11pMijezgRi2bocGO2Cc4UQnkD53hIWHoatT8O0bwMhazCNBIArCj5wQgO0NyO8/bgKGcQfqJ7oPY/YcND+SZ7RvrVBFuFlG6HXJjvdTmTAn0iA6R9jbk4CK1z60WMCXDriJN/3qxgzd+yDPzvBGwYfAmzrAX94AULfBUa3wY/6xGHtJ1b8bBvg+WUs3Jcg/jkMSwdwwz/MB15wYe5FGD7TP4Q5MGRF8uaFOO89tkUcCe+thcuw8irg/bz4P1xfKbFLvGRCwb2W8DyItq1n9XGYpRbApkVIPJp9TqmcIEArx+XIgMdVDJGw+XAWNuVCoB8QnAyzE2iPbYZwK5ZwqHlC8r49F5kkL2ainQCOh0HgcpIjZPHgQACtLyGsPgrhvTiYBzzTCb0QHQGtPwDs7bDIJawySzwMQ/ccwH+5tMvcAolp3/kolKbDn2fCeStjgcjGpG8zpnuhzo741bz0FK7cMMmkG5qmQ+9S4DuPQWWmbApuAlNgU04b3LMFBpfDqRDZPDAqLMlmYO5LMK0Ybm6BTwNgKEMW5L0BROaY6ZkGWJLhiAWikFNOA7TvCuHK0xskfw8C4+fAv0A2HH5pDF4EPk7D+1gjXNgM4Qmw3QmXc2ER5A1Dz4+R+nInMXoTwj8FopZLucYvyrsHfiWnIRfwSB9che0OoH8DzMyAc1H4jSOBgEaf+Nyp5EtfGreK/dUIBJtMpntNJtMUxBC//zPPTJwvXwTe1xQO9tXz/1fif5+D5xUB55E9zBlgDdKlDiFD5RAwWz1rArYheF4bE2wdwOtAt7pfm/D9QgQPdAL/DB51gL84jc8tx6OCf/tpCnPdjdg9Niq2THaAB1OO1jBkWfSojfYcwYCPKhx9Z4hGQYzgzm+oaJK6MVb309ANpqcUxpxlFpvAUQyRx0to7GpUEh8Y4nZZZsnDngQlppiq6bEhdF6/J5riAQzZjwvG+xtG5T0143hi13vyNFFqRvelOazw9SKVl+wAg8WjS5oUl8hvuwUn99PQfkuGxiVlcD+tkxUyDMFAhWtbNHlv8kSbTQdGLJqCao0TSu6kSLD/7iGF7et6Vx8pm8CbIhnCdVVnKUraxC5/88TYOI2o5h5T6e5Co0PwfIuy62h/nKA/potbFpcYET13hUm76nFvzqi608Mh6LIuV1AEjBRRylWsI118dLHet3RNsCpJN1RTNgGPFlmO1I2K+OmREmrRta9ypB4O44k1I4byDLGtdav37a4UY/hB1RevInY33Vbxkao7e7bhI7QLTzgI3YaTrEm/2qqPnewOjUxV/7ouWT6KIZgh42lPueE31IInEmVvv4wXDkq/98Rof1PZBLO6VL2LlFLTDTzacZ6xmx9l2Il2YRjkd4VpHvVwJdTKngSNHW1a95CuqJwpfVzpyemkknUaRljo89wam4oVQ/b/i+4vSA8Bak+oee9X6rvfAj9Un80IeN6N4ANz/9r8fyPT8gWXKdikcQT4YzVDTy5lRiuyo/LZDS9FC27+ILLjqcwQPNhhgUlvCxd/6klky9MLBMCNUpgaBe59IhExDcPWUQr0t0HMfLb6w6YCRC7Dd71AH59UY/nJUlx7S2DuSjlnniyEj8NhtVX8FSYlCHlwGOHX+6fCnGTB7++CdXNgey9ycrECDVEAtNsqCPUCCsPoXdlM4MFsWLAWGsAdLj2P1jS0jiRMvwbGoXcIenwgvAX4CLjZBfODoSMEZnQKEXwecCCAutf6cHrB6oJa0P4RXq6lfRyizeA6Dk3BsHBfAkNLMplR0QVTX4foWrQ2MA0DF2DsuzB5pxMeXQ++FdJAg1Ewt0IwcV/gY6fUhUvKlzcHVjuAq7B1DWwahFhfKHYoqZdHaqmaD8/stIjfx7UgeOYRUSbwgnWLlH1pdwx8ax8sQyCXceBUC9z/CKWLYUUzcE082QeKgQiw3CVbw9SdFviOS/LoDZAEPmkMzwefBhgPgZ8vEA6/a1cIDXGdhBfHiL9OEAwFwYzTyDbptWaoDkM7CaZlUu9nIuDu0ghRF/DZIvaOj510Jlsx34SgT4A6JzxlZdQLvK8A53Jg4JdwWx8Eih9Mew0sjpRglYxDrJd8bu+F0EBw5UfAtFp4CnCD310w4AacAuUF2s2irjAOdMK4D3j5AO876VllJWIGuAqh9UVYMAJbfWFTfgQ8VitHQDcCvFwAvMJYHN9MfXEZfPogTT+zslC3oVxDTl33AI1x8HgBeUGyw0xtQ+xhi4AP0uBqEnwXaE+g97lMAt8CQkD7GZj+F3AuDXyTIAqwbwaTD9pdGzGdTQHfjaJgcSQdpm+QvtyYBu4kacfrLTDlEnhVkBGbRmIj8N2/XjbFZDVp/OFLPvzi10+m5f/YSeW/yh02B2EtpTkNOfkmDG/kvZs1sjtkV5YfJVz+/CjDx6RE7dxHZNfER/zbWBd/UH4MdrW72qV22DtD/yWl1QAAIABJREFURMiwWnbGizX1vvxaOUHko7Hb2CnpQojs3ezxQNf9HyQSpVIQvoTsZvPxqNFKumGaHmRMK0QpAKTIDlEP6rSnXBtD7TDtDsUQU7twXb49S+0WU1S5FOuJXY0eCrHEpkkxgozpCsDlqgy6UGY5RpyUojIlepmrvL/bNK5PYFN1YIQBOI+KVa/S27vZEwCKHer/V9VuWGdG6RRcFcHTU74T6mSyd7O0+QWpdz1oFvY0yfMOlXYTBiss3Ck78Cr17GlVrh2q/+hKCyO6RD+e+DrYU6RNzqjPxzBOrzuEhXalzwjC1X4dDxvpzACGjLzuh5EfpfoPnkBZujqwRylCV0jQIzgWlWlVmupHuqqBPVPq6E2nRxmhZhzDa35niBHrXqeLn0BOP9XI6fajCWPioPQrXY4+WsM4DRSXaGR3yEn2qM4ec8jfdoUZJ9pdYRrd6tRYjidSqLZPtecxjNgox1S97FD1nKWHmFCUfT3IV51qk11hhl9Yu2r7HIv8RsUX8lDeb1WQrrmqL3yZ+/9PHvX/Va4z98BW23qwHIGHXXTPRXYs/m/IjnXkY3jkAVK7gEUV0B9Hf1QF1KaKobYfmNYHeQGwYCPscYqt44NM2h3AMis4MiEcFv4R8IEfzACuvAs+b8P5BFyOHOoPwbpwYHkEkQdhaxxwzcz240CmU04FT0PsS1vgpBPeMxMKsAjqnQhGHIyI+z2pdtyVYYT6wsKSEvBJ5MrTa+FspZwMZgLPbSTGD9kZBoPl5WgmZ5nl2OJrI9FRIDu2ZaC9iewip8XAU8nCKnI4oCeJ6GXApF8w8C7QuU2M0phhRh+lrVYoioD9CWLfCILF3jAQjpy0fNKgtguG7oOLP4fheLY7MsH751AI3t8BDiVhCYHiglqojxD7gxmF3wNn4uHaFtoLIXkNLH5pi5xqDiNsvL93inBgFPD9Aqkneklsg+hgcJUCpnng64aKWtnVdpmp32lhnS0JRqH3RWk7PrQI4BAG9EG0LRF6oP44UAE9zwAzcznzY7fkrVP6SPsgQKpi9JRB8EbweR2OpFETs1EYbheBe+vhWZg8ArPeDqDYDdsd6YQ2Q+hPRPXw7r3y3sQdAYZ3fmCFtJW5UOo1qhncBbhygRlrhAHVAPXDEGpLkPb3OsuTH8OmMkQ49YgDBp6Em6+DeR7bB4EjTiLHgepqSmPTyHitU+r+I7DMV3bAPwXAlI/gfIJol80Fpjwo9iczYIqmLh4YgfIcWByF6IbNXQl3PMDqZiBQDlUMJBAaAgQ3i+3mZ05hOnZB+G7gSjl4R4I3mMazYXqBpNGH2NS8IbEWYe7NkfER+ZYysI8WQKuZhheXs3gxtP/aSVV8M9o5xDrhJWNh8esuIgtr4SJUxQArO6G/EL7n+uz08dWuW2dT+Ztc3ywqX3B9OipICsFxcA7u60QsMo9vlE755D6BlnpR7KsA/EeAzheosgLTNxO9Cvh2nyCWoVbcU4ARq0xsnWWSUE0UWgtgg/ZK4CkrWLfIBPzgGjgJiW5oN8PWKNjkKBBY7ONMeNoBRzLhBBT3AIFv0/uSmxWOQlkQfIBJ06HRDDOSoCEDygBrM+3HIfnHK8EWz6z9YbS+uAy8LAKflUF9K9JLrOBqBSaJcZaLUTDeCgsgGjA9gUx67/xBoLVaCzxug+E0FgM8WytwW9B6eKwPIjbAHFjhAB6oJfnlTIEaXCnMBPxqYKsNsCDMq/EpMOuXMkFcTaA7phamxYn0Bmm4HMDsCLhZi+l25PtAoD0BnrPKIhoAqfbN1OvwH2BZZ4XVlXAXDOyOgVrouQ5EJkJTC+U7AmQRiYqFQOhZGSGTy+QgOmNdvHxT6ifwnQipF+95wq85DnSNUf57p0zQJ4HplfxpBiTb4rl7X4iU5XlkcvAGHk0m2RuSY5fTHgJMX4+fLYnIC8Cd86CnGHZfE9p5j8jshB5HfjwF2huAwULVcQPg6jG4mSJ58QYWQPdzqxgKAUsgMLsCwuHSsmQGTM3Sn99TC1xvDlwvxHs68L4T8BV14pUPgDaZKzFuqNgGAW9w5jpw31JW1ENiD1x5CDjpwJUNrVOA7/VRaksC9zqhqPcgTLkz5dCbDoOw5DIQBteXQn0hEGVl3SKE7HAyU+qoB5jWR3sb4AWlP9kHP7LS+wPV1vPgxiPRZLzuEkiZfrgUIIvJKjUOzMim4Y7vyjMuYGAL4IaROKrWugn/g1MYi/Pf5p8A0+kwmA/aYehcBfWOVLh2J3jDMwVRUJkOwavIm8etu/4TLyp/86PS1/0mTB3XyxFD4WEFbRxTcIc9W6NJSUE0IX8/IPDEmQE50kvkw3QNe5pAQDr8VIRAa9XqSJ6vjIIlytM9P0pgtR0YzoEeI2mqBwoh0+mBGrZqymD9W6fHcNmtxxDfIbDCwHnEyKlHVMyvlaP8RwjMtyfBCHJ0GiN8qx6ieO9mcbz6rdMQTNRVBs4oGEqPQVOCATGlOAWK2dminPUa5Td6ZMMss0AqbxmQXZ6m0tyTIPDK1Qle92cwpFGaVHnOo7FNHNRqxlUa9lzNI4dTrupnt4JLXhS1g/breMQo2ZPgMb5bNAxoUIdr6hTUU6fKbE+XfOixZg6rvORYBELRFFRyCnH+0xARz+sKPimIkf50QNWVLnuSHSDv/51TntVjlNgzPJAQezd74vUIhOYQSHWHqsPdqh12hhjRS3c1Gm3UrcqtxznJMhshgJtUXBU9yJYelCpfvTvLLG2xX/JEUZLkQcnt1IyrMVBUNkF1odEgpoyg5H/SpT/qEikKYtLhxktXBBarUmk13VDjpFxBt2/p70k1vO4PSL71etIjWWJP80Qs9SggZAeIg2pRmaStvP0pl3EYq2GEMtbLrotqnlHtrtQ0uBXwVxBGdNYvur+Bv/4TXh+HwocxWKIQSfv54mRGV5w6wpjJCIP7rgEnt8mOaTFMngt3TwNuBOBXBjAHFiQxUA/csY/YOGDSZjTrenjHSeL/KzTUgQrADQv256D5VJCaHwFTY6jyRnZcpU5wlwFBUBcDM3NgVi64IbIcNpXCjB5ggZWBUcA/mTPTEP+JGKBtG36tQGW27NRaArixKEI+mwFLJdyRCd4pkAulFsAF62xrJX7KvVsMKfMQK3lRQF0LlBWDC/LuguIC4GPgrXI58XjNkZPBd6xiAA99BN43Q8gi2Yku2ScnPf8UoWv6w28AbBtZ/S9OuBQPz2RKe5yATY5MyUNlo+w6P40Tmf5S5BQ5p5L2onIi9xXD1Bx4PB7u3CAnykiY4Q/JqyD8APBSI9yI49IUYFYfyfHNcGMNfKsA3j4qaZr+WcrvhNG7gHNpWGLT4BOLQDgvbIDBYsgPEQn8C8D7wGwX7blhAoH6qLwFxsLuGEyXAUeU0K9n7JNd+MUwcK9Ds24Qiq2fooIHl0KBGWrS5JQ08Aaru5ATyLwt0m4z1vLWNWDYBsutcDvU5yLPe0P4679iu6MQFnYCCRTXIIbuLsAvmdBVy2h4zQ2z3VAQJn4kXeDrBJ6GZ9qAjgToTYMbAdT/xsnWtW42FUQJxLYgEbyCaf8HJ9wOBECkBnfbA2DFcjhaDYNJYF4E/rnisHkBYiOB+RukDOGA9xNgihMjuY+N0Dnwrj+Uu+GZXS3gDws/gYE2wBf+nymQHCOf6U+WE+EjfeJn8jysLga6Y+iZDqH2CPBPgiPpbP3pAzC4TeIfPdCHaQ4wFA+LgXec0JMCcyBlqvTnoSDEoB+rTir3A8Fu6VPvA9oz0s9vxaUhdfpl7q/j9bde1b7u97fC1CmiXFEkdSmR3ZWGWKE6AXQPIaeZLJ2GqHbV+o6wME527llmQxK8IObf0GZDNTyURXIsGifUqUWnjuoClbocS2Gc7MiVkZZj6neFcfJvtdJQsheKYS/HIjux/CjZtWbJTq9KQ05gBdWSlzNqR98yQS4kC0POohqDPlyldqcH1ffZAYZ2k05q0CVodmMYPKtk55ynqXcfVO+8quuFZRhhgPU0MhXtVw9BoHbUsgvNMOROsiaElVWSMtjT5TSWZZbyVql37JLyeuRvDiMntsOSF7oRuuxBtcM9iBh2d4VJni5giHRewND2yrFIf8iLkNNckeoLO1s0T1iDq2icUNRfFX5a9KSU9I89wwinu0PauWZcdssewUx7hpKc2SaSMdkB6rSp6n8HRmx5e64SiYwy+kthnKRhz9bQ8AhPaj+bQGU+rNLJDtDoMMIA0446qSgSii6BU6LqtyBGfjuC5/TgCZFgR36j11lRkjxXhKbNlzKu01S/OIVGvtSTPh6xp8nJ5yoGrV5FKfWccHfodato9YVxUoYss7xzTD03puriqrxXH4dX+jDILe2qb+xWd5bUrZ8m7V+qcWtOKt/GEJX9ovtreFL5hlL8BdejD5m0ll+EAc1yCtF39FeBIPALgwFHDox/LE6GHzjBz4olHtYBm9xAWTp+tg0M7C2BsZWCo++PgHtqwdkGU9+AyUFiP9GGyXutU5zbTjoFp7dYYXI5TB7CvcCGuQfROZgCixdJPusdwAuAowy8lsvO7SKym5kCmheYbAimHQY0lcOsaDKihDZa3KAK7EJsKINhENQMF3PhuXjZjbmLEV31tYgRY4Q82ypWF5XDjWgYF4eyoL3ATTPaw25M05DdXE0UxFZAyWa4+opg8293waJgj5QKU6JgUgVVq+CZZuBkLoTHS6Q+czPdy+E+Rxj4vAI350pwLJDdtk8KBG2UepkHNzph6hEL+P4SBv8g9qfnNgrdOtcsO/JrCLmgFWnbNif4WsEcxXBEBW8EQWpumKQR00y0L5Q3Aj3p4KsopmelPpO9IdWRCQTAJBuDj4Hvu4B/OizaIOV7xwmPN8JILLjbYNIYrHyEdjNUm8VfcmkvdM2GhY5KGN0IAc1yKuxVfS4cOQW6pf/hDRyOAFOtUNt7pb6H7oEZuU6JpnnEImXw/RWhtgTay8CyHHYBz/QhYQ9QbdEUAEv7pJ56wBIhvIPtvYjNpRGaHoWF72SCuxRGj8N0F7GxUDwOFMWA3z6J4Hm9GF6tlRPkPMRbYlTlOxAog7rXkcinRRHwUC20x4jz66kAkeYH6E6Gf7RKcLK7YPF8qHcUEmtbJf3WjVReA3BD0bfPZeBnS2SgS6V1AvgkDrwXEGpLon0YeC8XzSse05BK+zhyQmvIgPBEcMPWYNjkSANzktDV51aIg+YTnULUCUTsdT3q84xbQCkOmqTxq6lf7uG/c3/tKMXfwF9fdJkgOr5ZBsKZDuiDjGXAcARkOyUq36NrwJ2mIuRZwQauXPGJ6B8EtD4GHIC2UrSfKwuE739xG4vXzCf6J/vgmh1uXpAF5RBcfwhCf2EVyOhBYCwaltkw3wmlyxC/A2+odxRQXw9VNuD3TohYLp27H7TvIBBHCJgmAelOGAqA1kx4NhpG4bERKHZkS1ldqbIYfRfwbaY9HBjcDKWV8s7BZIbC10rhLj8KT61idSVwfzS4nOAFQaeAISexa92Y/nUbtIofDN7z0NoQ+OyBB6ARMtYGwxGnMJ7uQWKeNDl5JtsMLQEwEg9VIWj3N4M7jPsuI0yfkSS4bSWcNhhj4C+9+YCTdcDUugCY7YKx+2DS7eC/Ed7LkUnY5hZIKgToLIZlsG4ZMHNEYMJlFfwiCLJA2sWrGeqhvBIuBSOLRH8ZDXcgE21pDqmVwI1KGN0PYbKgXIkBJm2QhTrOCY874IaDwaXA/fPhvkegAkL3HuUPwHdM4FfrYOE7KfD8MhiwcykCWfTOJsmEpxubexGP9FZoiq0F7zJZvD90wkMwoyEFAm8KA26OCx50wdUEYQR+2oFrTxzP5EfATahZg/hUdSbB9Ofk/VUh4AZXQRTbO4G9ThZ7Ad3VLHwnlfblCfB4Bdhc4JVKcZ/Kp7ZB2nvg18IEzI+QTVRrmsRYscqfO2fK3uSSF7IwP10reb1vn2yGvObA9XfxezlTIo0egdalwAmoz48g2raK4lKIDQdctQJ7hSDKAQ9BqC1RNnuVTvCFvDDo+WEBTEqifRzogvbl8ZguOsl7tVYIM5ecQqZxJ0JDMfy5mk174qRzXq3E8n9ZaVi5XqDX26HpFdUWbqDu6BdMJH/JNUmYbV/m/jpef+uj0tf95mF1pC9KEu9dBf94FFG7FXSkQ1wn1NE7P0qgDJ1H/6Yyau9WMMcYHolvj7GzRMErekwO5StCYZyCGNIEuiiM86jVkhehsdnpgQnqxhRMVyWfQzUM7/niEoGJTkg+QjWV5zrJ4+BZpZh7EI3nnR5/FI8q72EFFyjYziNrnx0gPgVHBQrQY3mcGVDvPq2gkG4dKkmX+sxS9aSpvKQocoEepfAtPIZ7dldqVCGR/KqUSu9uhCywQ0FXOkykR2/8SJX9sMAiehwNXebeIxtvzxEopERBGducmkfyvQiNDU6BQa4iPhW6OoF9m9E2ezd7SBoii79NynFKveOUSmtPgka1yq+KAUM3AvvsVm16UKCerRoC7wwhxvqdIVKmXWGSj985pSy6JP95SSdaw/Ch0Nu3RLX7RwLZsM3pgYu0HOTddzs19isih66YrEu8H0WjQ4dJw6Q9yhEob0Sej9YULNaOQLM7VNr2XI1LAiWJ4T9J6lxTbXJCjzFTKUQGe6rh6V9QbRAnsgME+iqSMcgODBXno6qdizBIFG+KynSG3odGEIhrR5vAkkPS74ZOq36i57VugjFe/+1RNOyF0j/2GyQczivCh650cUvgL29DyeKL7q8h/PU3z8DX/eZef09QLnaGiJzFKQzHv12NKvCUGnwXZKCIo9Y2gx0ypgZ7h0wo6zTVyXfJItTqRhYZ3XaipCq0OcikrseeUJN00w0Emz6g3nVKTRinZCBkaGripF7JeKTLwGjBCGx1Gk07pPJ8UOWvRA3K7ACtSjMwdT9NDaydIWLzUZIouoMg9gKpg2NqYLYgdZVjEVaNPVUjy6xZNLWAnJC8DqiJkCyzZ4FZrCETd45FJljFEGsYxXBu3IHBrLLnGtIfBxB7kyqLtk8moK2a1G2rW9pJ+yMyyevB1M5jLC7KJiMLYLb87Ypqm3I1mZSrybhO/X+p04ivoYe13dWokRehdQ7rzo05hkyILk2vy5OcwWBeHVaLe5Fua8uU+mxR793o1OhQk1lehNRJNYbj5in1t0tGGGlhEbaJHUTln3ZlM7ii0jiBJ4wvV6SOOSh9+4Ye10QPf3BQ1Ue71KeEt46SculOpXXS12vGMcIbjKh6yHQa0ii6M2qH6rPKRsku1S66rUbZE+vGVB3WySInTMEJLMcxRJr+FLIg50UYMvv7kUWiRf2/KEnqagwPc9CzgRqSsgydxogf061+nx1gBOHrUG2XF3GLFhWzEZrhi+6v4aLyDfz1RdfsfoqbAW7S+0In/MIKXpDYieDx8YsEiw1C8PyaQqhUjlpMgffMIj1xBIp7gXFYchy2pzphnjhgra6BBecRddTbM+HSUZHCGAGKYSwkGQKhZCZwpgQaCll4U6V5WantOoGWCLj3EOyJI7ECiHCBvVVEER/dAK4c8AfLIqAMWm8H08kAyX8/osDsA1jSwNTHM9lmyvuA4XhRcm0z0xDXCW0OaMiBGEjsRQVC6BN22CfVdD8XL+8J+6VIh3idhdGPIMiNa08c7Q6HOP01bsOvNpMzswFfBw0vV4AjlwOXgUm/pX+5C8sy4MM4WLmP8JJigbuapewWpH4YiRd/l8FMYp8HynLgB07WrUDw8gjVlleSWbC/EK6C6XISRG6UvFvALxDxB2rMlXr1z4BwqIlZK0anfYApE3rDwJwDgymYfIsFzjFnwM+sUo9R60VN9+lm8DkBT9cSsidA/B6ORArEc84seaoqJ8+WCA0OgXwmB4EjidgImOwGfJTpakGC5LML8EqH3eD2gjET4FMLH2TAWVj3SoHAlN4Q/gngBVEjQASk/k8nvDQfwc2gOwLohFlTESbgcwlQFwLvWCC4QCSHzAi8NwVWhwAXzVBfJvBPH2g+mfBnC1RksmIUuLNC2qcGga3CIPIURI4g/aAoAt4ugf41WNZZOfP9DfCJU2yJ3mAJge4fu4Q91pIgfhiNCLw0RZX/QDVLvGD0XmAePH0M6vcB48nc54Wwtz4GFl2TurgGlldrwV0AYwHiC7UYGFbwlSWNcEeC2HqqqiHYKo7EvWnwXjF1d8KM47DgKgwUwGIrAtU+1kdoLMLoa4PxRW5KX6399/PHV7lMkwX++zL31/D6ZlH5oqsf8WYecxJ4Rv7fPRuZTI4cFQNdEHC7cpp7dBVom+EDB7G2tSIfXr0ZQqA0UJ6b7AZmW+GolejngU9LZFLhLrjsgFcek3gqXmA6D5M7s6Ehk9d74NL3VwLX4BBUBSADzwH0tImdpvtpGPmYjCigtZBY23owL4PqAPBfAzXgMr0L/bUsMH8ID/dxaQFwPQL6bWIX+tgM8cC054kOgEsrgP5GmNRI+B+BcTM8tUYm0Qpk8hmZR/JrnTBpJ/d9jGDT438PywpgrJW8Vwrg0xh4oQCW26A/CoLXw5wEtsyE6NjlBLrBzxbPwBRg8gHaZ4NrH2j3FYhRfW6sR2afT5yUO1KoeQlxTgwCGJYNwPgaavZbybwdtDExFG9qAKZaoS0cv7sA3zS0LsT4e24bA63AsRDoTxBs3iKe8JHvQs/3IfynBZJGRDO476f7uY1giRXlhEmJMBwGVnD3InabhlTgprzfHInL4YAfWcGdRtVaNxwphhubxG5DD7RFicT/ijSKHeA9jjgbzhFjsYQdALwj4NdWzHUhLNlphh8CQ0tgAWyvh6FBhFTxgXTfhZ/ADRdw57/IQv5CEqFxcF8bMJoE72XA4G+hKACmLqJ/uUsWksvPyWTuBh5E6nWOGyYdg1XNMGjGdLUaBmtgToLQqC+nYLHBujgY6EMW/D9ZpM1+uAVur4VHV4JPHK7fODk0E/iBFZ6vBS9wVcIdF4FeM1UvZ8rkHQk4y2SiXwZoS6EVvD8S/S3TvcBgoxAY3gW/EPHkH3p2vhBAToCrHgiPg0f68AsC6qF7ASzcWyshJhZmwj649IOlXAlDSAVXk8A7liVdwEanaPmaC6l3OGQ+eMtJuyNV5Pf7oTEUVpR97kzyF1zf2FT+S988rGCfEQVRZQdo5Edp/RcUNKRH7ruKJ4Y5WWYtTzMcr9hTLtBAfq3hLDgkcEGo/twJpcRaUD0B1lFwirKNiL6YgkROqf8fwAMhWDQ0sjsEetuNETbVnmtE4FM6Un6aykO3wCB5mhzrhcqbKxEO8wU6sGgKbiuI0SioNjSlCmI8seUzNIwoenUSTlYw6jSPKrBFU/ROXdW3SeXBnirww0cKgvidUyM7QGA9HSrKDlBqtts81NBLVxTkoocw1m1Wb6m6q1ZwiK6DZkdCQNsLpV2KSyS9HIuk06Egrdyj8jtd661clc2e7QlfexKpN/KRmOsjOs12YqTQdENrrLhEg0+UTQSxMSkF3p5BHYrBsFsVqT51XrVDfpS01VGENpxlFuisSZ7309B42CntsDPEo6VFjsWwM6U7NQ6qth7CoLzvKdcYUuW4LvaNhlEE4jo6IR87pM3WqfavG8Nw8ExRdqiWCXYhHWptUn1WV9m+iqHArZSJ9TEg9pZ0I4S2fZuGXaV5GsNOtU5RtfckGLprR6X/i3K3sgW+pdLMj/LYDjuHMSjfHyHQ384Qjd2VMqZV1FY9hDOXVJ+6oPrQBkU318M0Z3fIv+3cGvjrXn811r7E/Q389Z/wGgV6yugchQUngFl94FvBt+fAgVbo8YNpU5GdjKtWAiAhTlernUr9dWU0LKuA4Ag4Z5FdXSMwvYJ2Ry6r+4DWQjp9gbGlIpNRgzgOusvABe0OSC0F4sA1CIwjjKNzwDYnfi9tweXYBl4rua2iTHbbH6QyegPwjyfyFPByNCzaCB92SNneRqCTNlXWm+kELXPC9HgmmxEI7rFaXO/CwncyJDLg2FISmxGob3IQThV4KfFdYHKwlM0N5hqzxGuZkyTBGrrA1QgvTkekTM5CzSOIDhW+8Ha2nPq8gDtfAh8b2wuQE2Ek4PePNL38mCgUT6mFpwq4rSJJIIAAZMfu6oIg0O6FUpuqvx8CB0PYdAggTSi23KTpUeDFlWQEAo+64Jzsck2+KXDzNTBZ4HWX0HhDpGzaXWvBK5WBOTB3T4KcYs2pmDSgKIIlb2dAv5n2GuDiG2DZQOtPgEe2wKRPqBn/DnxYzbp44HbY6g2800FQC7Acj5SK9q5KswaozZZ28K4QOKcLeDwYbG4stkQ4mQJtcNYFNFqJPwdM64TpCRJIS3OJzpYZ+LEVXBZWOzKlrgctbCoFTt3Pb2a8iel0ElTCfcVIwCxFm6fCAYc3wxRomg/bC4HZsOQ9oK+Gdge4X7DCjRgIVNTiEQSfXASc3IbLkUZVOBBZIVBtY6YEpDsBXItm9e4YOY0sToNxK5YYYOCXdD+3Hm5Us90J1JXDBwVYgoA4K8yshcnz5ZRyEaLDge89wIyqEBj8BSxIhickBpA7vELKYn6DkKkII22SS7ToLAlwdycA5bUIDKbGGOZVamxk0jALgc8enCflCoY8Wyx87wF6n42VNrsl1ySRVfoy99fw+mZR+aLLfReMbiOkDxGTnAlcaWHAJUzToBynQEAACyJYvBzwTxHN8ymiixXqDVemwKUQhN56LgMupkOTExiG9x1E21YR6QR80uXY3mWGKXHy3mHgTiSynCNVJpvbkUFrCoCXShlwApHr4fVtMG85mGGdLRnvIx1wqVxsHI0I7TP6AQZ0Tav5ieADqw+BxbaBjKNWmYDedwqEUmMm43lghTyHdyV8YJZnxtO47a0AmaB6oX15ElwrhMspApU8tQrOJ0i4YW8gENpbIdq2kdZ7IfIYUlaGYe5acKfAwUrxjzE9D48jA7sLSm1JLNwTBnudAlnUFsBwvODx50PoHgFmB6O+eR6IAAAgAElEQVStBNOHIawoKpcF6n84KX2tEy4mQWSSyLQ/G8fCj4EPIDHBCV1p4F9AHoimm49N/FtcUBcONCTBnUmYzqYRakvG713gRqbg/L94QSaTx2optSWKP8zFQviWFfxhwSngcButP9xIZAsQvZTtuWFSXyAROR+H0U+BmxloLdAcBZoS8SRyrcBHXtvEL+JGgMBYB6olXPLVjeAFM87C8FnwPSSoHJOtuBzZ4vltKYAdTmiF4adcEJggwqZPusRWE+zgnwobxcP8QcTmEIhM7PXAfJsIld4JC4sjZBLvAS60gcVKqQ1WBmMoA7ydJhN4K1AQxY3562F+EotPIguxBcALDnTATbD+dA9M20fNLEi2ADftuIoSwC9TaORTlyp48x0Ij8PVJ2MLMzB/vYyRfij/vVMC2D3RCT9yQWsKoXOgvjgJ859jBIq0LJdN1GHAdBThTWfgtwx4eplsik7fI4viIPBgHOsCAO0s4SXZcMRC3lq3qCEEqOiawxA4GdHTuyWX1zfw13/le2aYgi/smQp6EMggVhOG15U+dQzWAxwNKfhCp1PuKZcjdmGcQBW6Z3GWWZ45r6CjghgFVRXK8T/HInDbMQUJ7Mcjm+/xcr4yIe0WhBVUp6AC5Y1PE6JrdB1henUoWKFasWaUt7IHDrugYIg3nJK+vVCgkT9J+oNndbbNBDjCXiywWnaHIZF+AfFKt6fJczvQ0BRL6BgCTekMHJWmRUOD4wIjjGHoep1XedqTIBCiPUPymx+l9LoaNU4pyK0ag8FzAa3/gkAdl64oiCbLrJFj0bqHdGZVquRDBWDK0P6/9s4/rqoqXfjfBSgnUSHQxkyKPFJEeEdDG0yZKHNGKgsjZjA76Yx55eZlbp+Xl3mdO/q59zM2c32Hy73e4ToXf2tEkUSaTmKjJYUUiSglKobHGI+ak6ICoig/1vvHsxCmNxUL8Tizvn7Ox3M2e+/17L3XXs9az3qeZ9GRKWGl+b4iQhPi7lgY6oI8B3bIfd2izTX/wdybE+252xCX2/Xm+bdHZu+jw5V8Ta64eW/p5BHYnhttiZGr3Q38gtm20nx/tVCzJqMj6nyt/F1cmhfItkViqknWaFZ9pE9/aZ71Ejrcbb9ATGkmO0BNg1zfGcwzWuLoWPyrPdV9u5vxKfP8TC6sHefpyFfXnpp+TbaU3yJ1jQPmfmnELBguC3fVNHRyUd9hzmPyrekCLube4uVizS5kEbUVEfJurhGZx2rzXNbkSBkvIybP9vdvTb54Pb4vsksdXyXXuZUOc/Wa5XIN7csYrIjQ1BsvuMPmXWmvJ2/I80vXdFPq+1s7cuxd6WPNXzce9acg9EfzITZFNgRlMfc3bvLyoKof3PzuAulFfRABUdnSGzprUqE7YMuUeKjKofKpHNgdfXGdbgKSoMUNpZCalwbfLeBECJA0FWJehH4/o8YfMQ94XoAn3oddsWRNgsJcCdyiHLgPcegZBNyXD22wuAnJ1FoSDTtBubPgaTeqFpmEnTQDGmUgwOlMuHO/5FLauEBMHiVQ+ksnI9YvgMa74BiomljYFUs/fyjJXwX3QeVAxMFA74HgOTDsHj57HBjyjnjBRTohLA1KV4kZarnJSlxFh4NDGMQPhMBwpAf6ahZ8FAInIXkicHKpOAQ4kJxcTbFAHwkmdWxCf1ALrtEQBI6KLNjpJvkFJ6h98C5UBgPDYUAznH/SyayZTfBDD8PeA89xWJ2UDk44PyITRkNqHjAT8dAKAXAQ/5Mq+G+njBiLgdcTSZ6EZCbYI7F7RbcCZ3PIPQMchUn+SDDicyPFVPhkDnwI3FwgI6jeZvGv+6YSlVPNjlhZ7ZYCYMpISHRLtmifPlImwLpFEOCS+/bqR3B7PAxNZ3GZqQfNqyBUFjujfo7UiQGrKB1jjvcZQ9AfN4sn3wNQuCyEVA+wuRgaUyFCFjUL+4Pc7ySNjGRimsA/Vnr4b7iJK4HKXnBgOOCBohBTD4KbGJUXS8bra2VEH7rJyN6PvD2IQ8lHxtOqDblxza/AdicJZRD2v92EvVbN2Odr4dMIMkq5mOPq10/JcyQcGBgLzeAeD9xSJQvTRQJ73ZJZYoYbfFzE3wb4unjpV07oFQ3ueXDud1COZLJughGngL2xUr+iTT3rGw/9ZoiMjcjyC/dXQUE0D0dA+m2IR+ej8NJjyMguCDJWdpf968aeqLdK5UoEgKcUKM4Te3ZYKjwobsXjTgKNc+DjRBp+WCUKoBHJ6LIGCINHTgORLqJqkJQbIIolMgeGOcW11HcQJ0IRU9KqMkk3gYOEUiQJ5MCTsPxZmFzMlNPAWDjgQOZTNiCNRz+gLkOUxtvIwnEB5dKwnVsDK53QEEp8CHAMAh+DjPx8aKkmXt8N/+Rmx5Nz2BEKOCBmpTkfKYQ6Ab8wdFCxeAO1lMItyEqRTqD3fLbFAb4Q/jqw5YdykROQhuPR6TSdhqopEJhkZE0GNkyEageFxZJIc3WIKadPLby1j7xcoH6mNKLvJ4JqETPapBkwSOZN1KSlzPIFNq+C4FQY6iRvZQRMuwciYNxZ4CzoreBf7GBxNVCcBsdDoZ9Z6/3Nj/DfkUhFX6DBARsQ5dMkj6uwGvBdDjvhpUkw69kCSci4Zh544O4WiFsRQlSSi7CtwHDwbADqZXVMwoDXQ9n2KHALjA0HavI4tBGY46ZoRjijdmLWMFlKlgP4tVM8sQ5MFxNhPRA5G4bngGciDBhjknoiz3wv0DRdbP03ZUOfQqjKIPlH84nJTyGvAXgGOJcM51LgfTcELoRtKRAZK/NW+xKZ9jaQYK67AvgokdJ7gOAXobka7nsTesFYBwzbkAaIGTM9ztTVgGKonyxrppw2H10Fe7Mk7cmUbKkT9YgZ86ECMTMNBMa/B/0rxSw4psosDSHnmLssBDwLwJMt2/fFMmwDkmWgLYfke4FnjOL/5WZwQiCw7pkc5lbA6bgX2ZEwX+TrBezOFLPi+2uJ+henXHBBmcjSC1F8frsgYBWEp4n8jnJK1swjowFCQ4FNMNdj3r9d+6BF5mW+PQrpeXTl431YpXIlfJDlcc/cDUlAhQPaICoJqXwBmdBSQL+PgB8gFSwGqZDv5cpz343MZ0wCihaJMigHTubK/MiIdAYEQPzztZxIGA2tEJiUKuVuyITbRsOPPfBGBAOOAGW5JOTAahcSK9OeKfXJWin/XCKe/Byo2wdNE+GmYkIHAr08JAOUrZI5mH5J4BdLYf4Ckt9zMmrNVpxngDYX9IEdz9VCULko1f/zr6g6pCEYkg2vh8j9KQH9KYzLAw5tRo0EvkwhMGk2eGBLAjJxXwIR/lBXhDgfNAB9NrFjWpP0Dk8kMq0ECJqDehLo/yo4IGoGUBJL3SMFVCSbhnRDJvGxkFAG0MTi46ADpss8k8cND1VJY1SONMhVC1C3A8lNcn/qXoCblhDvwMgxBvxjGZETIvEUX+5mcX6eyBWUyZZwYPAMOOZgboqbxXkb5D6oMKiFhX6w7vlaKvM2yHzBEURp6USxtYcAP/bIxHYNlJQAtKLqgflOnvQxdWahG8JnkrIXcEJQUTaE7wSdItcTBHy6GVo3cebvoDQQabSbgD8lgiMb3suEP7thlIxi8qqBh7Jh/WYZTUTVwhPZssbMaJfEnBxEGvWRBZJbxg0cjhA358cLiHklmrHjgchwQpPSiY+ButUfwehMqFoOu00vvQbiE8259sTCyVC4Fxrvnw+DUyFgFXOrIXk8MgrYBHy4CEqN40CvmVA/mbr8haRHIJ24g0slbdCQWkiYA3W/lHmimxKl7ucB59eRV4G8SwkwKykFqjPJy19Iwpp5cASC1sGo3F1w0iH361gC60YDyW2StqUZmDoaBkLWRDg1Fnh6pNTxMgfnh6eCbwa03Q/l4MnPhRnIvFEZcMc9VLroRny6+PE+vFMqb6L+O4z9SZWYMd50yep/x3KlNxXnhpZqQqcjK8l9CqvHIy/DQyNloroC6eX6FYppo95MLIYAMVOhbSFjw+FUAxQ2gCsIGA11pcC4KohNEztVfrQ0ACcBPHA+hGn5mdLIhkD6JCQ1+vpY+PK3MMFF6PP3QK/ZwCqikNCQPIDg6fBRojR+dT+DPnOk8fFtYn0w0JgDvRcx6vWJ0LxQJsv/owgcmXAEkmMB/1pZl/6sC3WzG3rnQPQEuV6fH1KXMxEC4JGcYtgQTcUUZAI3FoiZROBAYCKMWg3cv18WXDpYzJkIROmqEGhOo7ICaDtL4GYYkek2ZrAPWVqPieNzwDoHar0bPkmEGKfIuysWTrrh3d2kJ82BGljXT3YPnOUEv4P8SwtEuYCGUOllPl5LqGuT5ME6PV3MLQNn88irLrnv05tYne0kKnmSNJzMgDDIW7mLhCK5LvYgC6YN9JD+bAHpAcC7yI0PQ2KY2qAudiqcDYVWqMtfQFEbEHYvhEKv7cDuhdCYAhyB/tnQWxrel6ZOgKnQNxhi/oQ0pJ+shScL4IEUaLpfFMZgLo4UDvcBek+A4gxCY2BWAJxrQ67B/2ExKW3MEEcM/zheuhfoOwO9exPJQZA1vZyS/EzYH4pnHRS+6oIhYyi9Azg/FIJy4abHoEksfByvhjuLoY8HgqH6VqDSTVTSdCpuh7wm5D71g/Sk2dC4lC1xEJqAdNxwUAno/rDtqZnw8VbWTQTyJkLgPNgDq5NeNAu4AcMKSB+BXMcfElmcv0gSjo54ESbPl9H0ROCRkejoJrnOQfkkbAKWJUoSVuO1yDEJbP4kCNiUBT7T0Xc34X8acKSD75cwGmYlTRXHjkeBIjecXkpU6WXakavixh6p2CzFV0A5QzW/yQK9DR7LlI15DujVJCaDPUgPeU+0ZGz1H83p+GLuGIgkm4wvlkZuENKj2ReLHlKMagWq3QS+4JQG+HwZ1G+n9GdOYvISGftsAasbwbkf1B7ErbRkHvSfD4dDIPB3MHyqvAjVS8VMdBvS0PolQtuX0purmCSrSDYBDRvgXLq4nDYhDXx/ONYbBvUB3LBjKIzaDSecMKAf0sCXLqTqsReJWI/07BNgW7BEdT+yDjG5fLgAGEhy0gxZT+UpYGO+CDQ0FQ7m0Hyvi16fpMDIbDPiQNxIjU1eL4XbX5bBxo5QGOX/MWz/HtRkwcBUaIbVE2DacSi92TSqNcAXiaAb4alN0ht/L5T4n3oozM9nXVISCW8jDexZc80eIA50mbm3QVkwMRXWxrLuuWISVpWB7zxo3STL3w4E8sogerTY7vPTqHoik4gNa2HwZPC4xCwVDHyYBZNSpYxeUHULRPwRcWFdA/gUQlu89NR9gINu0uc5ebIVxuUgSrPaDXFOOBABbVXiQv1ULPzGLRkdAJqgYgAyugpIImtKtiwfrGrl74OAs4ugcYX8Di+Xe3U/ZIVD6m7kWjabfXdFQP8qCYj06SOJPw+uhacnyz7HkFHYyQw5X2i6JCANTpe6FAH8kxvWOuEQ4m0WObvjHpbmQ1CSdJB2i/yz4mBKG8SVAMfyJdjz0U1EhcB/t0FcPfCGGRH3f0Fk+iRERuTbgZPFbHsmlkFNMKwBKNoAr0TCf5p7VOaCtrPMeraAxZvlmVOPjJAGQdZ4M4fW4CBwZhN1BcBKN0z7EJ5yyboyfR6VwM21hXBLvIwoN4n8rfeCb0U0NKyBnzql4/eT8m+fpdh5u2bBz7u2849SbZbiG45+h8HnLPTKlPQbQPzMJukVbUuEs5kySTqpHMKb0H2LCSrKoG4pcHOxvIwOpCJGAncVoy7AtofhVLJTFM/oTZx4uhY9wknM2ky4u4CSZqgJQNaLDwc+zIXE+dJoTqsFmtB7gepcWiJmytK6Dchko34RJhfLwlTOOHnhzy4nPnkS9J1tbMYO9ASgMJZBf8yShmB3vrjtNsCAauCNtVJDer3IrfWIGeasG4oWMc4Dj+QBMXDuPOAzB3rNENs9yKT/0CQgFQ5mAvX0qnCJKaYcWBYijcjRXKpuBy6A+mezZPHHLka94YI1n4E7TeaEqoEjZUxrBKrMAlslMmHL9wrg4U3S2/4oBYZ7KMwDRieJY8B4oDVWXL09UPoQkO+ifBSsmwncl8qsfoDPr0g4DQR8Cr1nQUAulOaifw/0WQ87P4K9kJ6cSUQvRKEEAz45ZA2HOl/QAanSaB4DAiDirRTGJiB1p/cq8DtK0/3ASjdFU2D1PCcZORMZt8LBqSeQhi/OKQ24I07mDJ6JZVYA8LCTc3VIHWiAE/5Q9NNa8BtPKsZcOR7onwPRsC5pNvQrh0HlEp3ee4E4hrySCLtdotRboeouiPpJFbQt4Nz9maBuk3mLvpOhBhr+DplbCEOUSXi6mJ7uS2fWeMQ8dQx41glvpMjk/a+d4BgPPrEyR9jwv2AoBAYgnZ/jeQDEHQIObYYLSTKq3gyV74oR4KUgREmOrIUx82EwMonfC/R5wHcJ49pg2Cbg924YMQmeWwUVGTK30uteeKhAHCBq02Rk/V6OdAKPQuprKfJuRDZRt3IXnEuUhfioN6lhIqUu50PylHgx2x1F5r6UC99ewIhyWRStDAhI/vo25KpRyEvalY/3YZXKlWgAIqfCqX1UTAbeSqSwBBlS31FA4+g0eHMhpxRQA2owcL4U7QuHH0RSOjQitv2N+dJYDIJxq0MJC0bWbr8NBrwZivouUPcbqMmGd8U6xUDkJTSjEn0HsC4P6megmtfCmfmURgJ35xCfZMqZECu90s8T4cceGhRQ93MKs9xoT6o0XJ49qHm7YGQxRKbCzuVwIYgTCeVSV/dEg08dvBMKdR9RHYyMMAKdYsIrnig96hK4KRh50UKQxsixCC7MofS7ALkQkwbNpZCUA38IEVPhd2spSpwBF6ZyzIE0TgOBz+ZBr+8T/0wOHH9AnsG9xaIQBo0WM1IkoqhvKxYLQEUOfJgBT6VLMNwgqHoCCZJ7AFgTC73+GdruJnQCxLw5DxrzOdwbEpaFiCdWFeD/sZzv/Ebw2Q+jp6LvmIr6MaBuh3Fj4JNEbgfpKYM0mL6yNntg8SpU40KoyaRyNLBpIjyeTcnKCDheTWjSdCAAR8Ui+Icy4hph2rIQaPk3CFrAzaeAog2sjgXecUPrcQ4MBvzeZrEH+GIrNwWaujcI4hTE5bmARlgWwqhixPw42gUe42nnBBoyxRNu0hwZNfeOlGdxL3B2ARFroqnMBVpquGk7EJli1gwqBAfMHAzETpfVGyPMvT+C5J3bA6yHw8NBrwDGZcNpiFvugEnpVP6oWOp8pAeOQl3+IljlhkHJkg8tCEkj1HshNAeJfLcARTD3ZXEgCIw29/rDXEpyJkKpLOVwekIO/BFoWwSRv5f35MB0spLSiRphXp7TSFp631BzTS4OPADxLmiJyobKrVJ3h4yE5rniXBI8G151wMAcCJkvJs5lIeIAsn2zOCG4/1We/XGgLEOUap/0/7/9+Ebc2OYvq1SuhA6HvZnUPX4PI9YvhPrfgidNetuf7SagbAEMepHfBAO+xayLAc4VMPynMOSdLMn3VLRZhs31EVKxK4CiIk7sRXraRcBTHrHbj6tlbFIKRMs7QrFDKm+NiKPOAw8kA7tB7YS7qhi3Aji4isLNyCSrx8juF0ZgAPQrcvHS87WkpzpRAxEPsElOGDMSSh3sCIf4pBkQN4EBFVD6PaB1lTSC3/OAzxhGLXbLOQciL/2jm2CwEza7GRuEvGiR0HAU4pNmQwjEHAA4KQ1HaI4ovMBaCNsEn8/jbR94aSoMahI3aN6OhYD5cDqVwirIesFJaHImO4YDzJFG8DmICgGWu6XneDqX0CQXRKRLhoCw2VC6gIj1aXjKgPddULcKzgyDC5N5FODW+dB3Og+eBPxHi2t0GPDwHNL7AXcUyIJe74L600JpMC7MhLPg6/oxqfkZ8FmEmI2+L7flcDBwNBaOTYI+aUSVAX02iUNDn3+D+8I5tAJoLWNs0mxoWgW9IP35WnhuJDrwRShLIz15kiiaVuDBAoa9PQ8OPQabQ+FcPBRBzXlgcz5+azJk/itoOgT+Cj4PITABMcl+CZyGc/0hPimNM+ORtVSagZvmw2kIDQf9nTkSbOpTSPyUbPDNE0VUFA1Px6N/LQG8yYOAex6CtcZt1heoyZe65r+VIe8sQP0kBQbBrASkE5ALUW+tZWwMF93Iqx6bDWGzeSkW8vIzoQSiEpH5j5aZcG4f7IFKF8x6rhjKoK4RdD6wIUYU0KlC9JcQVJQr68e07BZzbz/glguk5i+kMj8HRs+QhJc+Y2RRtTLgz26GbYbCIvBzueHmh6CiWOq1789ESRw3708tsujeMSDw1+IAwgTYnsKWeU7GzoCXJgAEge8CmbfpNm7cifrrHijT0x/k0e8HDgBzrrR/r2gJGmN5qASrbZdPqDbBW+3BT2Z9BskPtEqC7k6YgL0vTBBXzlatSzrWYlmnubiuyMXgw5XRspaJNsF/h+lYgrc9D5VZJpWcRNlvmznXSpFntTZBfS8Xy35fyu+iVkz68wWy/2/dkltprSnnAyTwcolDtm81wW+V5npzXVL2PmTti5Vlss92c61fmACwpSEXU9AnG7kuLun6OR2pzVfs6sjhlbNVnzlkrqM9ff0FKV/SxptgQZOrrD0fG6+lGbkXSS6qlyVQrajVyPSvblmT42Vzj9uXf355Ykcg3YoIU0aGScFfLM/09XmaAyagLtd1cf0btst1vaTNOQ+bgLtXCyXv1B/QrDWBdWbZ2ZZPkXxeOYmyts4hJMDu5YlS5hKHyfVm0uPvkmd1+ksTILg6Vq7TBNrxRzqO+QjNmkwJZNwqAX6lzSaob9luCYB8fZ6c44y5L0tD5FzLuBjU+ZI2wZC75FnVNJh7vGy31LsP6Fh695SpA2ty5HwrTV1fi2Z1rASEvmbekfbliJcZ+XMS5Z4dMvX9DTqCO7ebunHB1LlCJGdZoQmMXCv3Y4s25ztDR3CxWXq67gskT9sSRL6tpqwLdKTHP9Ge5y5H7qV5rrIsNReXr56ljWzbzPW9miJ1uJKOnGCL3B050Lol+DFM7llXPjb48fqilPIFFiGdr0hgilIq8nLHNNf2hTvGgCOOuR7EDTHLjSdnIuQiNuyGaHjBKZOvwUDSdIKqgD+mQEs2FKXBOtg25SGUGyo9gAOGNQG+g+FRxMXXF/AfLZOdeciE/FnEhfIuYINbcoedWWViGp6HVxKJHwsJ7b7+pzczzQ2cWw9PxbJlBmJLHpxO3Dng74ZD0xwS8hfJBD4NctxuYBCUTn4RBjcB/YmPQ8wcpXDo50DbT8W23Qw0TeB8zGjJd7YvVtJ+bICM/Cy4qVZSk1eY3qgLIgomQvgcKFsO/fNkf8diKhJzGNAI6c8+RN8gSCgHfgChDiAPxo6Q51DxhAkWbENcjGrSZJ4qKVPu+cTZ+GnAkQtn3iYuzS0jmqec0PIQBEnqco46ZNnilhoxA/rlQt90KvOg4ol0iG0i0BULzRvgNunRl5SBHpRDZQQXA+TyfuNmbgXU5efIc9vvgnHx9P0UGZmddfGgPzKPkQB+fZDuTPvKiIOB+hmsc22CB5pIntkEZyIgZoY4WvgCEcMJ6gcHHp8s6dsHQt1Y4GQO6RMAnyYx13iyITRN8q854PAPk4hZu0rS2PTfBAPzwXc+NBfLBHkIUL9dRs4HTE+8COZugNRV0eIdVf+YpCBaj5wjCBkJjJwv978c6D8BcIk7e1soTM6G09HQUsMj+YvY8RQycm5ySq/fYep4VAF8aEauw8vFxFwKFKRx+G6pknwGnvzlMlwfLOWH5e2D5myInMw7QGs0Mi/0nlsCAR3A/dkE9gMemEngTCQ78ZHNMlJqNe9cmwM2QthKNzzgghqHrCJ6RDyuaUVMuWcdZP/KxBVVA2+mw5k0KFsk92Mj4qJ8cwY84xFzXrdgzV83EvcDB7TWB7XWZrUSnrzsEcFnpHH1yYHSDKk4qU5x7x2PTMC2roJWZLK3DcnPNRTwy+YlF7LUcBN8bz9UJSKN4Zdw5zFThgMxb+UiNukSWJ0M3FMLFVnisfJKBEVznHC3hy0/9chEqV88PF5AoQfY4IKzGTBoAuxcRM1TxZT6y1rvdfdC1Fhgo1nTPhm4MFtMPvfNgX0h0lj6QMwrsO4xwPMAhcuBOhc8Byoymub7HoI33dKIjwD/8s3Q/Iy80EFOuY6HU6l4GpmU3w3EppHuC/hsgp2hEqk8Ohnu+jljp2QzYpEb9kJGM/B6CKHRwBspeF51QTiUuKFy2T5GvOzAU4Cs+XHTVvANR9+G5Cc7CIH9IM0PoAEG7YS5Tirzs6UxCUUSrzlypSF2JEFbvvxtWDbUz4BzEYxYmwY7XaJ8Bk2S+I0w4DSoo4kcc0Bgu/nyASd1g4BQl0SNR+agd8G2iYiZrtd46l5LgfrHpGFtA7LccCEWQp1yT6aaOZ2jiL1+WBVsjQX/GLZFIs9kNwzLj6YeYHc2ge9uBlw81oa4GpcB53LBk0nleOA4DHknA4ZOB/8UGJoOI+YwNhHovxAKt7I4Px/63y/lPeiUQMCJSN46R7nMAfYvhcH5cG4rzfdK1gH2r0VvBf60FYCoSUCLmLwI9shcnLMcHvZA3GxG5UbAsD2QEIu+HXjWLZ6CuyKkMXcDAaB7w1gX0JzJkPeQ8+1dypmYGXL/G1eYYMRnCUxKgQrIeC1FlhM5sw9Cfg5+cbApA94P5XArsNEhMVEfABcGSLm75f6gAiASqmY45XdYk3gPNmfCe8W8lIwsLxzehLorjW3bgYDl8KOd8HA4xMwWE/BQYEKTdBzzwLPp0s3I1XPjmr+8U6prx210zDgAHDbbLs2pIHJOI/7zjXFMqwJqFsDAck7cCjRtBh0H/WDxf7jFa2RousyT9IO5+dnQ4GaLC3qFQ8RnQFAmuGMJCIP0pDTpcDQgk6Cly2G/WxqRKiApFTzR8FwVcV+K9I+Uw6xwpJfaD9puB4bmcGJCOtTO48Cjs4Br6sEAAA7ASURBVAlbE0rM58C94NsMlSt3kZxkrqkXMgJ6L0+U2Y7tMiJ5zwE+sSQUAKFO6h4D7siBD6DqR+U8EQkM3imTnweziJ86Afp5JANsEOA/D4ARO4DIHOJnwo5gyDgO+MKZCR7480dQthT8H6YkfyF1zzjlfKXAtFo8uUhwXktNhyt2/D3gP5qKx4ETb9Py3YfggRTUHUBNDvSBuuNQkr+U5KQUODNP5ldOj5fgTwcwsgpip0ovvPH3MHU4HHcROBroNw9uroLwTHgwh2QXRMUh6VWOIqOChwpIRMrhtBsaILBJdNXYJMAN7z8O4zYAAZCeNB3uymb1jOFQbSark53ihdUIGUurpUszpFYWIuM1SUniFwb4MA5TUwfDue+XizdhRAo4J0CNm7hXYiEhRd7gO4vhQhpRm5CoffqIk4QKgLukSpasA3DIeiS0SjlVwIlEApPSxJmhnSNAn5kQOQfKb+fI7VDXCgyeLEGkPivgxFoqlzrg8Ww4nALNi0TZHl1LehhQtBR+VEVF071wBFS5Az5wmuDZKhmpnAVKQD0MJaXASjd1McBnoH1n0ndzKGzKltE7wPRy6mrh8JOIEugPfPce+R6aDK3HoKmIIceBR5tkZNUMWT8ZKbFCr7qhbCI8Ugu+EOE29Wso0CsOGhZCcCxzc4HRk+B4PpCJagAenQH1SbAzG0pzxUHgLFBjFGKC3NbuQSEZM7vy8T7+puJUlFJJwA+11s+b3y7gfq116lf2+3vg783PKExC2evMAOCElQHwDjm8QQbwDjm8QQbwDjnu1lr3+zYnUM5hmt/8e9d2Tp7sdXEqftdbgB7mMCbxtmEI4nn+F2itl4AsyqeU2uEND80b5PAGGbxFDm+QwVvk8AYZvEUOpdSOb30SrUDfuE3zjSv5N6MMCFdK3YkM8pORNHsWi8XiJVilcsOgtW5RSv0j8A4yk7FCa73nOotlsVgsf0nbjds037iSf0O01hsRZ8CusuRayXKVeIMc3iADeIcc3iADeIcc3iADeIcc314G7SNuzzcof1MT9RaLxeLtqDvv0fzryq7tPH2Mnai3WCwWy+W4sedU/tbiVK4KpdREpdR+pdQBpdScqzhuhVLqS6VUZadtwUqpzUqpavP/zWa7Ukr9zpTxqVLqvk7HTDP7VyulpnXaHq2U2m2O+Z1SSn1NGR8opYqVUvuUUnuUUu+b/fcopUp7UI53lVLlSqlPTNkfm/33mWOrlVKvK6V6m2P9ze8DZt+wTuX9wmzfr5T64ZWek1LqTnOO9jIcSqldSqmN5neNUuqMUurzHpShxlz3J0qpk2b/HeZZ9dQz2aqUekspVWWewxql1EGlVINS6lAPyVBi9qkwn/NKqeOq5+vnfnMPKpVSrymlFplndNbci56qFxfLQCNKpSsfb+R654nx1g8yke9GQqN6A58AkV089vtIQvzKTtt+i8k1BswB/q/5/ihQiEQ8xQAfm+3BSEx3MHCz+X6z+dt2YIw5phCI/5oyfg2sMt8TkTjpSCAHONSDcswB/sN8n4SEOsYAW4Bqsz0b+Afz/QUg23xPBl433yPNM/AH7jTPpj1Xxdc+J2QFk+ROZbwBvIrEVmebv/8X8HoPylCLxFN0LmM98EkPPpNyoNB8fwJZMeW3SAqjj3tIhs5lPA6cB+6gB+snEop5Esg02z9AkhqtAeaae9FT9aKjjDsiJd9aVz5emPvrugvgrR9TGd/p9PsXwC+u4vgw/lKp7AduNd9vBfab74uBKV/dD5gCLO60fbHZditQ1Wn7xf2uUMYOJAa/PZnmrddBjuXA58D3kCC19jIu3mvEM2+M+e5n9lNfvf/t+13qOZljTgB+ZvsTSIP+MJLDd4z5u7/5vydkGAOcQ5RK5zL2G9nUtX4mSBz6oa+W0env+4Hv9nC9eLvT9x6rn4hSOYJk9vID/gT8W/szM/s93kP1oqOMO+7VLN3XtY8XKhVr/ro0V5/S5fJ8R2v9BYD5/5YrlHO57YcvIdelyhiGBH1+DHwHeXlu60k5lFIVwDSgBOm9ne50TOdjL5antW4B6pD0flcrXwhw2pwDYBZwCsnC5QDOmL+fN2U09oAMh5He6x+R0Wx7bpTvmPsR0gPPZCiSQjJMKbULSa56vNPfDyOJfHqyfg7n4hJ4PVc/tdZHkFHLMOAL5Nlso+OZHQY0PVMvOsrQClp7d+3zLVCXMMl/zX6tncyU6690XqtULo36mm3XwlXuUuVc7favP7lSfYFRwH9presvc8w1lUNrPQLJwBQJ3PM1x7T/311yXNyulHocGQmc61TGV4/T11KGTri11vchDed0pdT3v3JMZ67FM/FDTLPntdYjkYxVz17mmGtdP3sjGbi2XuGYbpfDNKJPIsphMHJvYr7mmJ6oF39ZRmsXP9+OOcC7Wutw5N281LzxOa31CPN54kontUrl0nQppctV8Gel1K0A5v8vr1DO5bYPuYRcX1dGAbJs0+ft+yC266M9LAdI+ko38uIGdTqm87EXy1NK+QGBiN37auU7AQSZc4xFEs8PQ9I49gEyzN/9TRl9r7EM7dsPme9/QpLI3488kyDgZA88k8NIr/wLs/1TxNzV/vchQMs1lqFzvYg319+3fR96rn4+goza/qy1bgb2YuqmeWZDkDayJ+pFRxmanlIqTwKrzffVSFrMb41VKpfmYkoX05tKRiZUvynrEfMP5v+3Om1/zni3xAB1Ztj/DvADpdTNpkf1A8Tu+gXQoJSKMd4sz33lXJ3LaAb2IZP2z5n9ywB/c56ekOMFJNk/5v/xRqZPAN9LyNF+7NPAe1qMzeuBZOOBcycQjkzEfu1zMsdsBZ7WWv8CyVucZv6+F1GyWxHzx3vXWgZzrhlfuRePI8lKPwOOmP2v6TPRWh9DlMYHZvsZpHFcj0xO1yENfU/Uz7eQuY43uD718xBmAQuzTxtihtqK9NrrzDO61vXiq9cpknTl8+24lDnyqziUeCiWKqWurHiu96SON38Qj5PPkN71L6/iuNeQnmAz0luZgdhR30UmBd8Fgs2+CvG6cSNeSaM6neenyKTlAeAnnbaPQhojN/DfdASxdi5jBzKk/hRJSn7cyLQXqfA9JcfHRoZPzb4fm/2rzO8DQD7SkIDMd+Sb7duBoZ3K+6U5dj/Gk+dyzwmZP9jeuQxkaa6N5ncN0qjW9JAMG819+MQ8h91m+05krqknn8kuI8s6YBmiZM8gDW1PyPAu0oDXIkqtvYyerp8HzXOrRDzP/gcZRZ5F5kN6rG5eLGNIlCbT3bWPWbyi0+fvv9IWbTHX9tXPk8i8Tud9T12iPRvcSeYawHm59s9G1FssFosXoYYM16S+deUdAeY4v3FEvVJqPxCntf7CmAOLtNZ3X+GYVcAftNZvXGofa/6yWCwWb6Ln5lQuZZK/iDEr+pvvA5D5yb2XO6lVKhaLxeJt9IxSWQBMUEpVIzFsCwCUUqOUUsvMPvcAO5RSnyDzQAu01pdVKl4a52+xWCx/o2i6YxL+ysVoXYs4Knx1+w7gefP9QySOqMtYpWKxWCzeRretd9/zWKVisVgs3kT7nMoNip1TsVi6iFIqVElG42Dz+2bz+47rLZvlr4g2xKG5Kx8vxCoVi6WLaK09SBzDArNpAbBEa/2n6yeV5a+ONiShUFc+Xog1f1ksV8d/AuVKqReBcUDqdZbH8tdG+0jlBsUqFYvlKtBaNyul0pE0Kz/QWl+43jJZ/srQeO0opCtYpWKxXD3xSMqbKGSBK4ul+2g3f92gWKVisVwFSqkRSKBYDLBNKZWnTVI+i6VbsOYvi+VvA5PJ9n+AF7XWh5RSGcC/A1Ovr2SWvypakIT6NyjW+8ti6TozkfXT201evwcilFIPXkeZLH9t3OAuxXakYrF0Ea31EmBJp9+tQPT1k8jyV4mdU7FYLBZLt2GVisVisVi6DTtRb7FYLJZuQ2s413K9pfjGWKVisVgsXodVKhaLxWLpFjRWqVgsFoulm7BKxWKxWCzdhlUqFovFYuk2rFKxWCwWS7ehgabrLcQ3xioVi8Vi8SrsSMVisVgs3YZVKhaLxWLpNqxSsVgsFku3YpWKxWKxWLoFjS+tXdqza3v1LFapWCwWixfhh2ZAF9XFsWssyzfBKhWLxWLxInyBAPT1FuMbY5WKxWKxeBE+QB/arrcY3xirVCwWi8WL8MGOVCwWi8XSTfigrVKxWCwWS/fgBwz0Sr+urmGVisVisXgRvnakYrFYLJbuwk7UWywWi6XbsBP1FovFYuk2rFKxWCwWS7eh0PhZ85fFYrFYugMNtFmlYrFYLJbuQd/QSsXnegtgsVgslr9Ed/Hft0EplaSU2qOUalNKjbrMfhOVUvuVUgeUUnOudF6rVCwWi8XL6AmlAlQCTwEfXGoHpZQvsAiIByKBKUqpyMud1Jq/LBaLxYvoqTkVrfU+AKXU5Xa7HzigtT5o9s0DngT2XuoAO1KxWCwWr6Kr45QecTu+DfB0+n3YbLskdqRisVgsXoQGWrue+2uAUmpHp99LtNZL2n8opbYAg77muF9qrd/qwvm/bhhzWW1mlYrFYrF4GVcxCjmhtb7kJLvW+pFvKcphILTT7yHA0csdYM1fFovF4lV4lfmrDAhXSt2plOoNJAPrL3eAVSoWi8XiZbR18d+3QSk1WSl1GBgDvK2UesdsH6yU2gigtW4B/hF4B9gHrNFa77ncea35y2KxWLyINto4T9M1L0drvRZY+zXbjwKPdvq9EdjY1fNapWKxWCxeRAst1HL8eovxjbFKxWKxWLwITRvnaLzeYnxjrFKxWCwWL6LNKhWLxWKxdBdttHGWs9dbjG+MVSoWi8XiRbTRakcqFovFYukerPnLYrFYLN2G9f6yWCwWS7dhRyoWi8Vi6TbsRL3FYrFYug1N2zvnaBzQxd1PXFNhvgFK6x5JSmaxWCyWvwFsQkmLxWKxdBtWqVgsFoul27BKxWKxWCzdhlUqFovFYuk2rFKxWCwWS7dhlYrFYrFYug2rVCwWi8XSbVilYrFYLJZuwyoVi8VisXQb/w9AFGbLOEBUaAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "imshow_grid(grid, 'lithosphere__overlying_pressure_increment', symmetric_cbar=True,\n", - " cmap='spectral', show=True)" + " cmap='nipy_spectral', show=True)" ] }, { @@ -264,10 +322,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [], "source": [ "flex.update(n_procs=4)" @@ -296,15 +352,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": { - "collapsed": false, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "imshow_grid(grid, 'lithosphere_surface__elevation_increment', symmetric_cbar=True,\n", - " cmap='spectral', show=True)" + " cmap='nipy_spectral', show=True)" ] }, { @@ -316,16 +384,27 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "flex.eet *= 2.\n", "flex.update(n_procs=4)\n", "imshow_grid(grid, 'lithosphere_surface__elevation_increment', symmetric_cbar=True,\n", - " cmap='spectral', show=True)" + " cmap='nipy_spectral', show=True)" ] }, { @@ -337,29 +416,51 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "load[np.where(np.logical_and(grid.node_x>3000000, grid.node_x<5000000))]= \\\n", " load[np.where(np.logical_and(grid.node_x>3000000, grid.node_x<5000000))]+1e7\n", "imshow_grid(grid, 'lithosphere__overlying_pressure_increment', symmetric_cbar=True,\n", - " cmap='spectral', show=True)" + " cmap='nipy_spectral', show=True)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "flex.update(n_procs=4)\n", "imshow_grid(grid, 'lithosphere_surface__elevation_increment', symmetric_cbar=True,\n", - " cmap='spectral', show=True)" + " cmap='nipy_spectral', show=True)" ] }, { @@ -372,23 +473,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.6" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/flow__distance_utility/Application of flow__distance utility.ipynb b/flow__distance_utility/application_of_flow__distance_utility.ipynb similarity index 100% rename from flow__distance_utility/Application of flow__distance utility.ipynb rename to flow__distance_utility/application_of_flow__distance_utility.ipynb diff --git a/flow_direction_and_accumulation/Comparison of FlowDirectors.ipynb b/flow_direction_and_accumulation/Comparison of FlowDirectors.ipynb deleted file mode 100644 index 72f8950..0000000 --- a/flow_direction_and_accumulation/Comparison of FlowDirectors.ipynb +++ /dev/null @@ -1,865 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Comparison of FlowDirectors\n", - "\n", - "## Introduction\n", - "\n", - "Landlab directs flow and accumulates it using two types of components:\n", - "\n", - "**FlowDirectors** use the topography to determine how flow moves between adjacent nodes. For every node in the grid it determines the nodes to receive flow and the proportion of flow to send from one node to its receiver. \n", - "\n", - "The **FlowAccumulator** uses the direction and proportion of flow moving between each node and (optionally) water runoff to calculate drainage area and discharge. \n", - "\n", - "The **FlowDirectors** are method specific and presently landlab supports four different methods for determining flow direction. \n", - "\n", - "1. **FlowDirectorSteepest** Flow is routed to only one node. The algorithm consideres the link slopes leaving from each node and chooses the steepest downhill link to route flow along. In the case of a raster grid, only the links are considered (Landlab differentiates between *links*, which never cross and are located at North, South, East, and West on a raster grid, and *diagonals* which cross and are located at North East, North West, South East, and South West). For raster grids, this method is also know as D4 flow routing. In the case of irregular grids, all links originating from a node are consideded.\n", - "\n", - "2. **FlowDirectorD8** (raster only) Flow is only routed to one node but diagonals are also considered. \n", - "\n", - "3. **FlowDirectorMFD** Flow is directed to all nodes that are located downhill of the source node. In the case of raster grid diagonals can be included using the keyword ```diagonals=True```. Flow is partitioned between receiver nodes based on the relative slope along the links leading to the receiver nodes. The default method for partitioning is based on the sum of receiver slopes (```partition_method='slope'```). Partitioning can also be done on the basis of the square root of slope which gives the result of a steady kinematic wave(```partition_method='square_root_of_slope'```).\n", - "\n", - "4. **FlowDirectorDINF** (raster only) Flow is directed to two cells based on the slope of the triangular facets that can be defined between a node and its neighbors. The steepest downhill facet is chosen and then flow is partitioned between the receiver nodes at the bottom of that facet based on the relative slopes along the facet-bounding links. \n", - "\n", - "In this tutorial we will go over more detailed examples that contrast the differences between each flow direction algorithm. For information about how to initialize and run a **FlowDirector** or the **FlowAccumulator** or , refer to the other tutorials in this section. \n", - "\n", - "First, we import the necessary python modules and make a small plotting routine. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "%matplotlib auto" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "# import plotting tools\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import cm\n", - "from matplotlib.ticker import LinearLocator, FormatStrFormatter\n", - "import matplotlib as mpl\n", - "\n", - "# import numpy\n", - "import numpy as np\n", - "\n", - "# import necessary landlab components\n", - "from landlab import RasterModelGrid, HexModelGrid\n", - "from landlab.components import FlowAccumulator\n", - "from landlab.components import(FlowDirectorD8, \n", - " FlowDirectorDINF, \n", - " FlowDirectorMFD, \n", - " FlowDirectorSteepest)\n", - "\n", - "# import landlab plotting functionality\n", - "from landlab.plot.drainage_plot import drainage_plot\n", - "\n", - "# create a plotting routine to make a 3d plot of our surface. \n", - "def surf_plot(mg, surface='topographic__elevation', title='Surface plot of topography'):\n", - " \n", - " fig = plt.figure()\n", - " ax = fig.gca(projection='3d')\n", - "\n", - " # Plot the surface.\n", - " Z = mg.at_node[surface].reshape(mg.shape)\n", - " color = cm.gray((Z-Z.min())/(Z.max()-Z.min()))\n", - " surf = ax.plot_surface(mg.node_x.reshape(mg.shape), mg.node_y.reshape(mg.shape), \n", - " Z,\n", - " rstride=1, cstride=1,\n", - " facecolors=color,\n", - " linewidth=0., \n", - " antialiased=False)\n", - " ax.view_init(elev=35, azim=-120)\n", - " ax.set_xlabel('X axis')\n", - " ax.set_ylabel('Y axis')\n", - " ax.set_zlabel('Elevation')\n", - " plt.title(title)\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3 topographic grids\n", - "\n", - "For this tutorial we will consider four different topographic surfaces that highlight the difference between each of the flow direction algorithms. " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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PIUOGYO7cuZgwYQJeffVV1SUIudDQ0JAUQwY6WsgAWcmdDVm+BENu+eYixumQ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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mg1 = RasterModelGrid((10,10), spacing=(1, 1))\n", - "_ = mg1.add_field('topographic__elevation',\n", - " mg1.node_y,\n", - " at = 'node')\n", - "surf_plot(mg1, title='Grid 1: A basic ramp')" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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m2M3Ft5YONcRM6UVdFC1eKvjuiFSZy9IlT1m8eHHS31outFKybSEh5sPNkMVf\n6Wy329lKTan2VdpC5sIwDGw2G0KhEJsjm+tfZhjGiF9uIxiCrCBiiirQbXSAkCK+mcoJcs+D+18l\nMYozpIafNjQX8eWycOHClJ9pKcpyIkaEKfPnz8eqVauStvFXOkciETZWmPvb5nJ/5Rr7DLQkFXE6\nnax/2WKxwOVyGfHLbQRDkGUi26IK9O2XTk1mquWbTVEFrhAohTEwCMMVX1pvmZ88hSu+XJdEOtKJ\nsF6Q42VAihBzufXWW7F06dKk+5KudKZWaCAQaJVJi/tdNeG7pcTELxv+5cLDKC6RBZlSS1LSFVXg\nJ9ng7kMHZbkqGtEFLna7XTFrKZFIIBAIsCEbSqB0PWFaQMHtdmf9e/PDjPgvVkCLtcYtmiGFbIVY\nSytZatvZirAQa9euTflZLBZDIBBALBaD1WplBS/bohThcBh+vx9lZWWS759U+xJCWKueEJIUv0xf\n9A3/ct5gFJfIlWzyOvPFlyu8/KlJ+l2r1cr6i5SIgaTnoxSFtMparA9RKM6Xb+lwZzVisRibPEXK\n7yWHNZwP/mQ5hZhCF3kJYbFYUFxcjEgkgkAgAK/XC7vdnnVbStybXKs+FAoJ+pej0ShbbEPqvWWg\nLwxB5sBf0RqJRBCLxVolvUgnvqlq+aaamqTWKx20lULNBVFKoeVAk058AXEuBannL/e0tB5FWQkR\nlgLDMLDb7ew0digUAgDWas7mnlNiQZjJZGoVv0z9ywzDwOfzweVygRBi+JfzGEOQ/82RI0cwa9Ys\nvPLKK+zDQcXV6XSmFd9M5QTFTE3m82IlNVHrpYJ/beXy52ciH3zDcqCmEKezkik0YYfFYoHP50Mo\nFEIsFpMUJpXL6nyx+wqtGqcvOvQF3/Av5y+GIP8bh8OBffv2JQ2w1GJOl4iB78ORWtFIjelk2o4a\n1mu+vVhwry1ddMVNoKKk+HJRS4i1tJKbmpo0iwEWI8rAf2L2XS4XQqGQqDApihqCTOGvGgdaapLT\na2vEL+cnml2lhx9+GAMHDkRJSQlKSkowdOhQvPPOO0nfWbp0KTp27AiXy4VLLrkEhw8fVux8Kioq\nEAgE8Omnn+Kpp57CyZMn2fhg6reJxWKs5etwOOB2u+F2u1kfT7bxgWrF8OZ7G7mKPrV8I5EIm4TB\n7/cjFAohEomw36MLfNxuNxsaI0dCFf6+CxcuZP+pCTfuXQ1o7mYA7EuPFsyfP1/0dy0WC0pKSuBy\nuRCJROAcnIM5AAAgAElEQVT1ehEKhRR74cxGzKl/2e12AwB7npFIJCmCIxKJIBqN5t3LcltEMwv5\nlFNOwapVq9CzZ08QQvDkk0/iyiuvxOeff47evXtj1apVeOCBB/D000+jpqYGt99+O0aNGoWDBw/K\nUlGIEIJPP/0Un376Kfbt24dPP/0UAHDhhReCYRj07NkTgwYNAiGELcqgpODku39XzTbEICZ7GX9W\nI5FIIBgMKm5R/OlPf2L/XyuLUWlLmTvLwCcWi+nWUub6crkLqgKBQNowKbqvFn5b2mZRURG7Wpsf\nvxyNRo345TxAV2FPFRUVWLNmDWbOnImOHTvilltuwU033QSgZbqruroaTz31FCZPnpxzW4QQVFVV\n4eTJk+jTpw/OPPNM7Ny5EytWrMCll16K4uJixONxBIPBVsXP5SYQCMBkMrHhDEoQCoWQSCQUCxkC\nWvphNptzWqmaDrqalB+WJJRkgy++dMo5XQIVer2dTqfsGc1uvvnmlJ9pmcpRblFOJ8RctOxzOkGO\nRqNobm5GSUlJq3sgFovB7/cjHo/DZrO1uk98Ph8SiQQ8Ho/kc8pl30gkAp/Ph9LSUrYUaiAQYM+T\nG78MgPUvK+V+MUhJfoQ9JRIJvPjiiwgEAhg6dCi+//571NbW4qKLLmK/4/F4MGTIEOzZs0cWQWYY\nBh9++CG6dOnCitQZZ5yBDh06oLi4OOm7+e7fVRM1/NRiLV+pRTOUGJzSCXGhIFaEuejVSk632tli\nscDj8bBhUjTbl8PhyPneydX/zD3nTPWXDf+yftFUkA8cOIBzzz0XoVAIxcXFePXVV9GrVy/s2bMH\nDMOguro66fvV1dWora2Vrf3evXsn/V1RUYGTJ0+yfxfKgiu12pCbVOklaWiK3BWruO3mglQR1lKc\ncpm6zkaIuehRlDOFH/HDpOj6EpfLlZSRTyqEkKyFUeic+VnJuOdJ17oY+bH1h6aCfPrpp2P//v3w\ner14+eWXMW3aNHz44YeanU95eTkaGhrYv9VcOayGICtNLqLPTz1K/59CBTcej6vi08+GXKzhfBHl\nXEWYjx5FWQw0TIrGBft8PjbiQm3SWdcmk4ldeErPk+9fbm5uhsVigdvtNvzLGqOpIFssFnTr1g0A\nMGjQIOzduxfr1q3DwoULQQhBXV1dkpVcV1eHQYMGKXY+hWwhA/pacCVGfOkCFDpIUB+vUr6vbI4p\n55S0nkVZbiHmomW/+Uh9RmhcMPXjUj+zmDApfrtKhkxxzzMYDCblx6ar7rnxy4Z/WRv08RT8m0Qi\ngXA4jK5du6J9+/bYsWMHBgwYAKBlUddHH32EP/7xj4q1zxdkoHCmk/nZxpRqg5/PO1vx1TtK+Yb1\nJE5KirBeSGUlS70HaRIghmEQDodTVpNKhVoxzDabDVarNcm/DPxnVbnhX9YWzZ78xYsX4/LLL8ep\np56K5uZmbNq0CR988AG2b98OoOVBWblyJXr06IGamhrccccd6Ny5M6688krFzqmiogJffPFF0jY1\n43e1CpuQC5rBjIZYpBJffqINsWidL7vQF2hRK1kLIVb7RYTbxzlz5uCRRx4BkPszaLVaUVxcLCpM\niosci7rEwvcvh8NhhMNhWCwW1pfMF+Z8HpfyCc0E+ZdffsH06dPxr3/9CyUlJRgwYAC2b9+OCy+8\nEEBL0oRAIIA5c+agsbERw4cPx9tvvy1LDHIqKioqknzIQH4uhhJCbtHnWr78DGbhcDhn8c3Utpqo\nLcRaWMlUoILBoGaZvNTod6qXDa4o54rJZEJRUREbftTc3MxOD6eyOHO9p7N5tmh+bPq8CvmXjfhl\nddFVHLLWvPHGG1i9ejXefPNNdht9gJ1Op2Lt0rJ/SsY75xJTza1alS59KBXnXMoXpkPpEo/cMpVU\nhLUsW6iGKKcSqELqtxSL/7777kMkEkFpaankdhoaGuBwOJLGilTlE/lx9A0NDXC5XFnlImhubgaA\nVuGaYkgkEmy5SaAll0AikWDThfLjl+XIWNeGyY84ZL2QyofM94vKjZ5Wc4sVXyHLNxKJsGn7lECN\n1JyLFi1K2qZl7melLEYxAqVlv+VC7al3odmndOFH/GpSWodM0RKw9AWClnk04pfVwxBkDuXl5Zos\n6lIDIdGXIr7ZFM5QCrmvx7x582Q9nl7Jl0VaubyI5NrHm266CatXr5a8X6Z7kht+5Pf74fP52Jzp\n9JlSqzAFf19u22Lilw3/snIYgsyBWsjcG1ztFdBKE4/HWyXaoOeQq/jm2+I0sUKcz1ZyLgKVT/2W\n82Vj4cKFWfuTxYYfUf+y1+vNeV2MnIJMERO/bPiX5ccQZA5lZWUIh8MIBAJsBRW1woVoG3JALV+h\nLFfRaBQMk1yvWS+Wbybk+J2ytYbzSZwA+QRKz/1W0uKXusgrU4YvLgzDsOFHoVAoqRIWfxpbbNty\nCzKFG79M6y9zy1FGIhE0NzejuLjYEGYZMASZg9lsRmlpKRoaGloJsl5JJ74AWPG1Wq2IRqOw2WyK\nrVTXs4Usx7S0nsUJUE6g9NZvtabe5Vx5LQTDMGyBCp/Ph1AohGg0CrfbLekFTElBpvDjl6l/GWi5\nRjSnvOFfzg1DkHnQaevOnTsD0JeFLFZ8qeVL/1HUroOrBFKugeEbLiz03E8pFjIfuo/b7UYoFErK\nopVJ2HJpl7u/2PPk+5dpuzRlqOFfzg1DkHkILewCtEmfKZThivsAUsuXrnbO9PAq7Q9Xyxee7vhK\ni7BerEW1xUmrfgcCAQDahWGJtZJzEUa6r9Vqhc1mY61Qr9cLh8ORtppUrs8aNTSknDfXv9zc3Mzm\nwxbyL9NoDEOYxWEIMg++IKu94CoSibACzBdffqhRtouuChE1rWEtRbmpqUmzttXsNxViLdrmo/TU\nNZd0q5zTuZq0WKFNrWBaNYrvX+YLs+FfzowhyDz42bqUEGShDFd0OjoSiQjG+eZDlis1Xl64v4OW\nU9JtVZyUbJvfTzXbzkQmUZbDQubuS61QbjUpGibFrSglx5R1rmOLyWRCcXExa9lHIhHWsgeM+GUp\nGILMQ+6KT0Jxvtxj0ZuU+oJpdhwlKJSY6v/3//4f+//5nrwiHZkESivkFkYp/dSrKMstyBSLxZJU\npYlOY/OzaGklyNwp73QJUADDvywGQ5B5tGvXDr/88kvSNrFCJlZ8uaFG9KYMhUI5FTjXA0qe+3XX\nXSe4vdCsRbHilO+ZtPT6sqEFmUSRYRjY7XZW7EKhECt2WiYVoftzLV4hyz5V/LLhX26NIcg8ysvL\n8c033yRtE7phuOJLBVis+AqhVgISpdOAAvJOWacSYi6FIMrZCFQ+9lsOIdajlSyHhZwJhmHgcrlY\nsfP7/awYapF2k+6fzrKnCVAM/7I4DEHmIVTxCWjx+0YiEUHx5SZdFyO+QqhxM6qRC1oOxIgwH0Oc\n1Eds20pYw3oTZTWrNXGzffl8PgAtv3G2hWNyeW7TzepxE6Ck8i/7/X4QQlBcXGz4lwFo3vu7774b\n55xzDjweD6qrqzFhwgR8++23Sd+ZOXNmUlytyWTC6NGjFTkfl8uFWCyGdevWYdmyZfD7/awIU0G2\nWCyw2+1wuVxwu93sW2uumWr0UFxCyzauu+66rMQ436C1cuVCy/jydG3L3U8pbSvNnDlzBLdnayFn\ns5/VamWFLRqNwuv1IhQKSXr+5J6yFoL6l0tKSthpd6/Xm1Q3nY6v0Wi0INa5ZIvmFvLu3bsxb948\nDB48GLFYDIsWLcKll16KgwcPJpUxu/zyy/Hkk0+yF8tut8vS/smTJ/Hss8/ik08+wb59+3Dw4EEQ\nQrB7926ceeaZbFlBQkiSz0Zu1EpAolZebrHIKcB6thbbis+0rfYz12xZuT7zJSUlCAaDCAQCrRZT\nKdW21Gl6If8yzaFPx6a27l/WXT3kEydOoKqqCh9++CGGDRsGoMVC9nq9eOWVV2Rv7+eff0b37t0x\ncOBADB48GKeeeioefPBBfP755+wNHQ6HEYvF2HSaSkBrIitVSxj4T3lEWvtUCfx+PzuDkA4lLWEt\nFzvx21ZToLTst5bWqpr95l/Pp59+GgzDIBAIZF1HOZd6xnSRV1lZGYCWcSQQCLB5sflhUnxOnjyZ\ndR1mbi1lqel4qfjSKfc2Un85/+ohNzY2gmEYlJeXJ23ftWsXqqurUVZWhgsvvBArV65s9Z1s6Nix\nI5qbm9mHuqmpCYsXL066idUMF1IrRafSbQih1nS01payVuKkdr/54qTX2YlcSfdSNW3aNDz22GOK\ntZ0J/rPMDZOi1aS4YVL8fYHc025mmy7UZrOxFjI1Ftp6/LKuLGRCCK644go0Nzfjgw8+YLe/+OKL\ncLlc6Nq1K7777jssWrQIxcXF2LNnj+zCQgiBzWbDd999x751RqNRhMNhRa3XeDyOYDDIJptXAjWs\n8EAgAJPJlPTGrYVfWMs0j1q1r1bb6QSqkPotZXZj/fr1AJCVhdzU1ASTyZTVzJXf70csFkNJSUmr\nzwghrAVtMpnYaWz67Odi4QIt40lTUxM8Hk/WJUJPnjwJp9MJu93Oxi5zz5X2gwp3nscv55eFfMMN\nN+Crr77CP//5z6TtkydPZv+/b9++6N+/P7p3745du3Zh5MiRsp4Dtc4bGhpYQVZzBbRai66UtpBn\nzZoFoHCtJkpb9ZmmQuvZiVzbzvZ6zps3D+vWrUMgEJCc3Ecp/zM/TIobE2yxWDS1kLn704W6Rvyy\njgR57ty5eOutt7B792506NAh7Xe7du2Kdu3a4fDhw7ILMvCfbF3dunVL2q7VVK/cbSgp+nPnzk36\nO98H6FToOc2jnG0bLxziYRgGoVAIkUiklTWaDqUXhKWqaUytYq0FWWjKva3GL+tCkOfOnYtt27bh\ngw8+wKmnnprx+z/99BPq6+szCne2aFlgIh+X/FNrWI9oKU75Ksq5ilO+9Fvul40bb7wRTz75ZNrc\n03IjJbEHjQkOhUJsTHCubQPyCzo3fjkUCrEvOXRqGyhc/7LmvbjhhhuwadMmbN68GW63G3V1dair\nq0MoFALQ4iNZuHAhPvroIxw7dgw7duzA+PHjcdppp2HUqFGKnBOdsqaoWTQhn9qYNWuWKDHO9zrM\nucTT6jVGWAg544b13G8l46NnzJiBoqIiFBUVIR6Pw+v1IhAIpH3m1AyZYhgGTqcTpaWl7IuC3+/P\n6nrRrH/Znnum/em50vhlukgtGo2yljF3Wz4aM3w0t5AffvhhMAyDESNGJG1/4oknMG3aNJjNZnzx\nxRd4+umn0djYiI4dO2LUqFFYsWKFYm/hcheYEIvSq7lzndohhGD27NlZ7ZsvVhPFmKrNHT1dczWv\n57Rp0/DMM8/AarWyi6rSTWPLEQssFZPJBLvdjlgsBqAl9Mpms0nK9iVH2k16LpnONZV/ORaLJU1j\n22y2vLaW0woy03KXmAFYGhsb2amOpqYmNDU1oaGhAV6vF1OnTs36BDLlVnY4HHjnnXeyPn42aCnI\naiC2UAY3X/cNN9yQc7t6GqBTUWhpHlO1bbxwKMs111yDZ555RnBRldvtZq1TLas10ba5PtvGxkY4\nnU44HI6Mx5Ujyxcgvu9C/mWGYdgp67ZgIb8IoAiAZdy4cYhGo/j1119RVlbGThns27cP48ePVzTZ\nhNpUVFTg2LFjSdv0JJbZkurFgoovt0pVPB5PKnNYCKQTRqUHbr2IstoCpUW/g8Eg+99sw3HkhL+o\nihsbLMfznquYU2uZ61/mZvtKdXy5BFkKfP9yMBhkw1LtdnveL/DKdLdeDOB9AAcvv/zyi61WKxYt\nWoTFixejT58+sNlsOPvss/Hrr78WnCB/9tlnSdvUSjupVhuxWEywTCTDMLjxxhsVa19PZQPbgjgB\nYOvTaiVOavWbCjGXWCymWb+plUwRWlRF4/WzzYEtp/+Zxv+ms+jT7Z9t+9kmFnE6nQgGgzCbzQgE\nAgiFQqisrMxrUc50p4YBrCWE7AawBADWrVuH4cOHo0ePHgBaxKuurg5du3ZV9kxVhD9lTclHQebX\naKb+FrqIg65SlGNKWixaW4v5vshMLHyB0lKclLzmQkLMRU+iTIWELlKiL4W5lEWVe7rbbDajqKiI\nnRr2er1JoUfc/XPx1yYSCVl80Ha7HRaLhV3slc9kuku9ALoB2E2d/06nE4cPH2YFuaioCL/88gsA\nZeN01YQf9gSolz4zlzaEpp35ZSKBlgeOTu9ku0grV9QWZf6gXYjCBGQWp0JBaj/1JMrAf6ax6exF\nIBBAIpGQlFRESf+z0NQwXZhGU17KZSHnCvUj62XmLRcy3aH1ACoBsJlRbDYbjh8/zn7B4/Ek/V0I\nCNVEZhgmp7dYMUgRfSq+XAHmnl+qGs2BQCAplaUefGxKkmrgLjRrUaxA5Xu/8/WFQ0iUgf88f3a7\nHaFQiPXdUtFLhxoLwqhFT6ex/X4/m35Xa0Gm4x01NArBGMz0ZJ4A0BEAmxnlnHPOSer4gAED2KXz\nhYLQlLWWPmT+imf6XwpNPUfrMafKXjN9+vRW2/J9gBYiHwZtLcUp3665XNdTy35nghZVoKJHhTnd\n+cohyGKneGmube4K51yRK2yqEISYkra4BMMwtwBoJoQ8jH8Xl6AFEAqZYDAIl8uF+vp6dvBQo3Qh\nXS3odDpbWb8UmmSdWr6ZUscJibAQWg5UcolyNgN3PvZbLoHSe9+VerHSst98KzkSicDn86G0tJQV\nJ7oaO5FIpKzUBLSMF83NzSgpKckqG5jX62UXbUmBEIJwOMz6v8WGSfFpbGyE1WrNuqwt/e1o/+l6\nGB2Tc3GJewCcwjDM0FdeeQW1tbVoaGhAXV0dfvjhB5w4cQKBQAAHDx7EH/7wB6xdu1ae09YYp9MJ\np9OJxsZGVFZWAlCudCFXeOlMAx2IaEgCDXaXklBdrBDrgVysxVwH7XyxFvPB6pdCqr6r0U89+ZOF\nrDy+7zbVNHauM3bZjmXUdRkIBNjkJ9xzlNK+GolF8olMd+VvAWwC0Dxr1iwUFRWhuLgYZWVlqKys\nxGmnnYZ27dphzJgxGD58uAqnqx502povyLkgNO3MfSDplDVdNSi1zVxEWM/TeULIOXDrWZSVFCg9\nXXO1Xzi06nswGMSkSZPw8ssvA0gtqvzV2OmmsbVMKkIteKn5u3MN2eKeA6UQpq4z3ZFvAzgPQOOB\nAwe+crvdsFqtrLDY7XZ22rSQ3lIA4ZXWgPibmCu+Qiue6fQKd9o5kUggGAxKrmAilzWsZ2ECCs9K\npPD7rmY/tbzmhXo9+aTrZyY/KF2NHY1G4ff7k6of6SHLF13hzM2gxU18ImbRWLYkEoms45j1Ston\nkRDSCGAP0DLf//PPP4NhGHTu3Bkej0eVE9QKKQUmxIQbCa145qOFCPPRoygX+jQmRSuBUrvv/H5q\nFa6idL/TXU+ulSzmubdarSgpKUkKQaK/W7ZJRbLdV2h/oTCpdCvG5ViQxZ/yLgRhzng3/juf9QVX\nXXUVjh8/jlgshnbt2uGCCy7ArbfeWjCxx3xS5bOmC6zShRvRBQbpVjynI51vKJ98w9lARVkLcdJC\nlLlpHgshjjIV6a6nloli5L7mUu7bSZMm4emnnxY9PvBDkGj5xGz6oGTpRDrVHgwGU06180OWsj2H\nQtMeMb/GmQBe8/v9GDhwIPbt24dLLrkEmzdvxv333y/bD3L33XfjnHPOgcfjQXV1NSZMmIBvv/22\n1feWLl2Kjh07wuVy4ZJLLsHhw4dlaZ9PRUUFTpw4ga+//hpff/01e/OHw2H27Y9mmqFTSG63Gy6X\nCw6HA1arVdIiLCC1FT59+nT2nxpoGcZGEyVohVp9F+qnlhnElOq31tdTDHL0Pdt+Tps2TfIYSkOQ\n6EtMU1MT/H6/pDwJSgkyhWb7Ki4uBiGk1TnKYSHTKWtKIYhz2rAnAGAY5jUAJwkh0xsbG1FTU4PG\nxkZs3boVN954I44dOybLDzF69Gj87ne/w+DBgxGLxbBo0SIcOHAABw8eZMOsVq1ahVWrVuHpp59G\nTU0Nbr/9dnz55Zc4ePCgpNV9QhBCcPToUXzyySf4+OOP8eKLL6K+vh4+nw+/+93vcO+994IQArPZ\nzK56lvsGIITA7/fDZrPBZrNpbg2rZS0KDWRaWotK9VvsgJ3vfc9WgPOt33K+aNDpaynQOsZ2ux3B\nYBAMw4hOKhKLxdDU1ASPx5NV30OhEAKBAMrLyzN+l4ZJ0d+L+pb9fn9SuJdU+GFbYvqtMRlPTowg\n/wLgSkLI/x4/fhynn346vv32W1RWVqKsrAzHjh1DWVmZXCfMcuLECVRVVeHDDz/EsGHDAAAdO3bE\nLbfcgptuuglAy5thdXU1nnrqKUyePDmn9h588EHMnTsXAHDKKaegtLQU3bp1w/Tp03HmmWeivLwc\nfr8fVqs1Z/FPx5QpU5L+1noaUysfG5B/A3QqpA7c+XrN5RCofLjmSlj82Qiyz+dDIpGAx+NBIpFg\np7FpreB0/ck1hpnWeZYy9tNFq+FwmI0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ffRTHjh2D1+vFiRMn2JXWPp8PR48exQ8//IAO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\n4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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mg2 = RasterModelGrid((10,10), spacing=(1, 1))\n", - "_ = mg2.add_field('topographic__elevation',\n", - " mg2.node_x + 2.*mg2.node_y,\n", - " at = 'node')\n", - "surf_plot(mg2, title='Grid 2: A ramp inclined in X and in Y')" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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kvkDiZLVwOKyYC5+uYdOmTQCAevXqyX6MVIknygDYBCuaiKVEmRSFuwkghOj1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NGjB3Jzc+nXXn31VRQWFiIvL0/AyDxhMBigVqs93HAoisLXX3+NN998E/PmzcPYsWOj8lgGYouU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\njRs3YsiQI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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mg3 = RasterModelGrid((10,10), spacing=(1, 1))\n", - "_ = mg3.add_field('topographic__elevation',\n", - " mg3.node_x**2 + mg3.node_y**2 + mg3.node_y ,\n", - " at = 'node')\n", - "surf_plot(mg3, title='Grid 3: A more complicated surface')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Comparing the different methods for each grid\n", - "\n", - "We can illustrate the receiver node **FlowDirectionSteepest** has assigned to each donor node using a plotting function in Landlab called ```drainage_plot```. We will see many of these plots in this tutorial so let's take a moment to walk through the plot and what it contains. \n", - "\n", - "The background image (white to black) shows the values of topographic elevation of the underlying surface.\n", - "\n", - "The color of the dots inside of each pixel show the locations of the nodes and the type of node. \n", - "\n", - "The arrows show the direction of flow, and the color shows the proportion of flow that travels along that link. \n", - "\n", - "The X on top of a node shows if that node is a local sink and flows to itself. \n", - "\n", - "Note that in Landlab *boundary nodes*, or nodes that are on the edge of a grid do not have area and do not contribute flow to nodes. These nodes can either be *Fixed Gradient Nodes*, *Fixed Value Nodes*, or *Closed Nodes*. With the exception of *Closed Nodes* the boundary nodes can receive flow. \n", - "\n", - "An important step in all flow direction and accumulation is setting the proper boundary condition. Refer to the boundary condition tutorial for more information. \n", - "\n", - "\n", - "## Grid 1: Basic Ramp\n", - "\n", - "As with the Introduction to Flow Director tutorial, let's start with the basic ramp. " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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4+eWXmTt3bqVlBQUFUU9TOVKPkhTLpICVpBhjTDJKhExKM6C8yrIAdZTy3Hbb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\nOXPnDLdibnHmzhn6betXLP0QQrBq1SqOHTtm2I4ePZpvu3feeYdu3bo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M3uONUDt2IDG5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46ITYFaoWfPnrz44ot19k2YMIENGzbw6KOP1vk/1rNnzz2Od95555GXl8ewYcO4/vrrKS8vZ8mS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\n+dM0evU0XxMUgC+XO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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorSteepest(mg1, 'topographic__elevation')\n", - "fd.run_one_step()\n", - "drainage_plot(mg1, title='Basic Ramp using FlowDirectorSteepest')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Reassuringly we can see that the flow is being sent from high elevations at the top of the grid to low elevations at the bottom of the grid. We can also see that all of the arrows are yellow, and thus all of the flow is traveling on these links. \n", - "\n", - "Now let's see how the other **FlowDirectors** direct the flow on this simple grid. We don't need to specify the surface so long as it is the field ```'topographic__elevation'```." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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K+HDucLaVXc1OPduXmFlZAd58+WGapr1KTul0StnXt7jvzhlDOjlsKJvnS0wX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cfLViWzOT/Z97gz59W+x7Pmp+FnggJQUWHMWVw77ox5/t/jmNb6Xb32xCl4rTA3AsMj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\np0T+HlwFa8qMSg7s7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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorD8(mg1)\n", - "fd.run_one_step()\n", - "drainage_plot(mg1, title='Basic Ramp using FlowDirectorD8')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For this ramp, the steepest slope is down a link, and not a diagonal, so **FlowDirectorD8** gives the same result as **FlowDirectorSteepest**." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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N1IXefPm4mphSVd0YX86bpI+AP4pIf1X9TkR+ChyK61NmjDGmkawAZYwxplEC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\nW8u6sL2is09RpeaccvvYn2NbXtmBkm2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VqrUULUqJL7XUUkrRotRP1VIiQmQTiYjsy/z+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\nq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13EN998w6xZsyrWhUIhXn75ZXr16lWl6MHAgQMpLCzk6aefrhimB3DWWWfxj3/8g61b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\nlRfIMQY4vf9w8nL+w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iZPALMXFNKzRwonHu91kfzqZ+35Ylq+v0GBjyaHuOqn7ejQPplO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\nAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorMFD(mg1, diagonals=False) # diagonals=False is the default option\n", - "fd.run_one_step()\n", - "drainage_plot(mg1, title='Basic Ramp using FlowDirectorMFD without diagonals')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Similarly, while there is more than one node below each core node, there is only one node that is connected by a link and not a diagonal. Thus **FlowDirectorMFD** with the keyword ```diagonals``` set to ```True``` provides the same results as **FlowDirectorSteepest** and **FlowDirectorD8**" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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pMXT55Zdz+eWX10tbtWoVU6ZMaazYDOx+q2AC6KsxFEVRPEHFUBTs2bOHnTt3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\nSojlhqu67gV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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorMFD(mg1, diagonals=True)\n", - "fd.run_one_step()\n", - "drainage_plot(mg1, title='Basic Ramp using FlowDirectorMFD with diagonals')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When we permit flow along diagonal connections between nodes and flow to all downhill nodes, we see a difference in the directing pattern on this simple ramp. The flow is partitioned between the three downhill nodes, and there is more flow being sent to along the link as compared with the diagonals (the links are a lighter color blue than the diagonals). \n", - "\n", - "One issue we might have with the results from **FlowDirectorMFD** in this case is that the flow on the diagonals crosses. This is one of the problems with using diagonal connections between nodes. \n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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fi+Zei1DM1tLXIxZn37glfDZvGPm+o9nhu8ezuK3TC/hs3jB2ll7HHj3Pk5jp\n6T7ef/NJGie9TWbJdEo4wLO4H88dTTKZbCmd70lMJ24pn80bRoHv92T7JnoWt3V6IZ/NG8au0qvY\nrcM8iZme7mPBm8/SJOl1tpU8TjH9Ixov2r8XxhhjjHFEPUlR1T3Aze4Sdl9//XWlNxb+UXy+/vpr\nu+kwxgCx/XvhdJwPsbmXdZwHrCbFGGPiUdSTlEi74IILqnyvc+fOlqAYY8rE8u9FJJt7icjfgDFA\nO+B74HpV/baa7S8FbgV6ATuBd4FbVTU7pAJ6yJIOY4yJL9ar0hhj4oCq03E+lEWDqHkRkYuAqcDd\nOMPAfw8sEJH0KrY/ApgFzAAOBP4E/A6YHp4jDT+bcd4YY+KPJSnGGBMHSlUo1aQQl6BqUkYDz6rq\nbFVdCVwN5AFXVrH9YcBaVf2Hqq5X1S+BZ3ESlZhkSYoxxsQfS1KMMSZBiUh9YCjwoX+dOnfnC4HD\nq9jtK6CziJzmfkZb4ALAu9EjjDHG1Hl1vk+KMcbUBYrgC7FPita8fTqQDGytsH4r0KfSz1T9UkSG\nA/8RkVSc/0fm4YzUGJOs47wxxsQfq0kxxpg4EHpTL2cJNxE5EHgMuAdnXqtTgO44Tb5ikjX3MsaY\n+GM1KcYYEwcUwVdNH5Mf393Iinc3lVtXsLu4po/NAkqBthXWtwW2VLHP7cAXqvqI+/oHEbkW+ExE\nxqlqxVqZmGBJhzHGxBdLUowxJg44QxBXXTPS97Su9D2ta7l1W37awayLP6pyH1UtFpElwAk4TbYQ\nEXFfP17Fbo2AogrrfIBCbE5xH4nmXiKyFuhayVv/UNXrQwpmjDFmH5akGGNMHHAmcwyxT0pw2z8C\nzHSTlf/ijPbVCJgJICITgQ6qOtLd/i1guohcDSwAOgDTgG9Utaral6iKUJ+UQ3D68/gNAN4HXgkp\nkDHGmEpZn5QIqs8PCLvLXgu7SWF5xOM2kMVASdnrZDKox7oIRy0iRZbiPEx1VDz+SEjmN5LZUPZa\n8NFAqpyDLmzqswJhZ0DcfFL4PuJxU2QJsLcJTxKZ1GNNhKOWut+pwGu7kiRyIho1mS3UY23Za0Fp\nIP8tVw6z/1T1FZyJHO8D/gcMBE5R1W3uJu2AzgHbzwJuBv4GLAf+A/wEnO9hsaNOVberaqZ/Ac4C\nVqvqZ9EumzHG1AVxW5OSmZnJpk2bat4wilo2Xkm3VreTRDHgo7VcwobsYWTtaRHRuF1bLqBFo8UA\n1NcltE7bg1S5AAAgAElEQVQewbLfJlNUEtnL3b/Do9RLygWgIXNIJZnvN02DCN7M1kvKZVDnGyj1\nNQIgjdvIze/Hpqz2EYsJ0Lzhr/RsPQbUh0gx6XIRv+WcT2Zuq4jG7dziI1o1/hKAerqcNsmX8uPm\nCeQXp0Q07oHtnyUlOQuAVF6lofyH/218AiKYhCZJPkM6X0eppgLQjL+zp7AnmzI7RCxmuGRmZob9\nM30k4QvxuVKw26vqU8BTVbx3RSXr/gH8I6TCRFGkR/dyh3K+FJgSWsmMMcZUxWpSImhn/gCSpJAk\nKSZJSklOyiMn/+CIx83JH0xKPecpf73kPRQUt6OopHXk4+btjZuSvJOcvEFEuol6ia8pewp7Uj/Z\nSY5S6u1kR/7giMYE2FVwEEIpyUlFiCj1k3e7xxtZgee4XnIeRSUtyS/uGPG4Oypc2535A4n0z4dP\nG5Jb2Kf8tc2L/LWNVT71T+gY/OKzSifAk9G9/gikAbMicwTGGJN4LEmJoFJfY3YX9C57vbvwAEp8\nzSIed1dBX0p9Dcpe53h0Y5eTP6jCa2/iBt64qia5N9CR5dMG7Co4sOz1nsIuFJVGthYFILewFyWl\njcteO+c88n2VKyZgXiULFePs9CDJj1U+t09KqItxRHj44SuBd2O1T44xxsSjuG3uFS925A+mWcOf\ngH1v4iNFNYWd+f1p2XiJG9ebG8rdhT0pLm1K/eRcSn0p7Cro50ncnPxBdOE/AOQW9qbU17iGPcJj\nR95gmjf63i2DV0/4k8nJP5j0Jk6TL68S0PzizhSWtKRBvWx8mszO/AGexHX+zcwBYHdhD4pLm3sS\nNxb5NAlfiPOehLp9XVVT4vH++++zcOHCcut27w6uKaOIdAFOBM7djyIaY4ypwJKUCMvJG0TXli+5\nf/euqUpO/iBaNl5CcWlTdhf29ChqEjn5B9O6yefsKjgI1cj2k/ArKO5AQXEbUutnen6Oy/7uQVOv\nwLjpTb6k1JdKbkFfj6IKOXmDadvsQ3IL+uLThp5ELSppTV5RJxqlbPL0HMciH0JpiLVmoc5QX1fV\nlKScdNJJnHTSSeXW/fzzz1x55ZXBfPyVwFbgnf0pozHGmPLsMVuEFZa0I7+4PYXF6Z70HfDz39B5\n0XegfNzB5f70hpQlDF7eyBaXtmRPYVeKStLYU9Tds7g78weU1Waoh88Z/LVF3l7bgO+UZ7VVxgTH\nnVPmcmCmqvqiXBxjjKlTrCbFAzl5gxApwct5zkp8aewu7OF5R+Od+f3xaX3Pmrb55eQNpnnD7yko\nieyoXvvEzR9M/eQdeJkI+vs6eV2z4O/r5MXABIFy8gfRqskX5BV18TRurPFByH1M7K7ZEcHRvU7E\nGZ75hVoUyxhjTDUsSfFATt5gN0nxVvaeQz3rO+Dn04Zk7Dzd874DuQV9yNp9hKcxwUlAnSTFWzvy\nhnoyUlwg1RS27DrVk5HiAu0u7EnW7qOJ0cnMPaO16JOi1icFiFySoqofUH5CR2OMMWFiSYoHcgt7\nIVGYgC4z90R82qDmDcMsY+eZnsdU6rFl12mex91T1A2RTp7H3bb7mIS5tpBExs4zohA3tviQkPuY\nWJ8UR6TnSTHGGBN+lqR4Ijkqc2RH4yY28eImeTZAQKDEOsfRixtLfO7cJ6HuYxyWdBhjTHyp820B\n5s+fT0ZGRqXvZWRkMH/+fI9LZIyJVbH8e+HMe5IU4mJJCngymaMxxpgwq/NJypAhQ3jggQf2ufHI\nyMjggQceYMiQIVEqmTEm1tjvhfGSiLQVkTkisllESkSkNHCJdvmMMSaa6nxzr/bt2zNu3Djuuf9+\nim69lV3t2tFsyxZSHn6Ye8aPp337yI4GlZ1dnzvu6EVWVgrp6UVMnPgLLVtGvhN9IsVNpGNNtLhe\nx4z270V1ajODvNWkOGK4T8pMoAswAciAqLQMNsaYmFTna1LAufEouvVWVk6ezObvvmPl5MkU3Xqr\nJzccd9zRi2XLmrF5cyrLljXjjjt6RzxmosVNpGNNtLjRiBnN34vqqNtxPpRFreM8ENPNvY4ELlXV\np1X1TVWdG7h4UQBjjIlVdb4mxW9Xu3YwYgSMHg3TpjmvPZCVlVLt60jZnlX+0noVN3t7+ddexI3W\nOY5e3PpRiZu9vfwNb12+ttH6vaiOj1rUpFiSAsR0TcpGEn1sbWOMqUJC1KQANNuyBWbPhmnTYPZs\n57UH0tOLqn0dsbit86MSt03rXZ7Hjdo5jlLc1ukFUYnbpnWu53GjdY6j9XtRHa1Fx3m15l5lYrAW\nBeAmYJKIdPMqoDHGxIuESFIyMjJIefhh+o4dS4dBg+g7diwpDz9c5Sg+4TRx4i8cfsj3dO+yiYED\ndzFx4i8Rjwkw5aEl/OHQxXTtvNXTuP+YNo8/HLqYzp2yPYs7ceIvHDrkV3p03cCgg7d5dqwTJ/7C\nYYcso3uXjZ6e48kPfc8fDl1Mt85bPI37xCPv8odDF9Ol03aPr+1qenTdwOCDMz2JGc3fC5Nw/gMc\nC6wWkVwRyQ5colw2Y4yJqjrf3Ms/Kk+5Tq/dupExfjwPPPAA48aNi2hb85YtS/jw/65HpITvNj4R\nsTj7xi3is3nDyN5zKL9uu96zuK1a5fPZvGGs3z6crbknexKzZcsS5r38MG2afswPmyeQV9TVs7gL\nXx9DSr1slmyY7klMJ24xn80bRk7ewfySeYtncf3XduOOC8jYeZYnMVu2LOHNlx6lXdoCVmTcxe7C\nXhGNF+3fi+pYx/nai+HmXjd5EcQYY+JRnU9Sli5dWumNhX8Un6VLl3LGGTabtTEmtn8vbMb52ovV\nJEVVZ0U8iDHGxKk6n6RUd0PRvn17S1CMMWVi+fdCa1GTYn1SHLGapACISDJwLtDPXfUjME9VbZ6U\nGohIFyA92uUwxoQsS1U31LRRnU9SjDGmLrDmXrUXq0mKiBwAvAN0BH52V98BbBSRM1R1dcQLEadE\npEtSUtLPPp8vNdplMcaEJikpqUBE+tSUqFiSYowxcUA19KQj2PtsEfkbMAZoB3wPXK+q31ax7QvA\nSJyJBwML9KOqDgipgB7ycMSuUDwOrAYOU9VsABFpBbzovmdV/VVL9/l8qS+++CL9+vWreWtjTEz4\n6aefGD58eCpOLaglKcYYYyonIhcBU4FRwH+B0cACEemtqlmV7HIDcFvA63rAMuCVSJe1DjqGgAQF\nQFW3i8jtwBfRK1b86NevH0OGDIl2MYwxEZAQQxAbY0y880/mGNISXMf50cCzqjpbVVcCVwN5wJWV\nbayquaqa6V+A3wHNgZnhOdLwi+EZ5wuBppWsbwJ4MymQMcbEKEtSjDEmDvhH9wp1qY6I1AeGAh/6\n16lzd74QODzIol0JLFTVjbU8tIiL4STlbWC6iPxe9joMeAaY50UBjDEmVllzL2OMiQMRGt0rHUgG\ntlZYvxXoU9POItIeOA24OKSCeSxWO87jNJ2bBXwFFLvr6uEkKDd6UQBjjIlVlqQYY0wciNHRvS4H\ndgBzIx1of8RqkqKqOcA5ItIL6Ouu/klVf414cGOMiXGWpBhjTByoaXSvLR+uJPOjn8utK9lTWNPH\nZgGlQNsK69sCW4Io1hXAbFUtCWLbMiIyG/gY+NSrYXZjdHQvAFR1FbAq2uUwJl5069aN448/nuef\nfz7aRTERZEmKMcbUAe1O6Eu7E/qWW5f7y1a+vfqlKvdR1WIRWQKcgNsHQkTEff14dfFE5FigJ/Bc\nLYpbhDMfyHMi8hvwCbAI+MS9Ya+zROQR4C5V3eP+vUqqerNHxTIxaM2aNTz00EMsXLiQzZs3k5KS\nwoABA7jwwgsZNWoUqamxMUXMrFmzuOKKK0hNTWX16tW0b9++3PvHHnss2dnZLFu2LGwxnZ8pU9dZ\nkhJBLRt9Q1Fp87LXTRqsIqVeFtl7gu2PWjttm71HXlEX95WPlo2/prAknT2FB0QspkgR7Zu9S4mv\nEQBJSQW0b/Y2mbuPo9TXOGJxG9bfQOMG6xCcB7kpydmkNVtOxq4zIxYToEWjxe6xOk9nG6esIbX+\nZrbvOTKicds0/YC8oq7uK6VFo28pKW1KbmHfavfbP6V0SHuLYve7nCRFtGv2Ltv3HF62LhJS62XQ\nNHUlIs61rZ+8g/Zp88jYeRYEN2pVnRLB5l6PADPdZMU/BHEj3NG6RGQi0EFVR1bY78/AN6r6U0iF\nAlT1KvezOwJH4wzFewvwrIhkqGqnUD+zhnix1NxrMFA/4O/G7GP+/PlceOGFpKamMmLECPr3709R\nURGff/45Y8eOZcWKFTzzzDPRLmY5hYWFTJo0iccee6zceksoTG3FbZKyZcsWGjVqFO1iVKuweR5H\nDfhH2esD20/gix8vY0t2ZAfBadp1M/26OE9PWzZeQotGS3nr6zspLols3G4DltKp1VoAOrd4jZzd\n7fjv+oOB7Op33A9JUsJZh8+iXrLT57R322ms3vx7Nm6M7LHmNSvg2IP3Pmg+qMM9fP3TxfyWFdm4\nDTttZUD3OQA0b7SM5o2WMf+b2ygoimzcLs1+oFP6LwB0bD6X3fmt+PbHg4DciMUUKeXM3/+blPoF\nAPRq8yTrtgxh48ZNEYsZLlu2BNNSKjSKBNMRfp99atxG9RURSQfuw2nm9R1wiqpuczdpB3QO3EdE\nmgF/xOn4vT92ANvdP3OAEmBbtXvUQiwlKap6XGV/N8Zv3bp1XHLJJXTv3p2PPvqINm3alL13zTXX\nMGHCBObPnx+WWAUFBWGrkRk0aBAzZszgjjvuoF27dmH5TJPYbAjiCMra2Y3ikpSy16Wl9diW0yPi\ncTO2l3+qnrWrK8UlkU/oMrLLDwa0JbvGwYH2m0/rk5nTs3w5tkd+9uHtuzpTWLz3nPp8SWzd0Svi\ncbdkl7+2O3I7UFDULOJxMyrEda51ZJ+OqSazdUfvasuRSLQWww8Hk6QAqOpTqtpNVRuq6uGqujjg\nvStU9fgK2+9S1SaqWqsG4SLyoIh8iZOgTAJS3T/bqWrYaxciNQSxiHQQkTkikiUieSLyvYgEPbOg\niDwvIvvMkyIijUXEGtsnqIceeog9e/bw3HPPlUtQ/Hr06MH1119f9rq0tJQJEyZwwAEHkJqaSvfu\n3Rk3bhxFReWn2unWrRtnn30277//PoceeigNGzZk+vTpZe+/+OKLHHLIITRq1IhWrVpxySWXsGlT\ncA+FRIQ777yTkpISJk2aVOP2wZYZ4P7776dz5840btyYE044gRUrVlT6mTt37uSmm26iS5cupKam\n0qtXLyZPnrzPv+WXX36ZQw45hGbNmpGWlsbAgQN5/PFqW7eaKLEkJYJ8Wo+tOXtvXDNzelLqS6lm\nj/DYsbsj+UVNyl5v2e7Njd2+N7IexQ04vuKSFLbt7O5B1CS2ZO+9gc7a1Y2S0si3D96V14Y9BS3K\nXnt3jvtUeO39d6rUl8zWHZFrshjrQp7IsRbNwzx0O05/lnuBi1V1tKrOVdUdkQgWiSRFRJrjzApf\nCJwC9MNpshbKMYwEGlayviEwIoTPMXXI22+/TY8ePfj9738f1PZ//vOfufvuuznkkEN49NFHOfbY\nY5k4cSKXXHJJue1EhJUrVzJs2DBOPvlkHn/8cQYNGgTAAw88wMiRI+nTpw/Tpk1j9OjRfPjhhxxz\nzDHs2rUrqHJ0796dESNGMGPGjBprk4Mt81133cXf//53Bg8ezJQpU+jRowcnn3wyeXl55bbLz8/n\n6KOP5qWXXuLyyy/niSee4Mgjj+SOO+7glltuKdvugw8+YNiwYbRq1YrJkyfz0EMPcdxxx/Hll18G\ndYzGW3Hb3CteZGzvS6f0H52/e/YUOIkt2X3o3m6Jp3F357cmN68VTRttp6CoMdm5YW1WXqXAGpvM\nnF741JuvdUZ2X7q2/c75u0c37SBkbO/LAR2/8jRuflFzcna3p3mTDIpKUsna1c2TuFt29ManSSSJ\nj205PSj1NfAkbixSDWrek332iVGDcfqhHAvcIiJF7O08v0hVfwl3wAg037od2ODvX+NaH8yObnM5\ncZemIlIQ8HYycDqQGa6CmuBt3Qrnnw8ZGdC+PbzxBlRSmRExubm5/Pbbb5x77rlBbb9s2TJmz57N\nqFGjyvqoXH311bRu3ZqpU6fyySefcMwxx5Rtv3r1ahYsWMCJJ55Ytm7Dhg3cc889PPjgg9x2221l\n68877zwGDRrEU089xe233x5UecaNG8fs2bN56KGHmDZt2n6VOSsri4cffpizzjqLuXP3jnI+fvx4\nHnzwwXKfOXXqVNauXct3331Hjx5Oi5W//OUvtG/fnilTpnDLLbfQsWNH3nnnHdLS0liwYEFQx2Oi\ny2pSImzLjj5lNxZeNlXxNwvand+K3Px0z+L6j9FJHLz5ehUUNyM7t6MbP/JNzPy27uiFz5fsxvXu\n2vpj5Rc2JWdPBw/jOud2645eqCZ7ErO4pCHbd3Z14yduU6+6RlW/V9XHVfU8VW2Nc1NeBPwDCLkj\nfpScBSwWkVdEZKuILBWRq2rcy5GD01lPgV9wal/8SxbwPM65MB47/3z44gtYs8b587zzvI3vr7Vo\n2nSfVoCVeueddxARRo8eXW79Lbfcgqru03ele/fu5RIUgNdffx1V5YILLmD79u1lS5s2bejVqxcf\nf/xx0OXv3r07l112GdOnT2fr1opzxIZW5g8++IDi4uJyTdsAbrrppn0+87XXXuOoo44iLS2t3DGc\ncMIJlJSU8OmnnwLQvHlz9uzZY0lKnLCalAgrKm7M9l2dSU4q8aTvgN/WHQdQ6qvnPmn3rslHRnZf\nenf6wvMbyoztfWnRZLMn/WD8SkpT2bazGw0b7GJPQSvP4m5z+zo559jDa7u9L/26LPKw1siNm92X\n1s3XenptY1GEZpyPCneY48E4NSnHAkcCzYBlODUqYRWhjvM9gGuAqcADwO+Ax0WkUFXn1LDvcTj/\neD8Czqf86CJFwHpV3RxSgU1YZGRU/zrSmjVz7hNyc4MblGT9+vUkJSVxwAHlm8K2bduW5s2bs359\n+cq97t33bQ7966+/4vP59vkMcJqIpaSE1kx9/PjxzJkzh0mTJlVamxJsmTds2ACwz3bp6em0aNGi\n3LpVq1axfPlyWrduXekxZGY6FZPXXnstr776KqeffjodOnTg5JNP5sILL+SUU04J6RiNNyxJ8cCW\n7L4kJYU019l+K/WlsC2nh6c1CwDbd3WloKiJ530HMrL70q7lLxQWN6l54zDakt2X1JTg2uuGi7p9\nnbxOBHfs7kheYbN9OrNHWkZ2H7q0+R95hS1q3rgOU63F6F4xmqTg3JQ3Ab7HSUpmAJ+5M7CHXYSS\nlCTgv6p6l/v6exHpD1wNVJukqOonACLSHdioqr6QCmcipn17pxYl8LWXmjZtSocOHfjhhx9C2i/Y\nYX4bNty3C5TP5yMpKYn33nuPpKR9W0A0aRLa/6vdu3dn+PDhTJ8+vVzzsYrCOTSxz+fjpJNO4rbb\nbqv0327v3s7/W61bt+a7775jwYIFvPvuu7z77ru88MILjBw5khdeeCFs5THhYUmKBzKikKQAbMgc\n5FnfAT/VZJavPdXzvgM797RnTUZwnQzDKSMKSQrApm0DPBkprrwkflx3MkUejBQXaHd+a1b9Ftn5\nZ+KBj1rMkxK788kMx0lKPPnHU1OS8vnnn/PFF1+UW1exY24lMti3adpPQNANhFR1PYCINAK6ACkV\n3g/f7HcmKG+84TTxCuyT4rUzzzyTGTNm8M0339TYeb5r1674fD5WrVpFnz4B/TMzM8nJyaFr167V\n7O3o2bMnqkq3bt0qrU2pjfHjx/Piiy/y0EMP1brM/j9XrVpFt27dyrbLyspix47y41P07NmT3bt3\nc9xxNY/qXa9ePc444wzOOOMMwBnWefr06dx1111l/VlMbIiJPin7O4xjrNuV14ac3d71HfDbuG2g\nZ30HAm3IHOR5TJCoxN1T0JLtu2r+TyDcfsvq78lIcRVF59pGL24scTrOh77EIlWd709QRKSTiER0\nlI2aRvE64ogjGDt2bLllxIgaB9f6AqhYVd2HIDvPA4hIaxF5G2fCoR+B/1VYjMfatIHPP4fVq50/\nvew07zd27FgaNWrEVVddVdZMKdDq1avLhsw9/fTTUVUeffTRcttMnToVESm7Ea/OeeedR1JSEvfe\ne2+l72dnhz7XWY8ePRg+fDjPPvvsPiN9BVvmE088kXr16vHEE0+U266yJmQXXnghX331Fe+///4+\n7+3cuZPS0tIqj2XAgAGAMxmliS1Rr0kJGMbxQ5xhHLOAXoQ2jGOMi9bTTItbd+Mm0rFGM66JBBFJ\nAsbjDNnbxF2Xi9u/I06aP00DvhCRO4BXgN8DVwF/CeEzHgWau/suwpkgsy17z41JQD169OCll17i\n4osvpl+/fuVmnP/iiy947bXXuOKKKwAYOHAgI0eOZPr06ezYsYNjjjmGb775htmzZ3PeeeeVG9mr\nunj3338/d955J2vXruXcc8+ladOmrFmzhjfffJO//vWv3HzzzdV+RmU1lePGjWPOnDn8/PPP9O/f\nv2x9sGVOT09nzJgxTJo0iTPPPJPTTz+d//3vf7z33nv79D259dZbmTdvHmeeeSaXX345Q4cOZc+e\nPSxbtow33niDdevW0bJlS6666iqys7M5/vjj6dSpE+vWrePJJ59k8ODB9OsX+TnWTGiinqSwH8M4\nBmPRokUceOCBlU6IlJmZyYoVKzj22GPDFc4YE8di+ffCP5ljqPvEqAeAP+P8/vvbWR0J3IMzseO4\ncAcM9xDEqrpYRP6IMwnlXcBa4EZVfTmEjzkeOMf9LB9Oh/kPRGQXcAcQnmnFTdw566yzWLZsGQ8/\n/DDz5s3jmWeeISUlhf79+zNlyhRGjRpVtu1zzz1Hz549mTlzJm+++Sbt2rVj3Lhx/P3vfy/3mSJS\nZT+Q2267rWyOlPvuuw+Azp07c+qpp3L22WfXWN7KPrdnz55cdtllzJo1a5/3gy3zAw88QMOGDXnm\nmWdYtGgRhx12GO+//z5nnHFGuc9s2LAhn376KQ8++CCvvvoqc+bMoVmzZvTu3Zv77ruPtLQ0gLKR\nx55++mlycnJo164dl1xyCXfffXeNx2i8JxEYOz60Aoj8CLwHdMYZN/834ClV/WcV2w8BlkyaNCmo\ntoOZmZk8/fTTXHPNNeVuPKpab4xJXOH6vVizZo1/XoGhqrp0f8rk/83r89iVNDogtF68eb9m8PON\nz4elHOEkIpuBq1V1XoX15+D8/ncMU5whwJIHH3yw0lGNqrN27VruvPNOiOC5c5ORgaq6TkTWA8NU\n9Qu3Q/2PquptB7A44r+2S5YsYciQOtM63Jg6b+nSpQwdOhSC+G2NhZqU/RnGsUZt2rThmmuu4Ymn\nn6Z47Fh2d+xIk99+o/7TT3O9BwlKTk4Dpk49nB07GtKiRT5jxnxFWlrk2z0mUtxEOtZEi+t1zGj/\nXlSnNjPIx/CM8y2BlZWsX+m+F1YRGt0rHH7G6ceyDmeks7+KyDqcEcI8HvzWGGNiSyx0nE8Clqjq\nXe4EXzNwhqO8OlwB2rRpQ/HYsax59FEyly9nzaOPUjx2rCc3HFOnHs7PP7cmM7MJP//cmilTDo94\nzESLm0jHmmhxoxEzmr8X1alLHedxbsivq2T9de57YVVTx/mqFg88Bvirx+4FTgM2ADcAd3pRAGOM\niVWxUJNSq2EcZ82aRaNG5WvCjzjiCI48svKhSnd37AgjRsDo0TBtmvO6FiNWhGrHjobVvo6UnJzy\nQwB7FTd3V/nRxLyIG61zHL1rmxqVuIl0bUP5vajl8LW1EPo8KTE84MBYYL6InAh85a47HKfZ7+nh\nDharNSmq+mLA35eISFegL04/zayIF8AYY2JYLCQptRrGceTIkSGNZ93kt9/InD0bpk2D2bNpctNN\nUMmkRuHWokU+mZlNyr32QsuWeWzduneGe6/iprfaxeaMva01vIgbrXMcvbh5bN3a1PO4rVrmJsy1\nDeX34sgjj9zn4UhAnxRTCVX9RER6A3/DuSkHeAOnP0rCzLQuIkeq6uf+16qaB8RM3yFjjImmWGju\nNQ04TETuEJGeIjIMZxjHJ8MVIDMzk/qTJ9PjpptoM2AAPW66ifqTJ1c6/ni4jRnzFYcN/Y5uXTbS\np882xoz5quadwuDO2z/gD4cupkunLZ7GnXjfS/zh0MV07JDlWdwxY75iyME/06PrBg468DfPjnXM\nmK/4/dDv6e7xtb197Mfutc3wNO6D977CHw5dTKcO2zy+tr+413aTJzGj+XtRHf+M86EusUpVN6vq\nOFU9313GRzJBicGmXgAfichaEXlQRA70KqgxxsSDqNekhGkYxyr5R+W5/ppraNOwodNko2FDMq+5\nxpPRvdLSCnn/tVEkJ5Uw/5s7IhanoubNC/hs3jA2bevPNysv8SxuyxZ7+GzeML5bfQarN//Bk5hp\naYX854X76NH+WxYu/Rs793gzcWZaWiHvvXItDVN2Mu8r74Yv9F/bjOzefPnjSM/itnCv7fK1J/PL\npprH3g+HtLRCXnruQXp1/JKPvxtFdm5kJ86M9u9FdeK947yIDAx223DPtB6rzb2ADsDFwCXA7SKy\nDPgX8G9V3eRFAYwxJlZFPUkBUNV3gHci8dkrVqyo9MbCP4rPihUrot4h1hgTG2L596I2HeFjrOP8\nd4BSc0cZBZJr2CYksZqkuP1OngSedIcdHgaMBCaKyKeqenzEC2GMMTEqJpKUSKpu4rU2bdpYgmKM\nKRPTvxdK6M23YitJCW2ikjCK1SSlQry1IjIJZ3SzCTjzhhljTMKq80mKMcbUBVqL0b1iacZ5Va12\nMJQIx47pJEVEjgAuBf4EpAJzcWacN8aYhBULHeeNMcYkABH5VESaB7w+W0S8GVc6BonIRBFZC3wE\ndAFuBNqp6mWq+l50S2eMMdFlSYoxxsQBreUSDBH5mzvKVL6IfC0ih9awfYqIPCAi60SkQETWiMjl\nQRzQKQUAACAASURBVIQ6EkgJeP0ieyczjKgYHd3raOBhoKOqnqmq/3aHITbGmIRnSYoxxsSBSA1B\nLCIXAVOBu4HBOH0iFohIejW7vQocB1wB9MYZnernWhyWJ+3RYnXGeVU9QlWfsokbTW106tSJUaNG\neR73ww8/JCkpiS+//NLz2Ptj+PDh9OrVq+x1aWkpSUlJPPjgg1EsVfT985//JCkpic2bY2+KKktS\njDEmHkSuKmU08KyqzlbVlcDVQB5wZWUbi8ipwFHA6ar6sapuUNVvVNWbCXtqIVaTFAARuUxEvhCR\nze6M84jITSJyjicFMDFn1qxZJCUlVbrceeedZdslJSUhEp1+Z6HEXbt2Lddeey29e/emUaNGNG7c\nmIMOOojrr7+eH374IYKlLE9E9il3ZevC7V//+hdPPPFE0Nt36tSJpKQkbrnlln3e8yeI8+bNC1v5\nvDgHtWUd540xJg7UZnLGmrYXkfrAUKDsUaKqqogsBA6vYrezgMXAbSJyGbAHmAfcpaoFQRTrFBHZ\n6f49CThBRPqXL7eG739gYrfjvIhcA9wHPAqMY+/QyznATTgd6E0CEhEmTJhAt27dyq3v33/vP5XV\nq1eTnBzW0brDbu7cuQwbNowGDRpw6aWXMnDgQESElStX8sYbb/DMM8+wfv16OnTwZn6zQMnJyeTn\n51O/fv2IxnnxxRdZvXo1119/fVDb+5OGZ599lttuu22fUSVjNaGIBEtSjDEmcaXj3BhvrbB+K9Cn\nin164NSkFADnup/xNNAS+HMQMWdVeP1shddhnyclhl0P/EVV3xSR2wPWLwamRKlMJkaceuqpDBky\npMr3I31zvb9WrVrFpZdeSq9evfjggw9o3bp1ufcnT57Mk08+SVJS9Y168vPzadgwMuNrpKSk1LxR\nFPTv35+ffvqJyZMnM2VK+Z8Cr4dHjyZr7mWMMfFA907oGOwSoXlSkgAfMExVF7ujUN0MjBSRBtUe\ngmpSEEvYE5QYbu7VHfhfJesLgcZeFMDEr8A+KarK0UcfTbt27cjOzi7bprCwkAMPPJA+ffpQULC3\novO3337j8ssvp127dqSmpjJgwABmzar4/AA2btzI2WefTZMmTWjbti1jxoyhqKgoqH8fkyZNIj8/\nn5kzZ+6ToIDTXO2GG26gXbt2ZeuGDx9OixYt+PXXXznttNNo1qwZI0eOBOCTTz7hggsuoEuXLqSm\nptK1a1fGjBlDYWHhPp/9+uuv079/fxo2bMjBBx9cafOoqvqkBHNu/M2u/u///o8JEybQqVMnGjVq\nxEknncTatWvLtjvqqKNYsGABv/76a1mTvd69e9d47nr27Mmll17KM888w7Zt22rcfsmSJZxyyik0\na9aMpk2bctJJJ/Htt9/us93y5cs59thjadSoEV26dGHixIlVXsv58+dz1FFH0aRJE9LS0jj77LNZ\nuXJluW0yMjIYOXIknTp1IjU1lQ4dOvDHP/6RTZs21VjmYFhNSkRVNrlyMBMuhyNuMGUJd8zKPj8a\ncb06x4l0bataH41rS4Tjxqaa5knZ/cX37P5yebl1vrwaW19lAaVA2wrr2wJbqtgnA/hNVXcHrPsJ\n56J0AlbXFDQaYvTp41pgEFBxDplTcc6pSWA7d+5k+/bt5da1atWq7O+BzX5EhJkzZ3LwwQdz7bXX\n8vLLLwMwfvx4Vq1axWeffUZqaioAW7Zs4Xe/+x0pKSnccMMNtGrVinfeeYcrrriCPXv2cO211wKQ\nl5fHcccdx5YtW7jxxhtp27Yts2fPZuHChUE1OZo/fz59+/Zl0KBBQR+ziFBcXMwpp5zCcccdxyOP\nPELjxk6+/sorr1BYWMh1111Hy5Yt+frrr3nsscfIyMjgX//6V9lnvPvuu1x00UUMGDCASZMmkZWV\nxYgRI+jUqVON8YM9N373338/9evX57bbbiM7O5vJkyczYsQIPvt/9s48vIbrfeCfkwSRREJIJNZI\nFEFRilpara0a2iotqtYSuqha0qK0vrrZWqpVa/WHFqWWUjulFK2qVFVjjSRkl1VkT+75/TG5V272\nkDv3SubzPPMkc+acec+cuXfueeddzm+/ATB79mz8/PyIjo7m888/R0pJtWrVSjQWs2bN4vvvv2f+\n/Pn5rCm5OX/+PN26dcPZ2Zn33nsPKysrVqxYQbdu3Thx4oTBGhcREcFTTz2FlZUVM2fOxNbWlpUr\nV2JnZ5fvnGvXrmXMmDH07duXBQsWkJyczLJly3j88cf5+++/DWPZv39/rl27xsSJE2nQoAFRUVEc\nPHiQ0NDQEo13cTywSkp0dLTFmun0tH7oXypXygCZjpQ6alf7GZ3Oir8vtzap3KcePc7t5JwvgYzl\nIbeNXL3pSWjU/X9gCsPaKptnuhwkKUeuDYG0afQfB//oTkZmkS9X7wtX52haP3QBoUsFwN7mT+rU\nvc2h091NJhOgpVcA9lWTkbo0QIeL/R6srbP5K6Bw03xZ8ETbEySlOCg7ugQ8XX/gRkR9giMamkym\nEDp8uhzkdrIjANYE09rjKkf/eoKUtPwPt7LC2TGO9i38EbosAOxszuJe/ygHfu9pMpllRXR0dNmf\nVAJFKCkOndvg0Nl4MpAeFEbYe8sKP6WUmUKIs0APlLgShDL76AF8WUizk8CLQgi7XOlym6JYV8rm\n9VkZY6kxKcAi4GshhC2KktdBCPEyykKOY9XogIZlIqWkR48eRmVCCLKzswtt4+npyYIFC5gwYQID\nBw6kbt26LF68GD8/Px577DFDvenTp2Ntbc25c+dwcnICYPz48QwaNIgPPvgAX19fKlWqxPLlywkK\nCmLHjh0899xzAPj6+hrFxRRGfHw80dHRdOvWLd+xxMREsrKyDPsODg5UqXJ3npCamsrw4cP53//+\nZ9Ru0aJFRvXGjh1Lo0aNmD17Np999hnu7ko282nTplG3bl1OnjxpmIB37dqVZ555hsaNGxfZ75KO\njZ6srCz+/PNPQ2yQo6Mjfn5+XLlyhSZNmtCzZ0/c3d1JSUnh5ZdfLnbccuPl5cXQoUNZsWIF06ZN\nK9AaBTBz5kyklJw8eZL69esDikWqadOmTJs2jUOHDgHw6aefkpCQwNmzZ2ndWpmHjhgxIt+YJCUl\nMWnSJN544w2jgP8RI0bQtGlT5s2bx9KlS4mNjeXMmTN88cUXTJw40WgMywrN3cuERMS40bn1n9hX\nTaVqlXS6tvmDyNi8LyzLnvgkJ7q2+QOAeq4RNPO4TMQtt2Ja3R/ZOmukFLRpqrzJbel1icqVMkyq\noABEx7ngUecGjereAKBTqzMkJTuYVCZA2C13Hnv4L5wckqhkk8UTbU8RFetafMP7JC7RmSceUZIo\nudeKplXj/wi7ZdplJqS0IjOrEm2b/QNA80ZXcKiabFIFBSDudg3quETQuL5iOu/Y8izJqaaVacmU\n1tXL4PJVPIsAXyHECCFEM2AFYAesBcOCg7l9HTYCscD/CSG8hRBPAAuANVLK/H4XFoCluntJKb8B\npgEfo4z5RuB14G0p5Q8m74BGPqIyMujq74/XH3/Q1d+f6IwMs/RDCMHy5cs5fPiwYdNPNovi9ddf\np2fPnrzxxhuMHDkSb29vPvzwQ8NxKSU7duzg+eefJysri9jYWMPWu3dv4uPjOXfuHKBYJOrXr29Q\nUACqVq2Kr69vsf24ffs2oCggeenatSsuLi6GbeXKvGFp8Nprr+Ury62gpKSkEBsbS+fOnZFSGvoc\nGhrKhQsXGD16tJGF4Omnny7Wzao0Y6NnzJgxRskLHn/8caSUXL9+vUhZJeX9998nPT2dBQsWFHg8\nKyuLw4cPM3DgQIOCAlCnTh2GDBnCsWPHSE1VXuLu27ePLl26GBQUABcXl3zK0/79+0lKSmLIkCFG\nY2BtbU379u05evQoAPb29lSqVImjR4+SmJiIKXhgLSkPAtHxtbiTYo+DXTIAKWm2RKowkQ0K86Bb\n27v5y29E1idbZ/pbHRTmYZhQ6vdNjyAovCEtPO/6SQaFm15u/O3qJCQ5Ur2a8iBOz6hscmUBICjc\n2GISGl2HzCzTWxSDwhvi3eiKYf+6CmMMgqAwD1o3uZuiUp3PlIVyLzEmJagvpdySsybKhyhuXueA\np6WUekdoN6B+rvrJQohewFfAGRSFZTPwfil7pxoWbElBSrkB2CCEsAMcpJQmMMNplJSBFy5wMmeC\nfT0tjQEXLnCiiOB1U9K+ffsiA+cL45tvvqFx48bExcVx+vRpI6+TyMhIkpKSWLZsGV9//XW+tkII\ngyU4JCSkQMtD06aF5dS4i96l6c6dO/mOrVmzhjt37hAeHm6IN8lNlSpVjOJU9ISEhPD++++zZ88e\n4uPjjfqsnySHhCiek4X1++LFwr0oSzM2enIrBgA1atQAMOrf/dC4cWODNeXdd9/NdzwqKor09PQC\nFTBvb2+ys7MJDQ3loYce4saNGzz55JP56uW9n9euXUNKyeOPP56vrhACZ2dnAGxtbfn000+ZPn06\nrq6udOrUiX79+jFixIh8GcnuFU1JMSnKBPrhxgEABIc3RErTG68S7zgRl1gdZ6cEIP/E1lQERzRA\nStC7qgaFqSM3KOyukpKcakdUXMEm0bJFmUA/0uw8ACGR9dHpTJ+QKDnVnqhYF2rXVOaPak3aQyLq\nk62zwtpKlyNXnXt7PayhQUlJS69CeIxpLYIVFSnlMqBAvzAp5egCyq4AT5dGhhBiIrBKSpkmhGgA\n3JQWGihiDnJc57TV5s1MRB7LSd79B4EjR46QmZmJEIILFy7w6KOPGo7pdMozfOTIkQwbNqzA9rnf\ntN8rzs7OuLi4FLgOSocOHQAlhXJBjwB97ExusrOz6dmzJ0lJSbz33ns0bdoUOzs7bty4wauvvmq4\nrvvhXsamsBTQZflomzVrFhs3bmThwoU8/XSpHrv3hE6nQwjBpk2bqFUr/5q+ud3dpk6dygsvvMBP\nP/3EgQMHmDVrFnPnzuXYsWMlcgssDk1JMTFBYXeVFLWUBVDedDs7KWbJYJXkpqTZERnrinutaOJv\nO5Fwp7oqcm9E1icr2woba13O5FmdoOqg8IYGJUWtSbterl5Jua7Svc3IrEJ4tDv13cJISnYgJqFm\n8Y3KgLDoOmRk2lC5UlaOElxxPVRNsU6KyiwCfkBJXRwEuAOqWA0syZIihPibEtrEpJTmeYVfgXGv\nXJnrubJguVt47GtewsLCmDx5Mj4+PkgpmTx5Mr179zasQ+Lm5oa9vT06nY7u3YuO3WzYsCHXrl3L\nV543w1Nh9O3bl3Xr1nHu3LlSBc8XxLlz5wgMDGTTpk0MHjzYUL5///58fQYl/XFeLl++XKSM0oxN\nabjfdU0eeughXn75ZZYvX84jjzxidKx27dpUqVKlwGu7ePEi1tbWhgD2Bg0aFDguee+nl5cXAK6u\nrgVaXvLi6enJlClTmDJlClevXqV169YsWrSIb7/9tqSXWCgV9xdfJW5G1SUry5rsbCtuRNQvvkEZ\noZ80R8a4mjx2wFiuBwDXVXTLycyqRGh0XUWuiopg2C130jMqo9MJgsMbqCZXP8YxCc4k5QSzq4F+\nbBVlW53Jb7bOhhuRyvdGTUXQYin71ebVJBwYmLOqugDqCSEaFLSZQrgFxaP8hLJIY0k2DZXZ3rIl\nXRwd8bS1pYujI9vL4G2wmowdOxYrKyvWrFnD6tWrEUIwZszd5Yusra154YUX2LJlS4GuTzExMYb/\nfXx8uHnzJjt33v0oJicn880335SoL9OmTcPW1pbRo0cXmEa3NNYPvcUidxspJUuWLDFSAurVq0fL\nli1Zu3YtycnJhvJ9+/Zx5cpdl+XCZJR0bKDkyoe9vT0JCQklqlsY77//PmlpaSxcuNBIro2NDb16\n9WL79u1GaX8jIiLYvHkzTz75pGGNGR8fH06ePGkUVxMVFWXIBKfnmWeewcHBgU8++aTARA36cUhN\nTc2X/tnT0xMHB4cC00LfC5olxcRkZVfiRlQ9rK2yyVAhdkBPRIwbaelVVIoduEtQuAedW/+peuxA\nUJgH9VzDuRlpugxmedHprAmJqI+DXTJpGaZZaKog9LFOalrm4G6s03WVlYWgMA886wYTEqGeImiJ\nlANLyscocSxLUVSo/En8FeWlzBdztCRLipRyjklOrFEmuFaubLYYlNzcy+dv9erVHDx4kA0bNlC7\ntpKk54svvmDUqFGsXr3aEPC+YMECjh8/TocOHfD19cXb25u4uDj++usvfvvtNyIjlezj48ePZ9my\nZQwdOpS3334bNzc31q1bh6NjyV6ONW3alO+//96QaUq/4rxOp+P69ets2rTJ6E1/UbRo0YJGjRox\nadIkQkJCcHBwYOvWrYYA/dzMmzeP5557ji5dujBq1Chu3brFsmXLaNGiRbGT55KODZT8HrVr147t\n27fzzjvv0K5dOxwdHfHx8SlRWz0PPfQQQ4YMYcOGDfmUo08++YSjR4/SuXNn3njjDcNq9dnZ2cyf\nP99Qb9q0aWzcuJFevXoxceJEbG1tWbVqFZ6enpw/f95Qz8nJiaVLl/Lqq6/Stm1bhgwZQq1atQgJ\nCWHPnj2G1NABAQH06dOHQYMG0bx5c6ytrdm6dSuxsbGlzmRWGJqSogJBYR5YWxWeNtAUSGlFcEQD\n1d8+xyQ4Ex1XS/XYgaCwhni43yArW90VeK+He+BQNbn4imWKEuuktiKYeMeJqFgXQqPqqio3KLwB\nYdF1SDdxpjiLx0SB82ohpVwlhNgENATOAz1Rgu7VkF3mSooQYjYwO0/xJSll89LIEUJUB14EvICF\nUso4IURbIEpKGVaac2mUH0ryll4IYah348YN/Pz8GDBgAEOGDDHUGTFiBNu2beOdd96hT58+1K9f\nHzc3N86cOcOcOXPYvn07kZGR1KxZk5YtWxpNau3t7Tl69CgTJkzgyy+/xMHBgeHDh9OjRw/69u1b\nout44YUXOH/+PIsWLeLAgQN8++23CCFo2LAh/fv3Z/z48bRo0aLYa69UqRK7d+9m4sSJfPrpp9jZ\n2TFw4EDGjRuXL7mAj48Pmzdv5oMPPmDGjBk0adKE9evXs2XLFv78889CxxAo8dgU1s+CyidMmMC/\n//7Lt99+y6JFi/Dy8ipSScnbJz3vv/8+mzdvzmeBevjhhzl+/DgzZswwLEz52GOPsWXLFiP3sLp1\n63L06FEmTpzI3LlzqVWrFm+++SY1a9Zk/PjxRuccPnw49evXZ968eSxYsIDMzEzq1q3L448/zogR\nIwDFtW7IkCH88ssvfPfdd9jY2ODt7c22bdvo169foddXGsSDFreY8/A+O2XKlDJZKEYN7KsmY2WV\nraprDoB7rUgiYmqj9sJ3ilz1A5zNIde2chpVq6QSn1RDVbluNSOJinNVPUajIt3b+yE0NJRFixYB\ntJNS+t/PufTPPLc5b1HFo3QKYnpwGJGzvyqTfpQlQoiRwA+mTlmsHzs/P798WXiK4+bNm/oF1Aoc\nuxwlZSDKmjL6h2yWlDIub90i+tcKOAwkAh5AUynldSHEx0ADKeWIUnW6AqG/t2fPnr2nDFgaGhrm\nwd/fn3bt2kEJfpc0S4oKJKfam0WuuSZ1FUluWoYtaRn5M5GYmsjYijPG5pSrYRqklOsAhBDtAO+c\n4gBLUqRKSFauVM33wiJgrZTyXSFEUq7yvShrpmhoaGhUWDQlRUNDQ+NB4AF398qNEMIVJdPXk4A+\norS6EOIoMOQ+J/75MGFMykNCiDCUjGW/AzOklDdLIaY9ML6A8jCU9Wk0NDQ0KizlPrvXmTNniIsr\n2PoeFxfHmTMFxW5qaGhURCz6eVHazF6WmeFLz1dANaCFlNJZSukMtAQcgS/LWpiJVpz/AxiFsl7M\na0Aj4LgQojSm83SUa85LE6BMFTUNDQ2NB41yb0nx8vLihx9+YMiQIYZVMkGZcOjLNTQ0NMDSnxcC\nSp2ty6Kye+WmD9BTSmnI8ymlDBBCvAkcNIXAopQOf39//v77b6Oy1NTU4s53INfuBSHEn0AIMAj4\nvxJ2axfwgRBikP60OSmY5wPbSngODQ0NjXJJuVdSnJ2dlbRtmzeTOW0aqfXqUTU0lErLl/NKnomI\nKUhKsmPt2n7cvm2Po2Myo0b9TLVqRf/4aXItX6Ymt3zeW3M/L4pEQqnznFiuJcUKyCygPBMTWPiL\ns4w88sgj+RZJCw0NZfHixaWRkSiEuAI0LkXXpgJbURa1rAocQ3Hz+h2YWYrzaGhoaJQ7yr27FygT\nj8xp0wj9+mtiL14k9OuvyZw2TZUJx9q1/QgKqktsbHWCguqydu2zJpepyO1rFrnr1vmoLtd8Y6zd\nW1NjjjE25/OiSMqXu9cRYIkQoo6+QAhRF1gM/FLWwkzk7mWEEMIBRUGJKEW/EqWUvYB+wESUNWR8\npJTdpJRq5zbX0NDQsCgqhJICkFqvHowYAZMnw4gRyr4K3L5tX+S+qUhKMl5lXi25KcnGma7UkGuu\nMTbbvTWT3OQ7Fefemut5UYGYgBKLESyECBRCBAJBOWVvmbVnJUQIsVAI8YQQoqEQojOwA8UStKm0\n55JSnpRSLpNSLpBSHi5A1r9CiNLlUNbQ0NB4wKkwSkrV0FBYvx4WL4b165V9FXB0TC5y31RUd7pj\nFrnONRJVl2uuMTabXLPdW+OVfcvzvTXX86JIJEpMSqk2c3e6YHIyYLUF+gJf5Gw+Usq2UsoyH2wT\nWVLqoaQJvoSSqewW8JiU0hQLVHoA6q5Uq6GhoWFmyn1MCihBr5WWL6ee3sf8zTepNH8+cYMHm9yF\nY9Son9m7qyNR0bUQNlaMGvWzSeXpeX38Frb9+CQ3w+pgU0WqJnfmu6v4evkggm42wLZqpipyR436\nmR1bn+D2bQesK+kYNny/yWXq5e7Z+Ri3YpzB2lq1MR7vu42d27tyM7wONpXVu7fT/b5h5aqBBN+s\nT5WqWard2+0/diMpyR6bytm8MuxA8Y3uE3M+L4pEgig/MSlIRQs4lLOZWlaZpyCWUr58P33S0NDQ\n0Ciacq+k6LPyvDJkCM63b0NAgFI+eHCBWXzKmmrVUtm/eQzWVtl889Mok8nJi6NjCr/tGsrVG57s\nPfm0anKrV0/it11D+fVsF/650koVmdWqpbJ22Xs83DiADfteIiahlmpyd28cTzW7OyzfOlYVmYpc\n5d4GhTVg1/G+qsmt7nSH33YN5eS5jvx1UZ0VnqtVS2XNV+/zSLPzbDn0gskXdTT386JYLFjpsHRK\nq6RoaGhoaJiXcu/uFRgYWODEQp/FJzAw0Ew909DQsDQs+nlRaleve0lZXD5RI3BeQ0NDQ6NsKfeW\nlPbt2xd6zNnZ2fwZezQ0NCwG7XmhoaGhoaFhGZR7S4qGhoZGuaB8pSBWFc2SolEeqVevHuPGjVNd\n7i+//IKVlRWnTp1SXTaAm5sbb7zxhllkq81jjz2Gj4+PubthNjQlRUNDQ+NBoJwpKUIIKyFEEyFE\n15xUvoatrGWVAyXlFgUvfqlRDlm3bh1WVlYFbu+9956hnpWVFUKYx6WzOLk+Pj44ODiQmlr44ruD\nBw/Gzs6OxMTEQuvci2xTceDAAaysrLC2tiYgJ14xN0OGDMHFxaVMZZrrWi2Fcu/upaGhoVEuuBel\nw6Lm2XcRQjyGkr63IZD3V1gC1mUpzxTZvVTGBS0FcYVCCMFHH32Eh4eHUXnLli0N/wcGBmJtXaZf\nlTJj2LBhHDhwgJ07dzJkyJB8x5OTk9m9ezd9+/bFycnJDD28P+bMmcPmzZuNyoQQFV6pKGs0JUVD\nQ0PjgeBeAuFLVl8I8SbgB7gB/wBvSSnPFFK3G3A0T7EE3KWU0SXs2ArgL5R1UiJQQZ2yMKVDQ6NY\n+vTpQ9u2hWdSrFTJcvXW/v37Y2dnx8aNGwtUUrZv305aWhqvvPKKGXp3f7Rp04Zt27YREBBA8+bN\nzd2dck2J3b2EEHVM2RENDQ0NjcIR8t62Ys8rxGDgc2A28AiKknJACFFULm8JPISi1LhROgWFnLbv\nSSkvSikTpJSJubdSnKdElAN3Lw2NfOSOSZFS8sQTT+Dm5kZcXJyhTnp6Os2bN6dp06akpaUZysPC\nwhg1ahRubm7Y2try8MMPs27dunwybt68yXPPPYeDgwO1a9fGz8+PjIyMYr8fdnZ29O/fn4MHDxIf\nH5/v+MaNG3FycqJv37tp9OfOnUvnzp2pWbMmdnZ2dOzYkV27dhU7DtOnT6dq1ar5ylesWIGVlRXR\n0caPpp9//pkuXbrg4OBA9erV6d+/P1euXClWDijWksmTJ2Nvb8+HH35YojZLlizB29sbW1tb6tWr\nx6RJk7hz506+ekuXLsXT0xM7Ozs6d+7M6dOnCzxfWloaM2fOxMvLC1tbWzw8PJg1axaZmcYeoXv3\n7qVLly5Ur16datWq4e3tzZw5c0rUZ0uhNDEp/wkhhpqsJxoaGhoa5mAysFJKuV5KeQl4DUgBXi2m\n3S0pZbR+K6XM00Dje+irhkaFITExkdjYWKMtN7ldi4QQrF27luTkZKOg8lmzZnH16lXWrVuHra0t\nAJGRkXTo0IFjx44xceJElixZgqenJ6NHj2bZsmWGtikpKTz11FMcOXKEt99+m5kzZ/Lrr78yY8aM\nErk1vfLKK2RkZPDjjz8alcfExPDLL7/w4osvGlmDlixZQvv27fnkk0+YO3cuOp2OAQMGcOTIkSLl\nFOZmVVD5N998w/PPP4+LiwsLFizgvffe4++//6Zr165EREQUe02gZHp866232Lp1KxcvXiyy7vTp\n05k8eTJeXl4sWrSI/v37s3TpUnx8fIwUva+//pqJEyfi4eHBwoUL6dChA3379iUyMtLofDqdjmee\neYalS5fy4osvsnTpUvr27cv8+fMZOXKkod65c+fo378/AJ988gmLFi2iX79+Zkt2cK+Uxt1rJrBS\nCPECMF5KGVdcAw0NDQ2NMsIEMSlCiEpAO+BTQxMppRDiMNCpqKbAOSGELXAB+J+UsjS/fl8BPd6x\nWgAAIABJREFUnwsh3IB/yRMULqU8X4pzFUs5iEnRUImoO1EM3DKQiDsRuDu4s33wdlztXVXvh5SS\nHj16GJUJIcjOzi60jaenJwsWLGDChAkMHDiQunXrsnjxYvz8/HjssccM9aZPn461tTXnzp0zxIOM\nHz+eQYMG8cEHH+Dr60ulSpVYvnw5QUFB7Nixg+eeew4AX19fo7iYoujVqxeurq5s3LjRKAvZ5s2b\nyc7OzufqFRISQpUqVQz7b7zxBg8//DCLFy+me/fuJZJZFImJiUyZMoW3336bxYsXG8qHDRtGs2bN\nmD9/Pl988UWR59A/F6ZMmcJXX33Fhx9+yKZNmwqsGx4ezueff87zzz/Pjh07DOWenp688847bNmy\nhcGDB5Oens4HH3xAp06dOHz4MFZWiv2gcePGTJw4EW9vb0Pbb7/9lpMnT/L777/Trl07Q3nTpk2Z\nPHky7777Lm3atOHAgQPodDoOHTqEnZ1d6QfLQiixJUVKuQxoBdQEAoQQz5qsVxoaGhoaalALJUg9\nKk95FIobV0FEAOOBgcAA4CbwqxCiTSnkbgO8gW+BM8A54O9cf8sUzd1Lo6QM3DKQkzdPcj3+Oidv\nnmTA5gFm6YcQguXLl3P48GHDdujQoWLbvf766/Ts2ZM33niDkSNH4u3tbeSWJKVkx44dPP/882Rl\nZRlZaXr37k18fDznzp0DYN++fdSvX9+goABUrVoVX1/fEl2DtbU1gwcP5sSJE4SFhRnKN27cSJ06\ndejWrZtR/dwKSkJCAomJiXTp0gV/f/8SySuOvXv3kpyczJAhQ4yuu3LlyrRr146jR/OG2hWOs7Mz\nEyZMKNKacvDgQXQ6HZMnTzYqf+ONN7C1tWXPnj0AnDp1ivj4eF5//XWDggKKQphXwdi6dSutW7fG\nw8PD6Bq6d++OlNJwDdWrVzfc6weZUgXOSymDgO5CiAnAdiHERSArT53Co7wqGLaVU0nLqFpsmSnk\nGiOxrZxOWoatyWRaW2VjbWX8hsfGWnk5mpVtuuC+KpXSycgyPr9aY1xR7q0QOirZGPu6WltlYWUl\nycwy3b2tXCmdrCzjR5QyxraUNCC8PFHSGJO8bcoaKeUVILcD9x9CCC8Ut7GRBbfKR6My71gRlANL\nynjyK5IaJiDiTkSR+2rSvn37IgPnC+Obb76hcePGxMXFcfr0aSpXrmw4FhkZSVJSEsuWLePrr7/O\n11YIYYjhCAkJoXHj/F6ZTZs2LXFfXnnlFb766is2bdqEn58fISEh/PHHH/j5+eWru2PHDubOncu/\n//5Lenq6obysLAHXrl1DSkmnTvmNxEIIXF1LZzGbOnVqkdaUkJAQAJo0aWJUbmtrS8OGDQ3Hb9y4\ngRAi31hXqVKFhg0bGpVdvXqV4ODgAlMd5753w4cPZ+3atYwYMYKpU6fSs2dPBg4cyAsvvFCqazQ3\npc7uJYRoiPL2LB7YSR4lRS0iIyMt7UckH13aBuHtGY2NdTpWVjp6ddhG4I2aHDvjZVK5Q/v5Y2Ot\nA6CaXTQv9djAj/tbcTOyhslkCiRTRx8n8Y4yWa7ncokWnn/z2bfdyM42XYrEWjXu8OrAM2RkKjJa\nNz6OlZB8u72DyWQCdHj4Bo88GkZlm2SsRDbd220nLMqJw783Kb7xffBSn3+wrax85RyqxjKw+0Z+\nPtKcmzeLinG+XySTRpzgToryQ+de8ypNe//LorVPkJFpugSBTg6pvP7y76SkKYpQi0anqGSTzaot\njxXT0vxERZlgPimLzu5156w/yf7GRojs1LRCahuIAbKB2nnKawOR+asXyp9Al5JWllKGlOLcZYIl\n/l4IIb4Erkgpl+YpnwA0llJOApBSbjRH/yoi7g7uXI+/brT/oHHkyBEyMzMRQnDhwgUeffRRwzGd\nTpkbjBw5kmHDhhXYvnXr1mXWlw4dOtC4cWM2btyIn58fGzcqH+WhQ41DnA8dOsTAgQPp1asXK1eu\nxM3NDRsbG1asWMHu3buLlFFYfExe1zidTocQgi1btlCjRv75UG5lriTorSkLFy7kgw8+KFXbe0Wn\n09GuXTvmz59f4DNNr9TY2dlx6tQpfvnlF/bu3cv+/fvZuHEjPj4+xY6nJVGqGYYQwhclC8xhoIWU\n8pZJelVOuBhYmxd6/mfYb+4Vzc9HTZ+u7nKQKy/3Vcy1brXucPtOFUIjq5tUpkQQElGdjq1uAtC4\nQSznL7uZVEEBiIl3AKBe7dsAtHwoip9+Mf0YX7zuyqBn7rrNP9wkyuQKCsDl6y6M6K+Yvl2ck0lN\nsyEozNnEUgVBoTV4/NFgADzrx3HpuotJFRSAxDtVSc+woYG7kuypReMo9h5rZlKZFk0xMSkObdvi\nkOeta/rNUMIXLS6kBUgpM4UQZ4EewC4Aofzi9wC+LEXv2qC4gZWYHOvLJBS3L4AAYImUMrA05ykJ\nFmxJGYiShjkvp4DpKOOjoSLbB29nwOYBRjEpDxJhYWFMnjzZEJg9efJkevfuTZ06SoJWNzc37O3t\n0el0xcZ5NGzYkGvXruUrv3TpUqn69Morr/Dhhx9y6dIlNm3ahLe3dz5FaPv27Tg5ObFv3z4jl6eC\nrD15qVGjBunp6WRkZBgpGsHBwUb1vLyUF8S1a9ema9eupbqGwvDz82Pp0qUFZvrSKwyXL1/Gze2u\n92x6ejo3btwwKI8NGzZESsnVq1eNYofS09MJCQkxsqZ4eXkREhLCU089VWzfhBD07NmTnj17smjR\nImbPns3HH3/MqVOn6Ny58z1fs5qUJgXxfmA+MEFKOUBTUIonLtGOyFvVDPu34u24FWdvcrkXr7uS\n87LEsC9VcI8JuGb8MjYgMO/LWZXkXjO93KRkW25E3F2AKiHJlrAoR5PLvRzsQlb23Xt5KcgVna40\nSfrujbz3Uo0xLlBuoPoBrBWARYCvEGKEEKIZyhomdsBaACHEXCGEITepEOJtIcRzQggvIUQLIcQX\nwFPA0gLOXSBCiKdRlJIOwPmcrSNKFsleZXRdDwI1gaQCym+jxAtpqIyrvSsnXj1B4MRATrx6wixB\n8/fD2LFjsbKyYs2aNaxevRohBGPGjDEct7a25oUXXmDLli0FxlLExMQY/vfx8eHmzZvs3LnTUJac\nnMw333xTqj698sorSCmZMWMGFy5cKNCCY21tjZWVlZH14+rVq+zdu7fY83t5eSGl5Pjx44ay27dv\ns2HDBqN6Pj4+2NnZ8fHHHxeYgCBv9rSCyGu10VtTfvzxx3zj2bt3b6ysrFiyZIlR+bJly0hNTaVf\nv34AdOrUierVq7N8+XKDpQtg1apVpKSkGLUdNGgQ169f57vvvsvXt5SUFFJTFZfw3Gmo9egVw9yu\ndJZOaV6FWgOtpJShpupMeeS/QFfcXJTfIGViZ3plISW1MiHhNWhULz6XXNNzNaQWmVlWVLLRoZNw\n6bo6D/eAwNo82UExz0fGOBCXaHpFEJRx1b/lvxjoihr3Nj2jEoE3atK0UYyhD2pw/WZN0tJtsK2i\nuJqpqYD26nwVgLiEqkTGVCumRTnHNDEmW3LWRPkQxc3rHPB0rhdRbkD9XE0qo1jU66CkKj4P9JBS\nHqfkzAMWSymn5y4UQsxDeRlWfIRwKbBgS8o14BnyK3jPANfzV9eoKNzL52/16tUcPHiQDRs2ULu2\n8oz+4osvGDVqFKtXrzYEvC9YsIDjx4/ToUMHfH198fb2Ji4ujr/++ovffvvNkPZ2/PjxLFu2jKFD\nh/L222/j5ubGunXrcHQs3Qu5xo0b06FDB3bu3IkQgpdffjlfnX79+rFs2TL69OnD4MGDCQ8PZ9my\nZTRr1ozLly8Xef5+/frh5ubG8OHD8fPzQ0rJmjVrqFu3rlEKX2dnZ7788kt8fX159NFHGTx4MDVr\n1iQ4OJjdu3fz9NNPs2DBgiJlFXRfpk6dytKlSzl//jy1at19t1CnTh38/PxYsGAB/fr1w8fHh//+\n+4+VK1fStWtXXnrpJUCJPZkzZw6TJk2ie/fuvPTSS1y5coUNGzbg4eFhJGvMmDH8+OOPjB49moMH\nD9KpUycyMzMJCAjgxx9/5MSJEzRv3pyZM2fi7+9Pnz59aNCgARERESxbtgxPT086duxY5DVaEiVW\nUqSUFentVpkRcK02PR5TvBfUmtjpZTWqF09mlhVXQ9R5IZeRacO1kFp4e0VzI7wGd1KqFN+oDAgO\nrUFKaiXsqmZyUeUx7vO4Ej+slrKgl9u0UQzZOsGloPzBc6YgW2fF5SAXWjeLICzKkYQk0yYI0BMa\n6cTtO1VwdEjP+f5UvIB5PaYMnM/J3riskGOj8+wvBBaWrif58AYGFVD+LSZwcbJgJWURsFQI4QLo\nF4PoAUxFc/Wq0JRkHZLc64DcuHEDPz8/BgwYYLTC+4gRI9i2bRvvvPMOffr0oX79+ri5uXHmzBnm\nzJnD9u3biYyMpGbNmrRs2ZL58+cb2trb23P06FEmTJjAl19+iYODA8OHD6dHjx5GizCWhFdeeYUz\nZ87QpUuXfMHgAH369GHlypUsXLiQSZMm4eXlxZIlSzh//nw+JSXv+ieVK1dm586dTJgwgVmzZhmU\nAysrK86ePWvUdvTo0TRs2JD58+czf/58MjMzqVu3Lt26dSs0Riev7LzUrFmTN998kwULFuQ7Pnfu\nXNzd3Vm+fDlTpkyhVq1avPXWW3z00UdGdd966y2EECxatIh33nmHRx55hD179jB58mSjetbW1uzb\nt4/PPvuM77//nq1bt+Lg4ICXlxfvvvuuQakZOHAgERERrFmzhtjYWFxcXOjduzdz5sx5oFISC0sM\nJiwKIURb4OzQoUMNbwosGSEks988hLWVjtlLe6vimgNQu2YS74w5xsVAF9ZsU09r7tQmhIG9/2Xv\nsWYcOa3eWm1D+/nTtnk4Szd0JtjkMRp6JDNf+wX7qhl88NXTZGWZNv5GTw3HFGa+doTAm84s36Se\nX2m7FqG83Pcch049xIETJc/ucr+8+PQ/PNb6Jqu2dORKsDpK2f0SFRWlDxBtJ6W8r/yZ+mde3UmT\nqVKvXqnapoeGEvbF4jLpR1kihLgJTJFS/pinfBDwmZSyQRnJaQucffXVV3F3L10AdEREBN9++y2Y\neOyEEK+jrENWJ6coGGXdmfWmklke0N/bs2fP3lMGLA0NDfPg7++vX+Ol2GeraSNfNZBScDHQFRsb\nnWoKCkBUrAOxCXaqWm8AAq65MrC3+rEDAddq09TjFiHhpstglh/BxcDaODqkqaagAMTftiPiVjVV\nrTdwN9Yp4JrK9zawNm28wwm8qZbyaaGYYDFHM7IaWCWE8EQJEgclO9g0FOtCmWOpL+SklMuB5TnW\nlFQp5R1z90lDQ0PDEtCUFBW4GOiKtY2u+IpliiDgmquq7k+gZGT694qb6rEDl4Nc+O+aG7KIFK2m\nICDQFSeHYtO8mkSu2gpoSmplLlx1M3mmuLxcC6nFf1dNnynO0rGUdVLKiI9QAsanAnNzysKB/1G6\nrGIlwoLdvXLL05LRaGhoaORCU1JU4HKwK1ZWaispcPwvT9ViB3Kz60hz1I4dSE2vzKFTD6kqE5QJ\ntD6YXE3+ONeQ+Nvq39ufjzZXJVNcbjIybdj/m3ruZRqmRyoawGJgsRCiWk5ZQVmuyh1CCH+URAPx\nQoi/KcLepS2OrKGhUZGxOCVFCDEd+BT4Qko5xdz9KQvSM8wzzPG3zRMcVZHkZmVbcydF/Tf8FWmM\nzSnXsih6McdC21g4aignFmZJ2Qnoc4D+ZCohGhoaGg86FqWkCCHaA+OAf8zdFw0NDQ2L4gGPSTGn\nBcGSlBQp5ZyC/tfQ0NDQMMZilBQhhAPwPTAWeL+szvvff/9Rr149nJyc8h1LTEwkNDSUFi1alJU4\nDQ2NBxiLfl7cQ0yKJSkpGFsQdqJi70ytpNyvB4AQojLgSp4FlqWUN0p7Lg0NDY3ygsUoKcDXwM9S\nyiNCiDJTUurVq8ehQ4fo1auX0cQjMTHRUK6hoaEBFv68eMAtKXksCP8zg3yTnPd+PACEEE2ANUDe\nXOIC5e5V7GwRGhoaFRqLUFKEEEOANsCjZX1uJycnevXqxf7Dh8meMY2MhvWpFByKzbx59MkzETEF\nyckO7N49iuRkR+ztb/Pss2uxszN9hsmKJLciXWtFk6u2zNzPC91700hv0IBKwTdVe15UFIQQ14H2\nUsrYPOXVAX8ppad5elY6ysAD4P+ALKAfEIFFqZUaGhoa5kW9hTsKQQhRD/gCeEVKmWkKGU5OTmRN\nn07Uqm+IvxxI9OrVZE2frsqEY/fuUYSHe5KYWIvwcE9+/nmUyWUC7Nkz0ixyD+wfrrpcc41xRbu3\n+/ePqBD3Vv+8iFz5DfGXr6n6vCgKfQri0m4WigcFWwmqAKVbsbIE6N29SruVAIMHwD12rQ0wXkq5\nT0p5Tkr5T+7tHs+poaGhUS6wBEtKO8AF8BdC6FPRWANPCCEmAFVkAb8Wx44do0qVKkZlTZs2pVmz\nZgUKSW/QAEaMgMmTYfFiZf/q1TK9kIJITnYsct9UpJhLborx+ihqyDXXGFc0uRXp3pbmeXHp0iUu\nX75s3D49vcC6943lKh0lQgjxXK7dp4UQibn2rYEeQFBZyzVFTEoZeQAEALXuo72GhoZGucUSlJTD\nwMN5ytYCF4F5BSkoAN26daN27ZIvZlflxg1Yvx4WL4b166ni63uv/S0V9va3SUysZbSvBtWqJRKf\n4KK63OrVE7gV46aqXHONsbnkOjjcJsEc99YxnpiYu9+58nxvS/O8aNasWb6XI1FRUWzcuLFsO/WA\nx6TkkDvl7ro8xzKBYJQFHsuUslZScnkA9CytB4AQIremPQ1YIIR4D/gXZQxy90GdD7yGhoaGBWJ2\nJUVKmYzyNsmAECIZiJVSXiwLGYmJidjMm4fr9OmkN2hAFV9fbObNI7FnT5O7cDz77Fr+PvMC0bdq\nkZGdybPPrjWpPD2DB63i5PFBhIS6I0W6anLffv0zNv7wGoHB9bCulKKK3GefXcup314iOdkJHek8\n3ec7k8vUy/X/8wVuxdYkIytLtTF+ceBq/jz1IjfC3NGh3r19c/xiftzqS2BIXaxtUlW7tyePDyIl\nxREp0uj99Pcml2nO50VRlIcV56WUVgBCiCDg0bwxKSaUW6TScQ/WsHvyAMghAWP1UQC/5KmjBc5r\nlBgPDw+6d+/Ot99+a+6u5OPYsWM89dRT/PrrrzzxxBPm7o4RljxuGgpmV1IKocx+WvVZefr06oXT\n1asGl43Enj0LzOJT1tjZ3WHvxlFYW+v4cJl6mYEc7JP4bddQ/rnkzne72qkm18nxNr/tGspPh1tw\nwr+RKjLt7O6w/PPJdGpzg0VrHyc8Wp2JpJ3dHXauH4OTYyqzvnhGFZkA9vZ3+G3XUC4GurJmWwfV\n5DpWU+7tnmPNOHq6sSoy7ezu8NWCqTzxaBBffd+ZkHBnk8oz9/OiIiCEqARcB5wBVZQUKNoy0rRp\nU5o2bWpUFh0dXZQ17J48AHJ4qri+amgAXL9+nfnz53P48GHCw8OpXLkyDz/8MIMGDWLcuHHY2toC\ncFdPtkxK0r9169YxevRobG1tCQwMxN3d3ej4k08+SVxcHOfPn1e1XxrmxSKVFCll97I6V2hoaIET\nC30Wn9DQUG3SoaGhAWjPCzWQUmYKIVqZux/3w/14AEgpj5mybxrlgz179jBo0CBsbW0ZMWIELVu2\nJCMjgxMnTvDuu+8SEBDAihUrzN3NMic9PZ158+axZMkSo3JNoaiYWKSSUpYUtfCak5OTNuHQ0NAw\nYNHPi/IRk6Lne2AMMF0NYSqtOH9Poy2EqIEyFt45RQHA/0kp4+7lfBoPPsHBwbz88ss0atSII0eO\n4Orqajj2+uuv89FHH7Fnzx4z9tB0tGnThtWrVzNjxgzc3NyKb6BRrjF7CmINDQ0NjeIpZymIbYDX\nhRB/CSFWCiEW5d7KWpgJUxDnltG9tKvNCyGeQEkWMBGokbNNBIJyjmlUQObPn09ycjJr1qwxUlD0\neHp68tZbbxV5jqCgIF566SVq1qyJvb09nTp1Yu/evfnqffXVV7Rs2RJ7e3ucnZ1p3749P/zwg1Gd\n8PBwXn31Vdzc3LC1taVly5b83//9X75zhYWF0b9/fxwcHKhduzZTpkwhPT29xN8lIQTvvfceWVlZ\nzJs3r9j62dnZfPTRRzRu3BhbW1saNWrEzJkzycjIyFf3448/pn79+tjb29OjRw8CAgIKOKPi8jtp\n0iQaNGiAra0tDz30EAsWLMh3DT/88AOPPvoojo6OODk50apVK7788ssSXadGySn3lhQNDQ2NcoPl\nKh2lpSXgn/N/kzzHyvwqVbKk3AtfA5uB16WU2QBCCGtgWc6xvHEvGhWA3bt34+npSceOHe+pfXR0\nNJ06dSItLY23334bZ2dn1q1bx3PPPce2bdt4/vnnAVi9ejVvv/02gwYNYtKkSaSlpXH+/HlOnz7N\nkCFDDOfq2LEj1tbWTJw4kVq1arFv3z7GjBlDUlISEydOBCAtLY3u3bsTGhrK22+/jbu7O9999x1H\njhwplatWo0aNGDFiBKtXr2b69OlFWlPGjBnD+vXrGTRoEH5+fpw+fZq5c+dy6dIltm3bZqj3/vvv\n88knn9CvXz+eeeYZ/P396d27N5mZxon5UlNTeeKJJ4iIiOC1116jfv36nDp1ihkzZhAZGcmiRcr7\nk0OHDjF06FB69erFggULALh48SKnTp0yjIdG2aApKRoaGhoPAuXI3UtKqWrwuAUrKY2BF/UKSo7c\n7Bxr0gg1OqCRh6goGDgQIiLA3R22b4cCrBmmIikpyWCRuFfmzp3LrVu3OHHiBJ06dQJg7NixtGrV\niilTphiUlL1799KyZct8lpPcvPfee0gpOXfuHNWrVwdg3LhxDB06lP/973+MHz+eKlWqsHLlSq5d\nu8aPP/7IgAEDAPD19aVVq9KHn82cOZP169czf/58Fi9eXGCd8+fPs379esaNG2eIzXnttddwcXHh\n888/59ixY3Tr1o2YmBgWLlzIs88+y86dOw3tZ82axaeffmp0zs8//5ygoCDOnTuHp6en4Rrc3d35\n7LPPmDp1KnXr1mXv3r04OTlx4MCBUl+bRunQ3L00NDQ0HgDKmbuXASFEvZx1R0yKKV297gN/7sai\n5MYb0FacNwcDB8LJk3D9uvI3Z8KtFrdvK0vjVKtWrZiahbNv3z46dOhgUFAA7O3tGTduHMHBwQZX\np+rVqxMaGspff/1V6Lm2b9/Os88+S3Z2NrGxsYatd+/eJCQk4O/vb5Dp7u5uUFAAbG1tGTduXKn7\n36hRI4YPH86qVauIiooqsM7evXsRQjB58mSj8qlTpyKlNMTsHDp0iMzMzHzucZMmTcp3zq1bt/L4\n44/j5ORkdK09evQgKyuL48ePA8q4JScna0qKCmhKioaGhkYFRwjxphAiSAiRKoT4QwjRvoTtuggh\nMoUQ/sXXNmpnJYT4IGfF+RAgRAiRIIR4XwhRkX6XvgSWCCH8hBBdczY/YDGwWAjRSr+ZuZ8Vh4iI\novdNjKOjstZnUlLSPZ8jJCQkX0ptAG9vb8NxgGnTpuHg4ECHDh1o0qQJEyZM4NSpU4b6t27dIiEh\ngVWrVuHi4mK0vfrqqwghiI6ONpyzceP8qekL6kdJmDVrFpmZmYXGpoSEhGBlZZVPZu3atalevbrh\nGm/cuAGQr16tWrWoUaOGUdnVq1fZv39/vmvt1auX0bW+8cYbNGnSBB8fH+rXr8+YMWM0hcVEaO5e\nGhoaGg8CJnL3EkIMBj4HxgF/ApOBA0KIJlLKmCLaOaGsGn8YqF3Knn3C3exeJ3PKugL/A2yBmaU8\nX5FYsLvXppy/Cwo5JtEWdlQXd3fFipJ7X0WqVatGnTp1uHDhgsllNWvWjMuXL7N7927279/P9u3b\nWbZsGbNnz2b27NnodDoAhg0bxsiRIws8x724c5WERo0aMWzYMFatWsW0adMKrVeWqYl1Oh29evVi\n2rRpBX7/mzRRwudcXFw4d+4cBw4cYN++fezbt4//+7//Y+TIkQUmFNC4dzQlRUNDQ+NB4F7ct0pW\nfzKwUkq5HkAI8RrQF3iVgifPelYAGwAd8HwpezYSGCul3JWr7LwQIgwlaLyiKCnqrHirUXK2b1dc\nvHLHpKhMv379WL16NadPn76n4PmGDRty+fLlfOUXL140HNdTtWpVXnrpJV566SWysrJ44YUX+OST\nT5gxYwYuLi5Uq1aN7Oxsuncvevm6hg0b8t9//+Urv3TpUqn7r2fWrFl8//33zJ8/v0B5Op2Oq1ev\nGllroqOjSUhIMFyj/u/Vq1fx8PAw1IuJiSE+Pt7onF5eXty5c4ennio+ZM7Gxoa+ffvSt29fQEkN\nvWrVKt5//31DPIvG/VORzOoaGhoaDzaylFsx5Kz+3g74xSBCmZ0fBjoV0W40ygR7zj1dh7LafEGz\nl0s5x8oUNVIQ32O/Qkq6mbwzGgqurnDiBAQGKn9VDJrX8+6772JnZ8fYsWMNLka5CQwMLDLdrY+P\nD3/++SenT582lCUnJ7Nq1SoaNWpE8+bNAYiLM16Kx8bGBm9vb6SUZGZmYmVlxcCBA9m2bVuBCkhM\nzF1Dq4+PD+Hh4UZZtVJSUli9enXJLzwPnp6eDBs2jJUrVxIZGZnvGqWUfPHFF0bln3/+OUIIg/LQ\ns2dPbGxs+Oqrr4zqFRSQP2jQIH7//XcOHjyY71hiYiLZ2Up+i7zjBvDww0oivvT09FJcoUZxaJYU\nE1LfLYGoWAfDfiWbbNxdbnMjokYRre4fz3qxJCRVNew7OqRRpXIWt+Icimh1f9hYZ1PH9bZRWR3X\nROIS7UhLr2Qyuc5OKeSdS3jWj+X6zZomkwlQt3YCMfH2hn399Zv63jaqF2sk18EuHfuqGUTF3nuQ\nZXFYCR0N6iQYlbnVus3tZFtSUiubTK5TtVRsrHWGfSHAq34MgTdronjAVDBM4+5VC8WH4nVMAAAg\nAElEQVSNKG90ahRQoDO5EOIh4FOgq5RSd4/uFv8AE1DWBMnNBEwQMG7BlhQAhBDNgQaA0Rcqj6VJ\no4Lg6enJxo0bGTJkCN7e3kYrzp88eZKtW7cyevToQttPnz6dTZs20adPHyZOnIizszNr164lJCSE\n7bksQ71798bNzY0uXbpQu3ZtAgIC+Prrr+nXrx/29srvzLx58/j111/p2LEjvr6+NG/enLi4OM6e\nPcuRI0cMioqvry9Lly5l+PDh/PXXX4YUxPrzlISCvnMzZ87ku+++4/Lly7Rs2dJQ3qpVK0aOHMmq\nVauIj4+nW7dunD59mvXr1zNgwAC6desGKLEnfn5+zJs3j379+uHj48Pff/9tiD3JzTvvvMOuXbvo\n168fo0aNol27diQnJ3P+/Hm2b99OcHAwzs7OjB07lri4OLp37069evUIDg5m6dKlPPLII4a4H42y\n4YFVUqKjo/PluLY0GrrFMd03DNvKOoQVTBt7iB92uxMammxSuU93vkmb5orC4FH3FtN9f+Gduc2I\nikkopuX9MeGVi1SprEwqu7a9whOPwpuzmyOl6SaUtxMyWTongOQUxV17+HN/cC3YnuO/e5hMJoC7\ncwIzfG9ibS2pZK3j3TGH2XnI1eT39qn2YQzqo9zHurVjmTHuMO8vakJoeKJJ5Y4fdBnHalkAPNYq\nkMfbXeW1WS3R6Ux3b2Nts1nx8QWSU5TH1OBnznAjvCrHfrd8U3peN4Ky4F6ydZV1dq+coPYNwGwp\nZaC++B5O9S6wRwjRE/g9p6wTUB/wue+OFoCaSkdJEUJ4AjtQ1kPRx5/AXfVSi0OpoDz77LOcP3+e\nhQsXsmvXLlasWEHlypVp2bIln332mVHWLCGEUWyGq6srv//+O9OmTWPp0qWkpaXRqlUrdu/eTZ8+\nfQz1XnvtNTZs2MDixYu5c+cO9erVY9KkScycOdPoXH/++ScffvghO3bsYPny5dSsWZMWLVoY1ggB\nxW3syJEjvPXWWyxduhQ7OzuGDRtGnz59jGQWRUEvPLy8vBg+fDjr1q3Ld3zNmjV4eXmxdu1afvrp\nJ9zc3Jg5cyYffPCBUb1PPvmEqlWrsmLFCn799Vcee+wxDh48SN++fY3OWbVqVY4fP86nn37Kjz/+\nyHfffYejoyNNmjThww8/xMnJCcCQeWz58uUkJCTg5ubGyy+/zOzZs0t0nRolR1jig7sohBBtgbM9\ne/bMl5nB0rC3y2LVJxewzvmZ0eng9fdbkJhkOssCwCPNE5n2WpBhPyyyClM/Nb12P/S5cJ7redc0\n/cvJmqzeXN/kcj+cfIUmjVIM+0vXN+DEX2XuMWJElcrZfDPvApVs7n5/JsxuTky86SwLAM0fSuKD\ntwIN+7fiKvHW/5pjasvCgD6RDPK5a27/7UwNvv6uYREtyoaZb17j4aZ3DPurf6jHL6dqmVzu/RIf\nH8/hw4cB2kkpS5X5Ki/6Z16jUVOo6lZ4pt7EAH8SA/42KtOlp5Jy83qh/chx90oBBuZ+ay+EWAs4\nSSlfyFPfCYgHsrj7obPK+T8L6C2l/LWE11UHeBNollN0EVgmpQwvSfsSymgLnB0wYAC1apXucxMT\nE6N/63zf97CI/v0MZANjgSCgA1ATJZGBn5TyN1PILQ/o7+3Zs2dp27atubujoaFRQvz9/WnXrh2U\n4Nn6wFpSHgSSU2y4HGRP88bK2/XAG3YmV1AALlytRnqGoEplZQJ99oKTyWUqchyNlJSz/zmqJNfJ\noKTodHAuwPRy0zOs+e+KA22aK2kiQ8JsTa6gAFwOdCA5xQp7O8Vi5f+fE2q4PvlfcDRSUvwvqHNv\n/S84GSkp/ip9piySYty9nLzb4uRtPFlLjQwlaN2iwk8pZaYQ4izQA9gFIJRXiz1Q0uPm5TbKavG5\neRN4ChgIBBd9EUaywynjAPkiZFmqu1cnoLuUMkYIoQN0UsoTQogZKOP/iBqd0NDQ0LBEtMB5E+Of\nS0FQa2KXmWnFv5fvxiioNbG7GmxPUrJiNsrIEFy4bLo4idzkHtcrQfbcSVFH9849rn+rNMbZOsE/\nF+/KUuszFRxaldgERcHOyoZ/Lql0b3ON6/WbVYlPNL0iaLGUNmi+5DEsiwBfIcQIIUQzlKxddsBa\nACHEXCHEOlCC6qWUAbk3IBpIk1JelFKmlvRyhBA1ctYHWZOzTRVCmMQEaqmB8yjuXPoFMWKAOjn/\nh1BITJCGhoZGRUFTUkxM7kmkWhYNRa4i606yNVeCSh64dj/odMJgxbhwpRoZmep8vG5G2HIrVplA\nn1Vp0g7GCqia91ZvoUpLtyLgqumSIRgjDJ/lS4EOpKSqowhGxVQhNLIKoJ5CZqkI7mHF+RKcV0q5\nBfADPgT+BloBT0spb+VUcUOJFSm7axHiCRSry0SgRs42EQjKOVamWLCScgFonfP/aeBdIUQX4APg\neqGtNDQ0NCoAmpJiYsKjqxARXZmYuErcCLdVTa7+zf7fAY4mDW7Oi15JUFNZAGFQEtRUFmLiKxMS\nZktikg3XQuxUk3suwJHsbDh/qRqZWep9hfVKgtrKgr8Z7q1FYjpLClLKZVJKDyllVSllJynlX7mO\njZZSFrpIgpRyjpSytEEBXwObgUZSygFSygGAJ/BDzrEyxYKVlI+5+zv8AUpa599QkgfkzXymoaGh\nUaHQYlJMjsD/PydsbHInbjE98bcrEXijquoTyn8uOpKVJVSPHfD/z5FHWtwmPKqKqnLPXnDC2SnT\npBnM8qKPdVJ7jPWxTmorC2cvONK1fRzBoVWLr6zxoNAYeFFKma0vkFJmCyEWASPM1y11kVIeyPX/\nNaBZjstbvHzQstpoaGholDGakqICZy84GmWBUosz/1Tn3EV1J7KpadbsOeqieuxAwDUHTvxVA7XX\nz/C/4EgNJ/VTYf/1r5NqcTB6MjOt2H/MhagYdRXBK0H2HD/trKoiaIlYQgriMsQf8AbyLovtTQVZ\nJyUns1oq0EZKeSGX3PwrxWloaGhUQDQlRQUuBzpgZaX+bGHfsVqkZ6ifZn/7gdqqy8zKsmLXYfVX\nBg68YWcWBfSXkzUrzL2VUrDjoPpyLQ7TLOZoLr4ElgghGgN/5JQ9hpIpbLoQopW+opTyfFkItDTD\nRE5mtRtoa6FoaGhoFIimpKhAtk6QrWJciB5zTGIrmlwpBRmZ2r0tr3ItivKlpGzK+bugkGN6/1hJ\nGUziLdGSksMnwKdCiOGaBUVDQ0PDmHKvpAQHB+Pi4oK9ff4MV8nJydy6dQsPDw/1O6ahoWFxWPLz\nQlB6Z0YLdpBrpKYwC1ZSJqDE54QLIUKA5Dx90FYp1NDQqLCUeyXFxcWFM2fO0L59e6OJR3JysqFc\nQ0NDAx6A54XlWkZKhZQyRGV5lqqk/KSGEA0NDY0HkXKvpNjb29O+fXtO+/uTPX06mR4eVAoOxnre\nPDrmmYiYgrQ0J06dmkpaWnVsbRPo3PkzbG1vm1RmRZNbka61oslVW6a5nxcVCSGEFzAJJVgeIABY\nIqUMNF+v1EVKOcfcfdDQ0NCwVCrEOin29vZkT59Owrp1JAcFkbBuHdnTp6sy4Th1aiqxsc1ITnYj\nNrYZp075mVxmRZNbka61osk1h0xzPi+KpLQLOd5LDItKCCGeRlFKOgDnc7aOwH9CiF5lLc+C10nR\n0LhnPDw8ePXVV83djXLL5cuXsbKyYsuWLUblP//8M61bt8bW1hZra2syMjLM1MPyT4VQUgAyPTxg\nxAiYPBlGjFD2VSAtrXqR+6YiI908crOzjNfQUEOuucbYXHLTtXtrcsz1vCgSEy7maAbmAYullB2l\nlFNyto7AF8B8Uwi0RAVFCBEvhIgrYIsVQoQJIY4JIUar0hkNi2HdunX8f3t3Hh9Vef7//3VlJwFk\nNYgiaBXRWhdcUREt7lq31qq0xbqhtR+1+LGi4IpVtEXxU3fr1yJuXdRfq+IGCBgW2XFF9k2EQEIg\nONkz9++PMwlJCNnIOTOTeT8fj/OAOTlnrvucA5P7mntLSkqqdxs5cmT1cWYxPOoMWLt27W6vo+aW\nnJzMunXr9jheWVkZY8eO5eijj6Zjx4507tyZn/zkJ9x0002sWrWqFa4IcnNzueKKK+jUqRPPPfcc\nr7zyCmlpwS65kEjafHevKqlr1sCECTBuHEyYQOpVVwUSNyNjG6FQj1qvg5CVtZUdPwQft3OnPLZt\n3yfQuNG6x9GKm5lZwA9ReLad9spPmGcbrc+LBrWt2b0OBX5Zz/6X8LqAtSo/xqSY2Y3A74A+kV1f\nA6Odcx82I8wDwCjgQ2BuZN/xwDnA03gTDDxrZinOub81430lzpkZDz744C4TdRx++OHRKVALdO/e\nnVdffbXWvrFjx7JhwwaeeOKJWv/Hunfvvsfxzj//fHJychgyZAg33ngjpaWlLFmyhHfffZfTTjuN\nAw88cI9jfPbZZ5SUlPDII48wYMCAPX4/aVhCJCmhUIjkRx6hU1Uf86uuIvmRRwj17+97F46TThpL\n7nc3sTmvGzuKijjppLG+xqty9lmPsvzbm1mzvgel5T8EFvfaoQ/w/od3smzVPjh2BBL3pJPGsmr5\nzRQXd6a0fAf9jxnne8yquBvX30RefrDPdvDpf2btqt+z9rselJQF92yHXjmayZ/cwfLV+xB2wT3b\nFUtvprS0M2UVOzi6v//PNpqfFw1pY4s5bgGOApbX2X8UsLm1g/k0cH49MALvGgz4LfBfMzvKObek\niWFOAu5xzj1Xc6eZ3QCc5Zz7uZl9AdwCKElJMOeccw79+8fvBG+ZmZkMGTKk1r433niDbdu2ceWV\nV7ZqrBkzZjBlyhTGjRvHrbfeWutnTz/9NIWFrTOWMTc3F4C99tqrkSOlNbT57l5Vs/Kc0L8/Z86c\nyXmvvcaZM2dyQv/+zJs3j1Ao1Pib7IGMjELeefU3LJh8Dj/96b2BDHAGaNduOznvDOHfL10SaNwO\n7beR884QHr3/14HFzcgo5PE/3cjyz87gyl+OCOxaMzIKeevvV/HVp2dF5dn+55WLA43bPvJsH39o\nSKDP9s/338Tyz87gql/d4XvMaH9eNKptdPUCr8L9gpmNMLOBke1O4Hl8qIz7MSbFOTfROfehc26l\nc26Fc+5u4Ae8RSmb6jxgcj37pwBnR/7+PrDnXwFLQli9ejWXXXYZXbt2JSsriwEDBvD+++/XOqZ7\n9+7cfvvO8X3OOTp16kRqamqtyvyjjz5KamoqRUVFgFdBv/rqq+nVqxcZGRn07NmTiy++uFW6alVZ\nsWIFl156KZ07dyYrK4uTTz6ZSZMmNXreypUrMTNOOumkXX6WlJREp061uwqvX7+eoUOHkp2dTUZG\nBkccccQurT51DRgwgBtvvBHwWrSSkpK46aabmnF10lxtviVly5Ytu0wnCjtn8dmyZUv0B8SKSEzQ\n50VgHgR2AP8LjIns+x64H281+rhiZkl43dcygdnNOHUr8DOgbhPhzyI/A8jCu1fio5dffplBgwbV\nuw7SmjVrmD59OlcF3O1z+/bt5Ofn19rXtWvX3R6/efNmBgwYQElJCbfeeitdunTh5Zdf5sILL+St\nt97ioosuAuDkk0/m008/rT7viy++oLCwkOTkZGbOnMm5554LeK0T/fv3JzMzE4BLL72UJUuWcMst\nt9C7d282b97MpEmTWLduHfvvv/8eX++GDRsYMGAA4XCYP/zhD+y111689NJLnHfeebz77rucc845\nuz23d+/eOOd49dVXOeaYY0hK2v138Bs2bOD4448nMzOTP/zhD3Tp0oX33nuPoUOHUlRUxLBhw+o9\nb/To0fzjH/9g/PjxPProo+y777707dt3j69bdq/NJykNLbyWlZWlCoeIVIvlz4u20t3LvNG+vYBn\nnXPjzKwDgHPOt4q4X+ukmNnheElJBl4icYlz7ttmhHkQb8zJ6ewck3IcXgvLjZHXZwLTm/Ge0gKD\nBg3immuu4aWXXqr1ObBmzZrq/UFyzjF48OBa+8yMysrK3Z4zZswYtmzZwowZM6rHS1x33XUcccQR\n3HbbbdVJysCBA7nrrrsIhUJkZWWRk5NDnz59yM7OJicnh3PPPRfnHDNnzqyePWz79u3Mnj2bsWPH\nctttt1XHHDFiRKtd85/+9CcKCgqYO3dudTe3a665hh//+MfcdtttDSYpgwYN4sQTT+Spp57izTff\n5PTTT2fgwIFccMEF7LvvvrWOHTFiBBkZGSxevJgOHToAcMMNN3DppZdy9913c80115CSsmv1+Mwz\nz2TVqlWMHz+e888/n8MOO6zVrl3q1+a7e4mItAltZ3YvA1bgJSo453b4maBU8Wl2r2+BI/EGuz8L\nTDCzfs0o09+AQXgrzV8a2YqAQc65/xc55jHn3OVNv1JpiT59+vDSSy9xzTXXsGbNGqB2gtLQFxh+\nMDOeffZZJk+eXL011u3pgw8+4Pjjj681oDsrK4thw4axZs0avvnmG8BLUioqKpg1axYAOTk5DBw4\nkIEDB5KTkwPAl19+ybZt2xg4cCAA7dq1Iy0tjWnTprFtmz8TmHzwwQcMHDiw1jicjh07ct1117F0\n6dIGZ+gyM6ZOncr9999Px44deeONN7jpppvo1asXv/nNb/jhhx8AqKys5L///S8XXXQRZWVl5Ofn\nV29nn302+fn5fPnll75cnzRfm29JERFpC9pKS4pzLmxmy4Gu7Dpw3q+YDSYe69at26VffXl5eVPe\ntwKoqjktMrPjgVvxZv1qatlmAjOberz4p2aict999/HAAw9EJUGpctxxxzVr4PzatWs58cRdh0Qd\neuih1T8/7LDDqrtw5eTkcOaZZ5KTk8Po0aPJzs7mySefpKysjJycHMyMU045BYC0tDQeffRRbr/9\ndrKzsznxxBO54IILqsd17CnnHOvXr6+3taRm+RuaoSs9PZ177rmHe+65h40bNzJ9+nTGjRvHa6+9\nRrt27XjhhRf4/vvvCYVCPPnkk/z1r7v2LDUzNm9u9bk7pIWUpIiIxIO2NQXxncBfzOx3zrmv/A7W\nWJLSq1cvevXqVWtfQUEBU6ZMaW6oJCC9OSeYWTJwMd60zOBNZfyOc273/XrEN3369OG+++7jtNNO\nY9q0aVFLUPyUkpLCCSecwKeffsrKlSvZtGkTp556Kt27d6e8vJw5c+YwY8YM+vXrV2sMzK233sqF\nF17If/7zHz766CPuvfdexowZw9SpUznyyCOjeEW72meffbjiiiu45JJL6NevH2+88QYvvPAC4XAY\n8LqR7W6GsaOOOirIokoDlKSIiMSL2E06mmsC3iDzz82sDCiu+UPnXJfWDObTOikPAx8A64AOwK/w\num6d1dQYZnYQ3uxd+wJLI7vvAtab2fnOuZXNKrTssTVr1vDAAw8wbdq0qLekNFfv3r1ZunTpLvuX\nLFlS/fMqAwcO5M9//jOTJ0+me/fu1QPAf/zjH/Ppp5+Sk5PDz372s13e64ADDmD48OEMHz6clStX\ncuSRR/LYY48xYcKEPSq7mdGrV68ml7+p0tPTOfzww3n//fcpLCykZ8+etGvXDuccP/3pT/eozOI/\njUkREZGgDQeGAdfgDRAfXmeLB3sDL+ONS5kMHIO3tsknzXiPvwIrgV7Ouf7Ouf7A/sBq4nCWs3hX\ncwzKoEGDdhmjEuvOO+885s6dy5w5c6r3hUIhXnjhBQ444IBaA70HDhxISUkJTzzxRHWXLoBTTjmF\nV155hY0bN1aPRwEoLi6mtLS0VrwDDjiADh067LJ/T8qfk5PD4sWLq/cVFhby4osv0q9fvwa7ei1d\nupTvv/9+l/35+fnMmzeP7OxsOnbsSGpqKhdddBFvvPEGy5Yt2+X4vLy8VrkWaR1qSRERiQNtZUwK\ngHNufMDxWr0lxTl33Z6UKWIQcKJzrmq6YZxz+ZE1YzROJUD1DZKvOUYl6BaV5v57Bbjzzjt54403\nOOecc7jlllvo0qUL48ePZ+3atbz99tu1jh0wYAApKSksW7aMG264oXr/qaeeyrPPPouZ1UpSli1b\nxuDBg/nlL3/JYYcdRkpKCm+//TabN29utYUZR40axZtvvsngwYO55ZZb6NixIy+99BKbNm3ixRdf\nbPDc+fPnc+2113L++edz8skn07lzZ9atW8fLL7/Mli1beP7556uPHTt2LDNmzODYY4/l+uuv59BD\nDyUvL4/58+cze/ZsNmzY0CrXI3tOSYqISDzwcUyKmf0euB3oAXwO3Oycm7ebY08GHgX64XXZWgs8\n75x7oglxkiJxLgLS8BYtfMA5V9zgia2gJZW+AJTidRWrqz1QFnBZEtr06dPrTUSqEpXp06cHmqR4\nM3U3fkzN4/bee29mz57NiBEjeOqppygpKeGII47gvffe22VAemZmJkcffTQLFiyo1ZIycOBAzIz9\n99+/1jitXr16MWTIEKZMmcKrr75KSkoK/fr149///jcXX3xxq1zbvvvuy6xZsxgxYgRPPPEEZWVl\nHH300XzwwQecccYZDb7n4MGDuf/++/nwww957LHHyMvLo2PHjvTv358nn3yS888/v/rYnj17Mm/e\nPEaPHs2bb75Jbm4u3bp14/DDD+eRRx5pUlklGEpSRETigDmHNbOi3ZTjzexy4DG87ldz8bpbfWRm\nfZ1z9fV9CAFPAl9E/n4K3urxPzjnGv66E0YB9+F1jyrBmwlrb7xuX77xa52UVvAe3r27lp3rpJwA\nPAe8E0QBxNPQQo19+vQJNEG56qqrmrRwZH1T8vbp04d//vOfTYpTs1tYlZ49e9a7FkuXLl3qnQ2r\nud59990Gf37QQQfx1ltvNft9e/TowZ133smdd97ZpOOzs7N5+umnefrpp3d7zCGHHLLLvbjhhhtq\ntTyJvzQmRUQkHvi3TspwvJaQCZGFCG/EW6uj3sTBObfYOfdP59wS59w659zrwEfAwPqOr2MocJNz\n7hzn3MV4K6v/KtLC4pvmrpHSkqSmhW7BG5MyGy9pK8Hr5rUCL4ETEUlYSlJ8dNwR2ziwV1H16z77\nFXHCUf4sglTTmafk0bWTN8e/GRxz+HZ+tH/I15ipKWHOP30zGene9H6pqWHOPnULWe0qfI273z7F\nDDi6gKQkr0KxV4cKzh20xdeYAP0P387BfXbe0/32Keak/gW+xx18Uh7du3i9QAzHUYcWcsiBP/ga\nMynJccFPN9MuI/JsUxxnnJzHXh0aX0diT+zTvYRTjt1a/Ww7ZFVw3umbaUtTXEWbmaXiDfiunmvX\nebXzycCA3Z1X5z2Ojhw7rQmH7483I1ZVrMl4D7RnkwvdhjjntjnnLgIOAS4DfgEc4py7xDm3Pbql\nExGJrrjt7pWbm1u9gmis6tmtjMfv3UFkWm4euWMZI8Z0YP16fxdXTk0q4r5bvC7ex/5kO8cdsZ0L\nftuZ7Tu2NnLmnjniuu0cfoiXlFxxwUbWbkjmxddKfI25Odfx0IStpET+JY+4YRXvTEpn/Xp/43bp\nUM4zDxVSWQnJyTD2rqXc91h71q/3999kuLKIB2/7DoAj+u3g6B/v4JLrOrE5398E6eDehRx7hJeU\nXHr2JjZtSeLv/yjCWzzcHxs3Oh68rYB2GV5Sctu1q/n403TWr2+dmWT8FAr58KVACwbONyGf6wYk\nA7l19ufiVZx3y8zWA90j59/vnPt7E0qUgtdaUFM5kNqEc1sshrt7VcVabmYrIn9XFi4iglpSfLXo\nq1SKiiEpydtKy2D+577+LgZgxvxUkpO9vycnw1dLU9i+w/9HPXN+Wq24M+f7f62lZcb8L2tf78x5\nab7H/erbFAp3WHXcikqYs8j/651V5x4vW5XM5vxk3+POnFf7Hs+an4afCQpARYUxZ3HtuDPm+X+P\nY1rrd/XaE6fgtcLcCAyPjG1pjAHjzeztqg3IAJ6rs69VxXB3L8zsWjP7ikh3LzP7ysxaY+YwEZG4\nFrctKfGgrNyY93kqg070voFe+GUqJaX+zxSxZHkKBduNznt5v2Rnzve/0g5eRfamoTVfBxU3jZOP\n9e5xcQks+NL/imxl2PhsYSpnDfK6Xn2xJIUdIf8TwRVrktm0JYke3b3muaCe7Yz5adw2bGfXxSAS\nUPCe7eCTvXtcXg5zFyduktLYFMT5qxaydfWiWvsqyhttUcwDKoHsOvuzgU0NneicWxv569dm1gO4\nH2hsxO7L9ex7tbFCtoZYbKAws9HAbXgTEcyO7B4AjDOz/Z1z90atcCIiUaYkxWcz56dVJykzAqq0\nh8PGrPlpnD/Y6xYzM6Bvn9d8l8yGTUns2yNMwXbj62XB/POqWWGe93kqZeXBTBk4Y35adZISVEIG\nxsz5qfz8XO/ZBvVvKndLMivWJHNQn0pCRcair4P5NzV7YWp1l7pFX6dSVJzAjb+NtI50PaA/XQ/o\nX2tfKP87vpk4bvdv6Vy5mS0ABhOZTcq8OTcH07zFBJOB9MYOcs5d3Yz3bDUx3N3rd8D1zrk3aux7\nx8y+wEtclKSISMJK4N/4wZg1P616TMqsgL59rhlrw6YkVq/3vzuQx6or658tTCMcDiZZyNuazLcr\nvWucFVDLAsCchalUROYFCKpFA3YmRHlbjaUrg3q2O+/tnMWpVFQE82wLdyTx1VIv2Q2q9SZWVbWk\nNHdrgseB681sqJn1w5v+NhMYD2BmY8ysugXEzG4yswvM7KDIdi3wv8ArrX3NrSWGu3ulAvPr2b8A\nfYkoIglOSYrPCrYnsWR5SmBjB6rMXZxGWXlV5Tm4xYiqvtkPeuxAVcV91oLgkoUfipL4fEkK6zYk\nsf774J5t1Vin2QvScC7AZxtJEoJrNYrEjcQLOm6icM79C2+BxdHAIuAI4GznXNU0eT2AXjVOSQLG\nRI6dh9ca8Efn3H2BFbrteAXv/tU1DHgt4LKIiMQUfVMTgJnzU0kL+EvgohJj0VepgbbeAHy+xBsP\nE/TYgVnz0xhwTBn5BcHm3TPnp9G9SzjQmFVjnWYE2HoD3linvK3eWJwgzZqfyrKHjfcAACAASURB\nVLmnJ7Nxc3CJYEzyccV559wzwDO7+dnVdV4/BTzVzJJEVQx39wK41szOAj6LvD4Bb6rmCWb2eI3y\n3BZUgUREYoGSlADMnJ9GamrwgzYn5aQFNnagSkWF8fyrmYGPHVi6Kpn/fpQRaEzwvt0POkkBmDor\nPZCZ4moKh40X38hkW2Gwz3bNd8n8693gn22sMZo/BXFw7WyxLYaTlMOBhZG//yjyZ15kO7xmcYIo\nTDxasmRJtIsgIs3QnP+zUU9SzOwu4BKgH1AMzAJGOOeWRbVgrWjFmmQsCrWFD6elB9odqMp7Uxod\nP9vqnDMmfhJ83O82epMFBG3yjGC7elWJxrMFi1LcGOOctzX3HAFic3Yv59zp0S5DHMtLSkoq+fWv\nf61vMETiTFJSUkk4HM5r7LioJynAQLxZTObjlWcM8LGZHeqcK45qyVqNRaWuEI1KrOK23ZiJGDeW\nNGMgfK1zJKZbUqqZ2X6RuN8FGjhOOefWmdkheAuSikgcCYfDec65dY0dF/UkxTl3Xs3XZvZbYDPe\nImEz9vT9t2zZQocOHcjI2PXLlpKSEnbs2EH37t33NIyItAEx/Xnh45iUti5WkxQzSwLuxpsdrX1k\n3w7gMeAh51zwfUnjSKSS02hFR0TiUyzO7tUJ71fr1tZ4sw4dOrBq1SpKSmovalZSUsKqVavo0KFD\na4QRkTZAnxcSsIeA/wHuBI6ObCOBm4EHo1guEZGoi3pLSk2RRcSeAGY4575pjffMyMjgwAMPZMXa\ntbiRI6k44ABSVq8m6eGH+dGBB9b7jWlrKivrzPLlYygr60ZaWh59+95FamqBrzETLW4iXWuixQ06\nZrQ/LxrkwJr7vbpaUoDYbUkBrgKuc869U2PfF2a2AW+2tVFBFEJEJBbFWkvKM8BhwBWt+aYZGRm4\nkSMJvf46pevXE3r9dcIjRwZS4Vi+fAw7dhxJaem+7NhxJMuWjfE9ZqLFTaRrTbS40YgZzc+LBrkW\nbhLLizl2Ab6tZ/+3kZ+JiCSsmGlJMbOngPOAgc65jY0dv2bNGlJSahe/a9eudOtW/xi6igMOgKFD\nYfhwGDeOil696j2utZWVdWvwtV8qK7pGJW6y1f69GkTcaN3jaMWtKI/OszULPm7U7nEzPi/y8vLI\nz8+vfX5FRauXSQPn90wszu4FfI7X3euWOvv/J/IzEZGEFRNJSiRBuQgY1JTR/gB9+vQhKyuryTFS\nVq+m9PXXYdw4mDCBlCFDWlja5klLy6O0dN9ar4OQkZFHUfF+gcft0CGPbYU7K3RBxI3WPY5W3PSM\nPIpLovBss7ZQWBhs3Gjd4+Z8XnTr1m2XL0dCoRBffvll6xZKUxC3WAx397oDmGhmZwCzI/sGAL3w\nvrQTEUlYUU9SzOwZ4ErgQiBkZtmRH213zpXs/symKykpIenhh8kaOZKKXr1IGTKEpIcfpqR3b9+7\ncPTtexdJlQ+yOa87W7cX0LfvXb7Gq3L8sSMo3PYQq9dl80PR1sDi/vKS25k951G+XZFNeUUwcfv2\nvYtQ4Z8oK+vGjtBW9u890veYVXGpeJD8rd3J3xbcsz3qyDspK/oTa9btzY6i4OJefMHtLFr8KEtX\nZlNWHtyz3bHtT1RUdCNUvJX9evn/bKP5edEQtaS0XAwnKauBvsDv8dYKA3gbr+tz1H8/i4hEUyx8\nCN6I13N6Wp39VwMT9vTNq2bl+dGBB5Lx1ls79/fuzapVqzjQ58GwqakFvPXSr0hNdVx4TXBdjNPT\nC8h5ZwifzErjnr8ENyNRVpYXd9yLmbw5sV0gMVNTC3ho1FVcfHYpvx2+F8vXBPPPOjW1gFef/TXZ\n3So5c0jXxk9oJelpBUz5xxBmzU/ljw91DCxuVqb3bJ99JZNX3w7u2d5/x2+5/MISbrizI18tTfU1\nXrQ/LyThrAb2cc7VGiBvXt/K9UByVEolIhIDop6kOOd8Hby/Y8eOeisWVbP47NixQ5UOEQHi4PNC\nLSMtEsMtKbtbpbQ90Co9CURE4lXUkxS/NbTwWkZGhhIUEakWy58X6u7VcrGWpJjZ41VhgNFmVlTj\nx8nACcBi3wogIhIH2nySIiLSJmjg/B5p7aTDzO4CLsEbS1IMzAJGOOeWNeH0o6veBvgJUFbjZ2V4\nM3uNbb3SiojEHyUpIiJxQC0pLedTS8pA4ElgPt7v0jHAx2Z2qHOuuJH3Ph3AzP4O3OqcK2xW4URE\nEoCSFBERkWZyztWaItjMfgtsBo4BZjTxPa5u/ZKJiLQNSlJEROJBS1aQV0sKENiYlE54d3xrc08U\nEZFdKUkREYkT6r7VMn4nKWZmwBPADOfcN80rnYiI1EdJiohIPAgD4WZmKWFfShJ3AmhJeQY4DDi5\nWUFERGS3lKSIiMQDdffaIw0lHXl5eeTn59faV1FR0aT3NbOngPOAgc65jXtQRBERqUFJiohIHPBz\ndi8z+z1wO9ADb/rbm51z83Zz7CXA74CjgHTga+B+59zHzStdcBprSenatStdu3attS8UCvHVV181\n+L6RBOUiYJBzbl0rFFVERCJ8Xe1d6vulGMRXm9GIu7v3j0bctnqPoxU31p6tmgdak5ldDjwG3Ie3\nfsfnwEdm1m03p5wKfAycC/QHpgLvmtmRARQ3ZpjZM8CvgCFAyMyyI5tWCBYRaQVx25KSm5tLWlpa\ntIvRoN/8Ipm0VDBLxQzOOGkjlgR//0elr3Hv+99U1n4XBtLISC3mqp+H+GRGmNkL/Ougnp4Gj92f\nysZcB6TSrVMhd9xYyN2PllO4w7ew/ORQ45c/SyEzw4Bk+h6Qx1mnGnc9XO5fUODyC5PptJeRnJQM\nGIOO30j7LOP5V5rWRaSlRt6SwroNDkgjLbWEIRcVMXdRmGmz/Hu2ycnwxOjUSNxUOnco5PZhhfzp\niXLyfJzH6OADjWuuSKF9pvdsf9Qrn8EnG38c7e+zbQ1lZWWNH9RsLVjMsWkJ3XDgeefcBAAzuxE4\nH7gG+PMu7+jc8Dq7RpnZRcDP8BKcmOPTmJQb8W7wtDr7rwYmNCuYiIjsQi0pPvrimzD33pZGdnej\nSyfjgT+m8dW3/n8L/P0mxwO3ewncSccl85tfpLDwK39H0JaWQXqaMezXqQD85hcp9OhuviYoAF8v\ndZx/RjJnDUoGYOQtqeRv9f8eL/o6zMhbUtl/3yQy2xkP35XGkuX+j1Jet8Hx0J3esz32yGSG/TqF\nBZ/7G7eyElwY/udq79lecXEKP+qd5GuCArB8leO0k5I4/wzv2d7x+1QKE3jJu6ruXs3dGnxPs1S8\ndT2mVO1zXu18MjCgSeXyZrbqQAxPvVuVpDR3a+Q9k5xzyfVsSlBERFqBkhQffbHEsTlv5y+6gm2O\nhV/6X5GdMqN2S82MuWFKS30Py5Scyjqv/b/WcBimzqwTd4a/LVUAy1Y61m/YeX0/hByf+dhSVWXK\njNox5i4KsyPke9hd4k7O8f8ew67/hoJ4tjHLtXBrWDcgGcitsz8Xb3xKU/wRyAL+1cTjA+dHkiIi\nIv5SkuIj5+CTGpWqqbMqqQygjrVqrWPV2p2Vu6AqlJ/UqUAGV5HdGWdLvmPx18FULibXqEDnzAlT\nFkAvpI25jq+XBv9sp86qpKJi532tm5D6pWac7Tsccxcl7py65lyLNl/LZDYEuAe4zDmX52uwPaQE\nRUQkvsTtmJR4MWVGJ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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorDINF(mg1)\n", - "fd.run_one_step()\n", - "drainage_plot(mg1, title='Basic Ramp using FlowDirectorDINF')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In **FlowDirectorDINF** flow is partitioned to two nodes based on steepness of the eight triangular facets surrounding each node. The partitioning is based on the relation between the link and diagonal slope that form the edge of the facet and the slope of the facet itself. When one of the facet edges has the same slope as the facet, as is the case in this ramp example, all of the flow is partitioned along that edge. \n", - "\n", - "## Grid 2: Inclined plane in two dimentions\n", - "\n", - "Next lets look at all the flow directors but with the inclined plane. Recall that this plane is tilted in both X and Y axes, and that is tilted more steeply in the Y direction. " - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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LVEqpLkiTFKWUCgMGwUVEQItpvyUlAYgECn22FwKtzbCxBviVuysVInIC8Eug\np/t8nY5NLSlnAMuxurv9COv63xaRQ/oXishP3eWcmfteKaW6gC4/u5dSSnUFnWgK4geBQcCnIhIB\nFADPATOhcz7k3o7ZvYwxF3qvi8gNQBFWy9RHXttTgGXA+cCbAVVCKaW6MU1SlFKqC3j/tb28/1pV\ns237qtrNGUqAJqykw9sgrOTjEMaYWqyWlN+4y+UDvwGqjDHOPG2zc4oDDFDm2SAiAqwCFhtjtlir\nSiml/KFJilJKhQFXO2NMJv0kjkk/iWu2bds3tdx6ye5WjzHGNIjIeuAc4DU4cGN9DvBIW/UxxjQB\ne9zH/Bx43Z/rCBU7B8K7X7M/Ah8ZY7zntb8bqDfGPGpbcKWU6qI0SVFKqTDgIvCHM/rZ9+oh4Dl3\nsuKZgjgWqwsXIrIAGGKMud69PhI4CfgMGAD8DhgLTA6ocg5y4GGOjwNHA6d5NojIROB24PiAAiul\nlAI0SVFKqbDgIqIDT5xvv7wx5u8ikgA8gNV9ayNwvlfXrWTA+wmikcB0YBTQAHwAnGqMyQ6ocg5q\nL0l55ZVXePXVV5ttq6qqaqV0cyLyKHAhcIYxJt9r1+lAIpDj1c0rEnhIRO40xjj7oC+llAozmqQo\npVQYaK+7V2vH+MMY8zhWa0BL+270Wf8OmBBQRUKsvSTl0ksv5dJLL2227euvv+aiiy5q87zuBOVS\nYFILSdoq4B2fbW+7tz/rX82VUqr7CtskpbKyktLSUkdj1tTUOBoPQveU7lBcK3Sv6+1O1wqhu97Y\n2FjHY1ZWVjoeUzlLRB4HrgYuAfaLiGfygUpjTK0xphwo9zmmASgwxmxztrZKKRV+wjZJUUqp7sTl\nfk5KoMco28akTMGazetDn+03YrWWtHjagCqhlFLdmCYpSikVBlxGaDIBDpwPsHxXFuzZvYwJsO+d\ndYyOQ1FKKT9pkqKUUmGgqQMD5wMt31U5MLuXUkqpINMkRSmlwoBB/B4I732M0iRFKaXCkSYpSikV\nBrQlpeM0SVFKqfCj/4MppZRSSimlOhVtSVFKqTCgA+c7TltSlFIq/GiSopRSYUCnID48mnQopVR4\nCXl3LxGJEJEHRWSniFSLyHYRuSfU9VJKqc7E88T5QJZAB9p3VZ6WlEAXpZRSodMZWlLuBn4DTAa+\nBU4AnhORCmPMoyGtmVJKdRJWS0qA3b20JQXQ7l5KKRWOOsPXbKcArxpj/mWMyTbGrAbeBk4Kxsk/\n/fRTSkt9BAk5AAAgAElEQVRLW9xXWlrKp59+GowwSqku4MUXXyQ7O7vFfdnZ2bz44osO1+gga0xK\noC0pmqSAtqQopVQ46gxJyifAOSIyEkBEjgVOA94MxslHjRrFqlWrDklUSktLWbVqFaNGjQpGGKVU\nF3DaaacxderUQxKV7Oxspk6dymmnnRaimimllFLdS2fo7rUQ6Ad8JyJNWInTHGPMX4Nx8oEDBzJ5\n8mSeff55Gu/OoGboEKJzCuj5/PPcOHkyAwcODEaYVlVWRrN8+SQqKmKJi6vm9tvX0q9fra0xASoq\noli69BTKy2OIj69hxoxP6d+/zva45eW9mD9/IuXlUcTH1zFnznri4uptjVlW1pO5c8dTVhbFgAF1\n3H//18THN9ga0xN31qyRlJT0IiGhngULvmfAgEbb45aW9mD69FRKSnqSkNDAQw9lORK3pCSS224b\nTHFxJImJTTz2WD4DBzbZGrO4OIKbbx5IUVEkSUlNPP10KQkJLtviDR8+nOXLlzPlttuomzGNisRE\n4orLiFqyhCcffZThw4fbFrs9+pyUjtPuXkopFX46w/9gPwOuAX4OHA9cD2SIyHXBCjBw4EAa7rqL\nrEceo+ibrWQvX07DXXfZnqAALF8+iW3bBlFc3Jdt2wbxyCOTbI8J8NBDJ7N1ayJFRX3YujWRJUtO\ncSTuooXj2bJlAAUFvdmyZQDz5k20PebcuePZvDmO/PwYNm+O4777xtseE2DWrJFs2tSPPXui2bSp\nH7NmOdMqN336cDZu7ENubhQbN/bhd79LdSTu1NsGsGFDDDk5vdiwIYZbbx1se8ybbx7Il19GkZ3d\ngy+/jOLXv7b/Mzt8+HDqZsxg4wPz2P3FBjY+8AB1M2aENEEBMEZwBbgY7e51gHb1Ukqp8NIZWlIW\nAwuMMS+51zeLSBowC3i+tYNeeuklYmJimm078cQTOfHEE1ssX52SApMnw7Rp8PDD1vrOncGof5sq\nKmLbXLdLeXm0z3pMKyWDHbeXz3qU7THLyqLaXLdLSUmvNtfti9vDZ72nI3GLiyPbXLdDUVFkm+t2\nqUhMbPb3oiIxsdWyL7/8MqtXr262rbKyMuh1akI60JKiSQpoS4pSSoWjzpCkxAK+fUZctNPKc+WV\nVwb0zWZsXh6sWgUPPwyrVhE7dWrgNe2AuLhqiov7Nlt3woAB1RQW9juwHh9f40jchIR95O0Z4BXX\n/i5mAwbUkZ8f02zdCQkJ9ezZE91s3QmJCfXk5h683oQE+7u2AQxKqiY75+B7OTHR3q5eAElJTWRn\n92i27oS44uJmfy/i0tJgzJgWy15xxRVcccUVzbZ99dVXnH322UGtkyHwKYVNp2gsDz1NUpRSKvx0\nhiTldeAeEckFNgMTgGnAn4IVoLS0lJ7PP8/wu+6iOiWF2KlT6bloEaXXXWd7l6/bb1/L/z43ioLi\ngfSM6sXtt6+1NZ7H7Lvf4YlHx5CbP5SY3pHMmOHMLGZL5/+Ne+8/i+y8dPr2F+bMWW97zPvv/5qF\n85IpK4uiT78o7r3ve9tjAixY8D0P3teLwqJ4+sb1Z8ECZ+I+/NAWZt/Vgz2FQ4kb0IeHHspyJO6f\nnviQW249grzCIxiYEM1jj+XbHvPpp0u55eZ6iooiSEjsw1NP2z+eKzs7m6glSzju3nutMSlpaUQt\nWUJ2WlqIx6RIwC0j2pJi0SRFKaXCT2dIUm4DHgQeA5KAPcAT7m2HzTOL142TJzOwru5AF6/S665j\n1apVTLZ58Hy/frWseelXREY08fLaabbF8RUXV8u6164ht3gcn313tWNxBwyoZt1r1/Bt9k/JKv6h\nIzHj4xv4v/9dyJD4dXy5Yw776oY5EnfAgEbefXkGvXqUsT57hSMxAQYObGDda5PZW3c8WRWzHYub\nkGC9p0rrrqei/iqHYrpY88pT9Il4meLGR2hgnK3xPLN4NRskP2YM2WlpTJ06leXLl4d8bIpSSinV\nHYS8L4AxZr8x5nfGmHRjTG9jzEhjzH3GmKBMV/T999+3mIh4Zv36/ntnvv1WSnV+H3/8cYuJiGfW\nr48//jhENfMMnI8IaNGB8xZ9TopSSoWfztCSYqtTTml9VquBAwe2uV8p1b1cfXXrrY7Dhw/vst29\nRORWYAaQDHwFTDXGfNFG+V8AGcBIoBJ4C8gwxpQFVEEHadKhlFLhJeQtKUoppdpnAmxFsVpS2v8T\nLyI/A5YC92FNA/8VsEZEElopfxqwEngaOBr4H+AkwLk+jwHSlhSllAo/mqQopVQYaDJCk4kIcPGr\nJWUa8JQxZpUx5jtgClAN3NRK+ZOBXcaYx4wxWcaYT4CnsBKVTkmTFKWUCj+apCilVDclIj2BicB7\nnm3Gujt/F2itL+ynwDARucB9jkHAlcAb9tZWKaVUd9Llx6QopVRXYBBcAY5JMe2XTwAigUKf7YXA\nUS2e05hPRORa4G8iEo31/8hrWDM1dko6BbFSSoUfbUlRSqkwEHhXL2sJNhE5GlgGzMV6rtX5QDpW\nl69OSbt7KaVU+NGWFKWUCgMGwdXGGJPNb+Xw7Vu5zbbV7mto77QlQBMwyGf7IKCglWPuBj42xjzk\nXv9GRH4LrBOROcYY31aZTkGTDqWUCi+apCilVBiwpiBuvWVk9AWpjL4gtdm2gi3lrPz5+60eY4xp\nEJH1wDlYXbYQEXGvP9LKYbFAvc82F2Cgcz7i3o7uXiIyC/gpMBqoAT4B7jLGfO9V5qdYExFMBAYA\nxxljNgVUEaWU6qa0u5dSSoUB62GOgS1+PszxIeDXIjJZREYDT2IlIs8BiMgCEVnpVf514AoRmSIi\n6e4piZcBnxljWmt9CSmbunudASwHfgD8COgJvC0iMV5legPrgJlYSZxSSik/aUuKjRL651C5P/HA\nes8etcT1KaK4wt4HwiXFbWd/bfyB9dioMiIjG6mqTrItZoQ0ENdnN97/D8f13sW+2mQam2JaPe5w\nRfcsRqTp4AZxEd97M+X7x9oWE6B31HbqGg72kImQWnr32k1V3Wh74/baRF3j0APrPSNKiIjYT11j\nahtHHa4mYiI34f27jYr4ngYzCJfpb1vUSAoQag6sC4Yo+Zw6cyKd9Av7sGSM+bv7mSgPYHXz2gic\nb4wpdhdJBoZ5lV8pIn2AW4ElQAXW7GB3O1rxEDPGXOi9LiI3AEVYrSYfucu84N6Xir5plVIqIGGb\npFRWVlJaWupozJqamvYLeRnYO4/LTn+RyMgmBMOlpy3n3/89ldLS3n6fIyYm8Bv80SkbmDhyOwAJ\n/bdz/gnf8rd3b6SqOtLvcwR6rQAnjXyJ6F7WcemD3sZlIvi/f9+O9cgF/wR6vb161HLRDxbS0BQF\nwNihyymuGMH27OSAzhPo9Ub2z+PY9EWAIUIaOCZlGtvyLqC0NLHdYz068rvtn/QfUuI+s47vsZVR\nCbfx5c45VNf5/1noyO/26MHP0iuyBIC+PV6hX4/V/DdnOeB/3ECvN0IaGZM4BZexjusv91HdMJI9\nlUcEdJ6OXO/hqqysDPo5XUTgCrDx29/yxpjHgcdb2XdjC9seAx4LqDIh5NDsXnFYmXxZoAcqpZQ6\nlHb3stHu/OH06NFIj8gmIiNdRPWqY/ceO7/xtmQVjCA2ej8A0b1qqdgXT1W1fd94e+QVjyQmah8A\nMVH7ySseid1fHtY3xlJWNZSonlYiFNNrH/ll9rZmAJTsHYWIix6R9YgYevXYT1Hl0bbHLd13DFE9\n9wLQM7KauoZ4qusG2x63vPp4evWwbrx7RVZSWXMMdv/5cJkY9tcfTY8Iz/VWUFU30daYnZnLeB7o\n6P/i0g5GgP2ze7nH8fwR+MgY861tF6KUUt2IJik2qm+IYk/xwW/080uSqamzr+vTwTjDaGjseWA9\nq2CE7TEBcotHtbluF++kxGUiKCy3P67L9KJ078gD63urU6htiG/jiODYWz2ChqbYA+ulVeNxohdJ\nRfVxzdbLq4+3PSZwSFJSVT/BkbidUaDjUTyLstg8/fDjwNHAz4Nfc6WU6p7CtrtXuNiVl8awQXvc\nP9vfigLQ5OpBbtFw0ofsACC7ILDuMR1VWjmE2vpYontV09jUk4KyNEfi5peOZnz6GncdUmlotD8R\nBCiqHEtSnPWlaVGFvWNgPAyRlFWNY1Dc5wCU7hvvSNyahmHUNQ4gqkcZLhNJZY0zcffWTWQIzwBQ\n3XAEjS77E8HOymUicAX43JNAy3dV7SUeb7/9Nu+++26zbfv27fPr3CLyKHAhcIYxJv8wqqmUUsqL\nJik225WXyg8nfGL97EBXL4/sgiNIH7KDmroYisoCG5/RUYYI8oqP5IiUTeSXpuNyOfP2qqpJZF/N\nAPrElDnS1cuj2Kt7lxNdvTxK941nUNznNDZFU7HfmdYqECqqj2dQv/eoqh19YJyI3RpcSdQ2DCO6\nZw5VdSc4ErOzciE0BdhqFugT6ruq9pKUc889l3PPPbfZtq1bt3LTTTe1eV53gnIpMMkYk91eNfyr\nrVJKKdDuXrar2BdH2d44Kvf1pbRygGNxswvTAcgpTMc4+GvOLba6QOUVj2ynZDDJgeTEySSltiGO\nyuoUahv6Ulk9rP0DgqRs31hcJoKy/UdjHPyeoaLG6uJV4VBXL4+99VZysrcbj0dRnY+IPA78ArgG\n2C8ig9xLtFeZeBE5FhiL1S9ztIgcKyK+D89USinlQ1tSHLArL5XICBdOzkBZU9eborJkx8ajeOSX\njqCpKZK84iOdjVs2muT4reyrSXA0blHFWKJ7VeJkvt/oiqWyeqR7PIpz9taOpskVRXmNs0lKVd1E\n4qL/TW1jmqNxOxsXBDzGxGVPVcKOTbN7TcFqHfnQZ/uNwCr3z5cAz7rLGeBF9/b7saZ8Vkop1QpN\nUhywMy+NHpFN7RcMdtw9I8ktcq6LGUBjUxSbd59CTX1fR+OWVKaSXXRc+wWDrKhyLNE9gz/dbHtK\nqo6lbN84R2Ma04uCvT+mvtH/aZaDobrhSMprzqa7P2bCdGBMitExKYA9SYrx48U1xqwEVrZXTiml\n1KE0SXFAfkkyIs53R9686ziamnq2XzDocU9zPKYxPdiWd7rjcfdWD2WfODPmx1t++em4TC/n41Ze\n7HhMiKR4/6UhiNu5uJCAx5jomBSLQ89JUUopFUSapDjAmAhC8f9dKBIUgCZXqOI6f9MOESFJFkIR\n04obFZK4htDE7Uxc7mefBHqMsmjSoZRS4aXL9wXYsGED5eXlLe4rLy9nw4YNDtdIKdVZrV69mtzc\n3Bb35ebmsnr1aodrdJD13JOIABdNUsD+hzkqpZQKvi6fpKSnp7N69epDEpXy8nJWr15Nenp6iGqm\nlOpsTjrpJGbPnn1IopKbm8vs2bM56aSTQlQz1V25Zwx7XkT2iEijiDR5L6Gun1JK2aXLd/eKj4/n\n8ssv56VXXqFx5kxqhg0jJieHHs8+y5WXX058vL0Ph6uqiuW55y5m797e9Ou3nxtueJ2+fWtsjQmw\nd28MK1acR2VlLP37V3PzzWvo16/W9riVldEsXz6JiopY4uKquf32tbbHraiIYunSUygvjyE+voYZ\nMz6lf/86W2MClJf3Yv78iZSXRxEfX8ecOeuJi6u3PW5ZWU/mzh1PWVkUAwbUcf/9XxMf3+BI3Fmz\nRlJS0ouEhHoWLPieAQMabY1ZWtqD6dNTKSnpSUJCAw89lGVrzKFDhzJ//nxmzJpFXUYGe5OS6FdU\nRHRmJpkLFjB06FDbYrenI0+Q15YUS5iPSXkOGA48COSjz1tRSnUTXb4lBaxEpXHmTPY8+STlW7ey\n58knaZw50/YEBeC55y5m164USkvj2LUrheee+4ntMQFWrDiPHTsGU1LSnx07BrNixfmOxF2+fBLb\ntg2iuLgv27YN4pFHJtkec+nSU9i6NZGioj5s3ZrIkiWn2B4TYP78iWzZMoCCgt5s2TKAefOceY7H\n3Lnj2bw5jvz8GDZvjuO++5yZinjWrJFs2tSPPXui2bSpH7Nm2f8gyenTU9m4sQ+5uVFs3NiH3/3O\n/tnqhg4dSl1GBpvnzSNn/Xo2z5tHbUZGSBMUAOMeOB/IYnTgPBD23b1OB35hjHnCGPOKMeZV7yXU\nlVNKKbt0iyQFoGbYMJg8GaZNg8mTrXUH7N3bu8112+JWNn8ieGVlrCNxq/Y2HzRfUWF/3PLymDbX\n7Ysb1ea6XcrKevqsOxS3tPkNb0mJ/YP3S0p6trlul71JSc3+XuxNSnIkbltcyIHWFL8XTVKAsE9S\ncuju828rpbqlbpOkxOTkwKpV8PDDsGqVte6Afv32t7lul7j4fc3W+/evdiRuYkLzZ4bExdkfNz6+\nps11++LWtblul4SBzbvPDRjgTNykxKrm9Uiwv2tbQkJDm+t26VdU1OzvRb+iIkfitsV0YOC80e5e\nB4RpggJwJ7BQRNJCXA+llHJUt0hSysvL6bF4MUOmTCH+qKMYMmUKPRYvbnXWr2C64YbX+cHE/5I2\nLIf09DxuuOF122MC3DH1FU498UuGpeRzxBH53HzzGkfi/uHelZx64pcMGVzMyJGF3H77Wttjzpjx\nKROO3cqI1GzGHp3HjBmf2h4TYM6c9Zw8cRPpw3MYM6aMOXPWOxL3Dw9+waknfknqsALGjq3g/vu/\ndiTu8ofe4tQTv2T40FKOOWYvCxZ8b3vMhx7K4qSJOxmRms2E44t56KEs22Pm5uYSnZnJ2DlzGDZx\nImPnzCE6M7PVWb+UstnfgDOBHSJSJSJl3kuI66aUUrbp8gPnPbN4XXn55cQXF0NxsbX9sstYvXo1\nl9s8eL5v3xr+9bdfEhnRxJ9eucG2OL769atm3WvXsDNvJO9+4cw4GID4+P2se+0avvjuPLZmOzMT\nUv/+dfzt2QcYMfgL3t1wK5X7hzgSNy6unjUv3Up0rwre2bjQkZgA8fH1rHvtGkqrxvF1zm2OxR04\nsIZ1r11DTvmV5Fc6854aMKCR1/+2nITeb7Cj7A9UNxxlazzPLF7NBsknJ5O7YAGzZ89m/vz5IRub\nogPnOy7MB87fGeoKKKVUKHT5JGXXrl0tJiKeWb927drlyAB6pVTn9/nnn7eYiHhm/fr8889Dl6To\nE+c7LJyTFGPMylDXQSmlQqHLJykTJkxodV98fLwmKEqpAy6//PJW9w0dOjSkM3yZDrSk6JgUSzgn\nKQAiEglcBoxxb9oMvGaM6dbPSRGR4UBCqOuhlApYiTEmu71CXT5JUUqprkC7e3VcOCcpInIk8CaQ\nAmx1b54F5IjIRcaYHSGrXAiJyPCIiIitLpcrOtR1UUoFJiIiolZEjmovUdEkRSmlwoAxgScd/t5n\ni8itwAwgGfgKmGqM+aKVss8C12M9VNC7QpuNMc48tKcDOkvS0QGPADuAk40xZQAiMhB4wb3vohDW\nLZQSXC5X9AsvvMCYMWPaL62U6hS2bNnCtddeG43VCqpJilJKqZaJyM+ApcDNwOfANGCNiIwyxpS0\ncMjtwF1e6z2ATcDf7a5rNzUJrwQFwBhTKiJ3Ax+Hrlqdw5gxY9rs1q2UCl/dYgpipZQKdzY+zHEa\n8JQxZpUx5jtgClAN3NRSYWNMlTGmyLMAJwFxwHPBudLgC/OHOdYBfVvY3gew/2FFSikVIpqkKKVU\nGPDM7hXo0hYR6QlMBN7zbDPW3fm7wCl+Vu0m4F1jjDNPyO2AME9S/gmsEJEfyEEnA08Cr4W4bkop\nZRvt7qWUUmHAptm9EoBIoNBneyHQ7kNpRGQwcAHw84Aq5rBwHjiP1b1uJfAp0ODe1gMrQbkjVJVS\nSim7aZKilFJhoJPO7nUDUA68anegwxHOSYoxpgK4VERGAqPdm7cYY7aHsFpKKWU7TVKUUioMtDe7\nV8F731H0/tZm2xr317V32hKgCRjks30QUOBHtW4EVhljGv0oe4CIrAI+AP7t1BS6nSXp6ChjzDZg\nW6jroVRnkJaWxtlnn80zzzwT6qooG2mSopRSXUDyOaNJPmd0s21V3xfyxZS/tHqMMaZBRNYD5+Ae\n3yAi4l5/pK14InImcATw5w5Utx7rWR9/FpE8YC3wIbDWfTPerYnIQ8DvjTH73T+3yhjzO4eqpRy2\nc+dOFi1axLvvvsuePXvo1asX48eP56qrruLmm28mOrpzPCJm5cqV3HjjjURHR7Njxw4GDx7cbP+Z\nZ55JWVkZmzZtClpM68+U6uo0SbHRyGHb2V8be2B9cEIBfXtX8X3WSFvjjj9iPSWViQCIGI5I+Y6q\n6n4UlQ+xLWZERCNHp35KfaP1R7NHZD1Hp33C9tzjqW+MsS1uv9gC4vvmESHWg5djoyoZFL+d73N/\naFtMgEFxm2hoisF6VAT0j82md3Qhe8pOtDVuSvwHVNUOs1bEkNB3Aw1NfaisHmVj1CaG9H+dhqY4\nACKknuR+b1G6/5QD2+zQKzKP3r2+RcT6kr5HRBmJsasprv4p+DdrVZdiY3evh4Dn3MmKZwriWNyz\ndYnIAmCIMeZ6n+N+CXxmjNkSUKUAY8yv3OdOAX6INc3udOApEck3xgwN9JztxAu37l7HAz29flbd\nzBtvvMFVV11FdHQ0kydPZty4cdTX1/PRRx8xc+ZMvv32W5588slQV7OZuro6Fi5cyLJly5pt14RC\ndVTYJikVFRVERUU5GrOmpiag8nGxdVx/6TsH1q869/944Z+nU1pa6vc5YmICv8F3pZbzk9PXApA+\nZDupyTtY9r8/o7be/7iBXitAwvhtDB20B4DjR35IcflA1q0/Cms2U/8Eer0V5cKZF75Gzx7Wjeyp\nY19g885jA3qNIfDrjWhycf5Jjx9YP3XMw/z7q8tt/90OjClnQvrfrJ/7bGZgn8288dldtv9u0+K3\nMDTeuhdNiXuV/bUJbN51ImDf9Qo9OfWoF+gZab1/UuMeIr/8VEpLy9o5srmOXO/hqqysDPo5DeLP\nQPhDjmm3jDF/F5EE4AGsbl4bgfONMcXuIsnAMO9jRKQf8FOsQd2HoxzrTVQOVACNQHGbR3RAuCUp\nxpizWvpZdQ+7d+/m6quvJj09nffff5+kpKQD+2655RYefPBB3njjjaDEqq2tDVqLzHHHHcfTTz/N\nrFmzSE5ODso5VfemUxDbaHdeInX1B/PAhsZIduUmtXFEcGzLbv4lZG5RIrX19id0u/aktrluhyZX\nD/KKm8fJKjjC9rglFSnU1h+86Xa5IsgvHWF73IKy5t15yquGUFvfz/a4xRVjm60XVR6N3a0ZhkjK\n9h3dbFvpvk77QHPbmQ5MP+xPkgJgjHncGJNmjIkxxpxijPnSa9+NxpizfcrvNcb0McZ0qEO4iMwX\nkU+wEpSFQLT732RjTNBbDuyYglhEzhCR10QkT0RcInKJz/7eIvKoiOSISLWIbBaR3wRadxF5RkQO\neU6K+/zaIb8LWrRoEfv37+fPf/5zswTFY8SIEUydOvXAelNTEw8++CBHHnkk0dHRpKenM2fOHOrr\nmz9GJy0tjUsuuYS3336bE088kZiYGFasWHFg/wsvvMAJJ5xAbGwsAwcO5OqrryY3N9evOosIs2fP\nprGxkYULF7Zb3t86A/zhD39g2LBh9O7dm3POOYdvv/22xXNWVlZy5513Mnz4cKKjoxk5ciSLFy8+\n5LP817/+lRNOOIF+/frRv39/jjnmGB55pM3erSpENEmxUZMrku3ZB79N2JmTREOj/Y1X+SUJ7Ks+\neAO9PXtYG6WDZ2eeT5KSZ3+SApBVcDA5qG/oyZ6SoPYUaZEhgj0lRx5YLywfTkOj/f2D91Ynsb82\n/sB6vk/SYhcrKfFeH+dI3NKqYw787HL1oHzfGEfidkYBP8ixA93DHHQ31niW+4GfG2OmGWNeNcaU\n2xHMpuek9MZqdfotnn6fzT0MnAdcgzUr18PAoyJycYDVvx5oqRkyBpgc4LlUGPjnP//JiBEj+MEP\nfuBX+V/+8pfcd999nHDCCfzxj3/kzDPPZMGCBVx99dXNyokI3333Hddccw3nnXcejzzyCMcddxwA\n8+bN4/rrr+eoo47i4YcfZtq0abz33ntMmjSJvXv3+lWP9PR0Jk+ezNNPP01BQdvzbvhb59///vfc\ne++9HH/88SxZsoQRI0Zw3nnnUV3dvIdGTU0NP/zhD/nLX/7CDTfcwPLlyzn99NOZNWsW06dPP1Du\nnXfe4ZprrmHgwIEsXryYRYsWcdZZZ/HJJ5/4dY3KWWHb3StcbN09hLFHWt9EfLfbvjEhzQnbc4Zy\n3FHW+NNtDiUpFVXxlO/tT3y/SqprYygo9Z0wyB7ZBekHfs4rTsXlcuZtnVs8khFDvnbHtXec0UFC\nfulojkz5FID8UmeSlNqGePZWp9AvNo+GxmjKq+xvNQIo2zcWYyIQcVFefRRNpnMMFA0FY/x67skh\nx3RSx2ONQzkTmC4i9RwcPP+hMeb7YAcMdvctY8y/gH/BgckGfJ0CrDTGrHOv/0lEpgAnYT2gsU3u\nLnXiXvqKSK3X7kjgQqCo41egWlJYCFdcAfn5MHgwrF4NLTRm2Kaqqoq8vDwuu+wyv8pv2rSJVatW\ncfPNNx8YozJlyhQSExNZunQpa9euZdKkSQfK79ixgzVr1vCjH/3owLbs7Gzmzp3L/Pnzueuuuw5s\nv/zyyznuuON4/PHHufvuu/2qz5w5c1i1ahWLFi3i4YcfPqw6l5SUkJmZyU9+8hNeffXgLOf33HMP\n8+fPb3bOpUuXsmvXLjZu3MiIEdb/T7/+9a8ZPHgwS5YsYfr06aSkpPDmm2/Sv39/1qxZ49f1qNDS\nlhSbfb87GZfx/OxUkgLbc6zWhLLKvpRV2t8dyGPXnjT3v6k4Nbi5pq4PReVWQuTdqmK3/JIjaHJZ\nH6Fcx5KUg60nNXV9qdjv3HvK05pSvHcMhkhHYja6elNZbXXfK63qvl29uhpjzFfGmEeMMZcbYxKx\nbrjrgceAgAfid1KfAJeIyBAAETkLGAn4e3dUAZRhtdJ8jzVux7OUAM9gvV4qiK64Aj7+GHbutP69\n/OkbFWMAACAASURBVHJn43taLfr2PaSHX4vefPNNRIRp06Y12z59+nSMMYeMXUlPT2+WoAC8/PLL\nGGO48sorKS0tPbAkJSUxcuRIPvjgA7/rn56eznXXXceKFSsoLPR9RmxgdX7nnXdoaGho1rUN4M47\n7zzknP/4xz8444wz6N+/f7NrOOecc2hsbOTf//43AHFxcezfv1+TlDChLSk2q66NJrdgIJGRLqr2\n2zfLla/deYNpbIxge84wnJwJaWdeKhNGf+VYVy+PrIIjSIwrJNvBJKWhKYqi8lRioqrYVzPAsbjF\nlWk0NPZyJyvO/W6LKsZy5OB3KK4c237hICqpOoa43tu69XgUsO2J8yHhbnk4Hqsl5UzgdKAfsAmr\nRSWoQjRwfiqwAsgVa4q6JuDXxpiP/Tz+LKwP+PvAFVgJi0c9kGWM2XO4lVTN5ee3vW63fv2sLxWr\nqqr8Kp+VlUVERARHHnlks+2DBg0iLi6OrKysZtvT09PxtX37dlwu1yHnAKuLWK9evfytPmC1dDz/\n/PMsXLiwxdYUf+ucnZ0NcEi5hIQE4uPjm23btm0bX3/9NYmJiS1eQ1GR1ej429/+lpdeeokLL7yQ\nIUOGcN5553HVVVdx/vnnB3SNyhmapDhg6+4h9IhscjRmQ2NPsvIHsz3b/vEZ3vKLk9lfE0N2gTNd\nzDyyC0YwfNAuautj2y8cRLnFI4mN8u8/k2AxpgeFFSMdG4/iUVk9jNr6/hRXOhu3dN94kmv/Q13D\nQEfjdjbGdGB2r06apGDdcPcBvsJKSp4G1rmfrh50IUpSbgd+AFwMZGNNtfy4iOwxxrzvR/y1ACKS\nDuQYY1yHWyHVvsGDrVYU73Un9e3blyFDhvDNN98EdJy/0/y2NMuiy+UiIiKCf/3rX0REHNrBpk+f\nPgHVJT09nWuvvZYVK1Y06z7mK5hTE7tcLs4991zuuuuuFj+7o0ZZ0/QnJiayceNG1qxZw1tvvcVb\nb73Fs88+y/XXX8+zzz4btPqo4NAkxQFbdw0h0uEkBeCb7SPIKXBmXIiHy0Ty0cZTaGjs2X7hICqt\nTOTbXcc6GhOssSgxDicpALnF4ymucK7VyBLB1ryLaGjq7WjUmvpkckrPdTRmZ+SiA89J6bzPk7kW\nKynxb0TuYWovSfnoo4/4+OPmDRy+A3MDISLRwDzgMmPMW+7N34jI8cAMrNYRvxhjstznjAWGA718\n9gfvCXmK1autLl7eY1KcdvHFF/P000/z2WeftTt4PjU1FZfLxbZt2zjqqKMObC8qKqKiooLU1PZ7\nNRxxxBEYY0hLS2uxNaUj7rnnHl544QUWLVrU4Tp7/t22bRtpaWkHypWUlFBe3nyOjSOOOIJ9+/Zx\n1lntz9jdo0cPLrroIi666CLAmtZ5xYoV/P73vz8wnkV1Dp1iTIqIDBGR50WkxD1V41ciMiHU9QqW\norJ+5BfHt18wyL7dmY7LOP8r/m63nQ8WbI2wLcf5mZ/21cRTXOFsqxFAXsk4mlyBNcEHw56yExyP\nCVBY6d8sN12ZNXA+8KUzMsa84UlQRGSoiNja5NveLF6nnXYaM2fObLZMnnxYE2f1dC++3041EeD/\nuyKSKCL/BKqAzcB/fRYVRElJ8NFHsGOH9a+Tg+Y9Zs6cSWxsLL/61a8OdFPy9v/snXd4VMXawH+z\nIX1TKUkIgZhQFSygXKqoVAERgQsI0kTgk4sBJAgCiqi0ICCCVFFACVekCApKFxDUqyDSW0ghlZDe\nSZnvj02WbOpu2N0Uzu95zgMzZ2bembObs+c985agoCBtyNzevXsjpeTTTz/VabN06VKEENoH8bIY\nMGAAKpWKefPmlXg+Pt6w3FSgCZP82muvsW7dumKRvvSdc7du3ahVqxYrV67UaVeSCdngwYP57bff\nOHjwYLFzSUlJ5ObmlrqWVq00psRZWVkGrFDBHFT6TooQwhk4BRwBeqJxCGyCxjmwhlBZbzMVuTVX\n7sO01sqUq2AKhBAqYA6aLPPq/LoUYCkwvzqYNgkh7IHG3P9y+gghngDipZS3hRDHgU+EEG8BoWh8\nb0YCxb1+y+ZTwBmN6dgvaJJounH/+inUMHx8fAgMDGTo0KG0aNFCJ+P8qVOn2LFjB2PGjAHg8ccf\nZ9SoUaxfv56EhAS6dOnCH3/8wZYtWxgwYIBOZK+y5H388cfMmjWL4OBg+vfvj4ODA7du3eL7779n\nwoQJvP3222WOUdJO5ezZs/n666+5du0aLVveD1uv75zr1KmDv78/ixYtom/fvvTu3Zu///6bn3/+\nuZjvyfTp09m7dy99+/Zl9OjRtGnThrS0NM6fP8+uXbsICQnB1dWVN954g/j4eF544QUaNGhASEgI\nq1at4qmnnqJFi4c3xH1VpdKVFDTx8sOklG8UqgstrbGhXLp0iQYNGuDk5FTsXFJSEuHh4Tz2mHkd\ngRUUFKom+/bto3Xr1niUYIgeFRXF2bNn9XozaQoKkjka2qeKMh8Yi+b+X2Bn1Qn4AE1ix9nGFmiC\nDPJPA8fQRN+SaBQsgM3A68AQYCHwDeCK5nftXSnl+uJDlckLwMtSyr+EEHloHOYPCSGSgXcB46Qe\nV6hSvPTSS5w/f54lS5awd+9e1q5di5WVFS1btuSTTz5h/Pjx2rYbN27E19eXTZs28f333+Pu7s7s\n2bN5//33dcYUQpTqBzJjxgxtjpQPP/wQAC8vL3r16kW/fv1K7FN07KL4+voyYsQINm/eXOy8vnOe\nP38+tra2rF27ll9++YV27dpx8OBB+vTpozOmra0tJ06cYMGCBXz33Xd8/fXXODo60rRpUz788EPt\nM2BB5LE1a9aQmJiIu7s7r776KnPnzi13jQrmR5jgxm3YBIS4hCbWvBeauPkRwGop5ReltG8NnBk2\nbBhubuX7WyQlJXHo0CG6d++uo6iUVl8WdnbmdcqGkp3czEFlrBUervU+TGuF6rHeqKgo5s+fz+zZ\ns3UUldLqS+PatWuMHj0aoI2U8qzhs75PwT2v2YrXsWtsmBdv+s0ork3+0ijzMCZCiEjg/6SUe4vU\nv4zm/u9pJDmtgTMLFiwoMapRWQQHBzNr1iyo5GuXr4w8LqUMEUKEAsOklKfyHeovSSkr5w+6kin4\nbM+cOUPr1jXGOlxBocZz9uxZ2rRpA3rcW6vCTooP8Cb52/xoEl19JoTIklJ+/aCDOzk50b17d34+\nfJicmTPJatgQ67Awai1aRC8DFJSKkppqz86dr5Ka6ohancygQduwt08zqcwCuYGBA0lJUePgkMqw\nYTtQqyvuCKovKSl2bNrUl+Rkexwd0xg9+gccHDJMKjM52Zb163uQlGSHk1M648cfwNExs/yOD0hS\nkg0rV3YhMdEOZ+d0/PyOm0VuYqI1S5e2JyHBFheXDPz9f8PJyfS2tAkJVixY0IaEBGtcXLKYPfsM\nzs73TCozPt6SDz5oRXy8Na6uWcybdwEXl2yTyfPw8GD27Nl88PHH3Js+nWR3dxyjo7FasoQP5szR\nS0ExFRXJIF+FM867AldLqL+af86oVFJ0L2NxDWgGhKCJhjZBCBEC/B9g5gC5CgoKCuajKjjOq4Az\nUsr38hN8bUATjvL/jCXAycmJnJkzubNhA0k3bnBnwwZyZs40uYICsHPnq4SHe5OY6Ep4uDc7drxq\ncpkAgYEDCQvzIiHBhbAwLwIDB5lF7qZNfQkO9iQuzpngYE82bXrJ5DLXr+9BUJAHd+86ERTkwfr1\n5ol3vnJlF27ccCM21oEbN9z47LPybX+NwdKl7bl2rS537qi5dq0un3zS3ixyFyxow5UrrkRH23Pl\niivz57cxucwPPmjFpUvOREXZcumSM3Pnmj5XioeHB/emT+dqQACR585xNSCAe9OnV6qCAjXLcR7N\nw/akEuon5Z8zKuU5zpd2VBFWAAVfvnnAi2hCGvsBsyprUgoKCgqmpirspERRPMPwFaDMPK/Hjx/H\n2tpap65Zs2Y0b15yDoeshg1h5EiYOhWWL9eUb9x4gGnrR2qqY5llU5GWpmsBkJJiWJzzipKerhtx\nKjnZ9OFqk5LsyiybisREuzLLppNro1NOSDCPGVVyku5b+YQE61JaGo/4eOsyy6Yi2d1d536R7O5e\natuDBw9y6NAhnbrU1FQTzMrwPClVOODAO8A+IUQ34Lf8uvZozH57G1tYdd5JkVJ+U+j/Z4QQjYDm\naHw571bezBQUFBRMS1VQUk6h2couTDPKcZ7v0qWLXj4pBViHhcGWLbB8OWzZgvW4cYbPtAKo1ckk\nJrrqlM2Bo2MKcXH3k985OJjioak4tV2SiIm5H3XD0dH0pm1OTuncveukUzYHzs7pxMY66JTNgYtL\nOjExDoXKpjWnK6BO7VQiIu+H0nZxMb2JmatrFlFRtjplc+AYHU1kofuFo7s7FIrTX5gePXrQo0cP\nnbpCPikKJSClPC6EaAr8B80DN8AuNP4oShb1QgghOkkpfy0oSynTgSrjX6SgoKBgKqqCkrIcOCWE\neBfYjibM4huA0bSIpKQkai1aRL0Cn5Rx46i1aBFJ3bqZ3ORr0KBt/HaiFzGxdciRuQwatM2k8gp4\nY8w37PuhF2ER9VHVymXYsB1mkTv7nfV8vmYwwbcbYmObzejRP5hc5vjxB/jv1n+RlGSPpTW8Plbv\nPGkPhJ/fcb75qhl37rpSy9oKP7/jZpE7851jrF/TmPAoT2zta+Hv/1v5nYxAwIJdzPuwI2GR3jg4\nqpg9+4zJZc6bd4FF8z2Ij7fCwcmK9943/e5nVFQUVkuW0PyddzQ+Ke7uWC1ZQlQl+6TUsIzz5Csj\nRo/iVYY8c4kyNkeFEBHANuAbKeXlyp6QgoKCgjmodCUlP6ziK8Ai4D0gGJgspfyvMcYviOLVq3t3\nnG7c0Jp4JXXrZnB0r4pgb5/G/m1jsLDIY8lX5YfxMxYODmmc3DuMK8GN+P7oc2aT6+ycwsm9w/jl\nTEf+uf64WWQ6Omby9do5tHjkAjuPvUZcknmybzk6ZrL/2zext0nm26PvmEUmgLNzJif3DiMqvimn\nL40ym1xXl3RO7h3GtfA+3IrpZhaZLi7Z7Pj6E7xqH+Vs8HSSM3xNKq8gipeOk7y3N1Fz5hgU3csU\nVHfHeSGE3jcEY2dRr87mXkB9YCjwKjBTCHEe2Apsk1KGV+rMFBQUFExIpSspAFLK/cB+U4wdHh5e\noiJSEPUrPDzcLA70CgoKVZ+zZ8+WqIgURP2q1DwpFXCErzrP2QCcQ5NPpDzNSQIWxhRcnZWUfL+T\nVcCq/LDDw4BRwEIhxAkp5QuVOkEFBQUFE1EllBRTUlaiRicnJ0VBUVBQ0FKWAuLh4VFpCgoAsgLm\nW1XjObsAwxKVGJHqrKQURkoZLIRYhCYC2kdocospKCgo1EhqvJKioKCgUBOQFYjuVZUyzkspywyG\nYmLZ1V5JEUJ0BIYDgwAbYA+ajPMKCgoKNZKqkCdFQUFBQeEhQAhxQgjhXKjcTwhhnhja1RQhxEIh\nRDBwFGgITAbcpZQjpJQ/V+7sFBQUFEyHoqQoKCgoVANkBQ99EEL8RwgRLITIEEL8LoR4ppz2VkKI\n+UKIECFEphDilhBitB6iOgGFkyl9w/1EhSalmiZyBHgWWAJ4Sin7Sim35YchVlBQUKjRKEqKgoKC\nQjWgIASxoUd5CCGGAEuBucBTaPwdDggh6pTR7TvgeWAM0BRN5KlrFViWWezRqnPGeSllRynlaiVx\no0JRGjRowPjx480u98iRI6hUKk6fPm122Q/Ca6+9RpMmTbTl3NxcVCoVCxYsqMRZVT5ffPEFKpWK\nyMiql6JKUVIUFBQUqgOm20qZCqyTUm6RUl4F/g9IB14vqbEQohfQGegtpTwmpQyTUv4hpTRPwp4K\nUJ2VFAAhxAghxCkhRGR+xnmEEFOEEC9X9twUjM/mzZtRqVQlHrNmzdK2U6lUCFE5fmeGyA0ODmbi\nxIk0bdoUOzs77O3teeyxx3jrrbe4ePGiCWepixCi2LxLqjM2W7duZeXKlXq3b9CgASqVimnTphU7\nV6Ag7t2712jzM8c1qCiK47yCgoJCNcAUyRyFEJZAG0D7KlFKKYUQh4H2pXR7CfgLmCGEGAGkAXuB\n96SUmXpMq6cQIin//yqgqxCipe68pfF+ganejvNCiDeBD4FP0SS/LAjPnAhMQeNAr1DDEELw0Ucf\n4e3trVPfsuX9P5WgoCAsLIwardvo7Nmzh2HDhmFtbc3w4cN5/PHHEUJw9epVdu3axdq1awkNDaV+\n/fpmn5uFhQUZGRlYWlqaVM4333xDUFAQb731ll7tC5SGdevWMWPGDOrVq1fs/MOCoqQoKCgoPLzU\nQfPQG1OkPgZoVkofHzQ7KZlA//wx1gCuwFg9ZG4uUl5XpGz0PCnVnLeAcVLK74UQMwvV/wV8Uklz\nUjADvXr1onXr1qWeN/XD9YNy48YNhg8fTpMmTTh06BB169bVOR8QEMCqVatQqco26snIyMDW1jTx\nNaysrMpvVAm0bNmSK1euEBAQwCef6P6ZV5UXKOZAMfdSUFBQqA7I+wkd9T1MlCdFBeQBw6SUf+VH\nmHobGCWEsC5zCVKq9DiMrqBUc3OvR4C/S6jPAuzNPBeFKkRhnxQpJc8++yzu7u7Ex8dr22RlZfHo\no4/SrFkzMjPvb3RGREQwevRo3N3dsbGxoVWrVmzeXPT9Ady+fZt+/fqhVqtxc3PD39+fe/fu6fX3\nsWjRIjIyMti0aVMxBQU05mp+fn64u7tr61577TVcXFy4efMmL774Io6OjowaNQqA48eP8+9//5uG\nDRtiY2NDo0aN8Pf3Jysrq9jYO3fupGXLltja2vLEE0+UaB5Vmk+KPtemwOxq9+7dfPTRRzRo0AA7\nOzu6d+9OcHCwtl3nzp05cOAAN2/e1JrsNW3atNxr5+vry/Dhw1m7di2xsbHltj9z5gw9e/bE0dER\nBwcHunfvzp9//lms3YULF3juueews7OjYcOGLFy4sNTPct++fXTu3Bm1Wo2TkxP9+vXj6tWrOm2i\noqIYNWoUDRo0wMbGhvr16/PKK68QHh5e7pz1QdlJMSklJVfWJ+GyMeTqMxdjyyxp/MqQa65r/DB9\ntqXVV8Zni4nlVk3Ky5OSeuofUk9f0KnLSy/X+uoukAu4Fal3A6JL6RMFREgpUwvVXUHzoTQAgsoT\nWhlUIaXDUIKBJ4GieWZ6obnuCjWUpKQk4uLidOpq166t/X9hsx8hBJs2beKJJ55g4sSJ/Pe//wVg\nzpw53Lhxg5MnT2JjYwNAdHQ0bdu2xcrKCj8/P2rXrs3+/fsZM2YMaWlpTJw4EYD09HSef/55oqOj\nmTx5Mm5ubmzZsoXDhw/rZXK0b98+mjdvzpNPPqn3moUQZGdn07NnT55//nmWLVuGvb1GF9++fTtZ\nWVlMmjQJV1dXfv/9d1asWEFUVBRbt27VjvHTTz8xZMgQWrVqxaJFi7h79y4jR46kQYMG5crX99oU\n8PHHH2NpacmMGTOIj48nICCAkSNHcvLkSQDmzp2Lv78/d+7cYenSpUgpcXBw0OtazJkzh2+++YbF\nixcX200pzPnz5+nSpQuurq7MmjULlUrF2rVr6dKlC7/++qt2Ny4qKornn38elUrF7NmzsbGxYd26\nddjZ2RUbc9OmTYwdO5Y+ffoQEBBAWloaq1evpnPnzvz999/aa9m/f39u3ryJn58fDRs2JCYmhoMH\nDxIeHq7X9S6PaqukJCUlUauWeaefkZFhUPsubW9jY52DSpWDEHm0bn6G3FwVR39vqPcYFdniHND9\nAvFJmn5WtVLo0voXzl/z4GZYWcF6dDF0rRaqXAb3+o2kFM2X3cEmkh7/Cmb34bZk3tN/O9XQ9brX\nuUubFlexrKV5GKvreJEmninsO9nJoHEMXW9L38vY26YhyALyaFjnKBYWufx1ufSt+aJU5LNt3+oY\nqRmaG5yKZJrW30H4nUbcjvHRewxD1ypEHp0f30lqhia9RS1VGI81WMv/rrxI5j213uMYul4Huxia\nex1HJe9p+lv8RZ06B/nz2mCDxjF0vcYgMTHR+INKoAwlRd3hSdQddB8GsoIjiJi1uvQhpcwWQpwB\nuqLxK0Fonj66Ap+V0u0UMEgIYVcoFG4zNLsrxnl9ZmSqs08KsAz4XAhhg0YRbCuEeBVNIsc3KnVm\nCiZDSknXrl116oQQ5ObmltrHx8eHgIAAJk2axMCBA/H09GT58uX4+/vTrl07bbuZM2diYWHBuXPn\ncHJyAmDChAkMHjyY999/n3HjxmFpacmaNWsIDg5m9+7d9OvXD4Bx48bp+MWURkJCAnfu3KFLly7F\nziUlJZGTk6Mtq9VqrK3vb8JmZGQwYsQIPvjgA51+y5Yt02n3xhtv8MgjjzB37lw++eQTPDw00cxn\nzJiBp6cnp06d0j6Ad+rUiRdffJHGjRuXOW99r00BOTk5/O9//9P6Bjk6OuLv78/169dp2rQp3bp1\nw8PDg/T0dF599dVyr1thfH19GTZsGGvXrmXGjBkl7kYBzJ49Gyklp06dwsvLC9DsSDVr1owZM2Zw\n6NAhABYsWEBiYiJnzpzhiSeeAGDkyJHFrklKSgpTpkxh4sSJOg7/I0eOpFmzZixatIhVq1YRFxfH\nn3/+yaeffoqfn5/ONTQWirmXCbl124l+L9zCUX0PtV0O/bsFERzuaHK5sfH29H1OsyXn6xVPm8fC\nCYlwManM3DwLpBS0e+ImAG0eC8bGKtsgBaUiRN+tja9XBI29IgB4ts05klP1f3CuKBGxHrRr9RdO\n6hQsa+XwbOvTxMTVK7/jA5KQXJv2LU8A4OYazaOP/EN03IO/rSgLKVXk5FryqPcfAPjWv4CdTYpB\nCkpFSEmvR23HUDzraF4Wt2h4jMx7+r2BqokYauqlNfkqn2XAOCHESCFEc2AtYAdsAm0ywcK2DoFA\nHPCVEKKFEOJZIADYKKUsbndRBajO5l5Syi+AGcDHaD6XQOBNYLKU8r+VObeaSMy9e3Q6exbf33+n\n09mz3Ll3r1LmIYRgzZo1HD58WHsUPGyWxZtvvkm3bt2YOHEio0aNokWLFnz44Yfa81JKdu/ezcsv\nv0xOTg5xcXHao0ePHiQkJHDu3DlAsyPh5eWlVVBA87Jp3Lhx5c4jOTkZ0CggRenUqRN169bVHuvW\nFXVLg//7v/8rVldYQUlPTycuLo4OHTogpdTOOTw8nIsXLzJmzBidHYKePXuWa2ZlyLUpYOzYsTrB\nCzp37oyUklu3bpUpS1/ee+89srKyCAgIKPF8Tk4Ohw8fZuDAgVoFBaB+/foMHTqU48ePa1/U/fTT\nT3Ts2FGroADUrVu3mPL0888/k5KSwtChQ3WugYWFBc888wzHjh0DwN7eHktLS44dO0ZSUhKmoNru\npFQHbkc5kJhsjbOj5nc7Jc2SkAgnk8u9HOTGy10va8vXQ+qQk2t6P9RrIfV51DdCp2x6BDdvN+CJ\npje1NTdvm/ahHSAh2ZnEFEecHTQ34qx7VkTEmj4nXViRHZOou15k55je8S8itgk+9e+Higy/06SM\n1sZCEB3fDN/6f2hrouKbm0FuFaUiPiZ6tJdSbs/PifIhGjOvc0BPKWWBIbQ74FWofZoQojuwEvgT\njcLyLfCegbMzG9V8JwUp5VZgqxDCDlBLKe9U9pxqKgMvXuRU/gP2rcxMBly8yK9lOK+bkmeeeaZM\nx/nS+OKLL2jcuDHx8fH88ccfOs7h0dHRpKSksHr1aj7//PNifYUQ3Lmj+XqFhoaWuPPQrFlpMTXu\nU2DSlJqaWuzcxo0bSU1NJTIyUutvUhhra2sdP5UCQkNDee+999i3bx8JCQk6cy54SA4N1VhFljbv\nK1dKt5A05NoUUFgxAHBx0bwQLjy/B6Fx48ba3ZR33nmn2PmYmBiysrJKVMBatGhBbm4u4eHhNGnS\nhLCwMJ577rli7Yp+njdv3kRKSefOnYu1FULg6uoKgI2NDQsWLGDmzJnUq1eP9u3b07dvX0aOHFks\nIllFUZQUkyK4eKM2ndpoEuRculHH4BCiFSEu0Z6YODVutTU3h8tBRc3NTcP1EA/yJKjyl3g12Dwh\nBW+G3VdSUtNtibpbu5wexkAQHOHNU83PAxAa7UVenukVwfRMNbEJbtR1icmXq7+Z14MQGedLXp4K\nlSoPgPDY8h3/jEFUXAutknIv25a4JP1NJRX0R0q5GijRLkxKOaaEuutAT0NkCCH8gPVSykwhREPg\ntqxKmkA1IN+8Tsk2b0KiiuycFC1XB44ePUp2djZCCC5evMjTTz+tPZeXp7mHjxo1itdee63E/oXf\ntFcUV1dX6tatW2IelLZt2wKaEMol3QIKfGcKk5ubS7du3UhJSWHWrFk0a9YMOzs7wsLCeP3117Xr\nehAqcm1KCwFtzFvbnDlzCAwMZMmSJfTsadBtt0Lk5eUhhGDbtm3UqVPcTaCwudu0adN45ZVX+P77\n7zlw4ABz5sxh4cKFHD9+XC+zwPJQlBQTc+F6Ha2ScvG6OR6eNVy+WU+rpFy9ZXozJIC0DBsiYlzx\nco/nboID8UnmMc0JjqhPTq6KWhZ5+bso5nGqDo5spFVSgiMamUUmQFjMI2ZXUrJzbIhJaIhH7RDS\nMhxJTDXPdyo2yZucXCtqWdwjOqEp8iGOTGuKPClmZhnwXzShi4MBD8AsOwLVbSdFCPE3eu6bSSkr\n5zV/DcXDyopbhaJgeVTRELWlERERwdSpU+nduzdSSqZOnUqPHj20eUjc3d2xt7cnLy+PF154ocyx\nGjVqxM2bN4vVF43wVBp9+vRh8+bNnDt3ziDn+ZI4d+4cQUFBbNu2jSFDhmjrf/7552JzBk3446Jc\nu3atTBmGXBtDeNC8Jk2aNOHVV19lzZo1PPXUUzrn3NzcsLa2LnFtV65cwcLCQuvA3rBhwxKvS9HP\n09fXF4B69eqVuPNSFB8fH95++23efvttbty4wRNPPMGyZcv48ssv9V1iqSg+KSbm2i1X7mWryEzU\nKAAAIABJREFUyMkVXAkyo5KSv3sSFulMSlrxtxKm4lr+7sm1ENObPhWQnWNJWJRma/hGmOlNvQqI\niPUg654VeXmCkEjzveEPjdLcQOKTapOabnrzwQIiYjUmXuF3m2AuRTBPWhKToNm2f6hNvQowfrZ5\ncxIJDMzPmC6ABkKIhiUdphBezfxRvkeTpFGfQ8GI7GrZko6OjvjY2NDR0ZFdRngbbE7eeOMNVCoV\nGzduZMOGDQghGDv2fvoiCwsLXnnlFbZv316i6dPdu3e1/+/duze3b99mz577X7O0tDS++OILveYy\nY8YMbGxsGDNmTIlhdA3Z/SjYsSjcR0rJihUrdJSABg0a0LJlSzZt2kRaWpq2/qeffuL69evlytD3\n2oD+yoe9vf0DB1N57733yMzMZMmSJTpya9WqRffu3dm1a5dO2N+oqCi+/fZbnnvuOW3Qmt69e3Pq\n1Ckdv5qYmBhtJLgCXnzxRdRqNfPnzy8xUEPBdcjIyCgW/tnHxwe1Wl1iWOiKoOykmJjsHAuu3XKl\nVq08Mu+Z73KHRriQnmHJJTOZehVwLaQ+3dpf1Cor5uJGmBcN3aMJjTSfcpSXZ0FolBdquzQy75km\n0VRJ3E2qR1qGPaEGRPQyBuGxTXi6+SGtsmIuouKb41H7KjEJ5pVb1agBOykfo/FjWYVGhSoexF+j\nvBg9mWN120mRUs6rNOEPOfWsrCrNB6UwFfn+bdiwgYMHD7J161bc3DS//Z9++imjR49mw4YNWof3\ngIAATpw4Qdu2bRk3bhwtWrQgPj6ev/76i5MnTxIdrYk+PmHCBFavXs2wYcOYPHky7u7ubN68GUdH\n/QIANWvWjG+++UYbaaog43xeXh63bt1i27ZtOm/6y+Kxxx7jkUceYcqUKYSGhqJWq9mxY4fWQb8w\nixYtol+/fnTs2JHRo0cTGxvL6tWreeyxx8p9eNb32oD+n1GbNm3YtWsX06dPp02bNjg6OtK7d2+9\n+hbQpEkThg4dytatW4spR/Pnz+fYsWN06NCBiRMnarPV5+bmsnjxYm27GTNmEBgYSPfu3fHz88PG\nxob169fj4+PD+fPnte2cnJxYtWoVr7/+Oq1bt2bo0KHUqVOH0NBQ9u3bpw0NffnyZXr16sXgwYN5\n9NFHsbCwYMeOHcTFxRkcyaw0FCXFDFy4XodatR7cXtIQ8qSKK7fqcfmmeZWUmDgnIu84Exalf7hj\nY3DzdgN8G0SQnWPeDLy3Ir1R26aV39CoCMKifQiL9jWr1NQMV+KSPIiO9zar3Oj4ZtxN8iY7x3yK\nYJXERI7z5kJKuV4IsQ1oBJwHuqFxujeHbKMrKUKIzsB0oA0a07X+Usq9hc5/BRT1Cv5ZSmnY04lm\nLGdgEOALLJFSxgshWgMxUsqIsnsrVEf0eUsvhNC2CwsLw9/fnwEDBjB06FBtm5EjR7Jz506mT59O\nr1698PLywt3dnT///JN58+axa9cuoqOjqV27Ni1bttR5qLW3t+fYsWNMmjSJzz77DLVazYgRI+ja\ntSt9+vTRax2vvPIK58+fZ9myZRw4cIAvv/wSIQSNGjWif//+TJgwgccee6zctVtaWvLjjz/i5+fH\nggULsLOzY+DAgYwfP75YcIHevXvz7bff8v777/Puu+/StGlTtmzZwvbt2/nf//5X6jUE9L42pc2z\npPpJkyZx4cIFvvzyS5YtW4avr2+ZSkrRORXw3nvv8e233xbbgWrVqhUnTpzg3Xff1SambNeuHdu3\nb9cxD/P09OTYsWP4+fmxcOFC6tSpw3/+8x9q167NhAkTdMYcMWIEXl5eLFq0iICAALKzs/H09KRz\n586MHDkS0JjWDR06lCNHjvD1119Tq1YtWrRowc6dO+nbt2+p6zMEUQW2tQ0i/8Z8pk+fPjpJjcxB\nSQlv9MFJnYWFRZ42d4khVCSXRgGN6scTGulCRUxzKrpWAC/3u9yOrpiS8iDr9ax3h4g7FfOVqOh6\nbawysbXOICHF8BDPD7LWei6RxCa4Iytgsfkgn20dp9vcTfIqv2EJPMh6XR1CiU+pmN/Pg6y3oty8\neZMpU6YAtJFSnn2QsQruee7z3sLa29OgvlkhEUTPXWmUeRgTIcQo4L+mDllccO38/f2LReEpj9u3\nbxckUCvx2gkhegEdgDPALuCVEpSUesBo7t+Es6SUBsXqFEI8DhwGkgBvoJmU8pYQ4mOgoZRypEEL\nqyEUfLZnzpypUAQsBQWFyuHs2bO0adMG9PhdUnZSzEBSqnX5jUxAaKRrpcitqILyoFRUQXkQMu/Z\nkHnPfD4/BdxJMK85XQEVVVAelIoqKApVEynlZgAhRBugRX715aqkSJWHlPJn4GfQJsAsiaxCoZwr\nyjJgk5TyHSFESqH6/WhypigoKCjUSBQlRUFBQaE6UM3NvQojhKiHJtLXc0CBR6mzEOIYMNQID/Y6\nVKJPynNCiBggATgKzJFSxhs4xjPAhBLqI9DksFFQUFCokdT46F5BQUElJhMCTZKhoKAgM89IQUGh\nqnLkyBFiYmJKPBcTE8ORI0fMPKNCGBrZq2pG+CpgJeAAPCaldJVSugItAUfgM2MLq6SM8z8BI4EX\ngHeALsD+MnZdSiMLzXUpSlPAqMqcgoKCQlWixu+kuLm5cfr0aTp06IBardbWp6amausVFBQUAFq2\nbMmKFSuYPHmyNjoOaBSUgvrKQ4DB0bqqVHSvwvQCukkptXE+pZSXhRD/AQ6aQmBZSsfZs2f5+++/\ndeoyMjIeVN72QsVLQogLQBCa3aNjBgy1F3hfCDG4YOj8MM2LgZ0PNEkFBQWFKkyNV1LUajUdOnTg\n5O+/kztzJvcaNcIqNBSLRYvoXERxMQXp6Q4cPDie9HQn7OyS6NlzPba2KeV3fEDS0tT8+ONo0tIc\nsbdP5qWXNmFnV/KOkjFJTbVn585XSU11RK1OZtCgbdjbmzb6VWqqPYGBA0lJUePgkMqwYTtQq02f\nlDklxY5Nm/qSnGyPo2Mao0f/gIPDgz3Y6ENysi3r1/cgKckOJ6d0xo8/gKNjZvkdH5CkJBtWruxC\nYqIdzs7p+PkdN7ncxERrli5tT0KCLS4uGfj7/4aTk+l8rd3c3Jg8eTKfrFjBvXfeIc3DA/uoKKxX\nrGBaEcXF7Egw+OV+1d1JUQHZJdRnY4Id/vJ2Rp566qliSdLCw8NZvny5MecQLIS4CzTGMCVlGrAD\nTeJLW+A4GjOv34DZRpuggoKCQhWjxpt7gUZRyZ05k/ivviL11i3iv/qK3JkzTa6gABw8OJ7o6MYk\nJ9clOroxBw6MN7lMgH0/jiYy0oekpDpERvrwww+jzSJ39+6hhId7k5joSni4Nzt2GCdWdlkEBg4k\nLMyLhAQXwsK8CAwcZHKZAJs29SU42JO4OGeCgz3ZtOkls8hdv747QUEe3L3rRFCQB+vX9zSL3FWr\nOnPjhhuxsQ7cuOHGZ591MbnMpUvbc+1aXe7cUXPtWl0++aS9yWW6ublx7513CFq6lOjz5wlaupSs\nd96pXAUFapq511FghRBCGwFCCOEJLAeMblNXSeZeOgghGgC1gSgD554kpewO9AX80OSZ6S2l7CKl\nNHf8cwUFBQWz8VAoKQD3GjWCkSNh6lQYOVJTNgPpRTKCFy2bTq6DTjktTb/kSw9KZoZuuNfUVNPL\nTUlRl1k2FcnJ9mWWTSY3SfcaJyWZJ8RuSrKVTjkx0fRyExJsyyybijQPD537RZqH+ZKEPiRMQuNn\nESKECBJCBAHB+XVvVerM9EQIYS+EeEII8WR+lU9+2Sv/XIAQ4l9CiEZCiK5osshfBw5URJ6U8pSU\ncrWUMkBKebiE+VwQQlRO+D0FBQUFE/DQKClWoaGwZQssXw5btmjKZsDOLqnMsqlwcNCVY29fPCur\nKXBxTtQpq9Wml+vgkFpm2VQ4OqaVWTYVTs66cpycTG/aBlDbVddM0dnZ9HJdXDLKLJsK+6gonfuF\nfZRBL79Ng0Tjk2LQUdmTLhkp5W2gNdAH+DT/6C2lbC2lDDeBPFPspDwN/I0mT4oElgJngXlALvA4\nsAe4BmwA/gSelVKWZOZmDLwB82azVVBQUDAhNd4nBTRO8haLFuFa4JMyZgwWixaR2q6dyU2+evZc\nz5ULQ7kTW5fM7Cx69lxvUnkFDBm8nlMnBhMa7oEUWbz00iazyJ3m9xmbtowhKLQBllaZDBq0zeQy\nhw3bwU8/9iAlxQFhkcO/B+8xuUyA0aN/YN+edsTedQULC0aP/sEscif95we2Bz7N7cj6WNkIxo+v\n0ItZg5n33laWLutJaEQj7Ozz8PM7bnKZ/v6/sWZVcxITbbC1VzFlqunTaMTExGC9YgW+BT4p06Zh\nHRBATBXwSRE1xycFqdECDuUfppZl9BDEUsrjlP2ir5dBAhUUFBQUdKjxSkpBFK/OHTqg/usv+Osv\nTX27diVG/TI2trYp7Ns6mlq18nh3aWeTySmK2j6Fk3uH8c9VD77e28Zscp0ckzm5dxj7TjzJH+eb\nmkWmWp3OxpUzeKr5dTbufok78eZJYungkMGPgRNwsEtlzY43zCITwNExg5N7hxEW/Qg///6K2eS6\nOKdxcu8w/r7+PJdCOppFppNTFoEbF9DE8zTHzo03eVLHgihe0yZPxs3ZGTIywNmZmMmTS4z6ZXaq\nsNJR1TG2j4mCgoKCgmmp8eZeMTExJSoiBVG/SsuJoKCg8PBx8eLFEhWRgqhfFy9erKSZUQFTr4qE\nLK6ZVAXHeQUFBQUFw6jxOym+vr6lnlOr1WaJ8KWgoFA96Nq1a6nn3NzcKj/Cl4KCgoKCwkNCjd9J\nUVBQUKgR1KwQxGZF2UlRqIk0aNCA8ePNk9agMEeOHEGlUnH69GmzywZwd3dn4sSJlSLb3LRr147e\nvXtX9jQqDUVJUVBQUKgO1DAlRQihEkI0FUJ0EkI8W/gwtqyHREmJpeQEmQrVjM2bN6NSqUo8Zs2a\npW2nUqkQonJMOsuT27t3b9RqNRkZpUdkHDJkCHZ2diQlGRb1tLLWfODAAVQqFRYWFly+fLnY+aFD\nh1K3bl2jyqystVYVary5l4KCgkKNoCJKRxV9zhZCtAMCgUZA0V9hCVgYU54pontVQeqihCCuMQgh\n+Oijj/D29tapb9mypfb/QUFBWFgY9U/FaLz22mscOHCAPXv2MHTo0GLn09LS+PHHH+nTpw9OTubJ\nH2dM5s2bx7fffqtTJ4R46JUKY6MoKQoKCgrVgoo4wuvXXgjxH8AfcAf+Ad6SUv5ZStsuwLEi1RLw\nkFLe0XNia4G/0ORJicIM6lQ1VDoUHnJ69epF69atSz1vaVl1ddL+/ftjZ2dHYGBgiUrKrl27yMzM\nZPjw4ZUwuwfjySefZOfOnVy+fJlHH320sqdTo9Hb3EsIUd+UE1FQUFBQKB0hK3aUO64QQ9AkIpwL\nPIVGSTkghKhTRjcJNEGj1LhjmIJCft9ZUsorUspEKWVS4cOAcfTiITH3UnjIKOyTIqXk2Wefxd3d\nnfj4eG2brKwsHn30UZo1a0ZmZqa2PiIigtGjR+Pu7o6NjQ2tWrVi8+bNxWTcvn2bfv36oVarcXNz\nw9/fn3v37pX792FnZ0f//v05ePAgCQkJxc4HBgbi5OREnz59tHULFy6kQ4cO1K5dGzs7O/71r3+x\nd+/ecq/DzJkzsbW1LVa/du1aVCoVd+7o3pp++OEHOnbsiFqtxtnZmf79+3P9+vVy5YBmt2Tq1KnY\n29vz4Ycf6tVnxYoVtGjRAhsbGxo0aMCUKVNITS2edHrVqlX4+PhgZ2dHhw4d+OOPP0ocLzMzk9mz\nZ+Pr64uNjQ3e3t7MmTOH7Gxda8/9+/fTsWNHnJ2dcXBwoEWLFsybN0+vOVcVDPFJuSSEGGaymSgo\nKCgoVAZTgXVSyi1SyqvA/wHpwOvl9IuVUt4pOAyU+QfQuAJzVVB4aEhKSiIuLk7nKExh0yIhBJs2\nbSItLU3HqXzOnDncuHGDzZs3Y2NjA0B0dDRt27bl+PHj+Pn5sWLFCnx8fBgzZgyrV6/W9k1PT+f5\n55/n6NGjTJ48mdmzZ/PLL7/w7rvv6mXWNHz4cO7du8d3332nU3/37l2OHDnCoEGDdHaDVqxYwTPP\nPMP8+fNZuHAheXl5DBgwgKNHj5YppzQzq5Lqv/jiC15++WXq1q1LQEAAs2bN4u+//6ZTp05ERUWV\nuyYAV1dX3nrrLXbs2MGVK1fKbDtz5kymTp2Kr68vy5Yto3///qxatYrevXvrKHqff/45fn5+eHt7\ns2TJEtq2bUufPn2Ijo7WGS8vL48XX3yRVatWMWjQIFatWkWfPn1YvHgxo0aN0rY7d+4c/fv3B2D+\n/PksW7aMvn37Vlqwg4piiLnXbGCdEOIVYIKUMr68DgoKCgoKRsIEPilCCEugDbBA20VKKYQ4DLQv\nqytwTghhA1wEPpBSGvLrtxJYKoRwBy5QxOFbSnnegLHK5SHxSVEwAjGpMQzcPpCo1Cg81B7sGrKL\nevb1zD4PKWWxkOhCCHJzc0vt4+PjQ0BAAJMmTWLgwIF4enqyfPly/P39adeunbbdzJkzsbCw4Ny5\nc1p/kAkTJjB48GDef/99xo0bh6WlJWvWrCE4OJjdu3fTr18/AMaNG6fjF1MW3bt3p169egQGBupE\nIfv222/Jzc0tZuoVGhqKtbW1tjxx4kRatWrF8uXLeeGFF/SSWRZJSUm8/fbbTJ48meXLl2vrX3vt\nNZo3b87ixYv59NNPyxyj4L7w9ttvs3LlSj788EO2bdtWYtvIyEiWLl3Kyy+/zO7du7X1Pj4+TJ8+\nne3btzNkyBCysrJ4//33ad++PYcPH0al0uwfNG7cGD8/P1q0aKHt++WXX3Lq1Cl+++032rS5n6i7\nWbNmTJ06lXfeeYcnn3ySAwcOkJeXx6FDh7CzszP8YlUR9N5JkVKuBh4HagOXhRAvmWxWCgoKCgrm\noA4aJ/WiWW1j0JhxlUQUMAEYCAwAbgO/CCGeNEDuTqAF8CXwJ3AO+LvQv0ZFMfdS0JeB2wdy6vYp\nbiXc4tTtUwz4dkClzEMIwZo1azh8+LD2OHToULn93nzzTbp168bEiRMZNWoULVq00DFLklKye/du\nXn75ZXJycnR2aXr06EFCQgLnzp0D4KeffsLLy0uroADY2toybtw4vdZgYWHBkCFD+PXXX4mIiNDW\nBwYGUr9+fbp06aLTvrCCkpiYSFJSEh07duTs2bN6ySuP/fv3k5aWxtChQ3XWbWVlRZs2bTh2rKir\nXem4uroyadKkMndTDh48SF5eHlOnTtWpnzhxIjY2Nuzbtw+A06dPk5CQwJtvvqlVUECjEBZVMHbs\n2METTzyBt7e3zhpeeOEFpJTaNTg7O2s/6+qMQY7zUspg4AUhxCRglxDiCpBTpE3pXl4PGfa290jL\nsCq3ztjY2d7TKQsktjbZpGeaTq6FKpdaFnk6dZa1NF+N7BzTxWewscoiK1vXedDWOpOMLBuTydTI\nzSDznm25dcbG2qpoOEeJtWUmWdmmkytEHrUsdL9TKlUOKpFHTq7pvlOWFhnk5OmOb1UrjXs5dujr\nEF6T0NfHpGgfYyOlvA4UNuD+XQjhi8ZsbFTJvYrxiNEnVgYPyU7KBIormwoGEpUaVWbZnDzzzDNl\nOs6XxhdffEHjxo2Jj4/njz/+wMrq/n00OjqalJQUVq9ezeeff16srxBC68MRGhpK48bFrTKbNWum\n91yGDx/OypUr2bZtG/7+/oSGhvL777/j7+9frO3u3btZuHAhFy5cICsrS1tvrJ2AmzdvIqWkffvi\nm8RCCOrVM2zHbNq0aWXupoSGhgLQtGlTnXobGxsaNWqkPR8WFoYQoti1tra2plGjRjp1N27cICQk\npMRQx4U/uxEjRrBp0yZGjhzJtGnT6NatGwMHDuSVV14xaI2VjcFPj0KIRmjeniUAeyiipJgLQ+Nq\nG4Oy4n2XxNPPxvLUY8lYWWVjoZKMHfgnl2+q+fGo/n8IJTmDlcfAoTeoVUujMNRxScRvxDG+2uFD\nXJyD3mMYulaBZNabf5CYrHkT0sQrhGceu8b8Ne3IydXf9cnQ9dZxSeX1gX9yL1sThvFfLf+HSki+\n3NXWoHEMXW/rFrd4vGkY1pbpqFS5dG+7l6hYZ47/9ZjeY1Tks32x02msrTQKg9o2jn6dNnPkj2eI\njCvtpXdxDF0rSIb23EFGpma+9Zyv8ojHGQJ/Hkx2jv7RZQxdr71NCn07bScrW6Nw+rgdxsIih/2n\nBxk0juHrfXBMcn+SZUf3Sj1zlrSzupsQuRmZpbTWchfIBdyK1LsB0cWbl8r/gI76NpZShhowtlGo\nhkoHAEKIz4DrUspVReonAY2llFMApJSBlTG/moaH2oNbCbd0ytWNo0ePkp2djRCCixcv8vTTT2vP\n5eVpng1GjRrFa6+9VmL/J554wmhzadu2LY0bNyYwMBB/f38CAzVf02HDdF2cDx06xMCBA+nevTvr\n1q3D3d2dWrVqsXbtWn788ccyZZTmH1PUNC4vLw8hBNu3b8fFxaVY+8LKnD4U7KYsWbKE999/36C+\nFSUvL482bdqwePHiEu9pBUqNnZ0dp0+f5siRI+zfv5+ff/6ZwMBAevfuXe71rEoYpKQIIcahiQJz\nGHhMShlrklnVEM5edGTMoPtbnK1bJvPN96YPknbxujPjhtwEwNMtg6QUS0Ii1CaVKREEhzvRsXUk\nAE0fSeTvy3UNUlAqwt0EzboauCUD0LJJDN8fMX1IwOuhHvTv+pe2/KhvBMf/Mr3cW+H1GdD1OACu\nTslkZlkSHmNqe2lBZKwHTzW7AIBnvShCIr0MUlAqQlqmA9k5VtRz0bwcbuRxi/9d6mRSmVWacnxS\n1K1boy7y1jXrdjiRy5aX0gOklNlCiDNAV2AvgND84ncFPjNgdk+iMQPTm/zdlylozL4ALgMrpJRB\nhoyjD9V8J2UgmlDNRTkNzERzDRWMxK4huxjw7QAdn5TqREREBFOnTtU6Zk+dOpUePXpQv77m2cPd\n3R17e3vy8vLK9fNo1KgRN2/eLFZ/9epVg+Y0fPhwPvzwQ65evcq2bdto0aJFMUVo165dODk58dNP\nP+mYPJW021MUFxcXsrKyuHfvno6iERISotPO19cXADc3Nzp1Ms5vib+/P6tWrSox0leBwnDt2jXc\n3e+/SMzKyiIsLEyrPDZq1AgpJTdu3NDxHcrKyiI0NFRnN8XX15fQ0FCef/75cucmhKBbt25069aN\nZcuWMXfuXD7++GNOnz5Nhw4dKrxmc2JICOKfgcXAJCnlAEVBKZ/YeGtuR943O4q6Y0XkHesyehiH\n81edyStkefXPVWekwfkVDOfi9Tpllk3F5ZtuZZZNQWq6LeExrtpyUqotUbHOJpcbHFGf3EKK361w\nT/KkaRVBjVzvMsumIjTap8yyglFYBowTQowUQjRHk8PEDtgEIIRYKITQxiYVQkwWQvQTQvgKIR4T\nQnwKPA+sKmHsEhFC9ESjlLQFzucf/0ITRbK7kdZVU6gNpJRQn4zGp0jBiNSzr8evr/9KkF8Qv77+\na6U4zT8Ib7zxBiqVio0bN7JhwwaEEIwdO1Z73sLCgldeeYXt27eX6Etx9+5d7f979+7N7du32bNn\nj7YuLS2NL774wqA5DR8+HCkl7777LhcvXixxB8fCwgKVSqWz+3Hjxg32799f7vi+vr5IKTlx4oS2\nLjk5ma1bt+q06927N3Z2dnz88cclBiAoGj2tJIru2hTspnz33XfFrmePHj1QqVSsWLFCp3716tVk\nZGTQt29fANq3b4+zszNr1qzR7nQBrF+/nvT0dJ2+gwcP5tatW3z99dfF5paenq61HCgchrqAAsWw\nsCldVceQnRQL4HEpZbipJlMTOXPJEa/6GpOLs5ecMIctfWq6JTdDHWj6iOZ37dxl13J6GIert1zJ\nzlFhWSuPPAkXb5hJSQly47m2mu356Ltq4pPszSL3WrAHDdw0N4LrIR6Y47O9l21FWLQbj3hqXlrf\nCPMyuUyAiFgPsrItsbbUBGEKjmxUTg/jEBbtS5vmmljxyWmOJKTUNovcKotpfEy25+dE+RCNmdc5\noGehF1HuQOEvmhWaHfX6aEIVnwe6SilPoD+LgOVSypmFK4UQi9C8DCvfQ9gAqvlOyk3gRYorgS8C\nt4o3V6gJVOT7t2HDBg4ePMjWrVtxc9O8rPv0008ZPXo0GzZs0Dq8BwQEcOLECdq2bcu4ceNo0aIF\n8fHx/PXXX5w8eVIb9nbChAmsXr2aYcOGMXnyZNzd3dm8eTOOjo4Gzatx48a0bduWPXv2IITg1Vdf\nLdamb9++rF69ml69ejFkyBAiIyNZvXo1zZs359q1a2WO37dvX9zd3RkxYgT+/v5IKdm4cSOenp46\nIXxdXV357LPPGDduHE8//TRDhgyhdu3ahISE8OOPP9KzZ08CAgLKlFXS5zJt2jRWrVrF+fPnqVPn\n/nNP/fr18ff3JyAggL59+9K7d28uXbrEunXr6NSpE//+978Bje/JvHnzmDJlCi+88AL//ve/uX79\nOlu3bsXb21tH1tixY/nuu+8YM2YMBw8epH379mRnZ3P58mW+++47fv31Vx599FFmz57N2bNn6dWr\nFw0bNiQqKorVq1fj4+PDv/71rzLXWJXQW0mRUipvtyrA2YtO9O+ucWQ6c9GwP+wH4Z+rLjR9JIXs\nbMGlG05mkXkv24Jrt1xo2TSOkHAnUtNNGyCggJBwF9IzLLGzzeZKkOl3UQq4FlKfru0uaf4fbL5c\npzfCvHjEM4q8PMGtcE+zyMzLsyAsyosmDW8Rm1CblHT9/ZsehNhEN9Iz7bGzSSMsxoeH0WG+AFM6\nzudHb1xdyrkxRcpLgCWGzaQYLYDBJdR/iQnMl6q5krIMWCWEqAsUJIzoCkxDMfWqseiTh6RwHpCw\nsDD8/f0ZMGCATob3kSNHsnPnTqZPn06vXr3w8vLC3d2dP//8k3nz5rFr1y6io6OpXbugHDM9AAAg\nAElEQVQ2LVu2ZPHixdq+9vb2HDt2jEmTJvHZZ5+hVqsZMWIEXbt21UnCqA/Dhw/nzz//pGPHjsWc\nwQF69erFunXrWLJkCVOmTMHX15cVK1Zw/vz5YkpK0fwnVlZW7Nmzh0mTJjFnzhytcqBSqThz5oxO\n3zFjxtCoUSMWL17M4sWLyc7OxtPTky5dupTqo1NUdlFq167Nf/7zHwICAoqdX7hwIR4eHqxZs4a3\n336bOnXq8NZbb/HRRx/ptH3rrbcQQrBs2TKmT5/OU089xb59+5g6dapOOwsLC3766Sc++eQTvvnm\nG3bs2IFarcbX15d33nlHq9QMHDiQqKgoNm7cSFxcHHXr1qVHjx7MmzevWoUkFlXoRqwXQojWwJlO\nnTpp43ubi4p8sEJI1s2/iIVKMn5WK3LzDHvIqohzNUB9t3Tmv/0P5686s/yrFuV3KEJFv8Sd2oTz\nat9r7Dniy8FfvQ3uX9H1Dut7ltaPRrJqawdCIgzfOarYeiVvj9qHnU0Wi754mZxcw+JQVHStTupU\nJg7ZSViUG1v39zK4f0U/2+be1+jZ/ih/XGzD7xcMC0wAFV9v5ycP0sL7IvtODSAi1tvg/pVxQw4J\nCWHu3LkAbaSUDxQ/s+Ce5zllKtYNGhjUNys8nIhPlxtlHsZECHEbeFtK+V2R+sHAJ1LKhkaS0xo4\n8/rrr+PhYZgDdFRUFF9++SVUgWsnhHgTTa6ygrchIWhy02yptElVMgWf7ZkzZyoUAUtBQaFyOHv2\nbEGOl3LvraaLDasAgJSCvy85UquWNFhBeRAiY2y5E2fNuSvFI1iYEo0fyjUuXDOvqfTlm240844l\nNNKc6xVcD/HAwT7DYAXlQUhKVXMn3pkbYYY9sD4oIZENycsTBEeYx9SrgLBoX3w9rxEVZ971VjlM\nkMyxEtkArBdC+KBxAAdNdLAZaHYOjE51eyFXGCnlGmBN/m5KhpQytbLnpKCgoGBqFCXFDJy95KQN\nCWw+BP9cceGfq+ZVUhJTbDh3pS5RsebxCyngWnBdLt10N0uAAB25IfVxtE8vv6GRuXm7ATdvm8cf\npYDMe7YEhT9CTLx5HUkjYhsSGu1LXt7DfbuqKnlSjMRHaJzBpwEL8+sigQ8wLKqYXlRzcy8tSsAa\nBQWFh4mH+1ffTPxzxQELC/P/4B04WZ/4RNNHEyvKzgNNMLfvQEaWFYdONzGrTIDg8HpYW2WbXe7f\nV5uRnGpeRRDg5N8dMPdnm5NryZ+XH+LQwzUQqdEAlgPLhRAO+XUlRbB6KBFCnEUTjCBBCPE3ZeyJ\nKQmUFRQUaipVTkkRQswEFgCfSinfruz5GIPMLItKkRtXCQoKQHySabOul0ZCsvl9D3JyLcjJMP/n\nm5xq2rw3pWEuh/mipGaYL+hE1aXsZI6l9qnimEM5qYY7KXuAgjih31fmRBQUFBQqiyqlpAghngHG\nA/9U9lwUFBQUqhTV3CelMncHqpuSIqWcV9L/FRQUFB4mTJ8FTk+EEGrgG+ANINFY44aHhxdLhlNA\neno64eFK2hcFBQUNv/76K7GxJZv9x8bG8uuvv5p5RoWQ9/1S9D2qkpKC7u7AnnIOo1KgpBh6lIUQ\norMQYq8QIkIIkSeE6FfoXC0hxGIhxHkhRGp+m81CCMNCjOnKsxJCNBBCNCx8VHQ8BQUFhapOVdpJ\n+Rz4QUp5VAjxnrEGdXV15fz58zz++OM6oUjT09O19QoKCgoAzZo1Y+PGjYwdO5a6detq62NjY7X1\nlUY130kpsjvwQSXIN/aQ9mgSX24EdhU5Zwc8CcxDk+zSBU1AgD2AQfG7hRBN82V0KHoKzSdcOfbE\nCgoKCiamSigpQoihaG7oTxt7bDs7Ox5//HHOXbyInP0uuT7eiJshWCxcyJNFFBdTkJnpxOnT08jM\ndMbGJpEOHT7BxibZpDIBMjIc+eWXt8jIcMbWNpHnnvsMW1vT+6Wmpztw8OB40tOdsLNLomfP9SaX\nm5am5scfR5OW5oi9fTIvvbQJOzvTR+hMTbVn585XSU11RK1OZtCgbdjbp5lFbmDgQFJS1Dg4pDJs\n2A7UatNHGEtJsWPTpr4kJ9vj6JjG6NE/4OCQYVKZycm2rF/fg6QkO5yc0hk//gCOjpkmk1e3bl3G\njh3Luo0byZ0xnTTP+thGRGO5cSMTiiguChVHCHELeEZKGVek3hk4K6X0qZyZ6Y+U8mfgZwBRJIOb\nlDIZ6Fm4TggxCfhDCNFASmnIFv5XQA7QF4iiSqmeCgoKCqaj0s29hBANgE+B4VJKk4RJsrOzI/fd\nd0nc/DUpQaEkf/01ue++a5Ykb6dPTyMurjlpae7ExTXn9Gl/k8sEOHFiErGxTUlNrUdsbFN++cXP\nLHKPHR1LdHRjkpPrEh3dmAMHxptc5o8/jiYy0oekpDpERvrwww+jTS4TYOfOVwkP9yYx0ZXwcG92\n7HjVLHK3bRtAWJgXCQkuhIV5ERg4yCxyv97Si+BgT+LinAkO9mTTppdMLnP9+h4EBXlw964TQUEe\nrF/fs/xOD0jdunXJnjGDWytWEnPxCiErVpA9Y0alKyiGmnpVJGSxGfGm5B0Aa8DoCXFMYe5VAZzR\nKBiGmjM/CUyQUv4kpTwnpfyn8GHsSSooKChUFarCTkoboC5wttDbKAvg2fw3T9ayhF+Ly5cvU6uW\n7vTr16+Pp6dniUKyH3kERo6EqVNh+XKyvb2NuYZSycx0LrNsKjIynMssm0xuppNOOT3dqZSWxiMt\nzbHMsqlITXUss2wqUlLUZZZNJ1dXqU9ONn0I5KQkuzLLpiKtfn2d+0Va/foQFVVi299++43ff/9d\npy4jw0Q7TFVX6dCLwn4bQE8hRFKhsgXQFQg2ttzKdpwXQlgDi4DACiRivAyYNzuugoKCQhWgKigp\nh4FWReo2AVeARSUpKACPPvooTk76PwBbBgeT8fXXsHw5bNmC5YgRFZ2vQdjYJJKW5q5TNgdq+wSS\nk920ZVtb88h1dozn7t3767WzSyqjtXGwt08mKamOTtkcqNXJJCa66pTNgaNjCvHx9+U6OJgn+bSr\nSzIxd+7vJjg6mt60zckpnbt3nXTK5sA+MpLYLVu09wv7yZNBlBzOt3379rRv316nLiQkhLlz5xp3\nUtXcJyWfwuF0Nxc5lw2EoEnwaFQqU0kRQtQCvkPzaUzUs0/hNx4zgAAhxCzgAprrVHie5rnxKCgo\nKJiZSldSpPx/9s47PKoqbeC/kzpJSCGF0AKhiCDFgg0UQVBBirrYkE9BAbGtNF1pKqgrxQVxFSy4\nKmDBXYXdRRbsBkKRKoQSAgSSUNN7Mmlzvj/uTJIJSciEuXeScH7Pc5/MOffc856TSWbue98m89Ge\nFJUjhMgH0qWUsc6QUVBQgPv8+QTMnElJZCSejz2G+/z5FPToobvLV9++i0g+/SwpaaHkFhTQt+8i\nXeXZGD7sbQ7un0jCqZaUlBUwYIDTizhXy3MTF/LNmuc5ntAGN/d8Bg9errvMESNWsC36QfLzA7FQ\nxOAhn+suE+CBB1azddPdpKUHU2Kx8MADqw2R+/jY1fy44Q5OnW2FcLcwevS3hsid8eI/+Gj5/SSc\nisDbp5THH/9Od5kTJ/7A6i9uJifHFy+T5Ilxv+kuMzU1Fc9PPiFy+nTyW7fGb/JkPBcuJNXFMSlN\noeK8lNINQAhxEri+akyKjnJrVTqOHDlCXFycXV9RUVENo+tOJQUlAhjogBUlC3sVUwC/VJ0eFTiv\nACIjIxk4cCCffvqpq5dyAZs2beL2228nKiqK2267zdXLsaMh/94UGi5XUmrAaV+ttixe1/Tqhe8v\nFZ/xBT16VJv1y9mYTDms++IxPD0kT7/cQzc5VfH1zSF63Wh2xQTz/pdXGiY3wD+b6HWj+WZjF6J2\nRhgi09c3jw8WT6XPNUm8vaIfZ1P0dzED8PPLZ90XEwhsVsCby0caIhPAv1k+0etGc/xUG7758Q7D\n5AYF5hG9bjRb993E7lhjilwHBJhZ8f5cenbey383jyI5o7Wu8mxZvJ4aP54wITQXLyFIHT++2qxf\nCscRQngCJ4BgwBAlBWq3jFx55ZVceaX952RKSgpfffVVveVVUlA6ArdLKTMduPz2egtWNBlOnDjB\nwoUL+fnnnzl79ixeXl707NmThx56iIkTJ2IymQAQNVh5Gwp1Wd/KlSt54oknMJlMxMfH06qVfbbu\nAQMGkJGRQUxMjKHrUriWBqmkSCkHOmuujIyMahURW9avjIwMQwLoFQpFwycuLq5aRcSW9SsuLk4p\nKZeIlLJECNHoc78LIfyAzmgWDYCOQoirgQy0LFxr0ILehwOeQgib/23GxZLESCk36bNqRWPhf//7\nHw899BAmk4kxY8bQo0cPiouL2bJlCy+99BKHDx/mww8/dPUynU5RURELFizg73//u12/UiguTxqk\nkuJM2ratOVGMr6+vUlAUCkU5t956a43nwsLCXKugNI2YFBtfAOOBGUYI0ykm5XrgNyremcXW/pVo\n9VFGWPv3Wftt7lm3A5sdWYsQojna76ubtesw8JmUMsOReRSNg4SEBB555BE6dOjAr7/+SosWLcrP\nPfPMM7zxxhv873//c+EK9eOaa67h448/ZubMmbRs2fLiFyiaNC5PQaxQKBSKi9PEUhB7AM8IIXYL\nIT4SQrxd+XC2MD1SEEspN0kp3aSU7lWOcVLKxGrO2dqOKii3oSUUmIRWFLK59fVJ6zlFE2PhwoXk\n5+fzySef2CkoNjp27Mjzzz9f6xwnT57kwQcfJCQkBD8/P/r06cOGDRsuGPfee+/Ro0cP/Pz8CA4O\n5oYbbuDrr7+2G3P27FnGjRtHy5YtMZlM9OjRg88+++yCuc6cOcN9991Hs2bNCA8PZ9q0aRQVFdX5\nAYEQglmzZlFaWsqCBQsuOr6srIw33niDzp07YzKZ6NChA7Nnz6a4uPiCsX/961+JiIjAz8+PQYMG\ncfjw4WpmhOzsbKZMmUK7du0wmUxcccUVvPXWWxfs4euvv+b6668nICCAwMBAevXqxbvvGhP7eznR\n5C0pCoVC0WRouEqHo/QA9lpfd6lyzum7dHUK4ktkGfBP4BkpZRmAEMIdeN96rmp2TEUjZ/369XTs\n2JGbbrqpXtenpKTQp08fzGYzkydPJjg4mJUrV3LPPfewZs0a7r33XgA+/vhjJk+ezEMPPcSUKVMw\nm83ExMSwY8cORo0aVT7XTTfdhLu7O5MmTSI0NJSNGzcyfvx4cnNzmTRJq8FmNpsZOHAgp0+fZvLk\nybRq1YrPP/+cX3/91SFXrQ4dOjBmzBg+/vhjZsyYUas1Zfz48axatYqHHnqIF198kR07djB//nyO\nHDnCmjVryse98sorvPnmmwwfPpy7776bvXv3ctddd1FSYu91WVhYyG233ca5c+d4+umniYiIYNu2\nbcycOZPz58/z9tva85OffvqJ0aNHc+edd/LWW28BEBsby7Zt28p/HwrnoJQUhUKhaAw0IXcvKaWh\ngeGNXEnpDDxgU1AApJRlVovTGNctq4mSnAz3368lzWjVCtauhWqsGXqRm5tbbpGoL/Pnzyc1NZUt\nW7aUp0efMGECvXr1Ytq0aeVKyoYNG+jRo8cFlpPKzJo1Cykl+/btIyhIq7c2ceJERo8ezdy5c3nq\nqafw9vbmo48+4vjx43zzzTeMHKklknnyySfp1cvx8LPZs2ezatUqFi5cyJIlS6odExMTw6pVq5g4\ncWJ5bM7TTz9NWFgYixcvZtOmTfTv35+0tDT+9re/MWLECP773/+WX//yyy8zb948uzkXL17MyZMn\n2bdvHx07dizfQ6tWrVi0aBEvvPACbdq0YcOGDQQGBvLDDz84vDeFYyh3L4VCoWgENDF3r3KEEG2F\nEE6vMl8VF1ebvxT2UhGLUplugKo472zuvx+2boUTJ7SfI43L3AiQk6OVvfH396/3HBs3buTGG2+0\nq9/k5+fHxIkTSUhIKHd1CgoK4vTp0+zevbvGudauXcuIESMoKysjPT29/LjrrrvIyspi79695TJb\ntWpVrqAAmEwmJk6c6PD6O3TowGOPPcby5ctJTk6udsyGDRsQQjB16lS7/hdeeAEpZXnMzk8//URJ\nSckF7nFTpky5YM5vv/2Wfv36ERgYaLfXQYMGUVpayubNmqdmUFAQ+fn5SkkxAKWkKBQKxWWOEOI5\nIcRJIUShEOJ3IcQNdbzuFiFEiRBi78VH213nJoR41VpxPhFIFEJkCSFeEUKo7yV73gX+LoR4UQhx\nq/V4EVgCLBFC9LIdLl5n0+DcudrbOhMQoNXxzM3NrfcciYmJF6TUBujWrVv5eYDp06fTrFkzbrzx\nRrp06cKf//xntm3bVj4+NTWVrKwsli9fXp44xHaMGzcOIQQpKSnlc3bu3PkCmdWtoy68/PLLlJSU\n1BibkpiYiJub2wUyw8PDCQoKKt9jUlISwAXjQkNDad68uV3fsWPH+P777y/Y65133mm312effZYu\nXbowdOhQIiIiGD9+vFJYdEK5eykUCkVjQCd3LyHEw2iZqSYCO4GpwA9CiC5SyrRargtEy2T1MxBe\n07gaeJOK7F5brX23AnMBEzDbwflqpZG7e9mqxL5VwzmJKuzoPFq10qwoldsG4u/vT+vWrTl48KDu\nsrp27UpcXBzr16/n+++/Z+3atbz//vvMmTOHOXPmYLFYAHj00UcZO3ZstXPUx52rLnTo0IFHH32U\n5cuXM3369BrHOTM1scVi4c4772T69OnV/v936aKFz4WFhbFv3z5++OEHNm7cyMaNG/nss88YO3Zs\ntQkFFPVHKSkKhULRGKiP+1bdxk8FPpJSrgIQQjwNDAPGUf2NsY0PgS8BC3CvgysbC0yQUq6r1Bcj\nhDiDFhCulJQKOrh6AZcVa9dqLl6VY1IMZvjw4Xz88cfs2LGjXsHz7du3Jy4u7oL+2NjY8vM2fHx8\nePDBB3nwwQcpLS3lT3/6E2+++SYzZ84kLCwMf39/ysrKGDiw9vJ17du359ChQxf0HzlyxOH123j5\n5Zf54osvWLhwYbXyLBYLx44ds7PWpKSkkJWVVb5H289jx44RGRlZPi4tLY3MTPv6qp06dSIvL4/b\nb794yJyHhwfDhg1j2LBhgJYaevny5bzyyivl8SyKS0eZ1RUKhaKxIB08LoK1+ntv4JdyEdrd+c9A\nn1quewLt5vm1eu1DqzZf3d3LEes5p6JHCmKjsKYzrtPh6rU2CVq0gC1bID5e+2lg0LyNl156CV9f\nXyZMmFDuYlSZ+Pj4WtPdDh06lJ07d7Jjx47yvvz8fJYvX06HDh246qqrAK3YdWU8PDzo1q0bUkpK\nSkpwc3Pj/vvvZ82aNdUqIGlpFYbWoUOHcvbsWbusWgUFBXz88cd133gVOnbsyKOPPspHH33E+fPn\nL9ijlJJ33nnHrn/x4sUIIcqVhzvuuAMPDw/ee+89u3HVBeQ/9NBDbN++nR9//PGCc9nZ2ZSVabkr\nqv7eAHr21JLsFRUVObBDxcVQlhQd6diugDPnvcvbXp4W2rUu5Hiin65yu3TIISPLq7wd5F+MybuM\n82k+usn0cC+jbcs8u762LXNJzzRRWOSpm9zgwAKq3kt0jEjnxKkQ3WQCtArLICOrIrDRw72MlqFZ\nnE7WV27b8GQycwLK276mQnxMRaRnBekmUwgLrULsgxdDAtPJL/TFXKzf35SfTy5uoqxSj6RV6CnO\npbWlosj3ZYQ+7l6haC5CVaNTk4FqncmFEFcA84BbpZSWerpb7Af+jFbvozJ/Rodg8EZuSQFACHEV\n0A7wqtxfxRqlaAJ07NiRr776ilGjRtGtWze7ivNbt27l22+/5Yknnqjx+hkzZrB69WqGDBnCpEmT\nCA4OZsWKFSQmJrK2kmXorrvuomXLltxyyy2Eh4dz+PBhli1bxvDhw/Hz0+5TFixYQFRUFDfddBNP\nPvkkV111FRkZGezZs4dff/21XFF58sknWbp0KY899hi7d+8uT0Fsm6cuVPc/N3v2bD7//HPi4uLo\n0aNHeX+vXr0YO3Ysy5cvJzMzk/79+7Njxw5WrVrFyJEj6d+/P6DFnrz44ossWLCA4cOHM3ToUP74\n44/y2JPK/OUvf2HdunUMHz6cxx9/nN69e5Ofn09MTAxr164lISGB4OBgJkyYQEZGBgMHDqRt27Yk\nJCSwdOlSrr322vK4H4VzaLRKSnZ2NqWlpYbKLCwsdGj81Vfm8/dXs/AxSYSQ/P3Vg3zyz0DS0811\nnsPHx/GbwGvuTqZ3z3wArojMZuH0vTw/pz3p6QV1nsPRvQL8ZUIs3l6aD+vtN51kUB94bs5VSFn3\nmxhH91tsLmHxzD3kF2p/ymPu3cGJJH927ataeqF2HN1v27AUpoyJwt1N4uFhYdL/refHLe3Zn173\nOerz3vbtFcfwftoTpVYhKTzz0Le898WtpKeXXeTKCurz3t5/+yb8fLQnRD06xXDNlX/wt0/vwSLr\n/jfl6H7zPIt5fvS/MBdp92QDrltPSkZzDsYNcmie+uz3UsnOznb6nPXJ1uXs7F7WoPYvgTlSynhb\ndz2megn4nxDiDmC7ta8PEAEMveSFVkNDUzrqihCiI/BvtHootvgTqFBBVRxKE2TEiBHExMTwt7/9\njXXr1vHhhx/i5eVFjx49WLRokV3WLCGEXWxGixYt2L59O9OnT2fp0qWYzWZ69erF+vXrGTJkSPm4\np59+mi+//JIlS5aQl5dH27ZtmTJlCrNnz7aba+fOnbz++uv8+9//5oMPPiAkJITu3buX1wgB7fP9\n119/5fnnn2fp0qX4+vry6KOPMmTIEDuZtVHdA49OnTrx2GOPsXLlygvOf/LJJ3Tq1IkVK1bwn//8\nh5YtWzJ79mxeffVVu3FvvvkmPj4+fPjhh0RFRXHzzTfz448/MmzYMLs5fXx82Lx5M/PmzeObb77h\n888/JyAggC5duvD6668TGBgIUJ557IMPPiArK4uWLVvyyCOPMGfOnDrtU1F3RGP74BZCXAfs6dmz\np0MaujPw9fV1aLy/XxnffHAWd+tXiMUCDz/Xmqycun+n1OdG9vqeebw6+Wx5+9Q5L557JdKhORzd\nK8Doe85yzx0Vpulftobw8T8jHJqjPvud/ewBOrevsOIs/7oz2/8Iq+WKC3F0v96epSx8aTOeHhX/\nP6+805eM7Lqvvz577dQujWdG/V7ezsz24c2PBuLIfWJ93tsBNxxi4E0V5v79ce1Y89PNDs1Rn/2O\nGvIjHdpUZNfZuKUP++IcU0Drs99L5fTp07bCX72llA5lvqqK7TOvw+PT8GlZc6be7MN7yT78h12f\npaiQglMnalyH1d2rALi/8hN5IcQKIFBK+acq4wOBTKCUij86N+vrUuAuKWVUHffVGngO6GrtigXe\nl1Kerfkqx7D97kaOHEloaKhD16alpdmeOl/ye3gpCCG+A8qACcBJ4EYgBC3ZwYtSymhXrc2V2N7b\nPXv2cN1117l6OQqFoo7s3buX3r17Qx0+WxutJaUxkJvvzqGj3vTqpj2Bjjvh5ZCCUl9ijvhSVCTw\n9tZuoHftN0aZ23MwwE5J2XMooJbRzmPf4eByJcVigZg4/VyfbBSVeHD0ZDDdr9BMJ2eSmzmkoNSX\nk6eDKTR74GPSrIiH41tghOtTXEJrOyUl7mRr3WUCHD/V1k5JOX6qjSFyGyQXcfcK7HYdgd3sb9YK\nz5/m5Mq3a55SyhIhxB5gELAOQGiPFgehpb6tSg5atfjKPAfcDtwPJNS+CTvZZ3FygHwtshqzu1cf\nYKCUMk0IYQEsUsotQoiZaO/Rta5dnkKhUOiDCpzXmd//MFX7Wk+KS9zYF1vx9NgoJeVYgh+5+ZoS\nVlwsOBhX/2JUjrD/SIVScjzRn/wC/WJgKnPwWEX8ycGj+sai2LBY3DhysiKQ83C8o5lf68e51CCy\n8zQlrKxMcDyppSFyjydVWA7OpQWTV2Cs9bRB4WjQfN1jWN4GnhRCjBFCdEXL2uULrAAQQswXQqwE\nLaheSnm48gGkAGYpZayUss6+dUKI5tbaH59YjxeEEE4Pmreuu9EGzqO5c9mKZqQBticEidQQN6RQ\nKBRNAaWk6Mzve32qfa03NsUkN9+N2Hhj5Fosgn2HNevJwaP+FJcY8+d1+rwvaRlagoJ9sc0vMtp5\nHDxa4T5y4Khj7mWXgmY9gaJid+KTjFGOQHA0QasXkHguDHOx10XGO4es3ADSMjU/4ONJjrkONjUE\n9ag4X4d5pZT/Al4EXgf+AHoBg6WUqdYhLdFiRZy3FyFuQ7O6TAKaW49JwEnrOafSyJWUg8DV1tc7\ngJeEELcArwInarxKoVAoGjlKSdGZU+c8OHPeg5Q0d04kGfOEH2B3TDMA9hzww2IxLhPSnoMBdj+N\nQZQrJ0YqKRnZPpw+34zcfE8Szhi33yMnWlBmERxNCKO0zLiYWZuLV9xJY4ubHTul3R9f7kqKjpYU\npJTvSykjpZQ+Uso+Usrdlc49IaWssUiClPI1KaWjQQHLgH8CHaSUI6WUI4GOwNfWc06lkSspf6Xi\nu/pVtNTP0WgJBqpmR1MoFIomg4pJ0R3B9r0mvDy110aRke3BsQRvdu5vZphMgP2xAZSWCvYaFI9i\nY19sc3p1zeRcinHWKoADR0MJ8i9yKIPZpVJo9iLhTPNyi4pRnDjdguISd+ISjIlHsXE8qS09OsVz\nPl0XTyCFa+gMPCClLE9LJ6UsE0K8DYxx3bIaHlLKHyq9Pg50tbrFZcoGpEkpFAqFs1FKigH8/oeP\nXRYow+Tubcbeg8ZmNio0u/O/38LIzDbGHchG3IkAtv8RitH1Mw4eDSXQ3/jiTYeOtSTWoHgUG6Vl\nHuyIuYKMbGNijWycSQnjwLHOXJa1USrREFIQO5G9QDegalnsbqg6KeVYs68VAtdIKQ/a+qWUF1aT\nUygUiiaGUlIM4GCcN24ucKz77pfmmIuMF7z2B2NvngFKy9zYuMn4zE+JZwLw8F5yxtUAACAASURB\nVLAYLvf3/e0oLjH+33fTbuMLVUnpxrb9PQ2X2+DQp5ijq3gX+LsQojNgy6l9M1qmsBlCiF62gVLK\nGGcIbAhKh6NYs68loWqhKBSKyxClpBhAWZmgrO619pyGKxQU0AK6Lxe5EkFJqfFyXaGgaHKNi6uq\nTEmpa+Q2KJqWkrLa+vOtGs7ZihZKnHCD3lgtKVbeBOYJIR5TFhSFQnE50eSVlNTUVPz9/TGZLkz/\nazabyc3NJSzMuMxMCoWi4bJr1y46depEcPCF8S8ZGRnEx8dzww03uGBl1uxe9bimgdLBSGGNXEn5\nM1oMz1khRCKQX/lkPZIWKBQKRaOgySsp/v7+nDhxgo4dO9opKmazubxfoVAoADp16sTXX3/NqFGj\n7BSVjIyM8n6X0mDumy8NKWWiwfIas5LyH1cvQKFQKFxBk1dSTCYTHTt25HhiInLWLEo7dMDj5Enc\n5s2jUxXFRQ+Ki5tz4MAciopC8PZOp2fPuXh5ZekqE6CoKIg9e2ZiNgdjMmXQu/c8vL2zdZdrNgey\nbdsLmM1BmExZ9O27CJMpR1eZhYUBREU9T2FhED4+WQwY8C4+PrkXv/ASKSjw58cfJ1JQEIivbzaD\nBy83RG5+fjPWr3+c/PwA/PxyGDFiBb6+ebrLzcvzY82aR8jLC6BZsxweeGA1fn75F7/wEmV+9dX9\n5OY2w98/j9Gjv6VZswLd5AUHBzNq1Ci+/Oc/KZk+ncK2bfE5fRrPDz7g/6ooLopLQwjRCZiCFiwP\ncBj4u5Qy3nWranhIKV9z9RoUCoXCFVwWdVJMJhNy1izyv/qKolOnyP/qKyyzZumuoAAcODCH7Oye\nmM2tyc7uyYEDc3WXCbBnz0wyM7tTWNiKzMzu7NkzyxC527a9QHp6V/LzW5Ke3pVt217UXWZU1POk\npnYhL68FqaldiIoypnTAjz9O5Pz5zuTkhHH+fGd++GGiIXLXr3+cs2c7kp0dytmzHfnuu8cNkbtm\nzSOcPh1JVlYwp09H8u23j+gu86uv7icpKYLMzOYkJUXw1VcP6C4zODiYkunTOb1sGemxsZxetoyS\n6dNdr6A4WsixPjEsBiGEGIymlNwIxFiPm4BDQog7nS2vkddJUSiqJTIyknHjxrl6GU2WuLg43Nzc\n+Ne//mXX/91333H11VdjMplwd3enuLjYRSts+lwWSgpAaYcOMGYMTJ0KY8ZobQMoKgqpta0XxcX2\nN1RmszE3WGWlgVXkBukus7AwqNa2XhQUBNba1k1uvn0K4Px8Y2rSmAv97Np5efrLzc1tVmtbLwrb\ntrX7vChs29YQubWiYzFHF7AAWCKlvElKOc163AS8AyzUQ2BjVVCEEJlCiIxqjnQhxBkhxCYhxBOu\nXqfCeaxcuRI3N7dqj1mzKh44CtGAo86AxMTEGvdR+XB3dycpKemS5RUXF7No0SKuvfZaAgICaN68\nOT179uTZZ5/lxIkTTtgRJCcnM2rUKIKCgvjwww/5/PPP8fIytuTC5USTd/ey4XHyJEVffQVLlsCq\nVXiMHm2IXG/vdMzm1nZtI/DzTSc/v6IyuMlkTFKY5kFpZGVXlqu/a5uPTxZ5eS3s2kbg65tNTk6Y\nXdsImvnnkJVdIdfPT193OhvBzTNJS6+Q26yZ/nL9/fPIzGxu1zYCn9OnYdWq8s8Ln+eeM0RurTSt\n7F7dgIeq6f8UzQXMqegVkyKEaIZWEf4+oAVa/ZcpUsrd9VhmTbwGzAa+B3Za+24EhgDL0JIQfCCE\n8JBSfuxEuQoXIoTgjTfeIDIy0q6/R48erllQPQgLC+OLL76w61u0aBFnzpzhnXfesfsfc0YCo2HD\nhhEdHc3o0aN5+umnKSoqIjY2lu+++44BAwY4JQb5999/x2w2s2DBAvr06XPJ8ylq57JQUsxmM27z\n5uE3axalERF4jB6N27x5mNu3193lq2fPuRTlzyIlLYysnGx69pyrqzwbA/q/zunEl0hICqewOIfe\nvecZInf8mNfY8P0Mjp5ohSSXvn0X6S5zwIB3OXxgIoWFQRSX5tOn7zLdZQIMHrycw/sfITUjBHNx\nMYMHLzdE7gP3f8zObQ+QdKYVFooYMWKFIXInP/ceX341lhNJbfHwNPPAA6svftElMnr0t2z4bjB5\nec1w9yjh/gfX6S4zIyMDzw8+oK0tJuW55/BcuJCMhx92qctXEyvmmApcAxyr0n8NkOJsYToGzn8C\nXAX8H3AOeAz4WQjRTUp5ztF11kBf4BUp5YeVO4UQTwF3SSnvF0LEAJMApaQ0IYYMGcJ11zXe5G2+\nvr6MrvJAePXq1WRlZfHII851F96yZQu//PILS5YsYfLkyXbnli1bRk6Ocx6qJScnAxAYaIznxOVO\nk3f3smXx6tS+PT3XrOHaRYvouWYNndq358SJE5jNZl3le3ll8d9Vj7L7x7vo3XuKIUHzAD4+2USv\nG83X/7iXvn2nGxI0D+DfLIvodaNZOPdRBg58VfegeQAfn1zeXfAsx36/g7GPvmJI8LpN7r9XPcGh\nzYO5777Fhsn188sjet1ovv/Xwzz88FJDguYBAgNyiV43mhXvP8fYsf/QPWgeoFmzAj56ZybHfr+D\nWdPf1TVoHiqyeP3fww8zLSeH2YcPMy0nh/97+GG+/vprMjJcXKaiabh6gXYzvVwIMV0I0c96zAA+\nQocbbT1iUoQQJmAk8Bcp5VYp5QlrkPtx4BknLn8o8HM1/b8Ag62vNwAqVaWCkydP8uCDDxISEoKf\nnx99+vRhw4YNdmPCwsJ48cWKeFEpJUFBQXh6etrdzC9cuBBPT08KCrTP3eTkZJ544gkiIiIwmUy0\nbt2a++67zymuWjaOHz/OyJEjad68OX5+ftxyyy389NNPF70uPj4eIQR9+/a94JybmxtBQfZu4KdO\nnWLMmDGEh4djMpno1avXBVafqvTp04enn34a0Cxabm5uPPvssw7sTuEoTd6Skpube0H6YajI+pWb\nm2tIAL1CoWj4xMfHX5B+GCqyfsXHx7s+gL5p8AaQC7wAzLf2nQXmolWjbwx4oBWaLKrSXwjc6kQ5\nGcAIYEmV/hHWcwB+aL9PRT1ZuXIl/fv3v8C9CiAhIYFNmzYxduxYQ9eUnZ1Nerq9i3hISM1xrSkp\nKfTp0wez2czkyZMJDg5m5cqV3HPPPaxZs4Z7770XgFtuuYXNmzeXXxcTE0NOTg7u7u5s3bqVu+++\nG9CsE9dddx2+vr4AjBw5ktjYWCZNmkT79u1JSUnhp59+IikpiXbt2l3yfs+cOUOfPn2wWCxMmTKF\nwMBAPv30U4YOHcp3333HkCFDary2ffv2SCn54osv6N27N25uNT+DP3PmDDfeeCO+vr5MmTKF4OBg\n1q9fz5gxYygoKGDixOqT4Lz++ut8/fXXrFixgoULF9KmTRu6dOlyyftW1EyTV1Jq83M0mUxKQVEo\nFOXUVqgxODhYuXs5AaFF+0YAH0gplwgh/AGklLrdZOvh7iWlzBNCbAdeEUIcAZKB0UAfLnRjuxTe\nQIs5uZ2KmJQb0CwsT1vbdwKbnCjzsqN///6MGzeOTz/91E5RSUhIKO83EiklgwYNsusTQlBWVlbj\nNfPnzyc1NZUtW7aUx0tMmDCBXr16MW3atHIlpV+/fsycOZP8/Hz8/PyIjo4mMjKS8PBwoqOjufvu\nu5FSsnXr1vLsYdnZ2Wzfvp1FixYxbdq0cpnTp0932p7/+te/kpmZyc6dO8vd3MaNG0f37t2ZNm1a\nrUpK//79ufnmm1m6dCnffvstt99+O/369WP48OG0adPGbuz06dMxmUzs27cPf38tEc1TTz3FyJEj\nefnllxk3bhweHhfeHt95552cOHGCFStWMGzYMK666iqn7V1RPU3e3UuhUCiaBE0nu5dAc4mKAE05\n0VNBsaFTdq9H0fZzBjCjVYf/CrA4cd0fA/3RKs2PtB4FQH8p5SfWMYullA87S+blSGRkJJ9++inj\nxo0jISEBsFdQqrOw6IkQgg8++ICff/65/LiY29PGjRu58cYb7QK6/fz8mDhxIgkJCRw+fBjQlJTS\n0lK2bdsGQHR0NP369aNfv35ER0cDcODAAbKysujXrx8APj4+eHl5ERUVRVaWPm7rGzdupF+/fnZx\nOAEBAUyYMIG4uLhaM3QJIfjtt9+YO3cuAQEBrF69mmeffZaIiAgee+wx8vI0t+iysjL++9//cu+9\n91JcXEx6enr5MXjwYNLT0zlw4IAu+1M4TpO3pCgUCkVToKlYUqSUFiHEMSAE51ocapNZq+KRlJR0\ngV99SUlJXeY9CdwuhPABAqSUyUKIrwHn5DutkLMV2OrMORUXUllRmTNnDq+99ppLFBQbN9xwg0OB\n84mJidx8880X9Hfr1q38/FVXXVXuwhUdHc2dd95JdHQ0r7/+OuHh4bz33nsUFxcTHR2NEIJbb9U8\nF728vFi4cCEvvvgi4eHh3HzzzQwfPrw8ruNSkVJy6tSpaq0llddfW4Yub29vXnnlFV555RXOnTvH\npk2bWLJkCV9++SU+Pj4sX76cs2fPkp+fz3vvvce7717oWSqEICXF6bk7FPVEKSkKhULRGGhaKYhn\nAH8TQjwjpTyot7CLKSkRERFERETY9WVmZvLLL7/Udf5CoFAI0RwtmN2pVWyFEO5oaY67WbsOAeuk\nlDX7/ijqRWRkJHPmzGHAgAFERUW5TEHREw8PD2666SY2b95MfHw858+f57bbbiMsLIySkhJ27NjB\nli1b6Nq1q10MzOTJk7nnnnv4z3/+ww8//MCrr77K/Pnz+e2337j66qtduKMLadWqFaNGjeJPf/oT\nXbt2ZfXq1SxfvhyLRTNyjhs3rsYMY9dcc42RS1XUglJSFAqForHQcJUOR1kF+AL7hRDFaMHm5Ugp\nnRr8o2OdlLvQ3L3igCuAt4DDwAqHF1mzjM5o2bvaWOUAzAROCSGGSSnjnSVLobl4vfbaa0RFRbnc\nkuIo7du3Jy4u7oL+2NjY8vM2+vXrx1tvvcXPP/9MWFhYeQB49+7d2bx5M9HR0YwYMeKCuTp06MDU\nqVOZOnUq8fHxXH311SxevJhVq1Zd0tqFEERERNR5/XXF29ubHj16sGHDBnJycmjdujU+Pj5IKRk4\ncOAlrVmhPyomRaFQKBRGMxWYCIxDC/6eWuVoLASiFVSMRVNMNgNDnGzheBeIByKklNdJKa8D2gEn\naTyZ0BoFlWNQ+vfvf0GMSkNn6NCh7Ny5kx07dpT35efns3z5cjp06GAX6N2vXz/MZjPvvPNOuUsX\nwK233srnn3/OuXPnyuNRAAoLCykqsk9k16FDB/z9/S/ov5T1R0dHs2/fvvK+nJwc/vGPf9C1a9da\nXb3i4uI4e/bsBf3p6ens2rWL8PBwAgIC8PT05N5772X16tUcPXr0gvFpaWlO2YvCOShLikKhUDQC\nmkpMCoCUcoXB8nSxpEgpvwG+qeey6kp/4GYpZXmRHillurWujIpTcRLVBclXjlEx2qLi6N8rwIwZ\nM1i9ejVDhgxh0qRJBAcHs2LFChITE1m7dq3d2D59+uDh4cHRo0d56qmnyvtvu+02PvjgA4QQdkrK\n0aNHGTRoEA899BBXXXUVHh4erF27lpSUFKcVZpw9ezbffvstgwYNYtKkSQQEBPDpp59y/vx5/vGP\nf9R67e7duxk/fjzDhg3jlltuoXnz5iQlJbFy5UpSU1P56KOPyscuWrSILVu2cP311/Pkk0/SrVs3\n0tLS2L17N9u3b+fMmTNO2Y/i0lFKikKhUDQGdIxJEUI8hxZH0RLYDzwvpdxVw9hbgIVAVzSXrUTg\nIynlO3WQ42aVcy/ghVaQ8DVrTIeu1Oemr4FQBPhX098MKDZ4LU2WTZs2VauI2BSVTZs2GaqkaJm6\nLz6m8rgWLVqwfft2pk+fztKlSzGbzfTq1Yv169dfEJDu6+vLtddey549e+wsKf369UMIQbt27ezi\ntCIiIhg9ejS//PILX3zxBR4eHnTt2pVvvvmG++67zyl7a9OmDdu2bWP69Om88847FBcXc+2117Jx\n40buuOOOWuccNGgQc+fO5fvvv2fx4sWkpaUREBDAddddx3vvvcewYcPKx7Zu3Zpdu3bx+uuv8+23\n35KcnExoaCg9evRgwYIFdVqrwhiUkqJQKBSNACElwsEb7bqMF0I8DCxGc7/aieZu9YMQoouUsjrf\nh3zgPSDG+vpWtOrxeVLK2h93wmxgDloFdTMwGWiB5valG3pZUgxiPdrvdzwVdVJuAj4E1rlsVU2M\n2go1RkZGGqqgjB07tk6FI6tLyRsZGck///nPOsmp7BZmo3Xr1tXWYgkODq42G5ajfPfdd7We79y5\nM2vWrHF43pYtWzJjxgxmzJhRp/Hh4eEsW7aMZcuW1TjmyiuvvOB38dRTT9lZnhT6omJSFAqFojGg\nX52UqWiWkFVSyiNoMSIF1KA4SCn3SSn/KaWMlVImSSm/An4A+lU3vgpjgGellEOklPehVU3/P6uF\nRTccrZFSH6VGRyahxaRsR1PszGhuXsfRlDyFQqFokiglRUduvb6ALh0qrPGd2hdz240Fusu9e0AW\noc1Ly9s3Xp3HFR309abw9LAw7PYUTN5aej9PTwuDb0vFz6f0IldeGm3CC7ixVxpuVotsoH8Jd95y\nTleZAD26pNKhbXZ5u1VYHr17nNdd7k1XJxIcaPsbknTtkEJkm4xar7lU3ISFW649greX9l66u1u4\nvvtx/HzMusoNDsime6d43KyBFT4mMzf0OERTSnHlaoQQnkBvNLcrAKR2d/4zWuX0usxxrXVsVB2G\ntwM2VpL1M9ob2rrOi77MkFJmSSnvBa4EHgQeAK6UUv5JSpld+9UKhULReGm07l5ZWVmYzfreJFWl\nsNCxG/3UtDKWvVmENS03H85LZupcL9LT6z6Pj4+PQzIB/EwFzH9JK0Z087V59Lkuj+GPNyc7t+4K\nkqN7BbimWxpXddGUslEjzpF0xoOv/u2YHuzofnNzLbzy53g8PLQb1ylPxPLj5kDS070cmsfR/San\nFDB3cgwWC7i5wcvP7uDdFe1JT0+v8xz1eW/dZBaTHtWq4V7ZIZVunVJ5Yd51ZGTXXW593tuI8NN0\n7agpQwNuOERGtokfNgehefvUDUf3m5VpYcw9v+PtqSlH9w/6jb2H25Ke3tKheeqz30tFl4rM9Qic\nr4M+Fwq4A8lV+pPRboprRAhxCgizXj9XSvlZHVbkgWYJqEwJ4FmHa+tNI3f3AkBKeUwIcdz6umEt\nTqFQKHRAWVJ0ZHeMGwWF2k2smxsUFcOOP9x1l7tltyfuVjHu7nAwzoPsXP3f6h1/+OBuFePuprX1\nprjYjZhYXzu5O/f76S736Ek/8vLdcbPKLSuD/bHVxbY6l/1HmpfLdHODxDO+ZGR76y734NFQO7kH\nj4ailYfQjzKLG0dPhtnJPXy8ha4yGzzOd/W6FG5Fs8I8DUy1xrZcDAGsEEKstR2ACfiwSp9TaeTu\nXgghxgshDmJ19xJCHBRCTHD1uhQKhUJPGq0lpTFQXCL4fa87A2/RAq927XPDXKR/pojYYx5kZgua\nB2pfslt3O2ZVqC/b//BhwiMV3ge/G6CkgKaU3HC19kTfXCSIifXVXabFItgXG8Ct12cCEHfCj/xC\n/f+dTp3zJT3Li5AgzWK1L7a57jIBDhwN5aGhR+3aRnDoeDhXd9Xc90rLBHEJYYbIbYhcLAVx+om9\nZJz8w66vtOSi1uY0oAwIr9IfDtTqvyilTLS+PCSEaAnMBS4Wsbuymr4vLrZIZ9CQlA5HEEK8DkxD\nS1aw3drdB1gihGgnpXzVZYtTKBQKHVFKis5E76hQUjbv0N+KAtoN9LbdXgwbpBVY2rpLV0+KcpLO\neHA22Z3W4WVk5bgRe8wY5WhXTIXlZN9hX0pKjTEQ7jlYoaTsORhoiEwQ7DvcnEF9Ne+c/bFOLcxd\nIxnZPpxJbkab8DwKi9w5lmCMcnTkRItyl7r4pBCKio35W26QXMQ6EtLhOkI6XGfXl59+msP/W1Lz\nlFKWCCH2AIOwZooSWs7NQThWKNAduKhJT0r5hANzOo1G7u71DPCklHJ1pb51QogYNMVFKSkKhaJJ\noty9dCZ6p3t5TEq0QUoKwLbd2s3cmfNunDxllFzB73s168nOfSYs0pj84hlZnhxP1O6PdsU0M0Qm\naO5dpdbshHsPBhgm12Y9ycrxJOGM/q5tNg4eDQEg9ngIZRZjPjoKzF4knNEUsdj4qg/7Ly9slhRH\njzrwNvCkEGKMEKIrWmpbX7QK6ggh5gshyi0gQohnhRDDhRCdrcd44AXgc2fv2Vk0cncvT2B3Nf17\nUA8aFQpFE0YpKTqTkSU4FOfGkeOC5DTjft0793lRXGJz9TKuGJHNxcsoVy8bu6xxKLtjjLtpLyj0\n4Eh8M84me3Mu1WSY3CMnAjEXuRFzpDnSIEUQ4MDRMOtPY1y9bByOb2H9eXkrKXohpfwXWoHF14E/\ngF7AYCllqnVISyCi0iVuwHzr2F1oT/r/IqWcY9iiLy8+R/sdV2Ui8KXBa1EoFArDUE9hDGDzTne8\nPI19KldgFvxx0LPcomIUB454k5Xjxp4Dxt20A+za34zePfPJzDb2T3rvoQCCA0sMlVla6sahY4GG\nxaPYSDgTQHauF4ePhxgqNzY+nOu7nyEjW/9YowaNjhXnpZTvA+/XcO6JKu2lwFIHV+JSGrm7F8B4\nIcRdwO/W9k1o6ZxXCSHetg2SUk5zxeIUCoVCD5SSYgCbfzdeSQH4KdqLPw4Zq6SUlgk+/WcgBYXG\nGunik7z5YVOQoTIB9h4MJDiw+OIDnczuAyEcOmZUHIyGlIL1v3Ukr8CYWCMbyenN2Lyng6EyGyIC\nx1MQG2dna9g0ciWlB7DX+rqT9Wea9ehRaVyDWbCRxMbGunoJCoXCARz5n3W5kiKEmAn8CegKFALb\ngOlSyqO1XtiIOHZSoMWiGsv3Ud6GugOVy91knMuVDSkFP281Li7ExvlUb5LTjL1pB9ixP9Ql7+32\nP1xRc0+wKybi4sOaOlJqh6PXKIAGpXQ4hJTydlevoYGS5ubmZn700UeNNdsrFIpLxs3NzWyxWNIu\nNs7lSgrQDy1DyW609cwHfhRCdJNSGl+FTReES+4VXHETq+Q2XZkA0kXP5l0ltyHhQCC83TWKRm9J\nKUcI0RZASnna1WtxNVLKJCHElWgFSRUKRSPCYrGkSSmTLjbO5UqKlHJo5bYQ4nEgBa1I2JZLnT8n\nJwcfHx88PS90eyopKaGwsJCAAOOfwCsUioZHTEwM7dq1IyjoQtfBrKwskpKS6NWrlwtWhq4xKU2d\nxqykCCHcgJfRMqg1s/blAouBN6WUFhcuz6VYb3IueqOjUCgaJw0xu1cQ2ldrhjMm8/HxITk5mZIS\n++DmkpISkpOT8fExNguVQqFouLRr147169eTlZVl15+VlcX69etp166di1amuIx5E/gzMAO41nrM\nAp4H3nDhuhQKhUJXXG5JqYy1iNg7wBYp5WFnzOnp6Ul4eDjn09KwzJqFpXNn3I4fx23ePFqGh1dr\nYXEmJSXBJCQsprQ0FA+PNCIjp+HpmamrTIDi4uYcOzaf4uJQvLzS6NJlpmFyDxyYQ1FRCN7e6fTs\nORcvr6yLX3gJFBUFsWfPTMzmYEymDHr3noe3d7auMgHM5kC2bXsBszkIkymLvn0XYTLl6C63sDCA\nqKjnKSwMwscniwED3sXHJ1d3uQUF/vz440QKCgLx9c1m8ODlusvNz2/G+vWPk58fgJ9fDiNGrMDX\nN083eUFBQQwfPpz/bthA6fTpmCMiMJ06hceXX3Lv8OHVWlgMQ4Jw9Jl5wzAGuJzGbEkBxgITpJTr\nKvXFCCHOoGVkm+2aZSkUCoW+NDRLyvvAVcAoZ07q6emJZdYsir/5htIzZyj+5hsss2bprqAAJCQs\npqDgWoqLIygouJaEhLcvfpETOHZsPrm5V1NU1Ibc3Ks5enS+IXIPHJhDdnZPzObWZGf35MCBubrL\n3LNnJpmZ3SksbEVmZnf27Jmlu0yAbdteID29K/n5LUlP78q2bS8aIjcq6nlSU7uQl9eC1NQuREVN\nMkTujz9O5Pz5zuTkhHH+fGd++GGi7jLXr3+cs2c7kp0dytmzHfnuu8d1lxkUFETp9Omc/+gjso4e\n5fxHH1E6Y4ZrFRSocPdy9FA09mKOwcCRavqPWM8pFApFk6TBWFKEEEuBoUA/KeW5i41PTU3F3d2+\nkrq/vz/+/v7Vjrd07gxjxsDUqbBkCZY2bZyx7ItSWhpaa1svykrta1kUFxsjV1T5ziwq0r+mhtkc\nXGtbP7lBtbb1oshsn3q4sNAYuSXFzezaBQX6p0DOzw+ota0X5ogIu88Lc0QEnDpV7dhDhw5x6NAh\n++vNZqevSQXOXxoNSOlwlP1o7l5Vn0b82XpOoVAomiQNQkmxKij3Av3rEu0PEBYWhslU98yDbseP\nwzffwJIlsGoVbg8+WM/VOoaHRxrFxRF2bSMwmdIoKGxb3vbyMkZuQEAaWdkVCqC3d7ruMk2mDAoL\nW9m1jcBkyiI/v6Vd2wh8/bLIya2ovu7jY4zcoMBM0jMq9uvrq79LnZ9fDtnZoXZtIzCdOgWrVpV/\nXpieeqrGsd27d6d79+52fefOnePTTz917qJUCuJ608jdvV4C/ieEuAPYbu3rA0SgPdhTKBSKJonL\nlRQhxPvAI8A9QL4Qwnb3lS2ldMrjyJKSEtzmzcNr1iwsbdrg9uCDuM2bR0loqO4uX5GR0/DzWkRK\nWhipGelERhpTEPjG66eTk/UmJ5PCySvIoEuXmYbI/b8HZ7Ap+g3i4ltSWpZJz55zdZfZu/c8zp76\nC2ZzMIVF2XTvsUB3mQB9+y7i3KlnSUsPJbeggL59Fxkid8jgJRw9PIHE0y0pLi1gwIB3DZE7cdxb\n/Hfdc8QntEG45zN48HLdZY4YsYKtmx+ioCAAKczcNfgL3WVmZWXh8eWXvE8I8AAAIABJREFUtJwx\nQ4tJeeopPBYsIGvYMJe6fClLSv1p5ErKSaAL8BxaPTGAtWju0S7/DlcoFAq9aAgfcE+jeU5HVel/\nAlh1qZPbsni1DA/H87PPKvpDQ0lOTiZc5+B5T89M/r1iNJ6ekrtG++ompyre3plErxvNr9u8eOVv\n1bvA6UEzP03uslVB/OcHY+R6e2fzt9eeZEj/bCa/1o6Tp4yp7WUy5bDms7GEBJXwxEvGpaX19ckh\net1o9scG8c6KbobJDfDX5P7n5078tDXSEJm+vnm899YL3Hb9Sd77oi+JZ/V15bNl8bp3+HCCTp0q\nd/HKGjaM9evXM9zVwfOKy5GTQCsppV2AvBAiBDgFuFd7lUKhUDRyXK6kSCl1Dd4vLCysVhGxZf0q\nLCw0JIBeoVA0fJKSkqpVRGxZv5KSklye4UvhOI3cklJTJdNmgPODnxQKhaKB4HIlRW9qK9To6emp\nFBSFQlFObYUag4KClLtXI6UxKilCCFsqSAm8LoQoqHTaHbgJ2Gf4whQKhcIgmrySolAoFE0CFTh/\nSeihdAghWgMLgbsBX+AY8ISUcq8Tpr/WJgboCRRXOleMltnLmEA4hUKhcAFKSVEoFIpGgLKk1B89\nLClCiCBgK/ALMBhIA64AnFI1V0p5u1XOZ8BkKaUxqe0UCoWigaCUFIVCoVAoHGcGkCSlnFCpL9HZ\nQqSUTzh7ToVCoWgMNLSK8wqFQqGoDlVxvt7oVHF+BLBbCPEvIUSyEGKvEGLCxS5SKBQKRd1QSopC\noVA0EmwuX3U9FBo6KSkdgWeAOOAu4APgXSHEYzpvR6FQKC4LlLuXQqFQNAYsgMVBzcOiy0oaHTpl\n93IDdkopX7G29wsheqDV/vrc4UUqFAqFwg6lpCgUCkVjoD7uW8qaUk5tSkdaWhrp6el2faWlpReb\n8hwQW6UvFhhZj+UpFAqFogpKSVEoFIpGgJ7ZvYQQzwEvAi3RUts+L6XcVcPYP6G5OV0DeAOHgLlS\nyh8dW51xXMySEhISQkhIiF1ffn4+Bw8erG3arcCVVfquRIfgeYVCobgcUTEpulLdl6IRjzZdIbem\n+V0ht6n+jl0lt6G9t8o84EyEEA8Di4E5aLU59gM/CCFCa7jkNuBHtNog1wG/Ad8JIa42YLkNiSXA\nzUKImUKITkKI0cAEYKmL16VQKBRNgkZrScnOziY/P99QmYWFhQ6Nf+wBd7w8wc3NEzc3GDEoC+EG\nn31dVuc5fHx8HF0msybBqTPaa19TMeMfTmfTdtjxR93ncHSvXp6S118s5nyqACCseR4vPJnL/KVe\n5OaJOs/j6H67dipl6CAzfj6a832XyDQG9injrQ+aOTSPo/sd0j+PAH8L7m6lgKTPNYn4+lj41/qA\nOs9Rn/f28QdSSU7zBMDL08yw/kc4eNSXvQf96jyHo3t1c5P8+bFEUtK9AAjwy2TU0Ay++E9rsnM9\n6zyPo/ttHV7Anbecw8dLc7tpFXqKa7oe49NvOqHVt6sbju7XGWRnZ+swaz2KOdZNoZsKfCSlXAUg\nhHgaGAaMA966YEYpp1bpmi2EuBct29V+BxdoCHrEpEgpd1utSguAV4CTaPVMvq7vOhUKhUJRgbKk\n6EjMYQuvTvMiPEwQHCR47S9eHDyi/1Pgc8kwe7L2+ubr4JH7YN8hfWUWlwi8vGDMA9oN5UMjSmkR\nIh1SUOrD0ZPuDOxbTL8bSwB4bmwBmdn6/1kfiffiyUeyadWiDB+TZPK4TE4k1v2Gvb4kp3nyzKMp\nAHTrbOa+uzI5Em/SVabFIpAS7rtLkzuwTwatw80OKSj14WyyD72uzOKGXhkAPDDkFAWFHjiioDQl\nHM3sVRf3MCGEJ9AbrSAhAFK7O/8Z6FOndQkhAH8go7570xudsnshpdwgpewlpfSVUnaXUn5qwHYU\nCoXiskApKToSEytJSav4osvMkuw9oH+6naht9u3te6CoWHexbN7hXmtbDywWwe97vez6tu3WX1lI\nOO3JuZSK/RUUCvbH6qssAOzab28xOXTMh4JC/X/Pew8F2rcPBtYw0pkI9sU2t+vZX6V9WaFPnZRQ\nwB1IrtKfjBafUhf+AvgB/6rjeMPRS0lRKBQKhX4oJUVHpIRft1S4dv22rYyyunt61ZuTpyDhVEX7\nt636ywTYsrOKkvK7/jfPAFt2VSglGVmCw8eM8GIU/P5HhfvSngMmSkr1f8KflunJiSTv8vau/Y65\ntdWXfYf97f529xysu1vbpVBZKSkodOfoSX9D5DZEhJT1OnRdkxaH8QrwoJQyTVdhl4hSUBQKhaJx\n0WhjUhoLv2wpY9R9HtbXxhUt+G0bPPGw9nrTdmNkpmUIDh11o3sXC6fOChJOG+OWs3OfJyUl4OkJ\n2/Z4IaUxcnf84cOfBudZX+tvRbGxa78fHdsVAbBzf91jUS6F/EIP4k74cdUV+WRkeZJw2vF4mvoQ\nGx9AUbEb3l4WDhwNosxyGT9XkdRa9yT5/D6SU2Ls+kpLLxqPkwaUAeFV+sOB87VdKIQYBSwHHpBS\n/nYxQa5EpzopCoVCodCRy/gb3xiid1gwF0lKSiWbthlgRrFis54cPAIp6bWPdSY264n20xhloaDQ\njX2HNGvK1l36u3rZiIn1pqBQYLHAjn3G3LQD7IzRFJOks16cT/W6yGjnscfq4rX3UABGvbclpe4c\nPqbJ3Xf4Mnb1qgPhLa+hV68xdscVVwyv9RopZQmwBxhk67PGmAwCttV0nRDiEeATYJSU8nunbECh\nUCgUikooJUVnCs2wfbeFnX9YyDUwGdneA5CTq1lUjMQWh2JEPEpltuz2pLgEdu037qa9pFSw+4CJ\nI/FeZOUYt9/jCSYystzZHWOMFcWGppzAXoNcvWzsi22OxQIHjgYZKrehoaO719vAk0KIMUKIrsCH\ngC+wAkAIMV8IsbJ8HZqL10rgBWCXECLcehj7h+EAKiZFoVAoGh/K3csAfo4uw8u4e2cASssgeofx\nSkpcvODYScEfB43Vf7fu8qLPdSUUmo3N/PT7Xh9CmxtnIQOQUrD7gJ9hrl42zqWYSDht4sBRY+NC\n9h9pztGTAeQXGGcla5DoVHFeSvkva02U19HcvPYBg6WUqdYhLYGISpc8iRZsv8x62FiJlra4waHc\nvRQKhaLxoZQUA/hliwVPF/ymv/4vHD5qtFTBwve9KC0zVlk4l+LO52uNc7mysXOfiaAA42KNbPyy\nNZC4E8bFwdhYubYtJSXGKqDZuV7856e2hspskMh61Emp43gp5fvA+zWce6JK+3bHFuF6lJKiUCgU\njQ+lpBjAuWTXfNntclFZtb0HjHX1smGLSzGS7Fx3snON32/sceMVMk2uMdnEqhJ30oiUxw2cOtQ9\nqe4ahVJSFAqFojGilBSFQqFoLKgb53qjlA6FQqFoXDT5wPmioiLKaihOUlZWRlFRkcErUigUDZW4\nuDhycnKqPZeTk0NcXJzBK1IoFAqF4vKkySspHh4e5OfnX6ColJWVkZ+fj4eHMiYpFAqNVq1aERUV\ndYGikpOTQ1RUFK1atXLRykBY6ncoVHYvhUKhaIw0+Tt0d3d3/Pz8yC8qQs6ejezcGXH8OOLNN/Hz\n88PdXd94grKyUNLTP6KsLBx392RCQibi7q5/4ZLS0hDOnXuP0tIWeHik0KrVn/HwyNBdbklJMAkJ\niyktDcXDI43IyGl4embqKrO4uDnHjs2nuDgUL680unSZqbtMm9wDB+ZQVBSCt3c6PXvOxcsrS3e5\nRUVB7NkzE7M5GJMpg9695+Htna27XLM5kG3bXsBsDsJkyqJv30WYTNVbHZxFYWEAUVHPU1gYhI9P\nFgMGvIuPT65u8gICAhgwYAC/bt5M6YwZFLdvj1diIh4LFjBwwAACAlyYZVfHwPmmjopJUSgUisZH\nk7ekgKaoyNmzKVu7Fsv585StXYucPVt3BQUgPf0jiotvpKysPcXFN5Kevlx3mQDnz7+H2Xw9paXt\nMJuv59y5pYbIPXVqMQUF11JcHEFBwbUkJLytu8xjx+aTm3s1RUVtyM29mqNH5+suE+DAgTlkZ/fE\nbG5NdnZPDhyYa4jcPXtmkpnZncLCVmRmdmfPnlmGyP3992mkp3clP78l6eld2bbtRd1lRkU9T2pq\nF/LyWpCa2oWoqEm6ywwICKB0xgzSPvmEnOPHSfvkE0pnzHCtggIVKYgdPRTKkqJQKBSNkMtCSQGQ\nnTvDmDEwdSqMGaO1DaCsLLzWtl5ISwu7dmlpixpGOhd3t9AqckNrGOk8iotDa23rRVFRSK1tvSgu\nDrZrm83BNYx0LmWl9hm2zGb9iysWFgbV2taL4vbt7T4vitu3N0RubQjqUcxRaSmAUlIUCoWiMXLZ\nKCni+HFYtQqWLIFVq7S2Abi7J9fa1gsvrxS7todHSg0jnUszv1S7todHmu4yvbzSam3rhbd3eq1t\nvfDxsXfbM5n0d+MDCPCvKld/1zYfn6xa23rhlZho93nhlZhoiFyFQqFQKBQaTT4mBbQgefHmm7jP\nno1s2RIxciTizTcp8/bW3eUrJGQibVr8g9T0FpxLOU9IyERd5dm4quufcWMpJxJbkJWjxaQYwcgR\nU9i9922OHGuBuTidyMhpusvs0mUm+Tl/pbg4lNz8DNq1N8b9qWfPuRTmziI9I4zMnGx69pxriNxb\nb3mDlLMvknAqnMKiHHr3nmeI3DGPvM7Pv77EsZOtsMhc+vZdpLvMAQPe5VDMRMzmIEot+dx087KL\nX3SJ5OTk4LFgAaG2mJTx4/FYsICc225TMSmNGGUZUSgUisZFk1dSbFm8/Pz8cF+ypKLf27uiX0dF\nxd09nTWfjcLLS3DDELNucqri5ZXBb9+O5vvfYMocw8Ti9//t3XuU1OWd5/H3t6rvDYgoARUQiUbJ\nZNRJZI0bL5nRjZtkx0l0TFw96mSik0wynhx3ZzLQ6MYJ0w3JrrltxrmczIziJRkzZhOym4wGlRFR\nAQFBIiqkgebSYHNtqL5W1Xf/+HUJ3XQ1XUX9flXV9XmdUwfq11X1PL9quvl96nme79NwgOVLbuWb\nf1vNj34WzeaK1dUHaZ5/J5+6vpc/uvc0Nm+L5p91Tc0hFv/j7UyelOIP7opuR/S6usMsX3Irqzc0\nsuB750TW7rhxh1i+5FaeWHIWS5ZGM22xvv4I/2vBPVx/VTvND32ALdvHh9peporX7330o0zYuBE2\nbgyOX301y5Yt46PFXDyfHrjl+hzRwnkRkTI05kNKMpkcNohkqn4lk8lIFtCLSOlrb28fNohkqn61\nt7cXLaRk1pnk+hxRSBERKUdjPqTU1tZm/Vo8HldAEZF3XXjhhVm/NmHChBKo8KUL53wopIiIlJ8x\nH1JERMYErUnJm0KKiEj5qZjqXiIiIiIiUh40kiIiUg60cP6UaGRERKS8KKSIiJQBLZzPn6Z7iYiU\nH033EhEpB5k1KbneJJQd583si2a23swOD9xeMrP/HNEpiYiMeRpJEREpC/mEDoUUCG0kZQfwl8Bm\nwIA/An5mZpe6+6Y8uikiIsdRSBERKQdOHtW9QulJ2QkjpLj7/xty6D4z+1Pgw4BCiojIKVJIERER\nOQVmFgM+AzQALxe5OyIiY4LWpIRofOPojhXauGHaGO5YIVVVOXW1gz95rK52amvC/Si3oT6N2eA2\nGhvCL2nUUH9iG8MdK3y7qSFHfJhjhRWLObU1g9uID3Os0OpqUid8b+vrklTs8EA6z9somNmXzWyr\nmXWb2StmNmeEx041s8fN7C0zS5nZt07hrCJTyPUoGWb2ATM7AvQCDwGfdvc3wzwPEZFKUbYjKZ2d\nnZG32d3dndPjP/v747jy8loa6qEq7nz7AWft63185x+Ojvo16uvrc+0mC/5i3MCskFqmn53k8e87\n9y3qYntbctSvkeu5msEvHqtl914H4lx+aQ+fvt745O299PaN/nVyPd8JM+AH34S+/uD+zf/lMPV1\n8KV5Ob1Mzud7zceTXH15ksb6NPE43Pv53bTtivEPj1eP+jXy+d7e/aWjVFUFF1CTJ/Ww4L9v5R9/\n2MCanaNvN9dzBef7X9/LvoPBr4vZsw5w5WUd/Nn9U+juGf3nHLme7+RJ/TzwlV0kuoM2rpmzjYb6\nNA98Z1pOr5P7+Z66w4cPF/5F86juNZrpYWb2WeBB4E+AVcC9wNNm9j533zfMU2qBd4AFA48teSFW\n93oTuAQ4DfhDYLGZXa2gIiJy6jSSEqJ/e76bG66vZ9LEGBPGx7jxkw08/XxP6O0uf6Wfz9xQC8Bv\nXVjFudPirH199AElH+6w8a00110VB+CaK+K0tnlOASUfW9ugvg4unh3c/+S1sGpduG0CLF8V4+oP\npzlzEtTWwCd+L8WLq8P/cVq9vpqP/27wps6cluK9M1Ks3xT2Zw3Gm7+p5SOXBRf7v/OBXjr2x3MK\nKPnoOFBN2mH2+cHPzJVzjvLG5tyD3diRT2WvUV1o3wv8vbsvHri4/iLQBfzxsL1w3+7u97r7Y0D0\nnxbl4WSjJolEgo6OjkG3gwcPjuZ1k+7e6u7r3H0+sB74SugnJCJSARRSQtS6PcVbW/rfvb+1Lcmm\nzeGGBYBfvdBHOn3s4mTpC32kI9jU7dnlqRHvh+X5l0a+H4aO/TE2bbZj9w/Aps3h/zi9sq6a5HH/\nhFa+Vk0yadmfUKh219YNuv/y2mjCwqr140a8X1HSnt9tBGZWDXwIeDZzzIMhhKXAFaGeT4ROFlLq\n6+s544wzBt1OO+20fJqKEYw0iYjIKVJICdkvnj02cvLLZ6OZdrLvgLNmw7Er2aeX9Y/w6MJ54ZU0\nvX3HLoqeWxF9SGndDtt3RtIsL6yMv/v35SvjuIcfFhJdMV5749jIyYrVNaG3CbB+Ux3dPcfO75WI\nQsrq9ccWU3Xsr2LbzmjOt4KcCcSBvUOO7wWmRt+d8mFmLWZ2lZmdO7A2ZSFwDfBYsfsmIjIWKKSE\n7JfPHQsmv3gu/KleGb/69yCY9PY5z68Iec7VgK5ueHlNMGSzbmOajv2RNMua9dB5JPj7sgjr6rzw\nyrGwcHxgCVsmmKRS8Mra0a9FORX9SWPN68FoytYd1ezdF81ytre31nGoM3hvV29oJNiOokJpM8e8\nhbGZI/Ae4BGCdSlLCUakPubuz4V8OiIiFUEhJWQr1/ax/2CKw0fSrFjVG1m7Ty8LgslLq/tJdEXW\n7LtTvKKa6gWQTMHyVcHfn18RWbNs2mK8s8/o6YVV6yIMKa8GIWXj21UcPhLdj3BmytfQqV9hcjde\n3RCMplT0VC84tk9KltvuzjdYs+upQbc3O056vbwPSAFThhyfAuwJ4SyKptDVvdz9Lnef5e717j7V\n3RVQREQKqGyre5WLVAqeWdZDbY3RH82sKwDeeDvFj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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorSteepest(mg2, 'topographic__elevation')\n", - "fd.run_one_step()\n", - "drainage_plot(mg2, title='Grid 2 using FlowDirectorSteepest')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Flow is directed down parallel to to the the Y-axis of the plane. This makes sense in the context of the **FlowDirectorSteepest** algorithm; it only sends flow to one node, so it an idealized geometry such as the plane in this example, it provides flow direction that is non-realistic. \n", - "\n", - "As we will discuss throughout this tutorial, there are benefits and drawbacks to each **FlowDirector** algorithm. " - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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ghy5Dt5IA1zuIdgKmAgOAOuBj4AfGmGyvGudHrYWU//znP7z++utu2yorK1vY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\nJUNSX6O2PppN2XdxqDrV1rp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qNZYGDRowcuRIli9fbuA+VhxTpibWarX06tWL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\ngfOBO3Z7RmuvbHZoljHmZKKrXX3UzgYmhIs5Kdba9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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorD8(mg2)\n", - "fd.run_one_step()\n", - "drainage_plot(mg2, title='Grid 2 using FlowDirectorD8')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**FlowDirectorD8** consideres the diagonal connections between nodes. As the plane is inclined to the southwest the flow direction looks better here, though as we will see later, sometimes **FlowDirectorD8** does non-realistic directing too. " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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FVlaQ3YqsrJjYLc8Kbm95zOwOirndsv79g2yW9e8fdZvt4Vbg+DdF3dUURVG6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\njcNTQDFwPzC3rO0Y8DhQsyv21EOHslFpV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DSRSVZdCwQCaSc5Sqn5rbGxcdJE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\n4zr5xLi4nSnfl+AQ9obd2Bt2Y+yO4SFryxND1lxuinY8hy2Y2aKPHvPxl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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorMFD(mg2, diagonals=False) # diagonals=False is the default option\n", - "fd.run_one_step()\n", - "drainage_plot(mg2, title='Grid 2 using FlowDirectorMFD without diagonals')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As **FlowDirectorMFD** can send flow to all the nodes downhill it doesn't have the same problem that **FlowDirectorSteepest** had. Because the plane is tilted down more steeply to the south than to the east, it sends more flow on the steeper link. " - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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ixTpmJTWVqMxMCvyMWfGX/Px8ojMzmfi73+mYlWHDiM7MJN+PmJVAyMvLIyYz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\nxbJpfcLisHvYvKkahyNwfLbZqGdCVn+7pTmJEcWKDRSWrR8rX7zr1x0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6Tjsjn5lzj/96\nAEqAfWSP4w0p5TpVVIQQeUKIvBi3N+LjG9/4Brfeeqvf45prRpVoy9j7GPwh7CXM72AhRIYQ4nWg\nE9gNfD7ooRFFMjPhww+hrEz5eSyD61VuvfVWbDYbP/nJT/qmLw2krKysL9XuRRddhJSSP//5z37b\nPPjggwgh+i7Ih2Pp0qXodDp+//vfB1zf0hI4hnI4iouLufrqq3n88ceHZAYLtc8LFy7EYDDwyCOP\n+G0XaGrZd7/7XTZv3sz69euHrGtvb8fr9QY9lhkzlOkpTufwhZ01ji3H1ciKECIZ+Ah4B7gAJXCw\nBCWI8Bj1YWz2H612gw2ljl274S0/3tvU2h15eSQCOmTfQUQn1tWPA41QacQOIYQOuAulan1877JO\n4EHgnq/KdCchRBwwkf5UIMVCiFlAi5SySgixEXhACHEjcAQlPucaINzS438GklGmlL2PUpBzHP3v\nocYJRnFxMc8//zzf//73mTJlCtdccw3Tp0/H5XLx0UcfsWbNGn74wx8CMHPmTJYtW8aqVatobW3l\nrLPOYsuWLaxevZqlS5f6ZQIbrr0//vGP3HnnnZSXl3PppZeSkJDA4cOHeeWVV7j++uv5z//8z2H3\nEehG0/Lly3nmmWfYv38/06dP71seap/T09O55ZZbuO+++7j44ou56KKL+Pzzz3nzzTeHxKb8+te/\n5rXXXuPiiy/m2muvZd68eXR3d7Nz507Wrl1LRUUFqamp/OQnP6GlpYVzzz2XvLw8KioqePTRR5kz\nZw5TpkwZ8b3SOHYcV7KCknO/Ukr5kwHLjgTbOFx2795NXl4eSUlJQ9a1t7dTXV3NtGnTotWchobG\nV5h169Yxd+5csgNMVK+rq2P79u0h3amMNmpRyEhedxxyD/BjlM9+de7VGcDvUApELo92gzGqqXMK\n8B7KzFeJIlsATwM/Ar4H3As8C6SifK/dIaVcNXRXw3Iu8C0p5WdCCB9KYP0GIUQHcAcQnVLmGscV\nl1xyCTt37mTlypW89tprPPbYY5hMJqZPn84DDzzAdddd17ftX//6VyZMmMBTTz3FK6+8QlZWFsuX\nL+e//uu//PYphAh68+e2227rq7Hyhz/8AYD8/HwuvPBClixZEvA1g/c9mAkTJvCDH/yAp59+esj6\nUPt8zz33YLVaeeyxx3j//ff52te+xvr161m8eLHfPq1WK5s2bWLFihW89NJLPPPMMyQmJlJaWsof\n/vCHvmtANVPZ//7v/9LW1kZWVhZXXHEFv/3tb0c8Ro1jizieiqEJIXaj5KrPR8m9XwP8RUr5f0G2\nnwtsu/LKKxk3btyI+29vb2fDhg0sWrTIT1iCLR+MlNDtMGIwWklNik7QfSh4vdDWaSAxwUhieLFt\no8LpgqYWwfg8CybTsbnQkVLSZYeWVsmkibaY30lX8UlJS6sXiYnxAWqpxAqPR1Lb4CQ5yca4jOhP\nbwqGw+HlSLWd0ompxMcNzTIWK1rbnFTWdHPavJxjdm5VbLbA0+WCUVdXxz333MPy5cv9hCXY8mDs\n37+fa6+9FmCelHJ7eL3uR/28m/Q/P8I2Mfy4GvuhOvb/8m+j7kc0EULUAjdIKV8btPxbKJ/9uVFq\nZy6wbcWKFQEzII1EeXk5d955J4zxe9crJTOllBVCiCPAlVLKj3oD73dLKcP7Iz8BUM/ttm3bmDv3\nmM4Y19DQGCXbt29n3rx5MMJn6/E2slIM/IzeKQAoBbMeFkI4pZTPjHbnSUlJLFq0iDfffhvP7bfj\nLCjAXFmJ4b77uDCIqHi9gvZuM+2dZjq6zXi9OmZN7g6w95Hp6orj5ZevoKsrkfj4Dr797ReIiwu8\nrx6XoLXNQEu7kbZOPXqdZMGpweukDNfm889fTmdnPAkJXVx55Rri4wMHi0oJXd3Q2KKjsUXQ0aUj\nNdlHSXH4F5WdnTaeeupiOjriSEzs5tpr/0VCgiPgtj6fpLlVUt8oaWjy0W2HyRN0EV3MdnRYWbXq\nfNrbbSQl2bnuurdITOwJuK3bLalv9FBT76GuwYPTJfnmuZEJQ3u7hUceOYu2NhvJyXZ+8YuNQdvt\ntnupqnVSVeOktsGJTgiu+V74dUPa2sw8+ODptLZaSUlxcMstm0lKCjzPVkpJS5ubiko7FVV26o86\nyco0M2dm+JOwW1tNrFgxj9ZWMykpTpYv30ZycuBYLJ9PUlNnp6yik7LyTlraXMyfmx7RuW1pMfK7\n382gpcVMaqqT3/9+FykpgTPrRYPs7GyWL1/O7/74R1y//jUdWVkk1tdjWrmS3911V0iiEgsirUZ/\nnFawTwX2BVi+r3ddVBnDbGDRYj8wCahAyaB2vRCiArgBOMaJdTU0NDSODcebrOiArVLK3/Q+/0II\nMR3lg3jUsgKKsHhuv52jTzwB11wDq1eTefvtJB082LdNj0tPe6eZ9i4zXXYTfhUJkRysiOzO++YP\nrqatOR+AtrZU1qy5gmXLlEEjKaHLrqelzUBLu4Fuh38wtpSwdWf4p2vzxstp7W2ztTWF55//Ntdd\nt7pvvdcHrW2CxhZBU6uOHqf/BU1Xt+Ddj8K/IPzo/cW0Nis3RZubk3nqqUu48cYX+9a7XJKGJkVO\nGpoknkEDVZW1PmqPdhEuH757Ma3NykVkU1MSq1ZdwC239Fe77er2UVvvpqbBQ2OTl8F1ADd/1okS\nuxoem979Hq1NyuheY2MCDz98FnfdpRSaklLS3OKhsraHqhonza3+BysMsHZd+NcZm97+Li1Nylzd\no0fjeeCB07n77vf71nu9kpp6BxWVDiqq7HR2+bfb3uHmyRfKwm534/pv09ykXEfW18dxzz3zWLly\nc9/6nh4v5ZVdlFV0Un6kix6nv2TvO9hO+ZHwUnECvLf+cpobkwGoq7Py29/O4OGHY3uTOzs7G9ev\nf82++++Ha66hdvVqJt9665iJCkQeLH/8XG/78QXw/1BS+w7k//WuiyongKz8D6D+8f0eZSbCVSi1\nVq4doz5paGhoxJTjTVbqGFq1eC8wbN3YjRs3Yjb73xGfNGkSkydPDri9s6BAEZWbboKHHlKe98qK\nlOB263F79Ljdehgyz1vQ4wo/u5JXD3anf/akrq7+u+k+HzhdQnm4h94B9fqgJ/CN+mFxOPznjbW3\n+xc09HigxwU9ToErgJO4PUrb4SABe8/w7Tpd4OiR2B0MERWAHifoXOE1LAG7c3C7/bMipJTYHT7s\nPRK7Qw4RFYAue/ijV14ddPf4H19bW3+7Xq+y3267j2770GPyeuUQkQgFu8O/zaYmf4l2uXx0dXvp\n6vbg6Bl6XE6XD483fBHtGtRuc7N/ljK7w0NHl5vOLjdO19B27fbA/RkOGaDdlpbwipNFSkdWlt/n\nRUdW8Ixh69evZ8OGDX7LurrCl+7hiazOytDPsuOCW4F1QoiFgGq8p6NMBb4o2o191WVFSvnsgN+3\nCSHGA5NRYj2bxq5nGhoaGrHjeJOVj1CGuAcyiRGC7M8666yQYlZUzJWVsHo1PPQQrF6N+ac/7Vsn\nBCTEuUiIc5Gb2YnTpae9y0x7l4UuuzK3f/bkbmzW0C+kuzw6Pm1OxGjrxtWV3N8Pc/8dfL0e0lM8\npKcoleE7u/W0tBtoaTNg79FjMirTwALUaApKbbeOrZ91g72/uquQXXS2SxKSlAsXswnysiR5WV68\nXmhpE8o0sFaByyXISJWcPi/0i0IpJTsawPBpN87u/mMVshOXS/bFviTECxLi9ZQWg9OpjLLUN/o4\n2izxemFqiY7pk0MP0PF4JesPOZV2B7zHetGJ9EmETgkmzEw3kJluYPY06OzyUlPvobbBQ2OzFynh\novNSSU8NPYaj3eHl5S/ah55bU/+5NRgEhfkWCvMtSClpbHZTVeukssZJa5sHs0nHNd/NH1LLZDgO\nNzrY8mk3DHiPve42jtY5yMxWUitbrXqmliYwtTQBj8dHdV0PFVV2jlTZ6er2kpdj5XuXhpdH/r29\nTWze4n9ufZ427N1ubL2xL6kpZk5LMXPa3HQcDg+HK7soK++kvLILl8vH6admcM6CoTVUguHx+li9\nqQLDFv9zi68dn1cOKdAZbRLr66kd8HmRmJUFA/L8D+T888/n/PPP91s2IGZFYxBSyo1CiFLgP1Au\nugHWosSraBXZByGEOENK+aH6XEppB46L+CMNDQ2NWHG8ycpDwEdCiDuAF1HSM/4E+OmwrwqD9vZ2\nDPfdR6Yas/LTn2K47z7aFy4cErMiBFjMXixmO+PS7Hi8go4uM90OU8iyooqK06djweKX+HDdd/DZ\nrZh0XUzKX0NjvY6MLP99CQGJ8V4S470U5jrpcQpa2o10dhtISgjtDl9tt46tDSYmLnyNyveW0NUZ\nT6K1k6nj1/DFVpg1v19YVPR6yEiTZKR5e4VJiV8ZKBnDoYrKniaYceFr7Fu/BHtXHEmWTqYUvsTW\nTT3MP3NosL7ZLCjIFRTk6vD6JM0tkrYO5Q5oKLENqqjUdvg449LX+eiVi/E44ogzdDJp/Ets2+xl\n3unxQ9LhJsTrmTxRz+SJZlxuSV2Dh7Z2T8iyoopKl9PHN694izdeuADRE4+RDoqzX+LAHjOlU/1H\n0xRhMpGZbmLezAS6upX4lcZmFzlZoU0vPNzoYO3nTUw87zVqP7iUtlYrqQl2SnNfYt0/e1h8WV6f\nsKgYDDoK820U5tuQUtLU4qKiyk5XtzvkAPv39jbx/t5mZl30bw5suJiOdiupcXZK819kzXM+vn3V\nxD5hUbFaDUyblMy0Scl4vT6qa+3U1jvCOLeKqOyr7eCc773NphcX4nbEE2/soiT/H7z6kpVvfac0\nZsJSV1eHaeVKJt96qxKzkpWFaeVK6sYwZuUEq2BPr5REPevXMO0dq6ZiwbtCiBrgBeC7pjqTAAAg\nAElEQVRZKeWese6QhoaGRqw5rmSlNx3jZcB9wG+AcuCXUsq/R2P/atavCxctUmJUeqd+tS9cGFI2\nMINekprUg80W2h3wgaJSkmAnxeih6aJ/UBjvIIce9n1h4vBeI+AeIiwDsZglOZkurCEWFVRFRQhY\nUNhO2xXPsbfFyGnZTnyNXg7uIaiwqCjCBInxvrBFJc4IC0sdZCT+g7ouuHyKZO/nLmorfUGFRUWv\nE2SmCzLTQ6upMVBUchN1LCrx0eb5B4lmweJSMx+87eTIYWXKUSBhUTEZBePzjNhsQapqDmKgqJxa\nYKU4TVJx0T+YkWNhRqqJt193sOUDJZHBYGEZSHycniklNqzW8ERFSvju1+NonfUG7+1t45LZaYjW\nRDZtsLPun9UBhUVFCEFGmpmMNDM2W3iikmAx8MMz09mQ8y/21XZx00VFfPq+lS93NLPmuUMBhUVF\nr9cxPj+e8fnxYYtKUWYcPz4nhw7XGixGPb+8sJQXnhbs290MHIiJsKhZv/yC6QsLqbvrrrCygUWb\nr3qAvRBiZqjbRrsi+1d9GhiQA3wfuAK4XQixE3gOeEFKWT2mPdPQ0NCIEcddBXsp5b+llDOllDYp\n5TQp5d+ite/q6uqAQqJmCauujt5n/WBRmRDvH3CSkCSZPMuFTg+H9xpprI/OqRgoKl8b52KczV+C\ncgsFJVPB41aEpbN99F/CQ0SlCOIHyIgQglmnmskp0NPRpgiLyzX6doeKihnDABkxW3QsWJhEUoqe\nI4edbNvchQwUqBImg0Xla4X+KZbTMkwsvHgcJpNgywetHNgTfsB+IAaKymVz0pmY6S8jk6clceai\nLNwuH+v+Wc3RusDZ18LFX1TySYvvnxYohOC8b+YzfXYaLU09rHnuEPbu0WfoGioqxZgM/bJusRq4\nYtk0snLj2Le7mVdfOoDPG90Lyu3btwcUEjVL2PbtYzP75gSoYL8Dpdr6jhEeUa/IHkoF+2CP4wEp\nZZOU8lEp5TeACcBLwDKgQgjx7tj2TkNDQyM2HHeyEkumTZsWdOQkKSkpagUhRxIVlWgLy0iiohJN\nYRlJVFSiLSwjiYpKtIVlJFFRibawjCQqKtEWluFERSXawjKSqKjEWlgWL14cdOQkOzt7TApCAiD7\np4KF8+D4uN4GKEJJU180wiO8gKoQ+KrLykCklOUosxBuB3ah1CbT0NDQOOE4qWTlWBCqqKhES1hC\nFRWVaAhLqKKiEi1hCVVUVKIlLKGKikq0hCVUUVGJlrCEIioq0RKWUEVF5ViMsBxvSMIXFSnFcVPB\nXkp5JNRHDNo+IWRFCPENIcRfUDJoPg98CYyRPWtoaGjEFk1Woki4oqIyWmEJV1RURiMs4YqKymiF\nJVxRURmtsIQrKiqjFZZwRUVltMISjqiojFZYwhUVlZNRWL7qCCE2CSGSBzxfIoQI7Y/7JEYIca8Q\nohx4FygAfglkSSl/IKV8c2x7p6GhoREbNFmJEpGKikqkwhKpqKhEIiyRiopKpMISqaioRCoskYqK\nSqTCEqmoqEQqLJGIikqkwhKpqKicTMIiR/EYCSHEfwghyoUQDiHEJ0KIU0fY3iSEuEcIUSGE6BFC\nHBZCXBtCU2cAA/+wnqW/2GFM+YqPqpwJrARypZQXSylf6E1frKGhoXHCoslKFBitqKiEKyyjFRWV\ncIRltKKiEq6wjFZUVMIVltGKikq4wjJaUVEJV1hGIyoq4QrLaEVF5WQRloimgIWQ7lgI8T3gQeC3\nwByUCvJvCSHSh3nZS8A5wA+BUpQsVfsjOKxjMkftqz4NTEr5DSnlX7QCkBqDycvL47rrrjvm7b7z\nzjvodDo+/vjjY972aLj66qspKSnpe+71etHpdKxYsWIMezX2/N///R86nY7a2uOrzJUmK6MkWqKi\nEqqwREtUVEIRlmiJikqowhItUVEJVViiJSoqoQpLtERFJVRhiYaoqIQqLNESFZWTQlhiN7RyE/C4\nlHK1lHIfcANgB34UaGMhxIXAAuAiKeV7UspKKeUWKeXmQNsfD3zVZQVACPEDIcRHQoja3gr2CCF+\nJYT41lj3TSP6PP300+h0uoCPO++8s287nU43qu+n0RBOu+Xl5fz85z+ntLQUm81GXFwc06ZN48Yb\nb+TLL7+MYS/9EUIM6XegZdHmueee45FHHgl5+7y8PHQ6HTfffPOQdaoovvbaa1Hr37F4DyLhuKqz\n8lUj2qKiogpLsDos0RYVldxCAciAdViiLSoqqrCAk9pK75A6LNEWFRVVWD54u50jh52AUodFJdqi\noqIKy9uvN7Dlg1bAvw5LtEVFZfI0JQvepg31AeuwRFNUVFRhAQLWYYm2qKiowvLC07v96rCcKMSi\nKKQQwgjMA1b0by+lEOJt4PQgL7sE+Ay4TQjxA6AbeA34jZQylA/DC4QQ7b2/64DzhBDT/fsso/ct\nzFe/zooQ4mfAH4A/oxTSVP9h2oBfAa+OUdc0YogQgrvvvpvCwkK/5dOn9/+7lJWVodeP/vMzlrz6\n6qtceeWVmM1mrrrqKmbOnIkQgn379rF27Voee+wxjhw5Qk5OzjHvm16vx+FwYDSGVnssUp599lnK\nysq48cYbQ9pelYfHH3+c2267jczMzCHrTwY0WYmQWImKSiBhKSiKnaioBBIWqzU2oqISTFiMptiI\nikogYTnjPBudTl9MREUlkLDMmmeNmaioBBKWwgm2mIiKSjBhMZrMMREVlUDC8v1ls9DrtcHkIKSj\nXPg2DFreAEwK8ppilJGVHuDS3n38L5AK/DiENp8e9PzxQc8l/RfjGgo3Aj+VUr4ihLh9wPLPgAfG\nqE8ax4ALL7yQuXPnBl0f64vs0XLw4EGuuuoqSkpK2LBhAxkZGX7r77//fh599FF0uuE/ox0OB1Zr\nbHJxmEzR++6LJtOnT2fv3r3cf//9PPCA/7/58XIjJdZo39wREGtRURk8JWxfGTEVFZXBU8I+LfPF\nTFRUBk8J27LRwVv7emImKiqDp4RtereZl3e0xUxUVAZPCdv08dGYiorK4Clhr39UEzNRURkyJezZ\ngzz1dlnMREVl8JSwl577Eq83Nv8zx5RIC0JG/ztNB/iAK6WUn/Vmo/pPYJkQwjzsIUipC+ER9T+K\nE2AaWBGBi2U6gbhj3BeN44iBMStSSs4880yysrJoaWnp28bpdDJ16lQmTZpET0//dUtNTQ3XXnst\nWVlZWCwWZsyYwdNPD76XAFVVVSxZsoT4+HjGjRvHLbfcgsvlCun/47777sPhcPDUU08NERVQprH9\n4he/ICsrq2/Z1VdfTUpKCocOHeKb3/wmiYmJLFu2DICNGzfyne98h4KCAiwWC+PHj+eWW27B6XQO\n2ffLL7/M9OnTsVqtzJo1K+C0qWAxK6G8N+p0rH/+85/cfffd5OXlYbPZWLRoEeXl5X3bLViwgLfe\neotDhw71TeUrLR151H/ChAlcddVVPPbYYzQ2No64/bZt27jgggtITEwkISGBRYsW8emnnw7Zbteu\nXZx99tnYbDYKCgq49957g57LdevWsWDBAuLj40lKSmLJkiXs27fPb5u6ujqWLVtGXl4eFouFnJwc\nLrvssqgUXNdGVsLE7jWwK0xRCfZ/LCWMdB2sCsveHSbq9ktM2R7mTfKFJCqB9q/2ZaR2/3/2zjtO\nquru/+9zp5ftbGNZ2tJWUFSUKIoNLAGjKP4UG2oM+oTHB0WJXfPEx0TFBENCUKMxaiJGopii2EBj\nQcUCiIjUhWXZ3menl3t+f1xm2NmZ2Z1ZdgFl3q/Xfe3OLeece+/MvedzvuWUDBVIJDs2Q8NGL/bh\nZqaMUpISKlLKmA5+vHVdCQsWKX3UVoUIfuNm4Fhr0kKlt/WGBct/3m6naqcbNVPHCT/ISlqoxPtx\nJ1NvWLC8/e96tnzWiqHIwPSzipMSKonKT6bezhaW7R82kFFmTVqoHMi9nfLDUlRVsnljC6HPmhhy\nfG7SQqW39Xa2sHzzVQOwif935bjvtIUlPM9KdzjXfIXz46+j1qnubp9VTUAIKOyyvhCoS3BMLVAt\npXR2WvctWrD8IGBnt408RBxGwqM37AKOBbrOQXMe2rVP8z2lvb2d5ubmqHV5eXmR/zs/C4UQPPvs\ns4wfP565c+fyt7/9DYB7772X7du38+GHH2I2mwGoq6tj4sSJGI1G5s2bR15eHitXruS6667D5XIx\nd+5cANxuN2eeeSZ1dXXcfPPNFBYW8vzzz7Nq1aqk3pOvv/46Y8aM4dhjj036nIUQBAIBzj33XM48\n80wWLVqEzaZp8uXLl+Pz+bjpppvIzc3l008/ZfHixdTW1vLCCy9EynjjjTe47LLLOProo3n44Ydp\nampi9uzZDBo0qMf6k702YR588EEMBgN33HEHLS0tLFy4kNmzZ/Phhx8C8POf/5wFCxbQ0NDAb37z\nG6SUZGRkxKs6hnvvvZe//vWvPPLIIzHWlc5s3LiR008/ndzcXO6++24UReGJJ57g9NNP56OPPopY\n52praznzzDNRFIV77rkHs9nMk08+idVqjSnz2Wef5frrr2f69OksXLgQl8vF0qVLmTx5MuvXr49c\nyxkzZrBjxw7mzZvH4MGDqa+v5+2332bv3r1JXe/u+F6Ilfb2dvT6/juVEAo6VHyY2K0rIygUSnRN\nZPtaaY4V8TFICRWBIsxCCzBuc4f43K1noL4FsxI/S5K6rzOiCEmrasMxKAP7Xj/WWj8dFhf6fL82\nYqqCkqCv51MVdrqz0Qk/YGBvi58dTXrKbc0JxUpQCvRCIiXUGTJxF1qw1gcw7PbQku3HlyEJBUHX\nzeVu8Bho8Rlw+fWAnq/3uvGqgjFZiTNRBVXQKxCSUJdtx9euw+QIoexw0ZTrwmAUBIMSvT7xQ3Fr\nix6dIpHSgC+g8tG2dqwGyZDMUMJjAioYFHAFBE1FBvReFZMjhHdbO82ZXoQQBAMSvSFxvR/vkWTs\nG0du7vDy2gYvYwZAjiX+MaqUqBL0iqDGJWktMWHf48VSF6B1ZzPNOgtSSoJBicEQv1PtDUg+3OXH\ntO8+VNS181VlG2eNMKJLIOz8IYlRp22rCgVwFRmx1vkx7/bQuKcJCk0E/Cp6Q+IAuz0tfiqa/LS7\nggCs3VJHh1fl9FH2uPsD+IMqRr1CUJXstQXxZekwtYdQtnXQcEwTFqsev1/FaEwsINZWOAAIhVT8\nwL/XVmAxKBw3JLkH/bk/KubNf9bwzVcN+H3r+OGMoSiKwO8LYTT1r6dRW1tb3xYogR7Ein3Ssdgn\nRXcKfLuqqb57afwipQwIIb4EpqDFnSC0L8EU4HcJqlkDXCKEsHZKnzsazdpy4ENp/cB3PWYFWAT8\nQQhhRhOFE4UQlwN3AT85pC1L029IKZkyZUrUOiEEoVDid9vw4cNZuHAhN910EzNnzqSkpITHHnuM\nBQsWcNJJJ0X2u/POO9HpdGzYsIGsLG0g68Ybb+TSSy/l/vvvZ86cORgMBh5//HF27drFq6++ygUX\nXADAnDlzouJmEtHa2kpDQwOnn356zLb29naCwWDks91ux2Tab5j1eDxcffXV/O///m/UcYsWLYra\n7yc/+QnDhg3j5z//Ob/+9a8pLtYyod9xxx2UlJSwZs2aSEf81FNP5Yc//CEjRozott3JXpswwWCQ\nzz77LBI7lJmZyYIFC9i2bRujRo1i6tSpFBcX43a7ufzyy3u8bp0pKyvjiiuu4IknnuCOO+6Ia50C\nuOeee5BSsmbNGkpLNRfsq666itGjR3PHHXfwzjvvAPCrX/2KtrY2vvzyS8aPHw/A7NmzY65JR0cH\nt9xyC3Pnzo1KDDB79mxGjx7Nww8/zJIlS2hububzzz/nt7/9LfPmzYu6hn3Bd3d48SDhwUKjUthJ\nqBgo0TUxUNeadBlCgEEEqQ3lAtCm2nFJMyaROJ1ro5pJu7TSqtrYGSwmZFXIH+FBUWBvhY3WRiPu\nDj2NteaEZZgUFZ+qp8GvjURU+zLQC7Vbq8p2Tw4BVWG3L5MqXybkCgaWBQkFBVs2GHF1COr26mhv\nTfzVyTEF2eMy4QhoPemtDit2feKHakjCV212QhLWtWTQEjBiHiLILwaXQ3NFC/glW7/W/iYi26Sy\nqcmIKgXuoMLWVgN55sQWKIdfsLnFgCsg+LDGiEfoKDnOTEaWoLoyxMYv/IRCkvVrfd12VmxG+Hqf\np39NB9R1QHbi20JFK+x1QE2H5P09oFoUjjrFjsEoWL/WRcU2D20tQbZ8nVjcmQ0CX1CyvVG7rt/U\nBdEJEgoVgE8q/bj8KuuqA6yrCaDPN3DsydkEA5LVKxtorPexfYuTmqrEI/DFWQY213qpbddeLmt2\nusm2Ju7sh1TJG5s7CKqSld84qGwNkjXaysijMmlr8fPay1V43EE+ercOtyuYsJyB2Ube39KOLyhx\n+kJ8tM1BSU63nkZRmMw6Lrq8jMJiK9u3tPHGP3YTDKq8/uquw6kjmhS9cQGLuIJ1zyJgjhBithBi\nDPAEYAWehciEhJ39H5YBzcCfhRDlQojTgIXAn6SUSQzjHHy+625gUsqngTuAB9HuzTLgp8DNUsq/\nHcq2fR+p9/s5dd06yj79lFPXraPB7z8k7RBC8Pjjj7Nq1arIEu50dsdPf/pTpk6dyty5c7nmmmso\nLy/ngQceiGyXUvLqq69y4YUXEgwGaW5ujiznnHMOra2tbNiwAdAsFKWlpRGhAmCxWJgzZ06P7XA4\ntMEmuz12UOvUU08lPz8/sjz5ZNfQNfiv//qvmHWdhYrb7aa5uZlJkyZpyYD2tXnv3r1s2rSJ6667\nLspicO655/bofpXKtQlz/fXXRyU5mDx5MlJKKioquq0rWe677z58Ph8LFy6Muz0YDLJq1SpmzpwZ\nESoAAwcOZNasWbz//vt4PFq/4o033uCUU06JCBWA/Pz8GBH15ptv0tHRwaxZs6KugU6n48QTT+S9\n994DwGazYTAYeO+992hvb6ev+V5YVvqTeqUYnzDTrsshKAwUhGoZaHT2fGAXshUXDaGcyOcsxZVQ\nNISkQk0oF4MI4ZVGQDJSX0uRTZI5JsDuLRnsrbBhtobwe3XkFfrQG+K/THMNXpwhY9TnRDiCRhoD\nVjyqHmfIiEkEGW9vJNduwqBIKrcb+HaDEb1e0toEmRP8cc/BoEhyjEFa/OERB0m+ObEw2+My0+gz\nsrY5E0dAT54xwPG5TmyDzHwroKEGNqwFlxNMZhhRHr+cARYVnZCE9o062w0qdmPiTsbmFgPNXoVa\nl4InpDA6O8DxJQYC+RbWfuClujJIh0PF0arSUBuicGD8n8vADPimodPnzMQZOoKqZGMDGHXQse+9\nN7kURhaaKc7Q8+GqdtavdZGdq8PRHqJstBmrLb4YGJyto75jvxgrzU4sGprdKtubQ7R6JE1uFatB\nMH2MieJcO1ajwifvt7B6ZQNmsw6dXlA8yIwSR/gYdILSHAO7m/ffz2EDEruPfVPnpbI1wMvr22lw\nBhmYpefCo7PIsFnQKYItm9p57eUqHO0BDAaFyVOK4pZTkm3CbFDwBrTzzTDryM9ILaDUbNZz0eVl\nvPriTrZvaaO9zUdDnYetm1sZMzY3pbIOKb2NP+nhGCnl8n1zqjyA5v61AThXShl2ki4CSjvt7xJC\nnA38HvgcTbi8BNzXi9YdFL4HlhWklC8ALwghrIBdStnQ0zFpesfMTZtYs6+jXeH1cvGmTXzUTZB7\nf3LiiSd2G2CfiKeffpoRI0bQ0tLC2rVro4LI6+rq6OjoYOnSpfzhD3+IOVYIQUOD9vWqrKyMa4kY\nPTpR/o39hF2dnM7YvtOf/vQnnE4nNTU1kXiUzphMpqg4ljCVlZXcd999vP7667S27h88FkJEOsuV\nlZq3ZKJ2f/ttYs/JVK5NmM4CASAnR+vzdW7fgTBixIiIdeX222+P2V5fX4/P54srxMrLywmFQuzd\nu5eRI0eyZ88ezjjjjJj9ut7PHTt2IKVk8uTJMfsKIcjN1d6dZrOZX/3qV9x5550UFBRw8sknc/75\n5zN79uyYDGa9IS1WusEp7LiU/W4meWoD+bIBbUArNeyKBx0hQvuS22QrroT71oWyCaInKLXbM0Jf\nS5biBizYMoIMGdXBri0ZeN3a9oZqCwOHxp/EONfgYY83EwCBJDuBWJESdnk1M6czZESPyjH2RsyK\nNnJfNChEKAh7dxkIBQU+L7Q0KuQVxLdc5Fv8EbGSZQhh0sV/2QdUQYVTM0M4AnqyDEGOz+1AJ7Qf\nQvl4STAALfu6S9WVMGioxBzHxUqnQIFVpdalXeMiW2JrTrNXodYd7twLhmUGKc8JIoQRowkmnmZm\nzSoPjlbt/LZ+7Se/SBe3A59nBZMOfPuqK8lMWC1bm8ET1BaAUwbBoEytzJw8Paeclcn7b7fT1qIV\n9u1GNxNOju/qNDhHx+dVgX1n0L1Y+WKvpoya3CoGBaaNNpFl1qxjI8bYCfhVvvikjYBfa9iuHS7K\nErh2DcszRsRKnk1Hpjl+vf6Q5LPd2veywRkkz6bjgqOzMOg0N7PJUwrxeUPs2qG9wLZsaufo43PJ\nzokVP4oiGJ5vZnONVt6IAkuvEh+EBcvf/ryNhjpthOnj/9QyYnQ2en3a0CylXArE9RWTUl4XZ902\n4NxU6hBCzAP+KKX0CiEGA1XycFID3xH2ud6lZ6/vR2q7WFK6fv4u8O677xIIBBBCsGnTJk444YTI\nNlXV3m/XXHMNV111VdzjO4+895bc3Fzy8/PjzqMyceJEQEu9HO8xEI6t6UwoFGLq1Kl0dHRw9913\nM3r0aKxWK3v27OHHP/5x5LwOhN5cm0Spo/vy8XbvvfeybNkyHn30Uc49N6VHb69QVRUhBC+++CID\nBsTOD9zZDe62227joosu4h//+AdvvfUW9957Lw899BDvv/9+Uu6C3ZEWKwmQaFaVzjSLfHQixGDp\n7DFAvSuKgEzFTauagY4QdiW+i09A6qhTc6LW7QoWIvR1WJA4HXr27LDTecLnlgYTeUVeTHFcnuy6\nAEYRwi91ZOl96EX8H01r0Ex7aL9ZNYjCJtcAxlmbsQJ1e3VU747+uuyt0JMzwE+8TIP55gBb28P/\nJ37AVzjNBOT+AtoDeja02hmf7URVNdevlk7JL6QKu7ZBeYLnZ5Et1EmsxH9gSQmbmqPPZZdDh1GR\nTLBKfF7Jlx/78Hr2Xytnh6S6MkjpsNjRfEUISjIlFa2gE1CUIHzDF5R80yWRx9oa0CmSURZobgzw\nyX8cyE7N3r3Tx8hyC5nZsT/VLLMgwyTo8EkK7ArmBHE1NY4QVe37Cw2o8NZ2H+eMNGG1wvZvnaxb\nGx1X8dXn7QwdbkMXJ0Zo6AAjbNPE9tC8xFaVDXs9uAP7r2GzK8TrmxxMG5uBSZV89G59RKiAdl8+\n/7iRs6eXxC2vrMASEStlBd342XWD2xXgtVd20da630vJ0e7n6/VNHHfigY/+HAz6Y56Vg8wi4G9o\nKY93AcXAQbEOfBctK0KI9SRpS5NSHpph/+8pxUYjFZ2yZhUfpqltE1FdXc38+fOZNm0aUkrmz5/P\nOeecE5nHpKioCJvNhqqqnHXWWd2WNWTIEHbs2BGzvmtGqERMnz6d5557jg0bNqQUZB+PDRs2sHPn\nTl588UUuu+yyyPo333wzps2gpU3uytatW7utI5VrkwoHml105MiRXH755Tz++OMcd9xxUdsKCwsx\nmUxxz+3bb79Fp9NFAt0HDx4c97p0vZ9lZWUAFBQUxLXEdGX48OHceuut3HrrrWzfvp3x48ezaNEi\nnnnmmWRPMS7pocQEOEQ2XrHfgmKSHgaruxggG1IWKmGydVoHL1Nxkyi0oDqUi9rptmQLJ+X6vWQr\nWifNnhmkbKyDrNz9nS0pBfV742eQEkKzrgDkGeILJM2qst8cIJCUGDsYb2vEotNG2osGhRg9PoAt\nY3+n1+tRaKyNP5Jg06vY9sWp5Fviu4B5Q4JK1/5Op0GojMl0cVyOE72ijaaPOQZGH625f4Wprwan\nI/67u9AaAiQGRZKbIF6lzq3Q4tvf7gyDykmF/n2WFYHZojDxNDMjyg10HijZvjlAKBi/3rA1pdBO\nwsxl3zRqQiFMsR3OHgal+ywrefkGzjwvm8HDOsViSNi0Pv7gqRCCwTlaA0tzEo/ofL430OkYKM/X\n86NyMzkW7Xs2stzO2T8qJL9of70uZ4itmzvilmk36ci3a/UlcgFz+1W+rNr/fTPpBacOt/KjcZmY\n9AqKollWzjy3iIzM/QJw13ZnxOLRlWH5ZhShuaINzuudWLHaDMyYVcbJpxVHBfR/9lE9Pl9iS9xh\nR9/PXn8wqQFm7pt9XQCDhBCD4y39Ufl3MF7lH2iTPSazpOlDVowbxymZmQw3mzklM5MVBzg6fLD5\nyU9+gqIo/OlPf+Kpp55CCMH11++fAkmn03HRRRexfPnyuC5RTU1Nkf+nTZtGVVUV//zn/q+Zy+Xi\n6aefTqotd9xxB2azmeuuuy5u+t1UrCFhC0bnY6SULF68OEoMDBo0iHHjxvHss8/icu33ZnnjjTfY\ntm1bj3Uke20geRFis9kOOOnKfffdh9fr5dFHH42qV6/Xc/bZZ7NixYqodMG1tbW89NJLnHHGGZE5\naqZNm8aaNWui4m7q6+sjmePC/PCHP8Rut/PLX/4ybkKH8HXweDwxaaOHDx+O3W6Pm046VdKWlTio\nCOoVzUfSIH0UqHVkyTYOdFwyS3EBMiJauuKVBppUzRXLLjwM0jWRocS6bZnMKoNHunA7vdRVWXE5\nDLQ3m/AUe7HEcX3KNXip89sTxqs0BKy4VC02psDgZojZgUWJLScrRyVzgp+WRoW9FXq8HoXq3XoG\nFIWIZ/3MN/sJeYxkJAiu39FhQUWgE5KhNi/DbB66euIIISguhYKBkupK2LNTm/+lYiscc2JsmWY9\n5JgkNoMaVxCqEr5p0TrHFp1KeW6QwfZQjAA1GASjxhoZUqZn+7cBqiqCeD2S3UUFPpcAACAASURB\nVDsClI2J7aAX2TXrWSIXMJdfsnVfuvs8CxxbCEX22AbaMnSceGoGI4+ysGm9i/qaALV7/TQ3BMgr\niLXqDM7W8U1dkMEJXMB2t4ZodGkP9GE5Ok4YZIi4f3WmoMjEuRcUsLfSw/rP2mlvDfD1OgcjRtsx\nmmL3HzrAiNPnpTAz/iPkiz1uAiGJToFjSyxMKLVg7pLZTAjByPIsho/MYPPX7axb24zPG2LtR42c\nP7M05uFvNigMyjVh0ivodb3/NRqNOn5wahFHH5fHZx/Xs/HLJjyeIOvWNnDyacU9F3CI+R5YVh5E\ni3NZgiajYicA0ERMn08K+V20rEgpf3HIKj/CKTAaD1mMSmd68/176qmnePvtt3nhhRcoLNQykv/2\nt7/l2muv5amnnooExi9cuJAPPviAiRMnMmfOHMrLy2lpaeGLL77gww8/pK5Oy1x+4403snTpUq64\n4gpuvvlmioqKeO6558jM7MbvuROjR4/mr3/9ayQzVXgGe1VVqaio4MUXX4wa+e+OsWPHMmzYMG65\n5RYqKyux2+28/PLLkUD+zjz88MNccMEFnHLKKVx77bU0NjaydOlSxo4d22MnOtlrA8nfowkTJrBi\nxQp+9rOfMWHCBDIzM5k2bVpSx4YZOXIks2bN4oUXXoh5T/7yl7/kvffeY9KkScydOxchBE8++SSh\nUIhHHnkkst8dd9zBsmXLOPvss5k3bx5ms5k//vGPDB8+nI0bN0b2y8rKYsmSJfz4xz/m+OOPZ9as\nWQwYMIDKykpef/31SErpzZs3c95553HppZdy1FFHodPpePnll2lubk4581k80mIlDq0iFxUdRaFq\ncmQzSh8NS+qFil149omWWPaG8jDhZ5C+mWyROAA/jNUeYtiYDpzteuqqrNRVWRk2JnY0PNvgI0Pn\nx6yLFQ2qhN3eTHL0XoaZ27HrEgfCgzYyn1egkjPAT2Ot5hpWV6WjZGhs2fnmACEp4p6HM6hQ4zFR\navUywu5JGNMSRqcTDB4OxaWSPTuheje0NUuy82ILL7KFsCVIOLCnQ4c3JBiXG2B4ZpCeptswmRXG\nHWdi2AgD277xs3NrgNLhBoxd5psx6ASFNplQrGxs0CbVPLYQSrsJwA+Tnavn1ClZNNT52bTOzdfr\nXZx+TlbMcYUZCnlWQXacGB5VSr6oDlCcoTBxkCFiDUmEEILSoVZKBluo2Obiqy/a+WaDg+N+kB2z\n77A8I06vihLnPNo9ITbVehlbZGLiUCsZPaQG1ukVjj4uh9FHZbJxXSsbv2xhb6Wb0qGxc9yVFVgw\ndZO+OhWsNgNnnD2I407M55MPaln/WQPHHD8Am/3wngm6vwLsDxZSyj8KIV4EhgAbgalowfkHo+5+\nEStCiMnAz4AJaG5tM6SU/+q0/c9A1+jhN6WUqfVStLKygUuAMuBRKWWLEOJ4oF5KWZ1qeWkOf5IZ\ntRdif8r5PXv2sGDBAi6++GJmzZoV2Wf27Nm88sor/OxnP+O8886jtLSUoqIiPv/8c37xi1+wYsUK\n6urqyMvLY9y4cVGdW5vNxnvvvcdNN93E7373O+x2O1dffTVTpkxh+vTpSZ3HRRddxMaNG1m0aBFv\nvfUWzzzzDEIIhgwZwowZM7jxxhsZO3Zsj+duMBh47bXXmDdvHr/61a+wWq3MnDmTG264ISYJwbRp\n03jppZe4//77ueuuuxg1ahTPP/88y5cv57PPPkt4DYGkr02idsZbf9NNN/H111/zzDPPsGjRIsrK\nyroVK13bFOa+++7jpZdeirFIHX300XzwwQfcddddkQkuTzrpJJYvXx7lNlZSUsJ7773HvHnzeOih\nhxgwYAD//d//TV5eHjfeeGNUmVdffTWlpaU8/PDDLFy4kEAgQElJCZMnT2b27NmA5nI3a9YsVq9e\nzV/+8hf0ej3l5eW88sornH/++QnPL1nEYWDi7jX7HtBfTp8+PWpypANBAi1iANmyBR3xzZLxJs1J\nFqdqxh7HWuKXOtpVGwMUR0KREjbfxUNKaG82YrEH48auOIJGMvWxsSNtQSMSQY4+8QhDd+cbCkFj\nrY6C4lDMfC+qBEdAR7YxVsjUeIxkGYLY9IlNv92dr9cjaWmCgaWxF8vhF5h1EmOX9kgJFQ4dpfZQ\nzLYwPd3btpYQfp+koDhW5ze6JPm22PZ4g5K9DhieQ9zOPfR0byXVe/xkZunixq7Ud4QozIg9oQZn\nCH8ISjKVhA/S7s43GFTZucXF8NG2mPlepJTUOYIUZ8V27Lc1+Bhg05FrSzwW0t35ul1Bdu90Un50\nrDhrdQUx6gW2XsyN0tO9bah342jzM2J0rDg7EHbs2MEtt9wCMEFKua635YSfd0W/+B9MQ+PH9XSH\nb3c1dT///QG3oy8RQlwD/K2/Ux2Hr92CBQtiMvYkQ1VVVXgitrjXTghxHjAJ+BJYAVwUR6wUANey\nP+DQJ6VMKcenEOIYYBXQDgwFRkspK4QQDwKDpZSzUzy17zzhe/vll1/2KltWmjRpDh3r1q1jwoQJ\n0MN7KW1Z6YIA8mRTj/v1lnhCBcAoQuTrYk2YySIEZA9IHMgeT6gAZCdYnyw6nRbPEg9FEFeoAAy0\nHFi9ZotgYII+R2aCdMVCQFnWgcUlZOcm7iTHEyoAZr1gxAFkxhVCMGhI4jlF4gkVgIIeLCk9odcr\njB4XPxOZECKuUAEYVZD8/CfxsNr0HHVMfMGQ040AOlAKCq0UFPZ+ICJN6kgpnwMQQkwAwknJNx8u\nYipZpJRvAm9CZDLNePg6pYHuLYuAZ6WUtwshOpvRV6LNuZImTZo03zvSYiVNmjRpvkt8x93AOiOE\nKEDLDHYGEI46zRZCvAfM6oPOfRSHOGblDCFEPdAKvAvcK6VsSbGME4Eb46yvRpsHJ02aNGm+dxxR\n2cB27twZd1Ii0CYr2rlz50FuUZo0aQ5XVq9eTX19fdxt9fX1rF69+iC3aB+9yQR2+GUEC/N7IAMY\nK6XMlVLmAuOATOB3fV3ZIZzB/g1gNnAWcDtwOrCyGytMInxo16Yro4A+FXZp0qRJc7hwRFlWCgsL\n+fjjj5k0aRJ2+/7JMJxOZ2R9IqSEQMiEx5eBL6SQk5H6LPa9QUpwe804PVYG5ASxW7sPgO8rQiGB\nw2XE4TIxYkgIg/7g9HR8fkFrux63V+GokfQ6TXQqSAkuNzS2KFgtIYYN7tMERAlRVUlLm6S+SVI6\nMEhh/sH5OQaDkrrGIDX1QSYeZ8JqOTjn6/aE2Fvjo6UtyBmnmA8433x/M27cOBYvXszNN98cyaYD\nmlAJrz80COhVZq/D8nqfB0yVUkZyg0opNwsh/ht4uz8q7El4rFu3jvXr10et83jip9NOoc7lnT5+\nI4T4GtiJZlF6L4Wi/gXcL4S4NFz0vhTPjwCvHFAj06RJk+Yw5YgSK3a7nUmTJvHhp58SuvNO/EOG\nYKysRPfww0zuImBAS/Xp9dtw+zPw+OyE9qX3HZZZQzCUulHK7c5g9aqf4PFkYbW2c+65f8Riic3e\nFQopOD0WnB4rTo8FVdVh0AcoKWwlGEytw+F221m58hpcrkzsdgc/+tGzWK3xhZbPr6PdaaLdacLp\n0gLvszO0l3QgxXpdLhv/ePVyXK4M7HYHl1zyIjZbbBY0KcHlUWhp09PSbsC5b1b5YYO8BIIpVQmA\n02nj78tn4nTaychwcsUVL2O3x85ToqrQ2i5obBE0tSh4fNr5TZ4o8PtTF2YdHVb++sKPcHbYyMx0\nce21/yYjI7aDEwhIGpoldY0q9U2SQABMJhg7WsHnT23W3Q6HhWeeOReHw0Z2tpsbbniLzMz4MVEu\nj0pNXZCauiD1TUFUFQYW6lEUgdeXWr0Oh5knHj8Th8NKdrabefPej1uvlJKWtiBV1T721Pho2jfr\n/YRj7PhSrBOgvd3E7353Ku3tFnJyPCxY8AlZWf0Xl11YWMjNN9/Mrxcvxn/77biKi7HV1mJavJjb\nugiYg4rUfje9Oe4wRAHijcAE6AfLfzJWkuOOOy5msrW9e/fy2GOP9WU7dgkhmoARpCZWbgNeRptE\n0wK8j+b+9QlwT581ME2aNGkOI44osQKaYAndeSctf/4zzJ4Nzz9P7p13Yv/iC2CfJcOXhcuXiddv\nQ8quo86CXbWpZ+IBWPfZFXS0aDnEHY583nrrBmbM+A0AIVXQ1pGB023F7TPTdRQ0EDTw9fbUZ9he\n/+kVONrCdQ7g3/++lssuWxLZ7vPraGqz0O404fXFBky3dVhY+1XK1UbV29aWy8svX8411+yfPMrh\n1NHQbKClXY8/ENsn2bXXzK69Mat7rnftJThatXpbW3NYtuwSbrjheUC7t/VNgvomheY2QSgUK8A+\n/Kx3AfjrPjufjhbte9HcnM2zz/6I//kfbTA1GJJU7lWpa5A0t8mYjqbPB/98K3VL3fpPL8DRNnBf\nnVn88Y/nsmDB/gm73B6VHbv91NQFaXPEioOa+iDLVqQ+cbh2b7WOemNjBr/73ence+9bke1NzQG2\nVbipqvHhcsfW++VGJ19u7MX5rr0CR2s+AA0Ndn7965P5v//7T8rlpEJhYSGB2xew8ze/iTwvym6/\nncLsvs0YlhLfo5gVtNiNxUKIy6WUNQBCiBLgMaDP/ewOl3lWhBCDgDygNsV2tANnCyFOAcYDdmCd\nlHJVnzYwTZo0aQ4jjjixAuAfMkTreMyfD489pn3eJ1aEAIuxAyFUFBHC48tAlZ0vk8RmSd0lwGvQ\n4/NHW25crqzI/zpFkmlzoSgqiqLi8lqQUum0PYTNkpqpQQL+QPRcFQ5HVtRnoyFEbpYHnU7S3iFx\neQx0FkomYxCrObUXtQr4gtHn6nBEu1ln2ELajG86SUu7Ho9X12V7MGqG8WQICPAFouvtcOw/fyEg\nP1eiKCoGvUJjC/gD0YKlIE+k7C3jFsTc2/b2/fXqdYJBRQp6vcRgUGlolnSeCNaghwG5qf8UP+ty\njZuaotMBWy0KQ0sNGA2C6rogTS2hKKFktwmyM1ObU0RFsrZLvc3N0fXm5ugZMcyC0ahQVe2jtT36\nezsgV4/Vmlq9ASn5tEu9LS29m8U+VZzFJVHPC1dxMRygW1CaCDehuTbtFkJU7VtXCmwCrjpkrUoR\nIYQNzUoSfnoMF0KMB1r2LT9Hc9Oq27ffI8A24K3Y0npGSrkGWNNNe74GpkkpqxLtkyZNmjTfFY5I\nsWKsrITnn4fHHoPnn8d43XVR2xVFxWrqwGrqQErwBy24fRl4/BkEgmZyMx3YUxAsraqNhmAxRqsT\nv3P/iKxR70LK/XEZBn2InAwnORlOVFXg9prp8Fhxuq2EVIUhA9uSjh2REnb7MtHZ3ODKiazXCRet\njUZy8rXUwUKAxRTCYnJRlOciGBS0u0y0d5hwuEzoFMlRIzxJx46EJKxryUBvdeHrdK4KTlwdAluG\njNSbZQ+RZQ8xbJAPj0/Q0qZZWhwdOjJsIcaOSl4kuQKCD2uMMfUKnAT8EsO+SRx1OijIkxTkaR13\nh3O/K1iHSzC0VKG4IHmRVNMheX8PGK2uqHurVzqQUkbiMkwmwZASwZAShZAqaW6R1DVq7mA+H5x4\nrBmrJfl611UHUKwu6FQnqoOKbR6Gj9ovHjLtOjJH6BgzwoTPL6ltCFJTF6C2IYhOEZx9ek7SsSNB\nVbLyGwe6LvWqwXYa633kF2opixVFUDDASMEAIyeMz6DDGaSqxkdVtY/aBj95uQamnpZ84iKHJ8iL\nnzWgt7jwdUTX63EHsVj79zFmq62Nel7YbrsNDrllpRfxJ4ehZUVKWbVvnoypwJh9q7/tL0tBP1pW\nTkBz5wrbvX6zb/1zwFzgGLQA+2ygBk2k3C+l7K8gxKHAYT67aZo0adIkxxEnVpxOJ7qHHyY3HLNy\n3XXoHn4Y50knxcSsgNapNhk8mAwecmggGDKgiNj9EtGq2tgZLAYkk8/+Mx++82NCbgsmXQdjy1bQ\nWJ1Ffkl7jBhQFInd6sFu9SBzm/H5jQRDRgz6nt2UwkKlypdJ+dRXqVj9I5yuLDKtbYwd+gp7K7RR\n/7Bg6YxeL8nL8pKX5UWV4HQbCYYMSYmksFBp9hs44Ycr+OrNGbhdGWRb2hkz5BW2bDAy5lh/RLB0\nxmKSlBT6KSn0EwyBo0OPlEpSIiksVDwhhXMvXsHbKy4i6LFjNzo4atjLfPUZjJ+4X7CEEQKyMiRZ\nGZIRQ1S8PlBj3P4SExYqADNm/Yt//O0CpNeGSelgzNC/s/ELP8ecYIwRAzpFUDBAUDAAjh6j0OEE\nf0BiTTxPYhTrqgOsqwkw7rx/s+vdC2hrs5Kb5eKoIa+wfq0WF9RZsIQxGQVDBxkYOsiAqkoaW0J4\nvSqWJALsw0Jld0uAUy5ayZf/nk6Hw0p+lpuy4r+zeqWHKdMKIoKlMxl2PUeN0nPUKBuBgEptgz9K\nyHVHWKi0eULMvGY1rz4/hYDHRrbFzajS5bz2cpDzLyntN8FSX1+PafFiysIxK7fdhmnhQuoPccyK\n+P64gSE1JfDOvqW/6+oXsSKlfJ/uY2zOS7nSNGnSpEkDHGFiJZz1a/KkSVqMyj7XL+dJJ8XNEhYP\nvS6A1ZxcUG9noTJSX4uiVxkz7SUKda0U00J1xQAcLVp98QRLGCHAbPJjSWLW7s5CxSSCjM+vZchF\nz1DpzeIoWxNmX5DdWzK6FSxhFAGZNj8Gfc9fk85CJc8Y4PjcFswzXqDZZ+Ss4laaaxQqtxu6FSxh\n9DrIzQ4iRM8Dg52FyujsAOU5Hqqnv4TNIDmz1Mu3X0FDDQkFS2fMJrBak7NudBYqk0vBqvcwZtpL\njMyD8QNg7Qdeqiu1eI14giWMEILMDJISDLBfqFgNgulHq1QNfYW1ewKcMcJILno+XCW6FSxhFEVQ\nOECfslAZmKXngqONZGesoKLJz3WTcqjbZeaT992sXtmQULCEMRgUBpcklwmss1A5YYids8aY2dX2\nd4x6wQ1nFPPBKgNbv3Hz2stV/SJYwlm/brv5Zi1GxeOB7Gzqb745bpawg8phKjy+C/R1/EmaNGnS\npOlfjqh5Vurr6+MKknCWsERzKvSGrkIlS4nOSKU3qJQMb8JgCuBosdNYndW7DD+diBEq9kbMSrQl\nxpYRZOiYDhQF9lbYaG00HlilxBMqHei69EWLBoUYMjJAMCjYssGIq+PA06jGCpVglOATQlA+HgoG\ngtOhCZZALzJ9daWrUBmUGX0uRpPgB6eZychSqK4MsvELf590kKKEyhgTWebon29OnoHJUzMxGDXB\nUrHtwOMqYoVKFsYuN3fEGDsnn55LwC9ZvbKBxvoDz9AVK1SyowSOEILTphYyemwWrS1+Xnu5Co+7\nF+njumHTpk1xBUk4S9imTZv6tL6kkaL3yxHOIZxnJU2aNGnS9JIjSqyUlZUltJzY7XbKysr6pJ6e\nhEqYvhQsyQiVMH0pWJIRKmH6UrD0JFTC9LVg6UmohOlrwdKTUAnTl4IlGaESpi8FS09CJUx/C5Yp\nU6YktJwUFhYyZcqUPqsrTZo0adKkSROfI0qsHAySFSph+kKwpCJUwvSFYElFqITpC8GSrFAJ01eC\nJVmhEqavBEuyQiVMXwiWVIRKmL4QLMkKlTAHw8Jy2PH9msH+oJK2rKT5vjJo0CBuuOGGg17v6tWr\nURSFjz/++KDXDVBUVMTcuXMPSd0Hm5NOOolp06Yd6mYcEtJipQ9JVaiEORDB0huhEuZABEtvhEqY\nAxEsqQqVMAcqWFIVKmEOVLCkKlTCHIhg6Y1QCXMggiVVoRLmiBMs3zOxIoRQhBCjhBCnCiFO67z0\ndV1HkFhpJP5km2m+Yzz33HMoihJ3ufvuuyP7KYqSdGbHvqaneqdNm4bdbsfTTcr3yy67DKvVSnt7\ne5/W3V+89dZbKIqCTqdj8+bNMdtnzZpFfn5+n9Z5qM71cOCICrDvT3orVMKEBUuyQfdwYEIlTFiw\nJBt0DwcmVMIUDdLamWzQPfReqITRBItWR7JB99B7oRImLFi0oHutE91d0H2Y3gqVMGHB8uEqR1JB\n93BgQiXMiDHa9/eT91uSCrqH3guVMGHBArD1m/Z+C7o/LPgeTQophDgJWAYMIXaGIwkkn54vCQ6X\nSSEPAvmkUxd/bxBC8H//938MHTo0av24ceMi/+/cuROdrk9/Ln3GVVddxVtvvcU///lPZs2aFbPd\n5XLx2muvMX36dLKysuKUcHjzi1/8gpdeeilqnRDiiBYXfU3astIHHKhQCZOKhaUvhEqYVCwsfSFU\nwqRiYTlQoRImVQvLgQqVMKlaWA5UqIRJxcLSF0IlTCoWlgMVKmGOHAtLb4Prk7JS/bcQYpcQwiOE\n+FQIcWI3+54uhFC7LCEhREEKJ/ME8AUwDsgFcjotuSmUkzRHgFUlzfeQ8847jyuuuCJqOeaYYyLb\nDQYDinJ4dulmzJiB1Wpl2bJlcbevWLECr9fLlVdeeZBbduAce+yxvPLKK3GtK2n6jl59s4UQA/u6\nId9V+kqohElGsPSlUAmTjGDpS6ESJhnB0ldCJUyygqWvhEqYZAVLXwmVMMkIlr4UKmGSESx9JVTC\nHAmCRcjeL92WK8RlaJMZ/hw4DvgKeEsIMaCbwyQwEijatxRLKRtSOJ2RwN1Sym+llG1SyvbOSwrl\nJMUR5AaW5gijc8yKlJLTTjuNoqIiWlpaIvv4fD6OOuooRo8ejdfrjayvrq7m2muvpaioCLPZzNFH\nH81zzz0XU0dVVRUXXHABdrudwsJCFixYgN/fs2uz1WplxowZvP3227S2tsZsX7ZsGVlZWUyfPj2y\n7qGHHmLSpEnk5eVhtVr5wQ9+wL/+9a8er8Odd96JxRLrQfDEE0+gKAoNDdGPp3//+9+ccsop2O12\nsrOzmTFjBtu2beuxHtDeN/Pnz8dms/HAAw8kdczixYspLy/HbDYzaNAgbrnlFpxOZ8x+S5YsYfjw\n4VitViZNmsTatWvjluf1ernnnnsoKyvDbDYzdOhQ7r33XgKBaC/QlStXcsopp5CdnU1GRgbl5eX8\n4he/SKrNhwO97QV9I4S4ok9b8h2kr4VKmO4ES38IlTDdCZb+ECphuhMsfS1UwvQkWPpaqITpSbD0\ntVAJ051g6Q+hEqY7wdLXQiXMkSBY+on5wJNSyuellFuA/wLcwI97OK5RStkQXlKscy0wohdtTZPm\niKK9vZ3m5uaopTNdU7s/++yzuFyuqODze++9l+3bt/Pcc89hNpsBqKurY+LEibz//vvMmzePxYsX\nM3z4cK677jqWLl0aOdbtdnPmmWfy7rvvcvPNN3PPPffwn//8h7vuuiup5/aVV16J3+/n73//e9T6\npqYmVq9ezSWXXILBsN9zcfHixZx44on88pe/5KGHHkJVVS6++GLefffdbutJ5H4Vb/3TTz/NhRde\nSH5+PgsXLuTuu+9m/fr1nHrqqdTW1vZ4TgC5ubn8z//8Dy+//DLffvttt/veeeedzJ8/n7KyMhYt\nWsSMGTNYsmQJ06ZNi+oH/OEPf2DevHkMHTqURx99lIkTJzJ9+nTq6uqiylNVlR/+8IcsWbKESy65\nhCVLljB9+nQeeeQRrrnmmsh+GzZsYMaMGQD88pe/ZNGiRZx//vmHLClCb+itQ/c9wJNCiIuAG6WU\nLT0d8H2jv4RKmHgxLKVlfir9/SNUwsSLYTEN7j+hEiZeDIuq7x+hEiZeDMtJZ0iafPSLUAkTL4bl\nB6daWF8b7BehEiZeDMuYYyz9JlTCxIthyS409ItQCRMvhuX/XT0Kq+174MbfDzErQpuBdQLwq8ju\nUkohxCrg5G5KFcAGIYQZ2AT8r5QylTfg74HfCCGKgK/pEhQupdyYQlk9cgTFrKTpA+qd9cxcPpNa\nZy3F9mJWXLaCAlsqXo59g5QyJlW6EIJQKPH7f/jw4SxcuJCbbrqJmTNnUlJSwmOPPcaCBQs46aST\nIvvdeeed6HQ6NmzYEIkXufHGG7n00ku5//77mTNnDgaDgccff5xdu3bx6quvcsEFFwAwZ86cqLiZ\n7jj77LMpKChg2bJlUVnLXnrpJUKhUIwLWGVlJSbT/ljHuXPncvTRR/PYY49x1llnJVVnd7S3t3Pr\nrbdy880389hjj0XWX3XVVYwZM4ZHHnmE3/72t92WEX4u3Hrrrfz+97/ngQce4MUXX4y7b01NDb/5\nzW+48MILefXVVyPrhw8fzs9+9jOWL1/OZZddhs/n4/777+fkk09m1apVEde+ESNGMG/ePMrLyyPH\nPvPMM6xZs4ZPPvmECRMmRNaPHj2a+fPnc/vtt3Psscfy1ltvoaoq77zzDlarNfWLdRjQq96QlHIp\ncAyQB2wWQvyoT1t1mNPfQiVMVwvL1opsqrwZ/SZUwnS1sHy509avQiVMZwvLtxuMfLRT329CJUxX\nC8ua9zx8sEt7APWHUAnT1cLy9moH66r9/SZUwnS1sLy6urFfhUqYzhaWVa838OJ7tf0mVMJ0tbC8\n/MIO3K50gqQEDEALZu86M249mntXPGqBG4GZwMVAFfAfIcSxKdT7ClAOPAN8DmwA1nf626ek3cDS\npMLM5TNZU7WGitYK1lSt4eKXLj4k7RBC8Pjjj7Nq1arI8s477/R43E9/+lOmTp3K3Llzueaaaygv\nL49yV5JS8uqrr3LhhRcSDAajrDbnnHMOra2tbNiwAYA33niD0tLSiFABsFgszJkzJ6lz0Ol0XHbZ\nZXz00UdUV1dH1i9btoyBAwdy+umnR+3fWai0tbXR3t7OKaecwrp165KqrydWrlyJy+Vi1qxZUedt\nNBqZMGEC7733XtJl5ebmctNNN3VrXXn77bdRVZX58+dHrZ87dy5ms5nXX38dgI8//pjW1lZ++tOf\nRsUgzZkzJ0ZovPzyy4wfP56hQ4dGncNZZ52FlDJyDtnZ2ZF7/V2l1z0iKeUuKeVZwIPACiHERiHE\nus5L3zXz8MEhMlMWKlJCQEZfalVCUPZ8+fUGlYHDmhBGlWCzgr3exzG2P83VCwAAIABJREFU5IRK\nUArULu/YgCqSSotsywgyeHQHUhGoVSFyXb6khYo/FFuHP5RcZ7RoUIiBZUFCQYFht5/hBn/SQsUX\n55LEW9eVsGDJLBB4OiS2Si8nF8mkhYo3GH2yqpT4gz1f5LBgMdgEzroAmfUBpo02JiVUAiFJsMvN\n9Qcloa43PA45eQYmnZUJOvBWeCnwqkkLFU9Ajem4efxqj8eBJliOm5RNICBhh5txWaakhYrbH3sj\n463rSmfB0tLk/V4Ilv6KWUkVKeU2KeVTUsr1UspPpZTXAx+juZMly7A4y/BOf/u6zUeKWLmRWOGZ\nJkVqnbXdfj6YnHjiiZx11llRSzI8/fTTOBwOKioq+POf/4zRuN+9u66ujo6ODpYuXUp+fn7UErZ+\nhGM8KisrGTEi1mNz9OjRSZ/DlVdeiaqqEetDZWUln376KVdcERtV8OqrrzJx4kQsFgu5ubkUFBTw\n5z//OeXUxonYsWMHUkpOPvnkqPMuKCjggw8+iIlt6YnbbrsNi8WSMHalsrISgFGjRkWtN5vNDBky\nJLJ9z549CCFirrXJZGLIkCFR67Zv3866deti7t0xxxyDECJyDldffTUTJ05k9uzZFBUVcdVVV33n\nhMsB5fUUQgxBG1FrBf4JHBLH8L768sZDAiGdBX3Ig9c0gLasIQgpKfRsJRhqp7nHEjRqzeUoMgR6\naPMbaA6UUuz9Br2M33EKCT1IiUKIFmMpjsE2Mvd4MLSp1GyTZOU3gxSoIR06Q/zLHkKhQoxCTwAE\n7HEaCWJluNyesJ0+jJjwoyLYowzDO8hExl4vsirIHtxk5ngI+HTojaGEAqI9ZKU6mEe4K7m+Xo9e\nqAwxJP7xe6UBswjglXq2GwYhCsFaH8Cx2U+17MBiC+HzKJgsiTvGlZ5MXCE9qgRPQPLebkGh0U2h\nKb6glBI8qh6rLkhLwMSenDys3gBGR4jdn7uwHOtHbwCPW2CxJu6sfNlkRxEARuodQf7VJpgwoAOr\nPn5bA6omIk06yY4OM43FFjKrvOjagmz6pJUxx2ht83nBYo1/kUMqvFtlwqzTsrturvGwbo/gzFJf\nwvvS4RfYDRIVWFtvxDHIROZeH4HdXr5ZV8/g4QbcLhWzRaAo8QtpdEk+ryYigld904pegZNLEwsO\nh0+SaRK4/JLPOsBfZMRW56d+XRs7clRy8w10OEJkZCZOu/lVTYCGDpVASCWkwl8/qmZoro7ywuTc\nusYepycUsrFji4uXnt/K2T8qwGLR4WgLkJndv65hff58imT3Sozzy3W41kUbJkIeb4K9AWgCQkBh\nl/WFQF3s7gn5DDgl2Z2llJUplN0nfAeFRwQhxO+AbVLKJV3W3wSMkFLeAiCljJ92KU1KFNuLqWit\niPr8XePdd98lEAgghGDTpk2ccMIJkW2qqr2jrrnmGq666qq4x48fP77P2jJx4kRGjBjBsmXLWLBg\nQSQ7WFex8s477zBz5kzOPvtsnnzySYqKitDr9TzxxBO89tpr3daRaPCrq8ucqqoIIVi+fDk5OTkx\n+3cWdckQtq48+uij3H///Skd21tUVWXChAk88sgjcZ9rYXFjtVr5+OOPWb16NStXruTNN99k2bJl\nTJs2rcfrebjQa7EihJiDljlmFTBWStnYZ606jPCZ8vGZBmDyNdKWNQ6QFHq2YQ2l1gExhxy0GUu1\nMnV2jCFnQqEC0GoswRhyE1DMtJtK0Ks+BgyswlFdiNuRDYDJ6sHrspFTGH8ATYeKET8ukQGAU2SS\n2038qwT26oZQEqqiThmIS8nAZu6gZGgLtbvzaKjSftA+jxGTOUBmbnwRkKF48Eoj6j7DXauaQZmh\nJmG9Aalje2AgIw01bA2U4MdAcV4LOeYQtZU2dm3JYNiYDqp32RhU5sScQLDkGjzs8RZGymwPKoyx\nJQ6nag2aqAvYKDK4+MY9AASMOspPxy5ortfx7QYjI8cF2LbRwNET/STKCplnCrLVoZlnHQE9Nn0w\noVAB2OU0Y9KpBFTBDqcVk1HluJNgxzqo32cdLyiGumoYe1z8MnQKZBgldS6tg9/g1jE0M7EFSkpY\n32RgXG6ALa0G6j068nJCnDDMxLo1Pjat0+bW8bgkJotg6Ij4Hfg8K3gC+y1WVe0wqTThqeILSt6r\nhClDJat3gTMAY8r0lAw1sO5TFx+udjB5SiZfr3Mx/kQ72bnxH0ml2Tq+qNr/e6lxqEwenvzLRAjB\nSadpmXB3bHHxzr8bOPO8fN59o5HplxRhMByeKT/jkkTMiv3447Eff3zUOl/VXmoWPRZ3fyllQAjx\nJTAF+BeA0N76U4DfpdC6Y9Hcw5JGCFEG3ILmDgawGVgspdyZSjnJ8D2IWZkJTI+z/mPgTrTrmKaP\nWHHZCi5+6eKomJXvEtXV1cyfPz8SwD1//nzOOeccBg7UEroWFRVhs9lQVbVHS82QIUPYsWNHzPot\nW7ak1KYrr7ySBx54gC1btvDiiy9SXl4eI4hWrFhBVlYWb7zxRpQr1B/+8Icey8/JycHn8+H3+6ME\nx+7du6P2KysrA6CwsJBTTz01pXNIxIIFC1iyZElc60pYOGzdupWiov2etT6fjz179kRE5JAhQ5BS\nsn379qjYIp/PR2VlZZR1paysjMrKSs4888we2yaEYOrUqUydOpVFixbx85//nAcffJCPP/6YSZMm\n9fqcDxa9TV38JvAIcJOU8uLvq1CRCDrsw/GaCyJCJaft65SFCoA11Nrt584EhAmHoZAW85CIUCl2\nb8as95JXshe9wY/bkU1bQwGejgwCvsSdNrt0RH3O6PK5Mw6RhVdY2aUr04SK2sFgdRdWu5+Bw5oR\niqShKgdHi5WW+gzUBP1xRUiyFFfks0Alsxt3uZpQLl6MbA6UakJFaaFE18yAIh8Dh7gIBRUqvs3A\n49JTX5U4OMyuC2AQ+0dPMnV+jEr8RkoJu7xZtAQsmlABjrI2U2gJUFYeIK8whNupsOkLI16PQn11\n4lH/fHP0JJoF5sQi1BsS7HaZ2d5h0YSKojIxz0GODcb/AGwZmmD5dgM01oKjLXEnqcgaPVJUZEvs\nFlXnVmj26vi4zqQJFXOISUV+BgzQM3GyGb0BNq3zU7kzwI5v/QQD8etVhGBg5v7PAhiYkbBavmkC\npx/e2LFPqOTB8UUwbKSFCSfbCQYkH6520NQQZNN6V8JyciwCu2m/Esu1Cuym1B5fYcEyYoyN9tYA\nK1+ppcMRZMvXHSmV8z1mETBHCDFbCDEGbQ4UK/AsgBDiISFEJJ+pEOJmIcQFQogyIcRYIcRvgTOB\nJXHKjosQ4lw0cTIR2Lhv+QFaxsmz++i8vk/kAfG+sA60uKM0fUiBrYCPfvwRO+ft5KMff3RIgusP\nhJ/85CcoisKf/vQnnnrqKYQQXH/99ZHtOp2Oiy66iOXLl8eNtWhqaor8P23aNKqqqvjnP/8ZWedy\nuXj66adTatOVV16JlJK77rqLTZs2xbXo6HQ6FEWJsoZs376dlStX9lh+WVkZUko++OCDyDqHw8EL\nL7wQtd+0adOwWq08+OCDcRMVdM22Fo+uVpywdeXvf/97zPU855xzUBSFxYsXR61funQpHo+H888/\nH4CTTz6Z7OxsHn/88YjlC+CPf/wjbnd0P+rSSy+loqKCv/zlLzFtc7vdeDxa1s/O6avDhAWiz5d4\nDrTDid5aVnTAMVLKvX3ZmMMNj6WYkN4W+Wx1VWH0t4HenHJZRtWNTvURUrSgse7ESqtpEAglYpnI\n8e1BL32ABUUXInNAEy21xUhV60A7mvPIGxh/MDMDB/WUAKDIIFbidwgl0KBoJm5V6FFkkCK1BmXf\nEK7Z4id7gJPWhkykKgiqCu1NdnIKYvODA2TpXLSqWi82Q/GgS+Aw75UGGlUtA0kIHVbhpVDXFrEQ\nZA/w42gz4GzXBJmj1YirQ48tI9b1TQjINXip92v3LNeY2O2lIWDBpe4XeUUGJ9l67RoLAYOGBelo\nU/D7tIbUVOrJLw6hj/OLsRlUrPoQ7qB2P/K7ESv/n70zj4+rqvv/+9x7Z5/JZG+SrklLN0pByiLC\ng1pkq8VHQVbZpFD1UXa0sijqI6tiBRGk/KosD4gPi4IsgsiDiECBFihQWmibLmnabJNl9uXe8/vj\nZpJM5k6SydKmZd6v17yS3HvmnHPvzdw5n/vdNoZcGAiMbjeeGb4obtW8IdlsMH02vP82pLoPb/MG\nOPAwaWnarvLo0P2YQBWSihwWJynhw4BpKUkaAk1I5pUm0brX+kXFCnWzbHz8QdIcNwX1nyTZb661\nCJ7og/ruf98KD9g1a3NOOCHZ0H2/TxhQ7IC55b03+IlT7OxssNO43RR7TY1JmncmqKzOHlcIwZRi\nlXVN5omZUjy8Ss1CCOYf7KepMU6wy+zrw3e72G+OF6drfFZ/tmQMHvRLKf+3u6bKzzDdv94Fju/z\nMKoK6GtHs2Na12swUxyvBY6RUr7C0LkZWC6l/GHfjUKImzEfiA0eRZwH+4BlZSNwItmC8ERgc3bz\nAvsCw/n/u/fee3nhhRd46KGHmDDB9Dj49a9/zfnnn8+9997bExh/66238sorr3DYYYdx0UUXMWfO\nHAKBAG+//Tb/+te/etLlfutb3+Kuu+7irLPO4tJLL6Wqqor777+foqKinHOwYsaMGRx22GE8+eST\nCCE488wzs9osXryYu+66ixNOOIHTTz+dxsZG7rrrLmbPns2GDRsG7H/x4sVUVVVxzjnncNVVVyGl\nZOXKlUycODEj9W9paSl33HEHF110EYcccginn346ZWVlbNmyhaeffprjjz+eW2+9dcCxrK7LlVde\nyZ133snatWspL+99flBTU8NVV13FrbfeyuLFi1m0aBEffvgh99xzD0cddRSnnnoqYMam/PSnP+Wy\nyy5j4cKFnHrqqXz88cc89NBDTJs2LWOsJUuW8Oijj/LNb36TF154gSOOOIJkMsm6det49NFHefXV\nV5k7dy7XXnsta9as4YQTTmDKlCns3LmTu+66i7q6Og4//PABj3G8MNxsYMfu60JFohDy1GZsi7qq\nibgnDmudIAC33gGAasSxG9aWhrjiJqRlPiALOKYQVc0FfSLmpLO1nL7VqOMRL/GotYCyk8AhTXXt\nJZizhnW7KCMherNvGEKjUZ1EnLRIcNPZ6s18T4sPPWXdo5l4wDxTxUruJ+Y79DJkn1lFpJNtejm6\nFBgGNDW4CHVmuiTt2u7KmSSgzNZbP6TUZl2t3ZCwJebP2NacdLMj7kVKSMRhywatR6gApJKCndty\na/u0dcWmGBTbrWOIQimFHRFHxraNQRfNcfP4ujrgk3VkHFtHG7S3YolTg2KHKVAq3AZqjk/ztpBK\nMNm7MyUF77Xa6Up0C7FtKeo/zhRYmz9OEo9Zn+RqH6RDWiYO8D21tpmMBA8dcXh7JyR0iWFIPno/\nys6GTKvUB+9Ecn4xTylRLX/Ph1hUZ9WrgR6hApBMSt5/J7fFcbwxlgH2Usq7pJTTpJQuKeURUsq3\n++z7ZndSlfTfv5BS7iel9EgpK6SU+QoVMF2/Vlps/z0wN8++BmUfCLD/FXCrEOKnQojPd79+Rrfo\n28NzKzBGDCUJSd86Itu2beOqq67i5JNP5owzzuhpc+6553LSSSfx/e9/n+3btwOmK9hbb73Feeed\nxxNPPMHFF1/MHXfcQVdXF7fcckvPez0eD//3f//Hl770Je644w5uvPFGFi5cyE033ZT38XzjG99A\nCMGRRx6ZFTQOcMIJJ3DPPfewfft2LrvsMh5//HFuv/12TjjhhAGPG8xYkyeffJIpU6Zw3XXXcffd\nd3PJJZdkWJTSpBf5lZWV3HLLLVx++eU89thjHH744TljePqP3Z+ysjK++93vWtZ1uemmm1i+fDmb\nNm3iiiuu4Mknn+Tiiy/mmWeeyWh78cUXc/vtt7Nt2za+//3v8/bbb/PMM89QVVWV0U5VVZ577jl+\n/vOf884773DllVfy85//nPfee48f/OAHPeLmlFNOobq6mpUrV/K9732PFStWcNxxx/Hiiy/uNamM\nxTi6CeeNEOJgYPVRRx3Vkx98tAi5pxLymT6NSAN3tBFPuB7VSA774kbUYpqcs/ElmyhP1Fu22ema\nRVQzY0MUmaI4voOi5C4UZE9VVikh0ukn2F6KoZsLaJszSvnEBsuYhSZRRZuYwERjK346svbrKHyi\nzkYX5qLZLmNMMHbhk52myOo+Xj2l0N7spaPN2xPgW1wRpLzaeqH3UXwSYelivqMeu8hewIcNB+tS\nU3r+LhIRJqmteBTTLJk+3lhUoWm7m6723ifuU2cGKSrJtmDoUvB6Rw12RefQol2W52NH3MumWHH3\nX5IqW5ipzi4cipFxbTsDCts2aURC5kJfUSQHfjaO3ZHdZyCu8VZrETWuOAeUWouzd9q9NMXMY9CE\nQa03xjRPDFX0HqthSHY1wJZPTNEE4C2CBUda3xjXBzTWB2wcVJFgmj/blK0b8PftDqK6eQwezWBu\naYqJHjNBQvp4kwnJ5g1J6jcmMbq7mTpdY//PWBws8NJmya4QLJ4FRY7seXXEJM9u7DUAVLrhM1VQ\n3p0wIH28oS6dD98N07C1V7QcfrSPSVOzx9UNyUOro2gqnPkZV97pjvte212NMdas6qCt2RxXUeA/\nz6jB6xtRzhFLtmzZwvXXXw+wQEo57CyJ6fvdxMsuxzFpUt7vjzc0sOPXy0c8j9FECLEduEJK+Wi/\n7acBv5RSTrF+Z97jHAysvuCCC6iuzj9IeufOnfz+97+HcXDuhBDfwax1VtO9aQtmfZsH9tik9iDp\na7t69WoO7henVaBAgfHNmjVr0jViBry3jv438z6AITTCHlPtO2NNeEOb0XTrp/T54NQ7EVLP6QIW\nVYuIaiUIaeBP7MSfaEQlewEqBHiKO3EVdRHuKCHUXkIy5iIW9uDyZi+UfbKLNirxWro6Q5uoQBc2\nNJmkwthFiQxYWmBUzaC8pgt/eZhAk49gt7WluCyEZs92QSpWwxi6sBQqAA26aUFyixiT1LacaaCd\nLoOpM0NEgiq7trsJB23s2u7CV5zMEiOqkBRrMVyqdbB5Sgq2xk33tHItwjRnF27Ven7+UoN5JQkC\nzQrbN2vEYwo7tmjUzspuX2xPoQmDClfCoifoSKg0xewIJFM9Meq8MexK9oMCRRHUTIEJEyUN9bBt\ns1n/pbkRJkzM7rfKo7M+YMsZr7K5y6xVY1cks0uS1BbpWCX6stkFsw6wM3WGxifrkmyvT7Ftc4pp\n+9nweLNNNhOLIJywFioA7zWZQqXYAQdVQY3XWmx5i1QOP7qImW0p3l8TpmVXkg/eCVMz2Z6VkUxV\nBBOLVezq0J40DkRVjZMTvzqB7fVR3nmzg67OFO+91cGRC/cCt/8xKAq5B7kXWCGEqMMMEgczm9gy\nTCvCqLM3P6ADkFLeDdwthKgAolJKa1/cAgUKFNhHKIgVC0KeadiSXfhCm7ClRi/4VkHi1ttxWgTo\nSyDgmIwv0URJomHATGE9/SkSX2kAd1EnofZSgoEynJ5w1iLdRQQfnZbCJ4VGu1JKpb6TMtnSE6My\nEDa7zoTJHRSXh2jb5SfQVETl5GyLTbES7onN6E+n4SYuNerUnZQqoSHVUXH7dGrnBAl22ti1zUVH\nq52SimxxUGqP4VJyCKS4D7eSos7ZRpFmLSz6IgSUTTAoqUjQ3KjSuFWjarKelcpYEVDpSlLuyL5u\nUsLHQTc1rjj7eaO4BsgUlkZVBVNnQM0UydZNsHUjVFRJlH61UPx2SbVHx2nxSU7osKlLZXZJkhn+\nFENJeOV0KRywwEHtfjY2fJDg4w8TfObwbBfDiT5TrFjRHJYEYnDERJhWbAblD0ZJmcbRx/ppakzw\nwTth6j+JMX2WK6vdlGIV2yiFlgghmFLnZtI0FxvXh3l/TSeBtgSlZfmlrNzdDLdmymjXWRkl/hsz\nYPxKIO1P0gj8hPyykA2JfSBmpYd9NbFNgQIFCvSnIFb6IRE4463YQhtzxneMhJLENktBoAsbFbFN\n2I0BayFYomo6/ooWUkkbekpD61d3RQATpHXq4CQa0/WP0SyEzGA4XClqatuIhu0YBlmpfZ0iQblm\n7SKmYDDPttXyKf9ACAFFxUl8/iThoPW/b7ktiiayBYGUUKzFmeroGpI4ypivYhasrKjSiUas3zzD\nF+0JWu9LwhDMKYrgs+V/jm12wYw5EJsmicXA7cncLwQcUG4tbGO64As1cUshMxjeIoUFn3PS0aaT\nSkm0fkH0XodgVnnuBdxX9jMtIfkyocZOZbWNlqYkUmYnFphcrOaMzRkuiiKYOddL7X5uOtr27oKR\nexvSVAHLgeVCmDnWpZSF9Gx96C6wfIyUsl0I8Q4D2MiklAU/qAIFCuxzjFuxIoT4IXAj8Gsp5RW7\nbVwk9mS2lWC0sEnrx9GaTMIQrCkDodlyv9+O9T4X+YujrD481sckBDhy1An1KSMbVwjwFln3nStd\nsRB0Z/waPqoG3iLrtUIui4lDlTjU/IVKX5yu3At/t816PkX2kT8NLi7Lbcbw2K3nVOkZmcwXQlBZ\nZW3dcNrG4hGCic2mUFFlHaMzvhi8KGTO941jdodI2UstK08C6RvXX/bkRAoUKFBgTzAuxYoQ4lBg\nKfDenp5LgQIFCowr9vKYlT1pKdgbxYqU8qdWvxcoUKDAp4VxV7ZZCOEF/ge4ECxSV42AhoaGrKI6\naSKRCA0NQ8vGvKe+t/bEuFJ++sbdExh7atw9MPA4SwWbk1dffZWWFuuwgJaWFl599dXdPKNuhpu2\nePyc8r6WgicHeY0qY5W6WAjxH0KIp4QQO4QQhhDiK332aUKIW4QQa4UQoe429wsh8k9L1tunXQgx\nSQgxpe9ruP0VKFCgwHhmPFpWfgv8VUr5khDiR6PZcWlpKWvXrmX+/PkZaUwjkUjP9lwY0kFKlqHL\nUkiGcdubRnNqlkgJKcNFIlVMPFVMmdaEM0ftkNEdVxBLuonGfcSTbqY5m1HVwYPCR4puCMJRN8GI\nGykF+03dPa7riaRCZ8hBZ9BBiR8mVw8eeD9SpIRIVCHQqRHo1NivFsqKx341aRjQ0SVoCQjaOxWO\nPBQcuyGePJmStLRJdrUYJBLwhc+N/ZgjZdasWaxcuZIlS5ZQUVHRs72lpaVn+x5hL7es9LMU/GQP\njD8W3Xowi2iuBJ7ot88NHAT8FLNwZglm8oAngcPyGUQIMbN7jP6fIIF5hfeiyqYFChQoMDTGlVgR\nQpyBeVM/ZCz6d7vdzJ8/n3c/+ADlRz8kNqUWdfMW1Jtu4qB+AkZKMPD1CBSDdEFEiRAdxJPF1oMM\nQCzm4+23vkU8VoTT2cHnPvdLnM7MAHQpBQm9iHjKTyJVjCHNlaQi4hiGRqQ77W4+Y77+7wuJRX24\n3R184Qt34HJliwDdUInGvUQTPqIJL1Ka33kue5BIzLrg5EBEo15e+ed5xGM+PJ5Ojj9+heW4iaRG\nKOImGHV3j2P61ZcWddARzD9+IBrx8tI/vkEs6sXr7eKkk+7D7c7M7CklRGK2HoESjfcWnawsj9LW\nkf/HIhLx8Pe/nUY06sPr7eLrX/8jHk9mGmnDgM6gSqDTRqBTI54wDZt2m4GeMmhuyy+mIBL28MzT\nJxONeCkqCnLWWY/j9WZbDpNJaG0XtAQU2toFKb37HPsNAh35r3zDYTdPPnES0agXvz/M+ef/FZ8v\nW0RHoqY42dUiaQ3IHqtV7RSFHbus440GIhRy8fiji4hFPfj9EZYufZ6iopHHXOWioqKCJUuWcM/K\nlehXX0moejLuHTuxrVzJt/oJmALDQwixGThUStnWb3sxsEZKWbdnZpYfUsq/AX8DEP2yQkgpu4Dj\n+24TQnwPWCWEmJRngeU/AClgMbCTcSNBCxQoUGDsGDdiRQgxCfg18CUpRxhpPgButxv96qtp/8OD\ncO658OCDFF19Ne5//APotmbIKhJyKhKrxbIgGMv/+1MCa94+i1CbWcwtHK7itdeuYuHCHwNgSIVI\nvIZIsgKrh2OGdNDSmb+V/503zqKrIz1mJS+/fAknnnhDz/6UbqM9VNUtgrIXy9GEj4aW/AQSwDur\nzqKr3Rw3GKzg+eeX8tWv3tazPxJz0BQoI5awFiSBrmICwygqvubNswgGzHG7usr561/P5/TT7wTM\naxvodNHY4iWZsn4AuXFrdrrcIY371pkEu69tR0cpjz12Jued9/8AszBjw04HO5rtGEb2OU4kFd5b\nn79H5jtvnNJzbTs6Snj44VNYuvTBnv2xOHxcr9LcKpAW1zbQqfDmu/kH/r+z6qSeaxsIFHPffSdx\n8cX/27O/vdPg/fUG7Z3W66j6bQb12/K3EK5582sEA2YdvNZWPytWHM9VV426p1AGFRUVpJb9gPrl\nd5j3iwceYNqyZVSMsM7LSNjHUhdPw9oa4ADyr3w5COMoZqUY82shX1fngzCLp60f7QkVKFCgwHhl\n3IgVYAFQAazp82RKBY7ufgrlkDm+MdatW4emZR5KTU0NEydaVNEDkrW15sLj8sth+XKS06b17BMC\nbGIXqmxDl6WkZCk6JfSeKonH3kg+D7QkEHKXkIh7M7bHYiU9vyvCwOtswGlv6Xb78pPUewWEIuIU\nufP7XjMQxFOZuW7DoVKkpCd1r6YmKS/aTiLlIhL3EY37SOq9lhSHLUyRJ78MWkmhEE9mHmswmGmJ\ncjvjTK3aSTjmJBR1E4q4Sem919DvCeJxkxdhoRFPZI4bCvp7fhcCyoqj+L0xOsOmVaUr7MAweoXC\n5Oo4Sp6rumZsWeMGg0U9v6sKTJ0Yp7I8QaDDtKp0BdUeAWHTDKZOzG9MQ8Kqf2eOGWjzZqT7dTrg\ngFk6XRNNt6/WgEIw3LvI9vsMaibkdwuIG/BGv3Hb2jIvVIlf4chDBK3tkqYW07oS7WMAmVglKCvJ\nz/esMyV5vf/xBvL8BxkmoZqJGfeLcE0N7Nxp2fb111/njTfeyNgdwB85AAAgAElEQVQWjY6B6+b4\nFB5Dpm9MB3C8EKJv8SkVOAaoH+1xx4NYEUI4gJuBh4dR0HEdsBdULi1QoECB0WM8iZUXgQP6bbsP\n+Ai4OZdQAZg7dy5+vz/X7ixs9fVEH3wQli+HBx7Ads45WW0UkUQRTdhoQkqBTnG3eClDEUlc9tYh\njSWBgH0yEYcfuytIos+i3aZGkYaC6JNqV1PiaPYm3PYmDKmSSPm7XcL8uBxB7ENMvWsg2KbUorkj\nxEO9osimRehsqcBf0dIjWIQAhy2KwxalxNtMSrcRjfuIJLykdDul/uYh10OJSY0NyUlo7jDxUO+x\nakqErnYXRSW9CzdFkfjcUXzuKLK0jXjCTrBbuBhSoap86DErgaSDTyLF2N0hEn3GVUSYaFjF1afC\nu6ZJyvwxyvwxDAmhiJ3OoIPOkAObJqmpHHrMysagk5aQA4c7lHFtVREilQSt18MMl0MycUKCiRMS\npHRo745Xae/UKCsxKPJaDGCBLmHVLjuqKwx9x1RCrF8Ls+f3ChYhwO+T+H2SGVMNYnFoCSi0BgSh\niKBuipJVQyUX4YTkxXrQXGHifcYVMsi2zUmm1PUerKoKJpQLJpTDAbMVukKwq8WgqUWSSsHcmUN3\n8Wvs0ln1SRy7K5xxjqXeRVtLkrIK2wDvHjmexkZaHnig537hufTSXrXfjyOOOIIjjjgiY9uWLVu4\n/vrrR29Ce3nMSjd9U/De329fEtiCWShyVNnTYkUIoQGPYl6N/xrie4r6/LkMuFUIcQ3wPmTmpO92\nOStQoECBfYpxI1aklGHMp0Y9CCHCQJuU8qPRGicSiaDedBNFV19Ncto0bOecg3rTTUTmzcuIWcmc\nh0SjHU20Y5ebsGtFlu36kxYqnY6JaEaMQz93B2+9dhmpsAOnFmT+fn8m2FqLr7w+Q7CkUYSO0xbA\naQsgpUBVPNmDWJAWKmHFxwFffJj1L32dSLQEr7ONA/d7jEiXueDrK1j6oqlJfO4APnfAtDpI15B8\nSNJCJYGNzx17P2/+/WyikSL8rgBza5+gebspmvoKljRCgNORwOlIUFHcQSqlIqV9SMUbA0kHH0bM\nh40nLr6f554+j1TUg8/RyZxpT1C/3kft7GCGYEmjCCjyJCjyJJgkg9jsQzvHYAqVjSE3DsXgpK/9\nkaeeOAsj5satBZlb9xgfvWtnzkGJDMGSRlOhojRFRWkKKUGzDc39LC1UmqIqhyz6C+te+AqdXT5K\nioJ8ZuZjNO0w2/UVLH1xOmBytcHkatB1kAxtoZ8WKqEknPD1p/i/P3+FUNBDRXGImZMf44M1psDr\nK1jSCCHw+8DvU5lVB/G4tCz4aEVjl87zn8QxDDh3yd948PcnkIx4KPOFmV7zKK/+I8pRxxSNmWBp\naWnBtnIl05YtI1xTg+fSS7HdcgstezBmZV9wA5NSKgBCiHrgkP4xK2M47qDCY/369WzYsCFjWzw+\nsvpMkCFUJgML87CqdJApNQXwj/7dUwiwLwBMmzaNhQsX8vvf/35PTyWLf/7zn3zxi1/k5Zdf5uij\nj97T08lgPJ+3AuNIrORgVL9e01m/Dpo/vydGBSAyb55lljArhABVGTw4uL9QqY58RMphZ/aiP1GU\nbKQ0vo1wYCrJmH9AwdI7rkRVBo8v6CtUPEaQKY56Sk5spkWpZrJRjzsVpm3HpEEFSxpFMVCU/IRK\ntdLGRG8AffH9dBkeDnJsIhnRaKwvG1Cw9EXT9LyFylx3G2W2GHMXPYJT0Vngb6Jtl4PGrZ4BBUsa\nIcCeo8Bif/oKlcPKukgZgtmL/sRkT4w5/gibPrLR1qQOKFgyxx18zL5Cpcyp87mqDmrPeogPWu0c\nMiFBpSPFe6sYVLCkUVWwDcGq0leozC6Dg6ui6Kf+iYYu+OocSIYMVr3CgIKlLw6HyFuofHG6nbrS\nJPNP+hN2VXDaQS62bFRY/brk1X90jYlgSWf9+taSJWaMys6dIAQtS5ZYZgkrkB9CCBuwGSgFdotY\ngcGtJLNmzWLWrFkZ25qbm3n44YeHPWYfoVIHfFFK2Z7H27847IEL7DNs3ryZW265hRdffJHGxkbs\ndjsHHHAAp512GkuXLsXpNN23h3Jv3ZMMZX73338/3/zmN3E6nWzatInq6sws31/4whcIBAKsXbt2\nt86rwJ5jXIsVKeXC0ewvEAhYCpJ0lrBAIDCoWBkKVkLFJuOkRK+fvhDgKd2al2AZjCyhYtSj9NN7\nqqZTNrEhL8EyGFlCRQ1k9efyJKipbctLsAyGlVDpT1mV+UR0qIJlKPQXKh7NoDPR+0BTCJg+x/TO\nGKpgGYxsoZJA6xeTb7cLDjxc5iVYBiNbqKRv6r3/V/4SlcOPdrLqldiQBctgZAuV7FvVtBnml/Pq\n10NjIlg2bNhgKUjSWcI2bNhQECsjQEqZFELkzhe/FyGE8AAz6M1SUieEOBAIYGbtehwzOH4xYBNC\nTOhuFxgsoYyU8p9jM+sCewvPPPMMp512Gk6nk3PPPZd58+aRSCR49dVX+cEPfsC6dev43e9+t6en\nOerE43Fuvvlmbr/99oztBWHx6WPcFYUcSyZNmpRTjLjdbiZNGnnymVxCxYq0YLE5O9GTHoKttUhj\neJdkKEIlTVqwaLYEka5iOlsqhl0McShCJU1asAhF0ry9hK724WXegqEJlTRlVXFqpobRUwr1631E\nw8P3lLASKlakBUvZBJ1ISOGjd+2khpnjbihCJY0pWMDjMwXL+rXD97fPLVSySQsWzWZaWLZtHn5C\nv6EIlTTTZjhZcISXVNK0sLS1jF4iwaOOOiqnGKmoqOCoo44atbHyQo7gNf74H2C3FawZq6KQmOn2\n3wFWY57p24A1mLVVJgInYWY3exdoxBQwjcARVp0NhBCiRAhxlRBiZffrSiFEab79FNg72LJlC2ee\neSa1tbV89NFHLF++nCVLlvCd73yHhx56iHXr1rH//vvv6WmOCQcddBD33nsvu3bt2tNTKbCH+VSJ\nlbEmH6GSZjQESz5CJc1oCJZ8hEqa0RAs+QiVNKMhWIYqVNKMhmDJR6ikGQ3Bko9QSTMagiUfoZJm\nLAXLeGQ41euHG+eyG9CA7wgh3hZC3COE+FXf12gPNlZiRUr5TymlIqVU+70ukFJutdiX/vuVfOYv\nhDgaM/nAJZjFJUu6f6/v3ldgH+OWW24hHA6zcuVKKisrs/bX1dVx8cUXD9hHfX09p556KmVlZXg8\nHo444gieffbZrHa/+c1vmDdvHh6Ph9LSUg499FAeeeSRjDaNjY1ccMEFVFVV4XQ6mTdvHn/4wx+y\n+tqxYwdf/epX8Xq9TJgwgSuuuIJ4PD7k7yIhBNdccw2pVIqbb7550Pa6rvPf//3fzJgxA6fTSW1t\nLddeey2JRHbCnJ///OdMnjwZj8fDMcccw7p16yx6hM7OTi677DKmTJmC0+lkv/3249Zbb806hkce\neYRDDjmEoqIi/H4/8+fP54477hjScRYYGuPaDWxvYjhCJc1IXMKGI1TSjMQlbDhCJc1IXMKGI1TS\njMQlLF+hkmYkLmHDESppRuISNhyhkmYkLmHDESppxtolbNwxPoXHcJiHaYEAmNlv36gf5Z7OBjYK\n/Bb4E/AdKaUOIIRQgbu69/XPqFlgL+fpp5+mrq6Oww8/fFjvb25u5ogjjiAWi3HppZdSWlrK/fff\nz1e+8hUef/xx/vM//xOAe++9l0svvZTTTjuNyy67jFgsxtq1a1m1ahVnnHFGT1+HH344qqpyySWX\nUF5eznPPPceSJUsIBoNccsklAMRiMRYuXEhDQwOXXnop1dXVPPjgg7z00kt5uXDV1tZy7rnncu+9\n9/LDH/6QqqqqnG2XLFnCAw88wGmnncZVV13FqlWruOmmm1i/fj2PP/54T7sf/ehH3HDDDSxevJgT\nTzyRNWvWcNxxx5FMZj7kikajHH300ezcuZNvf/vbTJ48mddee42rr76aXbt28atfmc9S/v73v3PW\nWWdx7LHHcuuttwLw0Ucf8dprr/WcjwIjpyBWRoGRCJU0wxEsIxEqaYYjWEYiVNIMR7CMRKikGY5g\nGa5QSTMcwTISoZJmOIJlJEIlzXAEy0iESppPjWDZN1IXAyCl3K3B4/uAWJkBfD0tVACklHq3Ferc\nPTetfZSmJjjlFDO5RnU1PPEEWFg3xopgMNhjoRguN910Ey0tLbz66qs9adUvvPBC5s+fzxVXXNEj\nVp599lnmzZuXZUnpyzXXXIOUknfffZfiYnO9sHTpUs466yx+8pOf8K1vfQuHw8E999zDxo0befTR\nRzn55JMBuOiii5g/P/8QtWuvvZYHHniAW265heXLl1u2Wbt2LQ888ABLly7tid359re/TUVFBbfd\ndhv//Oc/+fznP09rayu/+MUvOOmkk3jyyd6Cwtdddx033nhjRp+33XYb9fX1vPvuu9TV1fUcQ3V1\nNb/85S+58sormThxIs8++yx+v5/nn38+72MrMHQKbmAjZDSESpp8XMJGQ6ikycclbDSESpp8XMJG\nQ6ikycclbKRCJU0+LmGjIVTS5OMSNhpCJU0+LmGjIVTSfBpcwvYxN7AehBCThBCjXrW+P2MQr7I7\nWQPMsdg+B3hvN89l3+eUU+Df/4bNm82f3Qvv3UVXl1k2x+fzDbuP5557jsMOOyyj/pPH42Hp0qVs\n2bKlxwWquLiYhoYG3n777Zx9PfHEE5x00knouk5bW1vP67jjjqOjo4M1a9b0jFldXd0jVACcTidL\nly7Ne/61tbWcc845rFixgqamJss2zz77LEIILr/88oztV155JVJKnnnmGcC0giSTySy3ucsuuyyr\nz8cee4z/+I//wO/3ZxzrMcccQyqV4pVXTA/O4uJiwuFwQayMMQWxMgJGU6ikGYpgGU2hkmYogmU0\nhUqaoQiW0RQqaYYiWEZLqKQZimAZTaGSZiiCZTSFSpqhCJbRFCppPg2CZawQQnxXCFEvhIgKId4Q\nQhw6xPcdKYRICiHWDN46432KEOLH3RXstwJbhRAdQogfCSEK30/Z3AHc3h1gf1T36ypgObBcCDE/\n/drD89w32Llz4L/HmKIis6ZbMDj0Asn92bp1a1YqboA5c+b07AdYtmwZXq+Xww47jJkzZ/K9732P\n1157rad9S0sLHR0drFixgoqKiozXBRdcgBCC5ubmnj5nzJiRNabVPIbCddddRzKZzBm7snXrVhRF\nyRpzwoQJFBcX9xzjtm3bALLalZeXU1JSkrHtk08+4W9/+1vWsR577LEZx/pf//VfzJw5k0WLFjF5\n8mSWLFlSEC5jQMENbJiMhVBJk8slDMZGqKTJ5RIGYyNU0gzkEjYWQiWNlUtYOlncaAuVNLlcwnCN\njVBJk8slDMZGqKQZyCVsLIRKGiuXMPfUUet+zzJGbmBCiNMxs1gtBd4ELgeeF0LMlFK2DvA+P2YV\n+heBCbna5eAGzGxgPwT+3b3tKOAngBO4Ns/+BmQfcAP7Y/fPW3PskxQKRI4e1dWmVaXv37sRn89H\nTU0NH3zwwZiPNXv2bDZs2MDTTz/N3/72N5544gnuuusurr/+eq6//noMw/wOPPvssznvvPMs+xiO\nm9dQqK2t5eyzz2bFihUsW7YsZ7vRTGlsGAbHHnssy5Yts/z8z5xphthVVFTw7rvv8vzzz/Pcc8/x\n3HPP8Yc//IHzzjvPMvFAgeFRECvDYCyFShorwWJ3NtFgmzomQiWNlWBRXHE+To2NUEljJVii2tgJ\nlTT9BYvTmWQnjjERKmmsBMv8wyVrAo4xESpprATLrIMN/rFFjIlQSWMlWHyT7WMmVNL0Fyxf+rKT\nigmOUR9ntzNcl67B33M5cI+U8gEAIcS3gS8DF2C9OE7zO+AhwAD+M89ZnQdcKKV8qs+2tUKIHZhB\n4wWxkkntnp7Ap4onnjBdv/rGrOxmFi9ezL333suqVauGFWQ/depUNmzYkLX9o48+6tmfxuVyceqp\np3LqqaeSSqX42te+xg033MDVV19NRUUFPp8PXddZuHDgEnhTp07lww8/zNq+fv36vOef5rrrruN/\n/ud/uOWWWyzHMwyDTz75JMN609zcTEdHR88xpn9+8sknTJs2radda2sr7e2ZdVqnT59OKBTii18c\nPKxO0zS+/OUv8+UvfxmA73znO6xYsYIf/ehHPfEuBUZGwcyeJ7tDqKTp7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M04tkRMJdBi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omsYb3vAGHn74YbZu3cq+ffs4++yz6ezspFAo8MQTT/DII4+wZs0a2tsnnytcfvnlvPOd7+TX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\n7qS341bSiS1kkjvJ5uePpylcPEHb7rdQGAoec5HZdRdWPI1XLjB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QQtRnrYeVrwI/AZwB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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorMFD(mg2, diagonals=True)\n", - "fd.run_one_step()\n", - "drainage_plot(mg2, title='Grid 2 using FlowDirectorMFD with diagonals')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When **FlowDirectorMFD** considers diagonals in addition to links, we see that it sends the flow to four nodes instead of three. While all of the receiver nodes are downhill from their donor nodes, we see again that using diagonals permits flow to cross itself. We also see that the most flow is routed to the south and the south east, which makes sense based on how the plane is tilted. " - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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niEhM2CdoI3aIFBG5XURWiUidiOwXkZdFZHQn9R8XEZeI3BDxE1QURemDqEhR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\n2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CwWC1OnTiU+Pp4lS5Zw6aWX8sEHH3DZZZcBsGjRIqZOncqYMWOYNm0aFouF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\nG0ZEWCVDhswNmd36aB1bzuxK8qnLqXzqc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DwprEXlpEyQyMqGM0agpFz2UyJQwqWeUyJQ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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorDINF(mg2)\n", - "fd.run_one_step()\n", - "drainage_plot(mg2, title='Basic Ramp using FlowDirectorDINF')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Here **FlowDirectorDINF** routes flow in two directions, to the south and southeast. The plane is steeper to from north to south than from east to west and so more flow is directed on the diagonal to the southeast. \n", - "\n", - "## Grid 3: Curved surface\n", - "\n", - "Finally, lets consider our curved surface. " - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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xa7HjKGqwYygCuc4pP9cYs8UY8zLwJHbhwnYpCos5KqWUOkQdfkyKUkp1BA0m\njgYT2vdKrZUXkQRgGPCQ95gxxojI+8CpzVyWBOzzO7YP+I6IdDLGNIRUyQhwY0yKUkopd2lLilJK\nxQCD4CEupM203pKSDXQCivyOFwHNzcLwHnCz05UKETkZuAlIcB6v3dGWFKWUij3akqKUUjGgHS3m\n+CB2VfTFIhKHXR39WexUu+1ykXttSVFKqdijSYpSSnUAC+ZXsGB+ZZNjVZWt5gwlQAM26fDVA5t8\nHMQYsw/bkvJzp9wO4OdApTFmV+g1V0oppQ6mSYpSSsUATytjUs66JJOzLmk6Y9z6Vfu49Udbmr3G\nGFMvIkuAc4H5ACIizv5jLdXHGXtS6FxzNfBGMM8jWrRlRCmlYosmKUopFQM8hL44Y5B9rx4FnnWS\nFe8UxCk4ixCKyMNArjHmBmd/MPAd4HMgCxgHfAsYFVLlIki7eymlVOzRJEUppWKAh7g2rDjfenlj\nzCsikg38Dtt9azlwgU/XrZ6A76qanYA7gCOBeuBD4DRjzLaQKhdBmqQopVTs0SRFKaViQGvdvZq7\nJhjGmJnAzGbO3ei3vxY4KaSKRJkmKUopFXtiNknZtSvy4zN1xXn3RWvF+crKytYLhVl1dXXEYwLU\n1tZGJW59fX1U4kbjZjMaf5+UUkqpjiRmkxSllDqceJx1UkK9RmlLilJKxSJNUpRSKgZ4jNBgQhw4\nH2L5jkyTDqWUii2apCilVAxoaMPA+VDLd1TakqKUUrFHkxSllIoBBgl6ILzvNUqTFKWUikWapCil\nVAzQlpS20yRFKaVij/4PppRSSimllGpXtCVFKaVigA6cbzttSVFKqdijSYpSSsUAnYL40GjSoZRS\nsSXq3b1EJE5EHhSRTSJSIyIbROTeaNdLKaXaE++K86FsoQ6076i8LSmhbkoppaKnPbSkTAR+DowC\nVgMnA8+KSLkx5i9RrZlSSrUTtiUlxO5e2pICaHcvpZSKRe3ha7ZTgdeNMe8aY7YZY+YB/wa+E44H\nX7t2LRUVFQHPVVRUsHbt2nCEUUp1AK+88gr5+fkBz+Xn5/PKK69EuEYH2DEpobakaJIC2pKilFKx\nqD0kKZ8C54rIYAAROR74HvB2OB48NzeXBQsWHJSoVFRUsGDBAnJzc8MRRinVAZx66qmMGzfuoEQl\nPz+fcePGceqpp0apZkoppdThpT1095oMZABrRaQBmzjdY4z5RzgePCMjg+HDh/Ofjz7Cc/d46vv3\npdPm7cTaK3dEAAAgAElEQVRPnsx5w4eTkZERjjDNqqlJ5+23R1NdnUFqagUXXfQ0KSlVrsYEqK5O\n4803f9IY95JLno1Y3HnzRlJVlU5aWiWXXfYCqanVrsasqkrlpZdGUFmZRnp6FddcM5e0tBpXYwJU\nVHRm1qyLqahIJSOjmptueov09L2ux92zJ5k///ksystTyMys4bbbFpKRsc/1uGVliTz00EmUliaR\nlVXLPfcsJTOzztWYu3fHM2HCIEpKEsjOrmfq1I1kZe13LV5eXh6PPvoovxo7ltq7xrInJ4cuxaUk\nTZvGn2fMIC8vz7XYrdF1UtpOu3sppVTsaQ//g10FjASuBk4EbgDuEpHrwxUgIyOD/RMnUvzULMrW\nbaLk739n/8SJricoAG+/PZodOwZRUdGdHTsG8fbbN7keE+Ctt26gsHAge/ZkU1g4kDfe+ElE4r4x\n/0q2b+9PeXk3tm/vz7x517oe86WXRrBtW1/KyrLYtq0vL710uesxAWbNupjNm3PZvbsLmzfn8vTT\nF0ck7l/+fCbr1/dg16501q/vwWOPnRWRuJMfPpbVq7PYuTOV1auz+MMfTnI95oQJg1ixIp2CgmRW\nrEhn/PhBrsfMy8uj9q67WPngw2z9chkrH3yQ2rvuimqCAmCM4AlxM9rdq1G4u3qJyBkiMl9ECkTE\nIyI/aqHs35wyt/kdTxKRx0WkREQqRWSuiOSE4ekqpVTMaw8tKVOBh40x/3T2vxaR/sDdwHPNXfTx\nxx+TmJjY5NjgwYM58sgjA5av69sXRo2CsWNhxgy7v3p1OOrfourqjBb33VITpbjV1elN9quq0psp\nGT6VlWkt7ruloiK1xX23lO/p3HS/PCUiccvKmn7eSkuTXI9ZUpLQ4r5bynNymvy9KM9p/r7xtdde\n47XXXmtyrLlxcIeiAWlDS4omKeBaS0oqsBx4GpjXXCER+THwXaAgwOk/AhcCI4AK4HHgVeCMkCqr\nlFIdUHtIUlKABr9jHlpp5Tn99NPp3r170EESt22DOXNgxgyYM4fEm28OvaZtkJpaQUVF9yb7kZCe\nvoey8sjH7ZpZTvGuHo37aWmVrsdMT6+irCyryX4kZGRUs3t3lyb7kdA1s4bi4gNxMzPd79oGkN2t\nioLCro37WVm17sfMrqegILnJfiRkFhezzefvRWa/fjBgQMCyl156KZdeemmTY1999RU/+MEPwlon\nQ+hTCpt20VgefW4kKcaYd4F3AUQkYDYoIr2BPwEX4DfOUkQygNHA1caYhc6xG4E1IvIdY8wXIVVY\nKaU6mPaQpLwB3Csi24GvgZOAscDfwxWgoqKC+MmTyZ44kbq+fUm8+WbiJ0+m4uyzXe/yddFFT/PV\nsssp3tWd2v11XHTR067G87rqyif55L9XsnV7L4zUcsklz0Yk7rhf/ZHZz93Exq19SEjcx2WXveB6\nzGuumcu7b11AZWU60mk/l1/xWusXhcFNN73F/HnfZldJFnSK56ab3opI3HFj32P2rGPYvqM3SZ3j\nuO22hRGJO/WhfzHpd6exrbA/GV3iuOeepe7HnLqRe+9OZ/fuBLp0TWbylELXY+bn55M0bRrH3Xcf\n5Tk5ZPbrR9K0aeRHfUyKhNwyoi0pVjTGpDiJyxxgqjFmTYA8Zhj2/+APfGKuE5Ft2FkvNUlRSh3W\n2kOS8kvgQWwzdw5QCPzVOXbIvLN4nTd8OBmrVzd28ao4+2wWLFjAcJcHz6ekVPHWiz8hvpOH3z42\n3LU4/tJSK1k0fyQr1vbiufnDIha3S0YFi+aP5M2Fx/PZisERiZmWVsPTj43nxKHr+fu8H1JcmtX6\nRWGQnr6Xt178OWkpVTz5r59HJCZAly77WDR/JAW7juDDZVdHLG5W1xoWzR/JuoIfsrno+5GJmbWf\n1//xGD3S32Fd8QNU1wXuzhku3lm8mgySHzCA/BkzGDduHI8++mjUx6aomDERqGthva+eznn/Zu4i\n55xSSh3Wop6kGGOqgXHOFnaFhYUBExHvrF+FhYURGUCvlGr/Fi9eHDAR8c76tXjx4qglKXbgfIjd\nvXTgPBD5lhQRGQbchp0MRimlVBtEPUlx21FHHdXsuYyMDE1QlFKNrrzyymbP5eXlddjuXiJyK3An\n9hv8FcCvjDFftlD+WuAuYDCwB3gHuMsYUxpSBSOopaTjnXfe4Z133mlyrKrqkMa2nQ50B/J9unl1\nAh4VkduNMQOBnUCiiGT4tab0cM4ppdRhrcMnKUop1REY04aB80GUF5GrgEeAn2HHQYwF3hORI40x\nJQHKfw+YDfwaeBPoDTwBPAlEZv7vELXWkvKDH/zgoIkO1qxZwzXXXNPWkHOA//gd+7dz/Blnfwmw\nHzgX+BeAiAwB+gKL2xpYKaU6Ck1SlFIqBjQYoSHEJKUhuO5eY4EnjDFzAETkFuBi7MxTUwOUPwXY\nbIx53NnfKiJPAONDqlwEudHdS0RSgSOgsblqoIgcD5QaY/KBMr/y9cBOY8x65/ErRORpbOtKGVAJ\nPAZ8ojN7KaVU+1jMUSmlVBSISAJ2linfGaYM8D52hqlAFgN5InKh8xg9gCuAyExv136cDCzDtogY\nbGvUUmBSM+UDZT1jsa1Rc4GPsBPHjAh3RZVSKhZpS4pSSsUAg+AJcUyKab18NnasRJHf8SJgSMDH\nNOZTEbkOeFlEkrH/j8zHztTYLrm0TspCQviizxmH4n+sFviVsymllPKhLSlKKRUDGkxcm7ZwE5Gj\nsQsUPoBd1+oCYAB2XEq75E1SQt2UUkpFj7akKKVUDDAInhbGmHz9Tj6r39ne5Ni+qvrWHrYEaMDO\nKOWrpRmmJmLHTTzq7K8SkTHAIhG5xxjj3yrTLmjSoZRSsUWTFKWUigF2CuLmW0aOurAfR13Yr8mx\nnWvKmH31gmavMcbUi8gS7AxT86FxpfRzsYO4A0kB6vyOebBjLtrlwizRWHFeKaXUodEkRSmlYoBd\nzDHEMSnBlX8UeNZJVrxTEKcAzwKIyMNArjHmBqf8G8CTzixg7wG5wAzgc2NMu1zfQ5MUpZSKPTom\nxUX9e5fROelAd4vkpHoG9Clr4YrwGNxvF506eRr3s7rU0KNbpasx4zs1MLBPMeJzT5TXs4TkRP8v\nXMMrM72SrC57GvfjxDCgd4GrMQF6ZO0kOXFv435CfB252e7H7Zm1ibi4hsb9lKQ9ZKYVuxpTaKBb\n+jpEDty0ZaRsIyH+kBa7a1Vip10kx/t2X/KQkbSCwJMkqbYyxryCXcjxd9jZqo4DLjDG7HKK9ATy\nfMrPBsYBtwJfAS8Da9BZqZRSSoVRzLaklJSU0NDQ0HrBMIqLCy2nG5Bbxr2/yCchwRAncO8tHzHn\nX73ZubM26MeIjw/9V3TBaVu56sJyAAbmFTP+5p3c9fAx7CqtDvoxkpOTQ45784ilpKXYpOyMk1bT\n0CCMn/ptQukBkpKSElLMij11/P72hezbZ1+nEd//D+u3ZrF4SaeQHqempiak8pmdC7n+otcQMcR3\nauC6C5/lg8++xc6dwcfdt29fSDEBhvT+ilOO3gBAt4xt/N/pjzPnzR+ze4+nlSsP2L9/f8hxTxrw\nOqmdbTLYN/tD+mV/wMsf/ApD8ImKxxN8HQE6xe3j+yf8lv0N9r3YL3MG5dX9+Gar//CJloX6uQ2H\nkpKD1kA8ZB7i8IT4vVKw5Y0xM4GZzZy7McCxx4HHAxRvl7QlRSmlYo+2pLhoxZp0kpI8JCYY4uMN\nKZ0bWLY6w/W4y1Znkplhk4X01AZ2FCexqzTJ9bgr1mY1xu2SXs/KdVm43UW9Zm8iWwu6kJbqjVvH\nqvXdXY0JsDE/h7g4D4kJDcTFQWrnOtZt7hWBuH1JS7EtOMlJdVTWpLJ7T6brcfOLjyAl2Sa5nZOq\n2b5rEMblPx8NnmRKKweRlGAToeTESor3HO1qzPbMY7wLOga/efQ+G9DZvZRSKhZpkuKimr3xrN2Y\n1ri/fksqlVXuN16t2ZDOvtoDv9plq92/iQVYsSarxX23+CYlDR5hzcZs12PW749nY35O437hrkz2\nVIXWCtQWBbt6sLf2QMK5aXsekRirnF88yG//CNdjAhSXN01Kdh3WSYq0aVOWJihKKRVbNElx2dJV\nB1pOlqxyvxUFoH5/HKu+ORBr2deRSVI2b0+noioBgNq6ONZsikzcVd8cSFI25Weyd19CROKu25x7\n4OdN7reiABgTx+aCPo37G7f3jUjcssocqvba91SDJ47CkgERiVu851uNP5dX51FbH5nPUHvkMXFt\n2pS2pCilVCzS/8FctvTrLj4/R+4Ga6mTmFRUxbNha2pEYhojfLWuKwCrN2Syf39k3l5Fu1MpKesM\nNE1Y3LZuS8/Gn9duiUySAgcSk9q6BPKLIhVXGltPikr7Ur/f/e6DAHvrsqissa9zcfm3WindsXkQ\nZxri4LdQV6jvqDRJUUqp2KNJist27kqioCiJ4t2JbN8R+mD0tlq+2iZHK9Z0CXYa0rBYsdZ28Vq5\nNjJdvSxpTE4iMR7Fq6IqhcLiTCqrkyks6hqxuFsK+tDgEbYU9sHjCW2CgEOxvcgmKflFkenq5VXk\ntKYUHeZJilJKKXU4idnZvWLJ0lUZxMdHdp2ziqoENmxNbdKSEwlfr8+kvl6cQfORs2p9d44+ooRd\npZFpNfJau7kXGWl7MRH83dbWJ1FQ1NMZjxI5O0v7Ur8/IWLjUbyKy79F725LqNyb23rhDswDIY8x\nCW0+tY5LZ/dSSqnYo0lKBCxZ1YWE+Mj/h/flyq6sWhfZJKW2Lp53F/VhT2ViRONu3NaVL7+KXJcr\nL5ukhD6V8KFan9+PTQWRTVIaPPF8vfnbVO2NzFgjr/Lqvmwv+Q7tdDHziDFtGGNidEwKoEmKUkrF\nIk1SIuCbzalNFsKLlP983J26+sh1B/J6Z2Gf1guFWYMnjgWf9Y943B3FXSneHfnvq79afxT7GyL/\n8f1q46kRjwlxbNw5PApx2xdPG8aY6JgUS5MUpZSKPZqkRIDHI0TjW+BoJCjRjFu/P/JxDcL+hsjH\njUaCAtDgiczMaf48nsi2zLVHHmftk1CvUZYmHUopFVs6fF+ArVu3Ul0deKX16upqtm7dGuEaKaXa\nqzfeeIPCwsKA5woLC3njjTciXKMD7LonoU5BrEkK6OxeSikVizp8kpKdnc2SJUsOSlSqq6tZsmQJ\n2dnuL/yn1OGuc1IlSQnl0a5Gq4YNG8akSZMOSlQKCwuZNGkSw4YNi1LNlGqeiPQQkedEpFBE9otI\ng+8W7foppVRbdPjuXqmpqQwbNowvly2j4e67qe/fn4QtW+j08MN8e9gwUlPdnQ1q374ufPrpHezb\nl0lycjmnnTad5OQKV2MC7N2bwccfj2Xv3kw6dy7njDNmRCzuggVjqKnJJCWlnOHDH6dz50pXY9bU\npPPOOzdTU5NBSkoFF174FCkpVa7GBKiuTmPevJFUVaWTllbJZZe9QGpq4Fa7cKqsTOG55y6lsjKV\n9PRqRo16jbS0Gtfj7tmTzMyZwykvTyEzs4Zbb11ARkZzkwYYsjKKyMvZQF6PDWSklLFw1b0hxywr\nS+Thh4dRWppMVtY+fvObJWRm1h3aE2lBbm4u999/P/dOmkTdXXdR0aMHGUVFJE2bxoP3309ubvRm\nGGvLCvLakmIdBmNSngX6Ag8CO4CYqrxSSgXS4ZMUsIlKw913Uz57NowaBXPmkHn33aQuWuR67E8/\nvYPdu48CoLq6J59+eifDh//W9bgffzyWkpIhTtweLFo0lvPOm+R63AULxlBcfCQAVVU5LFhwKxdf\nPNnVmO+8czM7dw4CoKKiO++881NGjJjhakyAefNGsn17fwDKy7sxb961XH/9k67Hfe65S9m61U5O\nUFralTlzLmXMmBddjztz5nA2bLALK5aUZPD448O5++63G893iqunV/ZW8nI20Kf7RlJ9ktOK6kyG\n9H77oMdszeX33cOaNd0AKCpK5aGHhjF16uJDfCYty83Npe6uu1gzeTKMGkXBnDkMnTgxqgkK2PFP\noQ6Ej+TU2O3ZYZCknA6cYYxZHu2KKKVUuBwWSQpAff/+NkEZOxZmzLD7EUhS9u3LbHHfLbW1Tace\n3huhaWP312c02a+pcT9uTY1/zIxmSoZXVVV6i/vuxU1psl9ZGZm1YSr9ppUuLz9Qj8SEvRw36FMG\n9FrbJDnxykgtJyM19OSirKzpAqilpZFZELWiR48mfy8qevSISNyWeGhDS4omKcBhkaTkc7jP0a2U\n6nAOmyQlYcsWmDMHZsyAOXNIuOGGiMRNTi6nurpnk/1ISEsto7LyQNzOnSMTt2vmbkrLDsRNSXE/\nbkpKBRUV3ZvsR0JaWiXl5d2a7EdCRkYVu3cfWCwzPd39LmYA2Vl7KCo6EDcz80AXs7r6zvxv7bn8\nb+3wA928cjaQnbkTgNKKHFbnXxdyzJS0prOJZWVFZk2ajKIiCnz+XmTk5kJ6ZJLQ5hhn4Hyo1ygr\nxpKOUN0OTBaRnxtjtkS7MkopFQ6HRZJSXV1Np4cfJtM7JuWGG+j08MNUn3ii62NSTjttOkXbx1Bc\nkk1lTQ2nnTbd1XheF14wlbWrb2VLfk/q9ldzxhnud38CuOWmh/jX62PZsDkX4qoYPvxx12NeeOFT\n/O/za6mu7kKD2cvwc59xPSbAZZe9wOJFF1Gyuxv1Hg+XXfZCROLePPoV3pp/NvmFucTFexg16rWI\nxL3/nuf4458uYuv2vnRO9XDrrQsClBJKK3pSWtGTFRtOp3NSFX26bySvx3oMcSGvGj9h4lc89FBi\nkzEpbissLCRp2jSGTpxox6Tk5pI0bRqFUR6TolQLXgZSgI0iUgPU+540xmQFvEoppdqxDp+keGfx\n+vawYXYMitPFq/rEE1myZAnDXB48n5xcwfznrych3nDLvce4FsdfSkoFi+aP5PPlXfnznEERi5uR\nvodF80fy0hsD+WBxZG7oUlKqeHzar/neSduZ8tQpFBRFprtXamo185+/mS5pe3nwb5dGJCZAenoN\ni+aPZNP2POYtuCBicbtmVrNo/kiWrD2LrzYFt6jj3to01m8/nvXbjycnJyfkmJmZda6PQfHlncWr\nySD59HQK77+fSZMmcX8UExUdON92h0F3r9ujXQGllAq3Dp+klJSUBExEvLN+lZSUuN6aopSKDUuW\nLAmYiHhn/VqyZEn0khRdcb7NOnqSYoyZHe06KKVUuHX4JKVfv37NnktNTdUERSnV6JJLLmn2XG5u\nblS7e5k2tKTomBSroycpACLSCbgUGOoc+hqYb4zpsOukiEhfQBc7Uyr2lBhjtrVWqMMnKUop1RFo\nd6+2cyNJEZEzgLuAYUAv4FJjzHznXDzwB+BCYCCwB3gfmGiM2eHzGEnAo8BVQBLwHjDGGFMcSl1F\n5AjgbaA3sM45fDeQLyIXG2M2hvJ4sUBE+sbFxa3zeDyRmfJPKRU2cXFx+0RkSGuJiiYpSikVA4wJ\nPekI9r5cRG4F7gR6AiuAXxljvmym7DPADdgFA30r9LUx5tiQKhhBLrSMpALLgaeBeX7nUoATgEnA\nSqAr8BjwOvAdn3J/xCYyI4AK4HHgVeCMEOvyGLAROMUYUwogIt2A551zF4f4eLEg2+PxJD///PMM\nHTq09dJKqXZhzZo1XHfddcnYVlBNUpRSSgUmIlcBjwA/A74AxgLviciRxpiSAJfcBkzw2Y/H3oi/\n4nZd2xNjzLvAuwAiIn7nKoAms1qIyC+Bz0WkjzFmu4hkAKOBq40xC50yNwJrROQ7xpgvQqjOWfgk\nKE4ddovIROCTNjy9mDF06FBOOumkaFdDKeWC0CbdV0opFRXexRxD2oIbOD8WeMIYM8cYsxa4BajB\n3kAfxBhTaYwp9m7YloFM4NnwPNPw83b3CnULs0xs65N38ahh2ATvA596rsN+sxjc9HkH1AKBFvJJ\nA+pCrqlSSrUDmqQopVQM8M7uFerWEhFJwN4s+94oG+z4iWBvlEcD7xtj8tv41FwX7STFGXsyGXjR\nGFPlHO4J1DmtLr6KnHOheBN4UkS+KwecAvwNmH8odVdKqWjR7l5KKRUDXJrdKxvohL0x9lUEDGnt\nYhHphR1TcXVIFYuwaM7u5Qyi/ye2FWVMWB70YLcBs4HFHFjIMR6boPzapZhKKeUqTVKUUioGtNPZ\nvX4ClGEHhLdbrSUpCxcu5L///W+TY9XV1Ycc1ydByQOG+7SiAOwEEkUkw681pYdzLmjGmHLg/0Rk\nMHCUc3iNMWZD22uvlFLRpUmKUkrFgNZm99r5wVqKF6xrcmx/dW1rD1sCNGBvjH0Fe6N8IzDHGLM/\niLKNRGQO8CHw30hNj9tSknLmmWdy5plnNjm2ceNGxo4d2+Z4PgnKQOAcY0yZX5ElwH7gXOBfzjVD\ngL7YFpGQGWPWA+vbWmelYkX//v0ZPnw4s2bNinZVlIs0SVFKqQ6g57lH0fPco5ocq/ymiC9vebHZ\na4wx9SKyBHuj7F3jQ5z9x1qKJyJnA4OwU/CGqg67jsfTIlIALAQ+AhY6N9rtnoikAkdwYBrmgSJy\nPFAK7MBOJXwC8EMgQUS8iWCpMabeGFMhIk8Dj4pIGVCJfc0/CWZmLxF5FLjPGFPt/NwsY8y4NjxF\nFWWbNm1iypQpvP/++xQWFpKYmMixxx7LlVdeyc9+9jOSk9vHEjGzZ8/mxhtvJDk5mY0bN9KrV68m\n588++2xKS0tZuXJl2GL6TainOihNUlx0yolllO9JaNw/ckA12V3r+HRpV1fj/uDMnWwtTAEgLs5w\nygml7CpLZOPWNNdixsd7uOCM7dTstW+ppMQGfnDmdv77RU9q9rn3NsvNqSSvVwWd4jwAdM3Yx9CB\nu3l/8QDXYgIMHVhAbd2B323vnFK6Z1WyfG0/V+OeOORrikq7ASBiGNx3M3trk9le1KuVK9tOxMOx\ngxazd599/3TqVM/RA75gc8HR7K1z7z2lmnKxu9ejwLNOsuKdgjgFZ7YuEXkYyDXG3OB33U3A58aY\nNSFVCjDG3Ow8dm/gTOwUuncAT4jIDmNMn1Afs5V4boxJORnbGmSc7RHn+Gzs+iiXOMeXO8fF2T8H\n8PYtG4ttyZqLXczxXeDWIKt4IpDg87PqQN566y2uvPJKkpOTGTVqFMcccwx1dXV8/PHHjB8/ntWr\nV/O3v/0t2tVsora2lsmTJ/OnP/2pyXFNKFRbxWySUlZWxv79IfUwOGRxcaFNhla4Yx9Tf7O7cf93\nY9dzz9Qsdu0Kvt7x8aH/ioRK7hmzHYBvH1fOSceUc9WYPlRW7w36MdryDc0RfXdx7BAb47ILtrI5\nP4nnXk0K6TFSUlJCKl9e5uH2G9aQnGSTlJ9dtZz3/pvNrl2h3TzX1rbaLaaJjM57Gf/TAz0yfnH1\nAp58eSi7du0K+jHq6+tbL+SnbkA5Iy+0cQf03s6A3tv5/d/Op7I6+LhtGRCceexmTjrSvqdOGPwp\nZRUZLPyiPxD8eypa/1ElJCS0XijMysr8e/YcOoMEMxD+oGtaLWPMKyKSDfwO281rOXCBMcb7puqJ\nHVPRyFnj48fYAduHogzY7fxbju3+FPybOUhuJCnO2iYt/afQ6n8Yxpha4FfOFhJjzDmBflaxb8uW\nLVxzzTUMGDCABQsWkJOT03juF7/4BQ8++CBvvfVWWGLt27cvbC0yJ5xwAk899RR33303PXuGOkGd\nUgfTKYhdtHJNEjV7D9wk1NbBsq9Du2lvi8+XdW6yv/qbJCqrO7ke938r0/z2U12PWb8/jlXfNF0e\nYOnXXVyPuyk/g6rqAwlkQ4Pw9fos1+Ou2dj0D//2nV2orO7cTOnw2bi9r99+HgS3BocKE9OG6YeD\nSVIAjDEzjTH9jTGdjTGnGmP+53PuRmPMcL/yFcaYNGNMmzqEi8hDIvIpNkGZDCQ7//Y0xoS9VSDa\nUxC7TURmichB66SISKqIaKf9GDNlyhSqq6t5+umnmyQoXgMHDuRXvzqQ1zY0NPDggw9yxBFHkJyc\nzIABA7jnnnuoq2u6RE7//v350Y9+xL///W++/e1v07lzZ5588snG888//zwnn3wyKSkpdOvWjWuu\nuYbt27cHVWcR4Te/+Q379+9n8uTJrZYPts4Av//978nLyyM1NZVzzz2X1atXB3zMPXv2cPvtt9O3\nb1+Sk5MZPHgwU6dOPeiz/I9//IOTTz6ZjIwMunTpwnHHHcdjj7XYu1VFiSYpLqrfL/xv5YGkZOlX\nydTWuf+Sf7M5kd3lB5KSz5a5fxML8OWKpknKFysj0xVo6aqMxp/37otj9Xr34xojfLW+W+P++i1d\n2FfrfsNk0e50SvccaG1asyky31ZtzM/z2+/bTEnllpAXcmxD97AImogdzzIJu+L6WGPM6wEGl4dF\nR09SgBuAQH/oOwOjIlwXdYjefPNNBg4cyHe/+92gyt90003cf//9nHzyyfzxj3/k7LPP5uGHH+aa\na65pUk5EWLt2LSNHjuT888/nscce44QTTgDgD3/4AzfccANDhgxhxowZjB07lg8++ICzzjqLigr/\npXwCGzBgAKNGjeKpp55i586W590Its733Xcfv/3tbznxxBOZPn06AwcO5Pzzz6empqZJub1793Lm\nmWfy4osv8pOf/IQ///nPnH766dx9993ccccdjeX+85//MHLkSLp168bUqVOZMmUK55xzDp9++mlQ\nz1FFVsx294oVi5cmc+Z39zX+HAnGCF8s78yFZ9vZLj9fFloXqrYqKEqkoCiB3j3qKa/oxPrNkXm+\ny1Z3Aew6civXpbO/ITK598q13Tj1hCInbrdWSoeLsGZjD7530mYAVm+MTJJSWZNG0e4senQrZV9d\nItuLtCk/0owJat2Tg65pp07EjkM5G7hDROo4MHj+I2PMN+EOGGNJR1CcbnfibOkiss/ndCfgIqA4\nGnWLVUVFMGIE7NgBvXrBvHkQoDHDNZWVlRQUFHDppZcGVX7lypXMmTOHn/3sZ41jVG655Ra6d+/O\nI8Mv9bgAACAASURBVI88wsKFCznrrLMay2/cuJH33nuP73//+43Htm3bxgMPPMBDDz3EhAkTGo9f\ndtllnHDCCcycOZOJEycGVZ977rmHOXPmMGXKFGbMmHFIdS4pKWHatGlccsklvP76gVnO7733Xh56\n6KEmj/nII4+wefNmli9fzsCBAwH46U9/Sq9evZg+fTp33HEHvXv35u2336ZLly689957QT0fFV3a\nkuKyz5cl47HDJfhsWeRm4vh8uf1SrWBnPPk7IpeLeltT/rcyNeQbqrYqr0hgw1abiC2LQFcvr9Ub\nurJ/v32OK9ZGKkk50HqypzKZwuLIPV9vl6/NBb3xGP3TodrOGLPCGPOYMeYyY0x37M10HfA4EPJA\n/MNYOXY2MQN8gx3b491KgFnY11QFacQI+OQT2LTJ/nvZZZGN7221SE8/qPdeQG+//TYictB02Xfc\ncQfGmIPGrgwYMKBJggLw6quvYozhiiuuYPfu3Y1bTk4OgwcP5sMPPwy6/gMGDOD666/nySefpKjI\nf43Y0Or8n//8h/r6+iZd2wBuv/32gx5z7ty5nHHGGXTp0qXJczj33HPZv39/4zpImZmZVFdXa5IS\nI7QlxWV7Kjuxen0iCQmG3WXujwvxWroqmbo6b1evyHX5+HJFGpeeX8aXEerq5bV0VRcG5tWw7OuM\n1guHyb7aeL7Z0oXMjDpKyiLTpQ5gU342tXWdWLupB5H83W7c3pfTjl+uXb2ixKUV56PCmeb4RGxL\nytnA6UAGsBLbohJW0Vxx3mXnYP8ILABGYBMWrzpgqzGmMBoVi1U7drS877aMDPt/WGVlZVDlt27d\nSlxcHEcccUST4z169CAzM5OtW7c2OT5gwMEzX27YsAGPx3PQY4DtIpaYmBhs9QHb0vHcc88xefLk\ngK0pwdZ527ZtAAeVy87OpmvXprOkrl+/nq+++oru3bsHfA7FxbZBccyYMfzzn//koosuIjc3l/PP\nP58rr7ySCy64IKTnqCJDk5QI+GxZMgnxkf0Pr7Y2juVrkhtbVCJlzcbOlO3pxPLV7g+a97Xs6wxO\nOHoPFVWRncnpq3XdyMwIbWawQ9XgieObLTmsjtB4FK+dJdlUVqewuTCss8OqIBnThtm92mmSgr2Z\nTgNWYJOSp4BFzsrpYddRkxRnhjFEZACQb4zxRLlKMa9XL9uK4rsfSenp6eTm5rJq1aqQrgt29sTO\nnQ++J/B4PMTFxfHuu+8GnMU0LS20Lx0HDBjAddddx5NPPtmk+5i/cM746PF4OO+885gwYULAz+6R\nRx4JQPfu3Vm+fDnvvfce77zzDu+88w7PPPMMN9xwA88880zY6qPCQ5OUCFi8JJmEhMj/h7fgkzRW\nrYvsYk8NDcLsV7uzrzay3YG2FHTm/U+yIxoT7FiUSCcpACvW9Wbjtkg/X2HR0pPZV9s+FhA73Hho\nwzop7XcGtuuwSUlwI3IPUUdNUryMMVsBRCQFu2J9ot/58K2i18HNm2e7ePmOSYm0H/7whzz11FN8\n/vnnrQ6e79evHx6Ph/Xr1zNkyJDG48XFxZSXl9OvX+trdw0aNAhjDP379w/YmtIW9957L88//zxT\npkxpc529/65fv57+/fs3lispKTlomvdBgwZRVVXFOee0Pht3fHw8F198MRdffDFgp3V+8sknue++\n+xrHs6j2oV10LBeRXBF5TkRKRKRGRFaIyEnRrle4bNkez/rNkV+r4cPFKTQ0RP4m5cPFketydYCw\n6Ev3pwD2V1LWmQ1bIzcuxOurb3Kp3x/57xi+3hSe/8BU6OzA+dC39sgY85Y3QRGRPiLiavNcR5/d\nS0S6i8ib2FXrvwaW+W0qSDk5/8/emcdFVbUP/HuGHUZAEERxC1SkNMst18wtDX3NpdJcMCvz1UzT\nMNf01coFy6XMpbKfS+qr5fq2mku5pbmG5ooLKoILIPvO+f1xYWRggJmRGRDv9/O5H7nnnnOfc++M\nd+5zng3274dLl5R/rRk0n8f777+Ps7Mzb775ps5NKT+XLl3SpcwNCgpCSsnChQv1+nz66acIIXQv\n4sXRp08fNBoNM2bMMHg8NjbWYHtx+Pn5MWjQIJYvX14o05exc+7cuTO2trZ8/vnnev0MuZC98sor\n/Pnnn+zYsaPQsfj4eLKzs4u8lkaNGgGm10tTsTxlbkkRQrgDB4BdQFeUYL96KIF/FYSyWs1U5VZc\nuY/StapUNIQQGmAqSpV5bW5bIkrV9o9VtyWTWQi4A8+gZEjrjVKYM+8eqzxE+Pn5sW7dOvr3709g\nYKBexfkDBw7w/fffM3ToUACefPJJhgwZwpdffklcXBzt27fn8OHDrF69mj59+uhl9ipO3kcffcTk\nyZO5cuUKvXr1olKlSly+fJmtW7cyfPhwxo0bV+w5DCn1U6ZMYc2aNZw/f56GDRvq2o2dc5UqVQgJ\nCWHOnDn06NGDoKAgTpw4wS+//FIo9mT8+PFs376dHj168Nprr9G0aVOSk5MJCwtj8+bNXL16FQ8P\nD958801iY2Pp2LEjNWrU4OrVqyxevJinn36awMDAEu+VinUpcyUFJV/+NSnlm/naIorqbCrR0dG4\nu7sbrKialpbGvXv31MqoKioqgJJNplGjRgafCdHR0Zw6dYouXbqUwczuF3M0dUw55WPgDZTn/4Hc\ntrbAf1AKO04pbYEPk2XEDDoCL0opjwohclAC5n8TQiQAk4DSKU+uYjX+9a9/ERYWxrx589i+fTvL\nli3D3t6ehg0b8sknn/DWW2/p+q5YsQJ/f39WrlzJ1q1b8fHxYcqUKUybNk3vnEKIIuNAJkyYoKuR\nMnPmTABq1qxJt27d6NmzZ4nzNXRef39/Bg8ezKpVqwodN3bOH3/8MU5OTixbtozff/+dli1bsmPH\nDrp37653TicnJ/bu3cusWbP47rvvWLNmDa6urtSvX5+ZM2fi5qZ4PORlHlu6dKnu/e/VV19l+vTp\nJV6jivURZf3gFkL8A/wC1ETJmx8JLJFSfl1E/ybAsaefftqoFH1paWmcP3+egIAAPUWlqPbiMBRQ\nZmlsbctGjzT2npQ2zs7WqelSkLyMKtbE3d3dqvJsNDnUqRGDm6sb16KrW02uvV0Gj1W/QbamHgnJ\n1kvVnEf16sZfa3R0tK6QWX5Fpaj2orh48WJe2symUsrjZkxbR94zL2DR6zjXNS2KNyU8ivNjvimV\neZQmQoibwL+llNsLtL+I8vz3LSU5TYBjs2bNMpjVqDiuXLnC5MmToZzdO0PkKiNPSimvCiEigAFS\nygO5AfX/SCnL5sFqQfI+22PHjtGkSYXxDldRqfAcP36cpk2bghHP1vJgSfEDRpBr5gdaAJ8JIdKl\nlGse9OSOjo4EBARwLjycnEmTyPLzw/byZTSzZ9PABAXFXDIyKnP69AwyMjywt4+lYcNp2NtbJIGN\nHunp7oSFTSc93QMHh1gaN55hNblHj07UyW3WbDYODvEWlZmW5sbBg+NITXXHyekerVt/iqOj5eNx\nU1IqsWvXCFJS3HB2jqdz56U4ORmXNvJBSE7Wsn17MElJrmi1CfTsuQoXl2SDfZ0dMwh47BaP+0dT\nv85t7O2y+GbbS2bJTUx05ttve5GYqKVSpSQGD96KVptisK97pQT8a1zDv+Y1alSNJinFhe37m5ss\nMz7ekS++6Eh8vBNubqmMGrUbV9e0kgeaiY+PD2PHjiV0wQIy3n+fJB8ftNHROCxYwHgjFRRLYU4F\n+XJccd4DOGeg/VzusVKlogfOA+eBAOAqSsa04UKIq8C/ASsn0VVRUVEpHcqDkqIB/pJSfpC7/7cQ\noiHKw/WBlRRQFJWcSZNIWrcOgoNh3Tq0kybh+L//lcbpi+X06RkkJChBWWlpvpw+PZMmTUZbXG5Y\n2HTi4xvmyq3O339Pp3nzsSWMenCOHp1IXNwTAKSkVOPo0Um0aWNcpVpzOXhwHHfvNgAgOdmHgwff\no2NHy5tud+0awa1b9QBITPRm584R/OtfoRaXu317MJGRyqpwfLwn27cP4dVXl+QelXh7JBLof4tA\n/2hqV4slvwEwK1vQq8NOs+T+a+CXRETUBCA2tjJr1vRixIh1AAiRQ3Wv27mKyXWquOsrxA52Gfyr\nzTcmywzqv5Tw8KoA3LnjyuLFHZk8+Sez5m8sPj4+ZLz/PuGffKI8L1avpu777+PjaX0rUH7MCYQv\nx+/ZfwOjgIIPw1G5x0qVR0BJWQTkmdlmoHgnDESplfJaGc1JRUVF5YEoD0pKFIUrDJ8Fiq3zeunS\npUKuUN7e3ngXkYojy89PeeEYOxYWLCCrlnUK0mVkeBS7bymysvQLHaWnW0euQN+FyRpyU1Pdi923\nFCkpbsXuW4rkZH03x6Sk+65qGo3EvVIa7pVSca+USkEPRY1G4uqSZJbcO3f1P8vExPu58+1ss3B1\nScZVm4zWubB1xc4uExsb0y1qt+/qf4/j461T9yfJx0fveZHk4wOZmQb77tmzh99//12vLTnZsGXr\nwTC9Tko5TnTwPvCjEKIz8GduWysUt9+g0hZW0ZUUKeW3+f4+JoSoDTRAife8W3YzU1FRUTGf8qCk\nHEAxU+cngBKC5/39/Y2KScnD9vJlWLcOFiyA1auxHTDA9Jmagb19LGlpvnr71sDJKZbk5PtyHRys\nI9e1UgyxcdaV6+R0j+RkH719a+DsHE9iorfevjWoVCmee/fu10jRau+7tuXkaLgQ4c2FCG+27W6E\nT5UEAv2jCfS7Rc1qceRka1ix9SWSUkwvtplTIPCxUqX7yk5Gpj1nr/hz9oo/GpGDr/ct/Gtew7/G\nNTzcEoiNd+OnQ//G1JdmG3sHvX03t1ST520O2uhoWL1a97zQhoRAEZaUDh06FMrNny8mRcUAUso/\nhBD1gbdRXqYBNqPEo6gV0k1ECNFWSrk/b19KmQKU6zgaFRUVlZIoD0rKAuCAEGISsBElheKbwLDS\nEpCWloZm9my0kyaRVasWtgMGoJk9m7S6dS0ek9Kw4TQyU6ZyO8aLuPh4GjacVvKgUqBdm2ncujmF\nK9eqkpIWT+PGhvOflzZDXp3Kb7unceFyNbJz7tGs2WyLy2zd+lMuXRhFampl0jMTadpsYcmDSoHO\nnZdy/p/B3I31JDU9nc6dl1pF7isvr+DPfX24FlkNKTLo2XNVET0F0XfdiL7rxp7DAWid02jw2C2q\net41S0kZPHgra9box6QYIkdquH6rGtdvVeP3o89Q2fUedWtex117l3tJXgbHFMWoUbtZvFg/JsXS\nROfGoNTNi0kJCcEhNJToMo5JqWAV58lVRko9i1cx8qwlqizYLYSIBNYD30opz5T1hFRUVFQelDJX\nUnJTJvYG5gAfAFeAMVLK/5bG+fOyeDUICNCLQUmrW9fk7F7mYG9/j++XDcLOTvLyCNMy8zwIjo73\n2Ld9AHv/cubjz017MXwQtFpF7lfrvflhd+WSB5QCjo4JzP/o33RuE8PE0AAiIq2TyMbJKZEtq4bi\n4ZbOmI/aWkUmgItLEvu2D+Ds5aqs3NLS6HFJKY4c/ac2VaqYV6leq03RxaCYQlyCO0f+ccfb2/Tv\noatrmsVjUPKTl8Vr/NixSgxKZiZ4ehI9dqxJ2b0swcMeOC+EeNLYvqVdIb2iu3sB1YH+wKvARCFE\nGLAWWC+lvFGmM1NRUVExkzJXUgCklD8BFnkTuXfvnkFFJC/rl1onRUVFJY9Tp04ZVETysn6dOnWq\nzJ4XFSBw/iQgKdnnTwI2pSm4oispuXEni4HFuWmHBwBDgNlCiL1Syo5lOkEVFRUVMygXSoolKe6F\nwtHRUVVQVFRUdBRXqNHHx6dsnxfSDPet8vWebVqhklKkoisp+ZFSXhFCzEHJkvYhSv0xFRUVlYeO\nCq+kqKioqFQEpBnZvcpTxXkpZbHJUCws+5FQUoQQbVBSD78EOALbUCrOq6ioqDx0WL+EuoqKiorK\nI4kQYq8Qwj3ffk8hhHXySldghBCzhRBXgN1ALWAM4COlHCyl/KVsZ6eioqJiHqqSoqKiovIQIM3c\njEEI8bYQ4ooQIlUIcUgI0byE/vZCiI+FEFeFEGlCiMtCiNeMENUWsM+3/y33ixBalDxrirHbQ8az\nwDzAV0rZQ0q5PjcNsYqKispDi6qkqKioqDwE5KUgNnUrCSFEP+BTYDrwNEosw69CiOLSwH0HdACG\nAvVRskqdN+OyrOKPZqqC8rApKlLKNlLKJWrhxkeLGjVq8NZbb1ld7q5du9BoNBw8eNDqsh+EQYMG\nUa9ePd1+dnY2Go2GWbNmleGsyp6vv/4ajUbDzZvlr0SVqqSoqKioPAxYzpQyFlgupVwtpTwH/BtI\nAV431FkI0Q1oBwRJKfdIKa9JKQ9LKf801L88UNGVFAAhxGAhxAEhxM3civMIId4VQrxY1nNTMY1V\nq1ah0WgMbpMnT9b102g0CFE2cWemyL1y5QojR46kfv36ODs74+LiwhNPPME777zD6dOnLThLfYQQ\nheZtqK20Wbt2LZ9//rnR/WvUqIFGo+G9994rdCxPQdy+fXupzc8a98Bc1MB5FRUVlYcASxRzFELY\nAU0B3VKilFIKIXYCrYoY9i/gKDBBCDEYSAa2Ax9IKdOMmFZXIUR87t8aoJMQoqH+vGXp/QJT8QPn\nhRAjgJnAQpQCmXkpnO8B76IE0Ks8RAgh+PDDD6lTp45ee8OG9/+rXLp0CRubUs3WXeps27aNAQMG\n4ODgwMCBA3nyyScRQnDu3Dk2b97MsmXLiIiIoHr16lafm42NDampqdjZ2VlUzrfffsulS5d45513\njOqfpzQsX76cCRMm4O3tXej4o4KqpKioqKg8ulRBeaG9VaD9FhBQxBg/FEtKGtAr9xxLAQ/gDSNk\nriqwv7zAfqnXSbEEQoh2wHgUJa8a0KugciWEmAm8CbgDB4ARUsrwfMcdgPlAP8AB+BUYKaW8beJ0\n3gGGSSm3CiEm5ms/Cnxi4rlUygndunWjSZMmRR639Mv1g3Lx4kUGDhxIvXr1+O233/Dy0i/oGxoa\nyuLFi9FoinfqSU1NxcnJMvk17O3tS+5UBjRs2JCzZ88SGhrKJ5/o/xd+mBZQHhTV3UtFRUXlYUDe\nL+ho7GahOikaIAcYIKU8mps9ahwwJPelu+hLkFJjxFbqCoqF3L1cUApUjsTAnRZCTABGAW8BLVAs\nTr8KIfK/FS0EugN9UYLfqwObzLjEx4ATBtrTc+epUgHJH5MipeTZZ5/Fx8eH2NhYXZ/09HQef/xx\nAgICSEu7b+iMjIzktddew8fHB0dHRxo1asSqVQXXD+D69ev07NkTrVZL1apVCQkJISMjw6gX5Tlz\n5pCamsrKlSsLKSiguKuNHj1ar/7UoEGDqFy5MuHh4bzwwgu4uroyZMgQAP744w9efvllatWqhaOj\nI7Vr1yYkJIT09PRC5960aRMNGzbEycmJxo0bG3SPKiomxZh7k+d2tWXLFj788ENq1KiBs7MzXbp0\n4cqVK7p+7dq149dffyU8PFznsle/fv0S752/vz8DBw5k2bJl3Llzp8T+x44do2vXrri6ulKpUiW6\ndOnCkSNHCvU7deoUzz33HM7OztSqVYvZs2cX+Vn++OOPtGvXDq1Wi5ubGz179uTcuXN6faKiohgy\nZAg1atTA0dGR6tWr07t3b27cuFHinI1BtaRYFEPFlY0puFwaco2ZS2nLNHT+spBrrXv8qHy2KuWB\nkuqkJB34m6SDp/TaclJK9L66C2QDVQu0VwWiixgTBURKKZPytZ1F+RLWAC6VJLQsKO3Vx1zl7BcA\nYdj/YgzwoZTyh9w+wSgWql7ARiGEK0rcT38p5R+5fYYCZ4UQLaSUf5kwnSvAU0DBWjTdUD4blYeQ\n+Ph4YmJi9No8PT11f+f/2gkhWLlyJY0bN2bkyJH897//BWDq1KlcvHiRffv24ejoCEB0dDQtWrTA\n3t6e0aNH4+npyU8//cTQoUNJTk5m5MiRAKSkpNChQweio6MZM2YMVatWZfXq1ezcudMol6Mff/yR\nBg0a8NRTTxl9zUIIMjMz6dq1Kx06dGD+/Pm4uCh69saNG0lPT2fUqFF4eHhw6NAhFi1aRFRUFGvX\nrtWd4+eff6Zfv340atSIOXPmcPfuXYKDg6lRo0aJ8o29N3l89NFH2NnZMWHCBGJjYwkNDSU4OJh9\n+/YBMH36dEJCQrh9+zaffvopUkoqVapk1L2YOnUq3377LXPnzi1kTclPWFgY7du3x8PDg8mTJ6PR\naFi2bBnt27dn//79OmtcVFQUHTp0QKPRMGXKFBwdHVm+fDnOzs6Fzrly5UreeOMNunfvTmhoKMnJ\nySxZsoR27dpx4sQJ3b3s1asX4eHhjB49mlq1anHr1i127NjBjRs3jLrfJfHQKikJCQlkZmZaVWZJ\nJsmC9O+ZhYuLxMYmG40Gena+RVYWfLvZeBOtra3pH9GEkWncvKU8QLRO6Qzrf5Nd+205Gmb8ufIe\nZsZiZyuZ8V4Ct+4oi6DVvBIIGXaPWZ9XIinF+PuWf6XHGOo9lk7PzolUcskB4HH/aDq2yuLTL4tL\nTFSYrKwsk/p3bhNLZbdMbDWZCJFD66fOY2sr2brDu+TBueTk5JgkE6Bf0CVi45XFagfbFLq0OsI/\nFytz+oKH0ecw9XtcWpjzXS4NTP0ulwYJCQmlf1IJFKOkaFs/hba1/stA+pVIIicvKfqUUmYKIY4B\nnVDiSvJeuDsBnxUx7ADwkhDCOV+a2wAU60rpLJ+VMtaOSRFCPAb4ALvynS9BCHEYJdZnI9AM5Tc4\nf5/zQohruX1MUVLmA18IIRxRlMUWQohXUQo5vmn2haiUGVJKOnXqpNcmhCA7O7vIMX5+foSGhjJq\n1Cj69u2Lr68vCxYsICQkhJYtW+r6TZw4ERsbG06ePImbmxsAw4cP55VXXmHatGkMGzYMOzs7li5d\nypUrV9iyZQs9e/YEYNiwYXpxMUURFxfH7du3ad++faFj8fHxer+5Wq0WB4f7RtjU1FQGDx7Mf/7z\nH71x8+fP1+v35ptv8thjjzF9+nQ++eQTqlVTsplPmDABX19fDhw4oHsBb9u2LS+88AJ169Ytdt7G\n3ps8srKy+Ouvv3SxQa6uroSEhHDhwgXq169P586dqVatGikpKbz66qsl3rf8+Pv7M2DAAJYtW8aE\nCRMMWqMApkyZgpSSAwcOULNmTUCxSAUEBDBhwgR+++03AGbNmsW9e/c4duwYjRs3BiA4OLjQPUlM\nTOTdd99l5MiRegH/wcHBBAQEMGfOHBYvXkxMTAxHjhxh4cKFjB49Wu8elhaqu5cF+fuMhlGvZVHF\nA9xdYcwbWZw6Z/lbfi1Sw+jXMwBo0iiboI6ZhJ21rIt3ZpYgJwde6p4KQI/Oabg4S5MUFHMIv2pP\n88apPPOUIje4bzy371r+ZfhsuDOvdL+Nd5VMHOwlQ/pGcymi8GpEaXPzjjOvBCmmZL9aiTzXIoqL\nV10tLlel7DHV1Uvn8lUy84FhQohgIUQDYBngDKwEXaHA/L4O64AY4P+EEIFCiGeBUGCFlLKw30U5\noAyye/mgqJWGYn3yfFuqAhlSyoIabf4+RiGl/BqYAHyE8tmtA0YAY6SU/zVt6o82tzIyaHv8OP6H\nDtH2+HFuZ2SUyTyEECxdupSdO3fqtryXzeIYMWIEnTt3ZuTIkQwZMoTAwEBmzpypOy6lZMuWLbz4\n4otkZWURExOj255//nni4uI4efIkoFgkatasqVNQAJycnBg2bFiJ88hbqNFqtYWOtW3bFi8vL922\nfHnBsDT497//Xagtv4KSkpJCTEwMrVu3Rkqpm/ONGzc4ffo0Q4cO1bMQdO3atUQ3K1PuTR5vvPGG\nXvKCdu3aIaXk8uXLxcoylg8++ID09HRCQ0MNHs/KymLnzp307dtXp6AAVK9enf79+/PHH3+Qmqq8\nH/3888+0adNGp6AAeHl5FVKefvnlFxITE+nfv7/ePbCxsaF58+bs2bMHABcXF+zs7NizZw/x8fFY\ngofWkvIwcDZccPsueOcu6sfdwypKyr6/bBn31v13hcMnbMnItLw70MGjDrRvmZFv3/IBaVIK/jrp\nRNf2ybq2wycsX8A68pYD0Xfs8fFSrjclVcPZcMsrKWHn9C0m56+4kZ6h/jd+JDAnxsSI/lLKjbk1\nUWaivDifBLpKKfMcoX2Amvn6JwshugCfA0dQFJYNwAcmzs5qVPTsXgBSyrXAWiGEM6A1I/heBeh7\n+jQHcl+wL6el0ef0afYXE7xuSZo3b15s4HxRfP3119StW5fY2FgOHz6sFxweHR1NYmIiS5Ys4Ysv\nvig0VgjB7dvKVyciIsKg5SEgoKicGvfJc2lKSkoqdGzFihUkJSVx8+ZNXbxJfhwcHPTiVPKIiIjg\ngw8+4McffyQuLk5vznkvyRERisdjUfM+e7Zo70dT7k0e+RUDgMqVKwPoze9BqFu3rs6a8v777xc6\nfuvWLdLT0w0qYIGBgWRnZ3Pjxg3q1avHtWvXeO655wr1K/h5hoeHI6WkXbt2hfoKIfDwUN5DHB0d\nmTVrFhMnTsTb25tWrVrRo0cPgoODC2UkMxf17caiCPYetuGl7op5dt9fNuTkWF5ZuBGl4cp1DY/V\nzMmVa52P+c/j9uTkQJ430QErKCkAh04465SUmHs2XLxqDbmCo6cq0aOj4i988mwlsrItr4DGJzpw\nNVJLHV/lwV9QaVFRMQcp5RLAoF+YlHKogbYLQFdTZAghRgNfSinThBC1gOuynGgCR44c4ejRo3pt\neauPZhKN4nZVFX1rSlXuB7hHA/ZCCNcC1pTi4oFKJNcFT602byZRBSwnBfcfBnbv3k1mZiZCCE6f\nPk2zZs10x/LcjIcMGcKgQYMMjs+/0m4uHh4eeHl5GayD0qJFC0BJoWzoEWDIRTc7O5vOnTuTmJjI\n5MmTCQgIwNnZmWvXrvH666+b5T5dEHPuTVEpoEvz0TZ16lTWrVvHvHnz6NrVpMeuWeTk5CCEpB5l\nXgAAIABJREFUYP369VSpUth1Pr+723vvvUfv3r3ZunUrv/76K1OnTmX27Nn88ccfRrkFloSqpFiY\nffmVlMPWy6q577CNTkk5eNQ6cuPiNZwNt+WJ+llci7ThRpR1vl7HTzuSkQn2dvDXCSeTa0mYy7HT\nrjol5dgp4wLhSoOwcx46JeXvc54l9FapKFiiToqVmQ/8FyV18RWUtL1WWe0vyZLSrFkzvRc5gGvX\nrjF37lxz5V0RQkSjxPaEAeQGyj8D5C3RHgOycvtsye0TANQCSiyMKYQ4gZG2NSll2ZgCHkKq2dtz\nOV9sZLVymqK2KCIjIxk7dixBQUFIKRk7dizPP/+8rg6Jj48PLi4u5OTk0LFjx2LPVbt2bcLDwwu1\nF8zwVBTdu3dn1apVnDx50qTgeUOcPHmSS5cusX79evr166dr/+WXXwrNGZT0xwU5f/58sTJMuTem\n8KB1TerVq8err77K0qVLefrpp/WOVa1aFQcHB4PXdvbsWWxsbHQB7LVq1TJ4Xwp+nv7+/gB4e3sb\ntLwUxM/Pj3HjxjFu3DguXrxI48aNmT9/Pt98842xl1gkakyKhfnrpIa0dMjMhD+PW+9251lPTp/X\nEBNnPbl51hNrWVEA0tI1hJ1VVl4OWcHVK49z4c6kpGrIyYET/1hPSfk713pyI9qZmHvWDwpXKUNK\nv9q8NbkJ9M2thi6AGkKIWoY2Swgv7XgUIYSLEKKxECLv7csvdz/P/2MhMFUI8S8hRCNgNUpigW25\n80kAVgDzhRDPCSGaAt8AB4zM7LU191zGbCpGsrlhQ9q4uuLn6EgbV1c2l8JqsDV588030Wg0rFix\ngq+++gohBG+8cb98kY2NDb1792bjxo0GXZ/u3r2r+zsoKIjr16+zbdv9r1BycjJff/21UXOZMGEC\njo6ODB061GAaXVOsH3kWi/xjpJQsWrRITwmoUaMGDRs2ZOXKlSQn33cD//nnn7lw4UKJMoy9N2C8\n8uHi4sK9e/eM6lsUH3zwAWlpacybN09Prq2tLV26dGHz5s16aX+joqLYsGEDzz33nK7GTFBQEAcO\nHNCLq7l165YuE1weL7zwAlqtlo8//thgooa8+5Camloo/bOfnx9ardZgWmhzUC0pFiYtXXD4hAZ7\nO0hOsd6q5qmzNsQnwr7D1v2IDx514K0BKVaJR8nPoRPOPNkgjRNnrPfSnpWt4eSZSni4Z5KYbL37\nfO2mlrgEe8LOq65ejxIVwJLyEUocy2IUFapwEn9FeSn1Yo4WiklpBuzhvkr4aW77KuB1KWVobnzI\ncpRijvuAF6SU+f2HxqKkgP4epZjjL8DbRs5vhnFXomIK3vb2ZRaDkh9z3IW++uorduzYwdq1a6la\nVckqvnDhQl577TW++uorXcB7aGgoe/fupUWLFgwbNozAwEBiY2M5evQo+/btIzpa8TYcPnw4S5Ys\nYcCAAYwZMwYfHx9WrVqFq6txyVoCAgL49ttvdZmm8irO5+TkcPnyZdavX6+30l8cTzzxBI899hjv\nvvsuERERaLVavv/+e4OZFOfMmUPPnj1p06YNr732Gnfu3GHJkiU88cQTJb48G3tvwPjPqGnTpmze\nvJnx48fTtGlTXF1dCQoKMmpsHvXq1aN///6sXbu2kHL08ccfs2fPHlq3bs3IkSN11eqzs7P1rMET\nJkxg3bp1dOnShdGjR+Po6MiXX36Jn58fYWFhun5ubm4sXryY119/nSZNmtC/f3+qVKlCREQEP/74\noy419JkzZ+jWrRuvvPIKjz/+ODY2Nnz//ffExMSYnMmsKFQlxQrsPWSDvZULw2bnCA4etbVaPEoe\nlyJsuHDZllPnrHvBh0840fxJJ9LTrWscPHqqEh7upqUvfnAEYec8CFNdvR4tLBQ4by2klF8KIdYD\ntVFcoDqjBN1bQ3apKym5tU2KfeBIKf8D/KeY4+ko1eLfMWlyBhBCuAMvAf7APCllrBCiCXBLShn5\noOdXsS7GrNILIXT9rl27RkhICH369KF///66PsHBwWzatInx48fTrVs3atasiY+PD0eOHGHGjBls\n3ryZ6OhoPD09adiwod5LrYuLC3v27GHUqFF89tlnaLVaBg8eTKdOnejevbtR19G7d2/CwsKYP38+\nv/76K9988w1CCGrXrk2vXr0YPnw4TzzxRInXbmdnxw8//MDo0aOZNWsWzs7O9O3bl7feeqtQcoGg\noCA2bNjAtGnTmDRpEvXr12f16tVs3LiRv/7SN1Lmv4eA0femqHkaah81ahSnTp3im2++Yf78+fj7\n+xerpBScUx4ffPABGzZsKGSBatSoEXv37mXSpEm6wpQtW7Zk48aNeu5hvr6+7Nmzh9GjRzN79myq\nVKnC22+/jaenJ8OHD9c75+DBg6lZsyZz5swhNDSUzMxMfH19adeuHcHBwYDiWte/f3927drFmjVr\nsLW1JTAwkE2bNtGjR48ir88URDmJWzSa3IfuMX9/f50Jy1qYW1/Cy0NiayeJumX6+AepLfFkYDZh\nZzWYU+jvQWpLNAzI5PR585QUQ0WFjOXxemmcuWjevI1dGSqI1iULV20WN2+ZLtfd3d0smQB+NRO4\ncqOSWSvlhgLhrEFpZfswlTxfbGty5coVpkyZAtBUSnn8Qc6V98zzmfEODnV8TRqbfjWS6Omfl8o8\nShMhxBDgv5ZOWZx370JCQgpl4SmJ69ev5xVQK1f3zhBCiCeBnUA8UAcIkFJeFkJ8BNSSUgaX5fws\nQd5ne+zYMbMyYKmoqJQNx48fp2nTpmDEs1W1pFiBO7GCsqgIbunaKEVhroLyoJiroDwIScm2JFnR\n1SuPy9fV2igqDy9SylUAuXEYgbnNZ8q7MlCOmQ+slFK+L4RIzNf+E0rNFBUVFZWHDlVJUVFRUXkY\neMjdvfIjhPBGyfT1HJAXUeouhNgD9M9Xo6VUeATqpDQHhhtoj8TEwpAqKioq5YUKn90rLi6OjCLy\nnGdkZJRawR0VFZWHn7179xrMQgNw584d9u7da+UZ5cPUzF7lM8NXHp8DlYAnpJQeUkoPoCHgCnxW\n2sLKoOK8tUlHuXcFqQ+UqsKnoqKiYi0qvJLi4uJCZGRkIUUlIyODyMhIXFxcymhmKo8q3p4ZBD13\nl+4drllNphCS2r6J9OwUQaP6N0oeUErY2GRTr/Ytenb4G093q8RIPxCBgYEsX768kKJy584dli9f\nTmBgYBEjrYEAaeJWBm6mRtINGCml1OX5lFKeQcls9YIlBFZgBQVgOzBNCJHnaytzUznPBTaV3bRU\nVFRUzKfCu3vZ29vj6+vLjehociZPJtvPD5vLl9HMmkUNX1/sLVyoKTPTg4iI+WRmVsHO7i516ozD\n1jbWojLz5F6+HEpmphd2dnfw8xuPnZ3lrUYZGZU5f/5jMjKqYG9/l4CAydjbP1h+8JJIT3cnLGw6\n6ekeODjE0rjxDIvLBEhLc+Pw4fGkpVXG0TGOZ54JxdGxcDpEjZDUeyyFZo0SadoogZrVlFjhpesa\n4OKUabLclBRXfvx5NMnJ7jg5xdOp0xc4OSUW6mdvl02g/z2ebBDLkwGxuLtmkJ6h4fO1ATg7mh6v\nnJSk5b8bXycx0Q2tNoFevdbg4pJcqJ+LUzoBj0UT6BdNvdq3cbDP4uZtN06GO+Non2bgzEWTkODC\n1yv6Ep+gpVKlZIYM2U6lSg9UCbxYvLy8GD58OF98+SWZ48eT7OuLS2Qkdl9+ydvDh+Pl5WUx2SUi\nweR35/L7rq0BDH35M7HA4tkj4O71Hkoa49uAE/AHipvXn8CUMpyXioqKitlUeCUFFEUlZ/Jk0jZs\ngOBgMjdswHHyZOy//dbisiMi5pOSoqSAy8ysydWr86lb9zWLy71yJZTkZEVuRkYNLl+eR0DAmxaX\nGx7+MYmJjQFIT/fl/PlZNGo00qIyw8KmEx+vFNxKS6vO339Pp3nzsRaVCXD48HhiYpSV9eRkHw4f\nfp/27afqjjcOTKRd83s8/UQirtrCBZFGDDCuam9B2vVcR3R0fQASE73ZtettevSYA4CNJoeWT9+m\nyeMxNPC/h72dfqpCB/scQob+ZrbcGzf8AIiP92Tr1sEMHLgMACeHDFo8eYXH/aKoUS0OTYEF/Ore\n8Yx4abVZMi9fUbIyxcRUZtWqnowatcGs+RuLl5cXmePHc2XRIggOhtWreWz8eLzKuvJ0BYpJAXYD\ni4QQr0opbwIIIXyBBcCu0hZW0ZUUKWU80EUI0QZoDGiB41LKnWU7MxUVFRXzeSSUFIBsPz/lhWPs\nWFiwgGxf01J5mktmZpVi9y1FdnZBudZZARbo1+7IyLD89aanexS7bynS0ioXu//PBRekhORUG5o1\nTMC7iv7C8bnLbmRmmr5ofO2Gfhxsaqqb7u/sHA3H/6lCeoYNKWk2NKofh4vz/TouGZkartww77tw\nLbKa3n5S0n0X+NR0e06eq0l6uh2p6fb417yDre19BSk+yZHYeNPlXr+pnz44IUFr8jnMIdnXV+95\nkezrC0XEqqiYxSgUF6WrQojruW01gdPAoDKb1UOOlPIAcKCo40KIU0CQlPJ6UX1UVFRUyguPjJJi\nc/kymRs2wIIFsHo1Nv36WUWund1dMjNr6u1bAweHu6Sm5pdrnRcsrcsd4u7drx5rb2/563VwiCUt\nrbrevjVwdIwjOdlHbz8/Wdkaws5VIuxcJf7vu2rUqJZOs4YJNG2USP3HUjh5xpNdf5quLGdk67s7\nOTnF6+2nptly9JQXR095odFI/Gsl0LhBDE8GxFLNO5UdBwO5eVtfoTIGKfTjurRafde2+ERnDoX5\ncSjMD3u7LOrWuk0Dv2gaPBaNjSaHH/Z1ISvbtPTUNgUsQa6uSSbP2xxcIiNh9Wrd88JlzBgoF5YU\nE2NMyqkxQEp5PbfORWegQW7zWUut/Fd0S4oJ1AHKJke8ioqKiok8EkpKRkYGmlmzcJw8mWxfX2z6\n9UMzaxYZPj4Wj0mpU2ccLvafcPuuF3diY6hTZ5xF5eXR5Kn3SEsO5fI1bxKTYvDzG28Vuf36jOfg\noTmcC69KZlYsAQGTLS6zceMZ3ImeTHq6J8mp9who8KHFZQI880wotyPf4W5sFRJTknnmmdBiegtu\nRDlyI8qRrb9546rNomED8+rYdOr0Bbt2vU1qqpsuJqUocnIEF6+6cfGqG9//4oeXRyo1qpv38tWr\n1xq2bh1MUpKrLialKDIybTlzqTpnLlVHIKnhE4eLcwrxSW5FjjHEkCHbWbWqJwkJWlxdkxgyZLtZ\nczeFO3fuYPfllzyWF5MyZgx28+Zx5623yjwmRVQcdy+kogX8lrtZWpaqpKioqKg8ZFR4JSUvi1cN\nX1+9GJQMHx8iIyPxtXDwvK1tLFtWDsDOTtLlVSeLySmIg0Mcv60fwM79tkyabT25Wpc49m0fwMIV\nLmz6yfzq8aZgb3+PudPfoHvHJEZMqcbla9ZZ8XZ0TGDT/w3Bs3Imwe89YdLYhCRbzoSbV3HeySlR\nF4NiKndinZAa89zhXFySdTEopiARXI/2wNvbNAUFoFKlVIvHoOQnL4vX28OHKzEod+6AvT133nqL\n5cuXM7wcBM+rmIeqdKioqKg8XFT4FMTJyckGFZG8rF/JyYWzE6moqDyanD171qAikpf16+zZs0WM\ntAKmph/WpSFWeQTqpKioqKhUOCq8JaVy5aJ97+3t7S3u7qWiovLw8OyzzxZ5zMvLq2ytKCoqKioq\nKo8QFd6SoqKiolIhqFgV562KaklRqYjUqFGDt956y+pyd+3ahUaj4eDBg1aXDeDj48PIkZYtbVBe\naNmyJUFBQWU9jTJDVVJUVFRUHgYqmJIihNAIIeoLIdoKIZ7Nv5W2LFVJ0XEHw0U0VcoRq1atQqPR\nGNwmT76fjEaj0SBE2bh0liQ3KCgIrVZLamrRxXf79euHs7Mz8fHxRfYxR7al+PXXX9FoNNjY2HDm\nzJlCx/v371/q1vayutbyQoV391JRUVGpEFSgYo5CiJbAOqA2UPBXWALmpb4rAjW7lw4v1BTEDwVC\nCD788EPq1Kmj196wYUPd35cuXcLGplT/q5QagwYN4tdff2Xbtm3079+/0PHk5GR++OEHunfvjpub\n6UlVypoZM2awYYN+UhchxCOvVJQ2qpKioqKi8lBgTiC8cf2FEG8DIYAP8DfwjpTySBF92wN7CjRL\noJqU8raRE1sGHAW6A1FYQZ2qoEqHSgWmW7duNGnSpMjjdnblV9/s1asXzs7OrFu3zqCSsnnzZtLS\n0hg4cGAZzO7BeOqpp9i0aRNnzpzh8ccfL+vpVGiMdvcSQlQvuZeKioqKiiUQ0rytxPMK0Q/4FJgO\nPI2ipPwqhKhSzDAJ1ENRanwwTUEhd+xkKeVZKeU9KWV8/s2E8xiF6u6lUhHJH5MipeTZZ5/Fx8eH\n2Nj7BY3T09N5/PHHCQgIIC0tTdceGRnJa6+9ho+PD46OjjRq1IhVq1YVknH9+nV69uyJVqulatWq\nhISEkJGRUeL/D2dnZ3r16sWOHTuIi4srdHzdunW4ubnRvXt3Xdvs2bNp3bo1np6eODs788wzz7B9\ne8m1sSZOnIiTU+FSC8uWLUOj0XD7tv6j6X//+x9t2rRBq9Xi7u5Or169uHDhQolyQLGWjB07FhcX\nF2bOnGnUmEWLFhEYGIijoyM1atTg3XffJSmpcGHixYsX4+fnh7OzM61bt+bw4cMGz5eWlsaUKVPw\n9/fH0dGROnXqMHXqVDIz9T05f/rpJ9q0aYO7uzuVKlUiMDCQGTNmGDXn8oIpMSn/CCEGWGwmKioq\nKiplwVhguZRytZTyHPBvIAV4vYRxd6SUt/M2E2UeBuqaMVcVlUeG+Ph4YmJi9Lb85HctEkKwcuVK\nkpOT9YLKp06dysWLF1m1ahWOjo4AREdH06JFC/744w9Gjx7NokWL8PPzY+jQoSxZskQ3NiUlhQ4d\nOrB7927GjBnDlClT+P3335k0aZJRbk0DBw4kIyOD7777Tq/97t277Nq1i5deeknPGrRo0SKaN2/O\nxx9/zOzZs8nJyaFPnz7s3r27WDlFuVkZav/666958cUX8fLyIjQ0lMmTJ3PixAnatm1LVFRUidcE\n4OHhwTvvvMP3339fYlr6iRMnMnbsWPz9/Zk/fz69evVi8eLFBAUF6Sl6X3zxBaNHj6ZOnTrMmzeP\nFi1a0L17d6Kjo/XOl5OTwwsvvMDixYt56aWXWLx4Md27d2fu3LkMGTJE1+/kyZP06tULgI8//pj5\n8+fTo0ePMkt2YC6muHtNAZYLIXoDw6WUsSUNUFFRUVEpJSwQkyKEsAOaArN0Q6SUQoidQKvihgIn\nhRCOwGngP1JKU379Pgc+FUL4AKcoEMwtpQwz4VwlosakqBjLraRb9N3Yl6ikKKppq7G532a8Xbyt\nPg8pJZ06ddJrE0KQnZ1d5Bg/Pz9CQ0MZNWoUffv2xdfXlwULFhASEkLLli11/SZOnIiNjQ0nT57U\nxYMMHz6cV155hWnTpjFs2DDs7OxYunQpV65cYcuWLfTs2ROAYcOG6cXFFEeXLl3w9vZm3bp1elnI\nNmzYQHZ2diFXr4iICBwcHHT7I0eOpFGjRixYsICOHTsaJbM44uPjGTduHGPGjGHBggW69kGDBtGg\nQQPmzp3LwoULiz1H3nNh3LhxfP7558ycOZP169cb7Hvz5k0+/fRTXnzxRbZs2aJr9/PzY/z48Wzc\nuJF+/fqRnp7OtGnTaNWqFTt37kSjUewHdevWZfTo0QQGBurGfvPNNxw4cIA///yTpk2b6toDAgIY\nO3Ys77//Pk899RS//vorOTk5/Pbbbzg7W6ewtiUw2pIipVwCPAl4AmeEEP+y2KxUVFRUVKxBFZQg\n9VsF2m+huHEZIgoYDvQF+gDXgd+FEE+ZIHcTEAh8AxwBTgIn8v1bqqjuXirG0ndjXw5cP8DluMsc\nuH6APhv6lMk8hBAsXbqUnTt36rbffvutxHEjRoygc+fOjBw5kiFDhhAYGKjnliSlZMuWLbz44otk\nZWXpWWmef/554uLiOHnyJAA///wzNWvW1CkoAE5OTgwbNsyoa7CxsaFfv37s37+fyMhIXfu6deuo\nXr067du31+ufX0G5d+8e8fHxtGnThuPHjxslryR++uknkpOT6d+/v95129vb07RpU/bsKRhqVzQe\nHh6MGjWqWGvKjh07yMnJYezYsXrtI0eOxNHRkR9//BGAgwcPEhcXx4gRI3QKCigKYUEF4/vvv6dx\n48bUqVNH7xo6duyIlFJ3De7u7rrP+mHGpMB5KeUVoKMQYhSwWQhxFsgq0KfoKK9HDHdXyb0EUWJb\naePmmqO3L4TEVQvxiZaTa2crsbPT/1F3sJcIAWnplpOrdc4mJU1f13bVZpOQZNmMJ5VcskhMti2x\nTUWltDA2xqTgmNJGSnkByO/AfUgI4Y/iNjbE8KhCPFbqEysG1ZKiYziFFVKVfEQlRRW7b02aN29e\nbOB8UXz99dfUrVuX2NhYDh8+rFe0Ojo6msTERJYsWcIXX3xRaKwQQhfDERERQd26hb0yAwICjJ7L\nwIED+fzzz1m/fj0hISFERERw6NAhQkJCCvXdsmULs2fP5tSpU6Snp+vaS8sSEB4ejpSSVq0KG4mF\nEHh7m2Yxe++994q1pkRERABQv359vXZHR0dq166tO37t2jWEEIXutYODA7Vr19Zru3jxIlevXjWY\n6jj/Zzd48GBWrlxJcHAw7733Hp07d6Zv37707t3bpGssa0x+oxJC1EZZPYsDtlFASbEWSUlJZGRk\nWFVmfg3XGF58XkOH1hqcnQQ2NvDpB8kcOp7D1+tySh6ci62t6S+9H4wR2NsBCGr7ZrJ6YSZT50qu\n3TD+HPkfEMYghGTTl1ncynWZbd00hd5dk+kzzI7MTOOVlIKBXyXh6pzNso+TdYpQ/3/dwUYDIR9p\nTTqPqS8krZ5KokPrZFycM7GxyeHdoeGEX7Vn7VbjUymWVarCssoIk3+VzJq4uLhYXaahoMgHRhaf\n3Svp2HGSj+sbIbJT04roreMukA1ULdBeFYgu3L1I/gLaGNtZShlhwrlLhQqqdAAghPgMuCClXFyg\nfRRQV0r5LoCUcl1ZzO9hopq2GpfjLuvtP2zs3r2bzMxMhBCcPn2aZs2a6Y7l5CjvH0OGDGHQoEEG\nxzdu3LjU5tKiRQvq1q3LunXrCAkJYd065Ss4YIB+iPNvv/1G37596dKlC8uXL8fHxwdbW1uWLVvG\nDz/8UKyMon5LC7rG5eTkIIRg48aNVK5cuVD//MqcMeRZU+bNm8e0adNMGmsuOTk5NG3alLlz5xp8\npuUpNc7Ozhw8eJBdu3bx008/8csvv7Bu3TqCgoJKvJ/lCZPegIUQw1CywOwEnpBS3rHIrCoIu/fn\n8J/37t/ijm0Fsz63vE63/y9J6FRFoar3mOBOjOTUOcvKlFIQdlbQJ0h5ALZ4SrJznzBJQTGH61GK\nxSTAX3kYtW+ZxfyvCmf5KG3++tuJccPuh2W1aZZqkoKiomIyJcSkaJs0QVtg1TX9+g1uzl9QxAiQ\nUmYKIY4BnYDtAEL5xe8EfGbC7J5CcQMzmlzry7sobl8AZ4BFUspLppzHGB4BS0pflHTOBTkITES5\nzypGsLnfZvps6KMXk/IwERkZydixY3WB2WPHjuX555+nenUlQauPjw8uLi7k5OSUGOdRu3ZtwsPD\nC7WfO2faC8XAgQOZOXMm586dY/369QQGBhZShDZv3oybmxs///yz3oKwIWtPQSpXrkx6ejoZGRl6\nisbVq1f1+vn7+wNQtWpV2rZta9I1FEVISAiLFy82mOkrT2E4f/48Pj73vWfT09O5du2aTnmsXbs2\nUkouXryoFzuUnp5ORESEnjXF39+fiIgIOnToUOLchBB07tyZzp07M3/+fKZPn85HH33EwYMHad26\ntdnXbE1MSUH8CzAXGCWl7KMqKCVzIwrOX7pvNbl6XXLZCuuHf/wJ2dn3f2B//xOs8Xv7+yH9r9Pv\nf5pmeTKX/Uf0LQP7/7K8y1XsPRvOXbr/MLwTa0P41fKbs15FpRjmA8OEEMFCiAYoNUycgZUAQojZ\nQghdblIhxBghRE8hhL8Q4gkhxEKgA7DYwLkNIoToiqKUtADCcrdnULJIdiml63qU8AQSDbQnoMQd\nqRiJt4s3+1/fz6XRl9j/+v4yCZp/EN588000Gg0rVqzgq6++QgjBG2+8oTtuY2ND79692bhxo8FY\nirt37+r+DgoK4vr162zbtk3XlpyczNdff23SnAYOHIiUkkmTJnH69GmDFhwbGxs0Go2e9ePixYv8\n9NNPJZ7f398fKSV79+7VtSUkJLB27Vq9fkFBQTg7O/PRRx8ZTEBQMHuaIQpabfKsKd99912h+/n8\n88+j0WhYtGiRXvuSJUtITU2lR48eALRq1Qp3d3eWLl2qs3QBfPnll6SkpOiNfeWVV7h8+TJr1qwp\nNLeUlBRSU1MB9NJQ55GnGJrqKVOWmPI2ZwM8KaU0wWlIZfd+SYCivLNrv/FuXg9CXDyc/AeaPqns\n7zlgnRXBw8cF6RngYA85ObD/LyspKX/ZMbC38p/u8jUNN29ZpwLv4RNONPDP0P1tbOE8FRWzsUyM\nycbcmigzUdy8TgJd8y1E+QA18w2xR7GoV0dJVRwGdJJS7sV45gALpJQT8zcKIeagLIaVHCFsAo+A\nJSUceIHCiuILwOXC3VXKO+Z8/7766it27NjB2rVrqVpV8eBcuHAhr732Gl999ZUu4D00NJS9e/fS\nokULhg0bRmBgILGxsRw9epR9+/bp0t4OHz6cJUuWMGDAAMaMGYOPjw+rVq3C1dXVpHnVrVuXFi1a\nsG3bNoQQvPrqq4X69OjRgyVLltCtWzf69evHzZs3WbJkCQ0aNOD8+fPFnr9Hjx74+PgwePBgQkJC\nkFKyYsUKfH199VL4enh48NlnnzFs2DCaNWtGv3798PT05OrVq/zwww907dqV0NDQYmWkO/DaAAAg\nAElEQVQZ+lzee+89Fi9eTFhYGFWq3F8TqF69OiEhIYSGhtKjRw+CgoL4559/WL58OW3btuXll18G\nFFfoGTNm8O6779KxY0defvllLly4wNq1a6lTp46erDfeeIPvvvuOoUOHsmPHDlq1akVmZiZnzpzh\nu+++Y//+/Tz++ONMmTKF48eP061bN2rVqkVUVBRLlizBz8+PZ555pthrLE8YraRIKdXVLTPYtT+H\nEUOUl+Zd+6yjpADsOShp+qQgPV1ywGDd6NInNU1w+ITg2WckYWcFsfes89IedtaG+ESBWyXJgSPW\ns2b8edyJIS8pdecOnbC8i5nKo40lA+dzszcuKeLY0AL784B5ps2kEIHAKwbav8ECrkmWUFKEEBpg\nBjAQRZG7CayUUn5UoN9M4E3AHTgAjJBSFvaheTDmA4uFEF5AXlGJTsB7qK5eDyXGxCzmrwNy7do1\nQkJC6NOnj16F9+DgYDZt2sT48ePp1q0bNWvWxMfHhyNHjjBjxgw2b95MdHQ0np6eNGzYkLlz5+rG\nuri4sGfPHkaNGsVnn32GVqtl8ODBdOrUSa8IozEMHDiQI0eO0KZNm0LB4ADdunVj+fLlzJs3j3ff\nfRd/f38WLVpEWFhYISWlYP0Te3t7tm3bxqhRo5g6dapOOdBoNBw7dkxv7NChQ6lduzZz585l7ty5\nZGZm4uvrS/v27YuM0SkouyCenp68/fbbhIaGFjo+e/ZsqlWrxtKlSxk3bhxVqlThnXfe4cMPP9Tr\n+8477yCEYP78+YwfP56nn36aH3/8kbFjx+r1s7Gx4eeff+aTTz7h22+/5fvvv0er1eLv78/777+v\nU2r69u1LVFQUK1asICYmBi8vL55//nlmzJjxUKUkFg/ZahFCiCbAsapVq5oc5PSgmBo4r4yBwz/a\nYWcLzbplklV0inODmBM4D1D3MfhpjYY//pQMG2/6Z5xX9MlUXu6RzQfvZrNohQ0r1ptu0TD3P8+M\nccl0fS6T4RO0/H3W9Htm6sqQguTbhTdxrZTDS//2JSPTtO+Hu7u7GTIfnPwrPdbE1MwppUWeL7Y1\nuXbtGrNnzwZoKqV8oPyZec8833fH4lCjhklj02/cIHLhglKZR2kihLgOjJNSfleg/RXgEyllrVKS\n0wQ49vrrr1OtmmkB0FFRUXzzzTdQxL0TQkxGUQCCUVzXmqG4yE3OC2AXQkwAJuT2uQp8BDQCAqWU\npZr5RQgxAqWeWd4X/ipK/ZrVpSmnvJD32R47dsysDFgqKiplw/Hjx/NqvJT4u6TmS7UwOTmw52AO\nDnaYrKA8COFX4PpNyW4ruXrlsfeQBsjmjz+t6/q074gdzzTJ4tR567h6KQgOn3TCs3K2yQqKiorJ\nWKCYYxnyFfClEMIPJbgblOxgE1CsAqWOBRbkWgHbpJS/5O5fE0IMQImzyWMM8KGU8gcAIUQwSgrg\nXsDG0pyMlHIpsDTXmpIqpbRAijkVFRUV66EqKVZgz/4c7O2tH6+w+4ASNG9Nbt0V7NwnCL9q3es9\nfNyWfX/ZkZNjXbmHTjhRpbIVtU+VR5byUiellPgQJdD7PWB2bttN4D+YllXMKCwUk3IQJeFAPSnl\nRSFEYxRFayyAEOIxFDewXfnOmSCEOIyi4JSqkpJPhprURkVFpUKgKilWYO9hia2t9d8W/u+/kqgy\nKNs1b6kt1g4iT0zWsGK9eS5qD8LJM464OFkv1khFpSIgFQ1gAbBACFEpt81QdqryzBzAFTgnhMhG\nyZY5RUr539zjPii2rIJP4Vu5xx4IIcRxlIQFcUKIExRjN1OLLKuoqDyMlDslRQgxEZgFLJRSjivr\n+ZQGySkl97EEN8uornDU7bLJchV9x/ouV5mZgnuZ1nQxU3l0Kb6YY5FjyjnWUE4sZEnpBwwA+qPE\npDwFLBJC3JRSFs4PWvpsA/JyiW61gjwVFRUVq1KulBQhRHPgLeDvsp6LioqKSrniIY9JKcuV/5KU\nlDNnzhSqcZCWllbSaUOB2fmC//8RQtQBJgFrgGgULbEq+taUqsAJ42dvGCnlDEN/q6ioqFQUyo2S\nIoTQAt+ipGr8oLTOm5ycjIODg8EsWVlZWaSnp+Pi4lJa4lQeSiQaIckxeZX6wdBopNVjaBS5OeTk\nWN/qpBE55MjynWDgzz//pH79+nh6ehY6FhMTw4ULF2jVqlUZzAwwIyalPCkp6K/8b8OKsytJSQkM\nDCQwMFCvLTo6mtWri02M5QwUDEjLIbdIspTyihAiGiUVcBiAEMIVpWhlyWW0zUAIYQ94U6BQs5Ty\nmiXkqaioqFiScqOkoDy0/yel3C2EKDUlxcHBgdjYWDw8PPQUlaysLF27yqOHg72keeMs2jTPpHaN\nbCaHulrllcmtUjYtnkql5dOppKQls2Kjr+WFAj5e6TRtlEDTJxI4fjaTQydNS8dqDkJIaldPoFHA\nXRrWi2Hb7+24G+dmcbkPQv369Vm9ejXBwcF6ikpMTIyuvcx4yC0pBVb+/1MG8kv7lP8DpgohbgD/\nAE1Qgubzl+NemNsnHCUl8IfADRQlrdQQQtQHVgCtCx5C+RaoPqkqKioPHeVCSRFC9Efx521W2ue2\ntbXFw8ODmIQExNRJiHr1yD53ETFrFp4FFBdLkJ1dhTt3lpKd7Y2NzW28vP6NjU2MRWUCZGV5cuvW\nF2RleWNre5uqVUdiaxtrFbnXry8gM9MLO7s71Kz5rsXlZmZ6EB4+h4yMKtjb36Vu3QnY2cUV6ufl\nkUOb5pm0bZ5Js8ZZODoo7T/usqPl06kmy01Krsz3W2dxN9YLe/sYnnxyBvb29wr0ktSpkUnLp1N5\n5ulUAutmkFdu59utbjR/Mt5kuYlJ7qxeP53YuCo4OsbRsuU8HB0T9PpoNJIAv2SaNkygacNEfH2U\nBez0DMGhMA2NG5ieACgh0Y0lX00g7p4Hzs7xdO26HCcn/XACB/ssGvjF5Somd3HVZgJwI1pLFfdE\nqribFn4QH+/Kwi9GcjfWAxeXZF5++b+4uCSbPHdj8fT0JDg4mP9bs4asieNJ8fXF6UYUdmvWMLSA\n4qJiPkKIy0BzKWVMgXZ34LiU0q9sZmYSo1CUji9QrBc3gaW5bQBIKUOFEM7AcpRijvuAF0q7Rgrw\nf0AW0AOIolyppyoqKirmUeZKihCiBspqU2cpZaYlZNja2iInTSJj4yYIDoZNm7CbPBnb5cstIU6P\nO3eWkp7eHICsrNrcubMMH5+XrSD3C9LSmuXKrcWtW0vw9e1fwqgH5/atBaSkKO7kmZk1/5+98w6P\notr//+vsbjaNBBIICSWQIFJDpCPSFEQQLIgXrvJDVEREr1K8XoMCilgABbGgCCoC6sVr4YuiIL2D\nVAEVpIcOCSEFUrec3x+z2WTTd9ndFM7reeYhc+bMfM5kye6899M4c+Y9oqM9++3zsWPTuHatNQA5\nOfU5dmw6zZuPtB9v1MDCuCcz6XCLucjz+/cy0b/XZaftdrvvA86cuwWAzMy6HDjwKu3bj7Mf79Q6\nk5H/L5nIOkXbHTrgotM2NbtTOXM2BoD09Ah+++0/3H675nzU6yR9b7/MwD4JBAUWLo3sa5SMGPSX\ni3b/y+kzTQG4ejWMlSufYsCAGQAE+Ju4r+cJOrc5j08RlezqR1zjobu3uGTzyLEmAFy5UovvvnuI\nxx773KX1l5WaNWtiiovj9Acfau8XixbRIC6OmtnZpZ/sQapYCeIoiv523xdwrmNlGfBE4ryUMh14\n3raVNG8yWmllT9IarTHa3x62o1AoFF6j3EUK0A4IA/YKIXID9PVAdyHEs4CvLOLTIjk5uVAH+ICA\ngGLzS6yNG2sPHOPGwaxZWJ3sPuwqFkvtEvc9hbWAHbPZS3atjt3MTaYwj9vMyalV4v6J03rGTg7k\nlhZmunUw07Wjici6eWWDN+0wcCze+bykIyccq4hmZzt+y75jnz9/HPalXUwWndpk0rF1JjWC8+wu\nX1+TlKs+Tts9etLx/25WVoj9Z4tV8Mu6MLbtqUHbmDTax6TRquk1jEbtTyg7R7ByczSuRL4cj3fs\n3J6RkRe6lZHpwze/NGHjrnrENrlMTJMkoiNT0dn+oi8mBvDn8cZO2zxx2vF59erVIOcX7gIZ9eo5\nvF9k1KsHJ04UOXfXrl3s2rXLYSwz03nPXJmouKKjTAgh7su320cIkd+VqEfL3zjpbrsequ5VkTgI\n1Cp1lkKhUFQiKoJIWQO0KjC2ADgETCtKoACEhIRgNBrLbER37BiWH36AWbNg0SJ0Dz7o6nqdQq9P\nwGxu6LDvDXyMCWRlN7DvGwzesVstMJHUtDy7Pj6e7ytmNF4mJ6e+w35BLBbB3j982PuHD+/P96Nh\nPVvoV0cTIdUl3ywLxtlyrSZzMvm/9PX1LRzGl5GpY/OuADbvCkAnJM0a53BrGy0nxSoFS1c5Lx6t\nMg3Iy2Xx8ysc2pac6sParTVZu7UmRh8rrZpeo21MGu1i0riQGMj+v10QjzrHWtoBAQVD1QQXEqpx\nIaEaK7dEUS0gh5Y3J9Gq6WVubpjC/sNRXE0PcMqkj9HRexEU5J1WGgHnzsGiRfb3i4Dnnit2bocO\nHejQoYPD2OnTp5k6dWoxZ7hIJc9JsZG/VO7CAsdMaHkb/3a30aooUmxJ+LnEAW8LIV4G/kD7XdqR\nUjrGgyoUCkUloNxFis1lfjD/mBAiHUiSUh4q+iznMJvNiLfewufll7HWqYPuwQcRb72FuXp1j+ek\nhIWNIqLmXBKTanMx8RJhYaM8ai+X5k2fwSA+5sSp2qSkaTkp3mBA/9H8vv99Dh2tTXbOZSIjx3rc\nZuPGcWSlTyUnpxZp6UnUrz++lDMEp87pOXVOz3+X+hFczYrBB8xONo6PjX2NAwdeJTu7Jr6+Wk5K\nSVil4OBRXw4e9WX+tzWIauBaVblbb32H3377D1lZIfaclJLIMenY82cwe/4M5lMk0Q1dS17v02cu\nK1c+RUZGdXtOSklcyzCyY38dduyvg0FvpV5d53N3Bw36hu++e4irV4MICrrKoEHflH7SdZKUlITP\nl1/SIC6OjHr1CHjuOXymTyfpkUfKNSelKoR7SamVdxNCnATaF8xJ8aDdKidSgBQcZaggX3f7fGMq\ncb6KExUVRc+ePZk/f355L6UQGzdu5I477mDDhg107969vJfjQEX+vSk0yl2kFIPbPh1yq3jVDA11\nyEExV69eZNUvd6PXJ7Hki4cxGqFTf4+k3BSJ0XiFjT8MYcV6yZhJ3vuwDQy4wuafhjBttp7/LvXO\n56KPTzITXx7GA31zeGRMNY6edO71TLumIzjY+VLARmOKQw6Ks6SkOR/qBeDnl2bPQXEewdX0snsg\n8+Pvf9Weg+IsZouOzGxfp88LDEz3eA5KfnKreD0+bJiWg2IL8Up65JEiq34pnEcI4QOcAEIBr4gU\nqBSiw1nuKO8FKDzLiRMnmD59OmvWrOH8+fMYjUZatWrF4MGDGTlyJH5+fgDkRcpXTMqyvoULF/L4\n44/j5+fH8ePHqVMgJP/222/nypUrHDhwwKvrUpQvFVKkSCl7uuta2dnZRQqR3Kpf2dnZHvemKBSK\nysGRI0eKFCK5Vb/KtU9KFUFKaRJCxJb3Oio7UsqN5b0Ghef45ZdfGDx4MH5+fgwbNoyYmBhycnLY\nsmULL774IgcPHuSTTz4p72W6nezsbKZNm8b777/vMK4ExY1JlX86L6lRo8FgUAJFoVDYKUmA1KxZ\ns3wFStXIScnlK+AJoLTYTLdQRcO9HBBChKD9TnO7Uh4EvpBSer72vMKtxMfH8/DDDxMdHc26deuo\nXTsvd/Hpp5/m9ddf55dffinHFXqO1q1b8+mnn/LSSy8RERFR+gmKKk3Fbv+sUCgUCiAvJ8XZrYJi\nAJ4WQuwWQswVQrybf3O3sVyR4uxWWRBCdEcrOjAaCLFto4GTtmOKSsT06dNJT0/n888/dxAouTRq\n1IjnSijmAXDy5EkGDRpEzZo1CQwMpHPnzixfvrzQvA8//JCYmBgCAwMJDQ2lQ4cOfPONY+7f+fPn\nGT58OBEREfj5+RETE8MXX3xR6Frnzp1jwIABVKtWjfDwcJ5//nmys7PL/LckhODll1/GbDYzbdq0\nUudbLBZef/11GjdujJ+fH9HR0UyYMIGcnMJtiN544w0iIyMJDAykV69eHDx4sIgrQmpqKmPHjqVB\ngwb4+flx88038/bbbxe6h2+++Yb27dsTHBxM9erViY2N5YMPPijTfSrKjnIjKBQKRWWh8jw3l0YM\nsNf2c5MCx9x+lzeAJ+Uj4H/A01JKC4AQQg98bDtWsIKmogLz888/06hRIzp16uTS+QkJCXTu3Jms\nrCzGjBlDaGgoCxcu5L777uOHH37g/vvvB+DTTz9lzJgxDB48mLFjx5KVlcWBAwfYsWMHDz30kP1a\nnTp1Qq/XM3r0aGrVqsWKFSt44oknuHr1KqNHjwYgKyuLnj17cvbsWcaMGUOdOnX48ssvWbdunVOh\nWtHR0QwbNoxPP/2U8ePHl+hNeeKJJ1i0aBGDBw/mhRdeYMeOHUydOpW///6bH374wT5v0qRJvPnm\nm9xzzz3cfffd7N27l7vuuguTyTFPODMzk+7du3PhwgVGjRpFZGQk27Zt46WXXuLixYu8+672/cnq\n1asZMmQIvXv35u233wbg0KFDbNu2zf77ULgHJVIUCoWiMlCFwr2klF5N+r4BREpj4B+5AgVASmmx\neaU82023qnHpEjz4IFy4AHXqwJIlUIQ3w1NcvXrV7pFwlalTp5KYmMiWLVvsIaojRowgNjaW559/\n3i5Sli9fTkxMTCHPSX5efvllpJTs27ePGjVqADBy5EiGDBnC5MmTeeqpp/D19WXu3LkcO3aM7777\njoEDBwLw5JNPEhvrfPrZhAkTWLRoEdOnT2fWrFlFzjlw4ACLFi1i5MiR9tycUaNGERYWxsyZM9m4\ncSM9evTg8uXLvPPOO9x77738+OOP9vMnTpzIW2+95XDNmTNncvLkSfbt20ejRo3s91CnTh1mzJjB\nv//9b+rVq8fy5cupXr06K1eudPreFM6hwr0UCoWiElDFwr3sCCHqCyHc3mW+IFU11MvGXvJyUfLT\nHNjv5bVUbh58ELZu1Sr7bd0Ktgdub5GWprW0CQpyvXHtihUr6Nixo0MOXWBgICNHjiQ+Pt4e6lSj\nRg3Onj3L7t27i73WkiVLuPfee7FYLCQlJdm3u+66i5SUFPbu3Wu3WadOHbtAAfDz82PkyJFOrz86\nOppHHnmEefPmcenSpSLnLF++HCEE48Y5Vtj897//jZTSnrOzevVqTCZTofC4sWMLt0f4/vvv6dat\nG9WrV3e41169emE2m9m0aROg/d7S09OVSPECSqQoFArFDY4Q4l9CiJNCiEwhxG9CiA6lnwVCiC5C\nCJMQYm/psx3O0wkhXrF1nD8FnBJCpAghJgkh1OeS83wAvC+EeEEI0dW2vQDMAmYJIWJzt3JeZ8Xn\nwoWS9z1McLDWo/PqVdcb1546dYqmTZsWGm/evLn9OEBcXBzVqlWjY8eONGnShGeffZZt27bZ5ycm\nJpKSksK8efMICwtz2IYPH44QgoSEBPs1GzduXMhmUesoCxMnTsRkMhWbm3Lq1Cl0Ol0hm+Hh4dSo\nUcN+j6dPnwYoNK9WrVqEhIQ4jB09epRff/210L327t3b4V6feeYZmjRpQr9+/YiMjOSJJ55QgsVD\nqHAvhUKhqAx4KNxLCPFPYCYwEtgJjANWCiGaSCkvl3BedbSu8WuAcCdX9iZ51b222sa6ApMBP2CC\nk9crkRsg3Gux7d+3izkmUY0dy0adOvb+SPZ9LxIUFETdunX5888/PW6rWbNmHD58mJ9//plff/2V\nJUuW8PHHH/Pqq6/y6quvYrVaARg6dCiPPvpokddwJZyrLERHRzN06FDmzZtHXFxcsfPcWZrYarXS\nu3dv4uLiivz7b9JES58LCwtj3759rFy5khUrVrBixQq++OILHn300SILCihcR4kUhUKhqAy4Er5V\ntvnjgLlSykUAQohRQH9gOEU/9ObyCfA1YAXud3JljwIjpJQ/5Rs7IIQ4h5bsrUSKc0SX9wKqDEuW\naCFe+XNSvMw999zDp59+yo4dO1xKnm/YsCGHDx8uNH7o0CH78Vz8/f0ZNGgQgwYNwmw288ADD/Dm\nm2/y0ksvERYWRlBQEBaLhZ49S25f17BhQ/76669C43///bfT689l4sSJfPXVV0yfPr1Ie1arlaNH\njzp4axISEkhJSbHfY+6/R48eJSoqyj7v8uXLJCcnO1zzpptu4tq1a9xxR+kpcwaDgf79+9O/f39A\nKw09b948Jk2aZM9nUVw/yq2uUCgUlQXp5FYKtu7v7YC1dhPa0/kaoNimMEKIx9EejF9z6T60bvNF\nPb38bTvmVqp6CWIp5amybuW91gpP7dqwZQscP67968Wk+VxefPFFAgICGDFihD3EKD/Hjx8vsdxt\nv3792LlzJzt27LCPpaenM2/ePKKjo2nRogUAV644ttAxGAw0b94cKSUmkwmdTseDDz7IDz/8UKQA\nuXw5z9Har18/zp8/71BVKyMjg08//bTsN16ARo0aMXToUObOncvFixcL3aOUkvfee89hfObMmQgh\n7OLhzjvvxGAw8OGHHzrMKyohf/DgwWzfvp1Vq1YVOpaamorFotWlKPh7A2jVSiugl52d7cQdKkpD\neVI8SGxzwdGTeR90fr7QtLFg/1+e/fBrfwtczPe+VrsmBAbAyTOes2n0kTRr7HhfzRpbOXdBcDXd\nc51i64RbkNa86wsBbVqa+f0v9V9bUcXwTLhXLbTwn4LZqZeAIoPJhRA3A28BXaWUVhfDLfYDz6L1\n8sjPs3gg0fsG8KQAIIRoATQAjPnHC3isFBWcRo0a8d///peHHnqI5s2bO3Sc37p1K99//z2PP/54\nseePHz+exYsX07dvX0aPHk1oaCgLFizg1KlTLMnnGbrrrruIiIigS5cuhIeHc/DgQT766CPuuece\neyPsadOmsWHDBjp16sSTTz5JixYtuHLlCnv27GHdunV2ofLkk08ye/ZsHnnkEXbv3m0vQVxSQ+2C\nFPU3N2HCBL788ksOHz5MTEyMfTw2NpZHH32UefPmkZycTI8ePdixYweLFi1i4MCB9OjRA9ByT154\n4QWmTZvGPffcQ79+/fj999/tuSf5+c9//sNPP/3EPffcw2OPPUa7du1IT0/nwIEDLFmyhPj4eEJD\nQxkxYgRXrlyhZ8+e1K9fn/j4eGbPnk2bNm3seT8K91Bpn+QyMjKKbNjjSXQ65xxPdWob+WxmAIEB\noNPBxiUG3ngvg607yr5ug8H5l6jv7X707KKd1+EWyZpvBT3/cY1r18r+oWs2m522++rzPgT4AQiG\n/cPMY4Ohy/0mnPmsz42BLStJBsnqbyyk2XIMp710jQMHBZt3OBd27exr6w5ceW3dgZ+fX7nYDQgI\nKBe7165d87rNjIwMt1/TlWpd7q7uZUtq/xp4VUp5PHfYhUu9CPwihLgT2G4b6wxEAv2ue6FFUBlF\nR1kRQjQC/g+tH0pu/gnkyVSVh1LJuPfeezlw4ADvvPMOP/30E5988glGo5GYmBhmzJjhUDVLCOGQ\nm1G7dm22b99OXFwcs2fPJisri9jYWH7++Wf69u1rnzdq1Ci+/vprZs2axbVr16hfvz5jx45lwoQJ\nDtfauXMnU6ZM4f/+7/+YM2cONWvWpGXLlvYeIaCFja1bt47nnnuO2bNnExAQwNChQ+nbt6+DzZIo\n6guPm266iUceeYSFCxcWOv75559z0003sWDBApYuXUpERAQTJkzglVdecZj35ptv4u/vzyeffMKG\nDRu49dZbWbVqFf3793e4pr+/P5s2beKtt97iu+++48svvyQ4OJgmTZowZcoUqlevDmCvPDZnzhxS\nUlKIiIjg4Ycf5tVXXy3TfSrKjqhsb9xCiLbAnqCgIK8/5Dn7IFsjWHBwUw0MBu2PwGqVtLojhcSk\nsv/OXbnHXt0MfPlh3gPh0RMWegxMd+oarjzIxv1Lz1OP5H0WLl5qYcI0SwlnFMaVB9mvPjTTumXe\n/vi3dPy8xrnXKreiijfJrTnvbWrVqlUudovqnOwN6tat63WbZ8+e5f333wdoJ6V0qvJVQXLf86If\nex7/iOIr9aYe3Evqwd8dxqzZmWScOVHsOmzhXhnAg/m/bRdCLACqSykfKDC/OpAMmMl7ENbZfjYD\nd0kpN5TxvuoC/wKa2YYOAR9LKc+X5fwy2mgL7Bk4cKDT/+8vX76c+63zdb+GnkYIsQywACOAk0BH\noCZaQYQXpJSby3F5HiH3td2zZw9t27Yt7+UoFIoysnfvXtq1awdleG+ttJ6UykBKmmTn72Zu6+AD\nwN4/LE4JFFfZutNMZqbE3197hli9yXmviCus3WJ1EClrtzjnFXGVDdt0tG6p2bJYYPNOz4WXKRTl\nRinhXtWbt6V6c8eHtcyLZzm58N3iLymlSQixB+gF/AQgtK8We6GVtS1IGlq3+Pz8C7gDeBCIL/km\nHGyfx80J8iXYqurhXp2BnlLKy0IIK2CVUm4RQryE9jq2Kd/lKRQKhfOoxHkPs3qTKe/njd4JT8vK\nhs078oSJt0TK739KklO1D/asLMm2Xd75kN/4W54o2fcXpKYpkaKogjibNF/2HJZ3gSeFEMOEEM3Q\nqnYFAAsAhBBThRALQUuql1IezL8BCUCWlPKQlDKzrLcjhAix9fX43Lb9Wwjh9qR527qrdOI8WjhX\nbmONy0Cu+/AUxeQWKRQKRUVHiRQPs3JDnjBZtdFUwkz3ssomTJJTJbv3Oxdy5SoWC2zYpnk0tu2W\nZHmpyMXRk3DOVvhjw3b1X1pRNRG40HG+DNeVUn4LvABMAX4HYoE+UspE25QItFwR992LEN3RvC6j\ngRDbNho4aTvmVm4AkfIncIvt5x3Ai0KILsArwIliz1IoFIoKjHqi8zDHTlo5cWyZXlUAACAASURB\nVMrC2QsW/jrsHbEAsHazJlLWbTFh8Z5Z1m6Rtn+9E+qlIdiwXXsc27hdeVEUVRTPeVKQUn4spYyS\nUvpLKTtLKXfnO/a4lLLYJglSyteklM4mBXwE/A+IllIOlFIOBBoB39iOuZUbQKS8Qd7n+Sto5aE3\noxUhKFhBTaFQKCoFKifFC6zaYMJoLH2eO7mUKNn/l4XVG70T6pXL5t+s5Jgk67Z6U6Ro4qR7J8mJ\n0141q1AoXKMx8A8ppf0rFCmlRQjxLjCs/JZVOZFSrsz38zGgmS10LllWMrWlUCgUuSiR4gVWbsjB\naPT+N/zL15lYv827IuVqOsxfbOVSYulz3cmu/YKf1whcq4aqUFR8KkIJYjeyF2gOFGyL3RzVJ8Up\nbBXaMoHWUso/c8ellIU7zikUCkUlQokUL7DjdzP6cgis+/y/OWSUOY3Vfcz+wovxZTZMJsH8b1T0\noqIK45lmjuXFB8D7QojGwG+2sVvRKoWNF0LE5k6UUh5wh8HKIjqcxVah7TSqF4pCoahiKJHiBcxm\nrYGAtykPgVKedjOzlBdFUYWpWiJlse3ft4s5ltuQUOKGh++q7Emx8SbwlhDiEeVBUSgUVYUqL1Ky\ns7MxGAzo9YU/5ywWC2azGV9f33JYmUKhqGjs3r2bRo0aERpauBLulStXOHHiBO3bty+Hldmqe7lw\nTgUl2pvGPCVSbA0ppwN3o5VtPgo8nr9BmRBiClqTxRrAVuBpW96IO3kWLc/nvBDiFODQvdeFwgYK\nhUJR7lR5kWIwGMjIyCAgIMBBqFgsFvu4omIQWgMCAyVJyd59tIqsK8nIkpjM3rMrhCSyTg5nLni3\nooKPj5XaNbNISPLzqt1qASaCArO4mu5du87SqFEjvv32WwYPHuwgVK5cuWIfL1cq1Zf7xSOlPOVl\ne24XKUKIXNGxFuiD1p/kZiA535w4NAExDK3k8hvASiFEcymlOxtnLXXjtRQKhaJCUOVFil6vJyAg\ngPScHOSECdC4MRw7hnjzTQILCBdPYLWGcfXqF1it4eh0lwgKegyd7rJHbQJYLLVITf0ciyUcvf4S\nNWo84TW7iYlzsFhqo9cnEBY2Cr0+qdj5N0cLenUV9Oym46aGgn5DnbdpNtfk7Nn3MJvDMBgSqV9/\nDAZD8REPep2kdQz0uNXK7Z0lSSkw5lXn7ZpMoRw5MhWTqSY+Pkk0aTIeH5/kYuf7+Uo6tjbRpUMO\nt7UzsWqz5Mslzveuy86uwb59E8nODsXX9wqtW7+Or29qsfNDqptpH5tBp9YZtGmZyYeLmrgkUjIz\ng9m8eQyZmTXw90+he/f38fNLK2a2pE5YFm1aptC6RQqRdTJ4+7Niq9gWS3p6NX7++THS04MJDEzj\n3nsXEBBwzenrlJXQ0FAGDx7M4u++wxQXR2b9+vifPYvP3Lk8XEC4KK4PIcRNwFi0ZHmAg8D7Usrj\n5bcqpxgPnJZSjsg3VlB8jQFel1L+DCCEGAZcAgYA37prIVLK19x1LYVCoagoVHmRAppQkRMmYF2y\nBIYNgyVL0E2YgP7ddz1u++rVLzCbbwXAao3m6tUFVK9+j8ftpqZ+jsnUyWY3ipSUzwkNvd/jdhMT\n55Cd3QEAs7khiYmfEBExyH7cxwCd2gp6dtXRs4uOBvXyvBfH4iWjhjlfuvitWe+RmdkOAJOpAWfP\nvk9U1CMOc6oFSrp2kNzeWdK1o6RG9bxjlxIFox/PcNrua+98zLVrWv+07Oz6HDkyjZYtn3KYU7uW\nha4dTNzW3kS7ViZ88zlOaoWaefKh4gVccUx8axopKTEAZGbWZd++SXTq9EK+GZLoyBw6tdaESdOb\n8rpqZmULYpulENs0xWm7/3n1IxITtebV166Fs2nTGO6663X7cb3OSpNG12jTIpnWzVOICMuzezHR\nl563Oh/hMjpuJufPNwIgNbUWy5Y9xj//Odvp6zhDaGgoprg4zn38sfZ+sWgR9eLiCE1x/nfmVlyo\n7lVRPS9CiD7AT8A+NG8EQBfgLyHEvVLK1e6056Fwr3uBX4UQ3wI9gHPAx1LKzwCEENFojTDX5rtm\nmhBiB9AZN4oUxY1JVFQUPXv2ZP78+eW9lCrJ4cOHad68Od98842DF33ZsmVMnDiRw4cPYzKZyMzM\nxOjtPhM3CDeESAE0D8qwYTBuHMyaBRERXjFrtYaXuO85HO1YLN6xa9DXJn+jeYultv3n0Bow9kk9\n99ypo0b1wqFVjaMEjaOcf6p6Y2aYw77Z7LjfOEoyZoSVLu1lkf1qOreXdG6fXfhAKUyaWsth32Sq\n6bB/W/scHh+cScsmRVc7693VNY/Ai5Mdv83Pzs7b1+sl9/ZK5Z5eadQNL1yuwc9X0rf7JZfsPpdV\nw2E/MzNvP9DfzAN3naNz2ySCAgvbjQjLJiLspNM2MzKCHfbT04OLmeleMuvXd3i/yKxfHyqASKlC\nifPTgFlSyvH5B4UQ09ByPNwqUsAjifCNgKeBmWiJ6x2BD4QQ2VLKL9EEikTznOTnku2Y2xBCJFP0\nqy2BLOAYsEBK+YU77So8w8KFC3n88ceLPDZ+/HjeeustAISowFlnwKlTp4iOLj39TAjByZMnadCg\nwXXZy8nJ4YMPPuDrr7/m+PHj6PV66tevT7du3XjhhRdo1KjRdV0f4NKlSzz00EO0b9+eTz75BKPR\nqASKB7lxRMqxY7BkiSZQFi2CgQO9Ylanu4TVGu2w7w2MPpcwmaLs+3q9d+wGByWQntEwn90E+89X\nUuCVdyy89q6FdrGCnl109Oqq46Yo7Y329z+tvDvPx2mbadcSgbw3N4PBsUnLsXjBcxP1+PtJbmuv\neVO6d5LUtD3bf7tMsG5bNaftpmcmOdj18XH0imzbbWTbbiM1Q6zc1i6HLh1MdLjFhL8t0uqjRTU5\necb5og1ZOSkOdn1980LbLBbB0lU1WLqqOpF1THRqnUHH1hk0vzkLvU7zpLy/oAkmk/Plms0WR1Hl\n75/30J6eaeCrHxvy9U8NuLnhNVq30MK86kdopd5OnQtg2YbWTtuUIsthPzCwuPAy9+J/9qz2PmF7\nv/B/5hmv2C2RqiVSmgNFJfjMRwsBcyse8qTogJ1Sykm2/f1CiBhgFPCl04u8Pl4DJgC/AjttYx2B\nvsBHaIUK5gghDFLKT728NoULCCF4/fXXiYqKchiPiYkpnwW5QFhYGF999ZXD2IwZMzh37hzvvfee\nw99YWFhYwdOdpn///mzevJkhQ4YwatQosrOzOXToEMuWLeP22293i0j57bffyMrKYtq0aXTu3Pm6\nr6comRtCpFgsFsSbb6KbMEHzoAwciHjzTSxGo8dzUoKCHuOmBl+RmFSbcxfPExT0mEft5dIo6gmC\nAhdwPD6MKykXqVHjCa/Y7d/nGQ4emsPBI2FkZmk5KQWxWGDn75Kdv1uYNttCVCT06qrjjtt0JCXD\n6XPOfTsUEjqG9Iz3HXJSiiIzS7B2i2DtFi1xPaYp3H6blWY3waGjBqcT5+vVf5n0jGkOOSlFkZSs\nY9kaP5at8cNolLRrZaJLexN1w038sq56keeURJOmb5KROckhJ6UwgjMXjJy5YOT7FTUICrTY81JC\nquewZbfzHwgdOs0mM9sxJ6UgUgqOxAdxJD6Ib5dHUrtmFq2ba4IlK9vAxcvOeULu6vMVy5Y55qR4\nmitXruAzdy71cnNSnnkGn+nTuTJoULnmpFSxZo6JQGu0alj5aQ0kFJ5+fZQmUuLj4zl9+rTDWE5O\nqXntF4BDBcYOAbnfgF1EK7AWjqM3JRz4vdRFO8dtwCQp5Sf5B4UQTwF3SSkfFEIcAEYDSqRUEvr2\n7UvbtpW3MFtAQABDhgxxGFu8eDEpKSk8/PDDbrW1ZcsW1q5dy6xZsxgzxvEZ4KOPPiItzT1fcF26\npP0pV6/u/Ge3wnmqvEjJreIVGBDgkINiMRqLrPrlbnS6y3w//5/4GgUxt3svXMTHJ4nNPw1h2WoT\nT/3He41LAvw1u6+9a2bht2XLL4k/A58vtvL5YisBAc57UgyGK4VyUEpDSsEff8Mff2uvfbALUUQ+\nPsmFclBKIydHsH2Pke17jNSo4dqbnK9vaoEclNK5mq5n/fYg1m8PolatmqWfUAR+fmkOOShlISHJ\nj1VbIli1JYLatYOcthkQcM3jOSj5ya3i9fDgwVoOii3E68qgQUVW/fI6FVd0OMunwDwhRCNgm22s\nCxAHuD1ZsDSR0rBhQxo2bOgwduXKFVatWlXSZbcCTQuMNcWWPC+lPCmEuAj0Ag4ACCGCgU5o3g13\n0g94uYjxtWjhaADL0cLsFFWYkydP8uKLL7Ju3TqysrKIjY1l0qRJ9OvXzz4nLCyMRx99lBkzZgDa\n30dISAjp6ekkJSURbPtAnD59OhMnTiQ1NZWAgAAuXbrE+PHjWbNmDYmJiYSGhtKxY0c++OCD6w7V\nyuXYsWO8+OKLrF+/npycHFq3bs3kyZPp3bt3iecdP34cIQS33XZboWM6nY4aNRzDlc+cOcOECRNY\nuXIlqampNGnShBdffJGhQ4uv3tO5c2d27NiBEMLu0Ro1ahQff/yxC3eqKAtVXqSYzeYihUhu1S+z\n2exxb4rCGcorxrY87N5I91qedsvOiRMnihQiuVW/Tpw4oSp8uYfXgavAv4GptrHzwGS0bvSVgVnA\nViHES2hJ8J3Q+qE8mW/Oe8BEIcQxtBLErwNngR/dvJYraIn8swqM32s7BhCI9jtXFMHChQvp0aNH\nofAq0DxtGzdu5NFHH/XqmlJTU0lKcgwjrlmz+C+ZEhIS6Ny5M1lZWYwZM4bQ0FAWLlzIfffdxw8/\n/MD992vFc7p06cKmTZvs5x04cIC0tDT0ej1bt27l7rvvBjTvRNu2be2tGgYOHMihQ4cYPXo0DRs2\nJCEhgdWrV3P69Gm3iJRz587RuXNnrFYrY8eOpXr16syfP59+/fqxbNky+vbtW+y5DRs2RErJV199\nRbt27dDpig9pPnfuHB07diQgIICxY8cSGhrKzz//zLBhw8jIyGDkyJFFnjdlyhS++eYbFixYwPTp\n06lXrx5NmjS57vtWFE+VFyklNWrU6/VKoCgUCjslNWoMDQ1V4V5uQGjZvpHAHCnlLCFEEICU0mMP\n0J7ISZFS7hZCPIDmnZgEnATGSCm/yTfnbSFEADAXrZnjZuBuN/dIAU38zBFC3EFeTkoHNA9Lbsxt\nb2Cjm+1WGXr06MHw4cOZP3++g1CJj4+3j3sTKSW9evVyGBNCYLEUXYgFYOrUqSQmJrJlyxZ7vsSI\nESOIjY3l+eeft4uUbt268dJLL5Genk5gYCCbN28mKiqK8PBwNm/ezN13342Ukq1btzJ8+HBAE0zb\nt29nxowZPP/883abcXFxbrvnN954g+TkZHbu3GkPcxs+fDgtW7bk+eefL1Gk9OjRg1tvvZXZs2fz\n/fffc8cdd9CtWzfuuece6tWr5zA3Li4OPz8/9u3bR1CQ5uF/6qmnGDhwIBMnTmT48OEYDIUfj3v3\n7s2JEydYsGAB/fv3p0WLFm67d0XROJ89q1AoFArvI13cKh4CrdpUJGjixJMCJZdcoVLWrYzXXC6l\njJVSBkgpW0opCz3JSiknSynr2ub08UC3eWzJ8D3QOs0PtG0ZQA8p5ee2OTOllP90t+2qQlRUFPPn\nz2f48OHEx8cDjgKlKA+LJxFCMGfOHNasWWPfVq8uuejdihUr6Nixo0NCd2BgICNHjiQ+Pp6DBw8C\nmkgxm81s26ZFWm7evJlu3brRrVs3Nm/eDMAff/xBSkoK3bp1A8Df3x+j0ciGDRtI8VClwxUrVtCt\nWzeHPJzg4GBGjBjB4cOHOXHiRLHnCiFYv349kydPJjg4mMWLF/PMM88QGRnJI488wrVrWuEXi8XC\njz/+yP33309OTg5JSUn2rU+fPiQlJfHHH3945P4UzqNEikKhUFQCcj0pzm4VDSmlFS1h3rXkKNds\nurRVJqSUW6WUD0sp29q2h6WU20o/U5FLfqGycePGchMouXTo0IGePXs6bCVx6tQpmjYtmCYFzZs3\ntx8H7CFcuYIkv0jZvXs3OTk5bN68GSEEXbt2BcBoNDJ9+nRWrFhBeHg4PXr04J133rEnkl8vUkrO\nnDlTpvUXh6+vL5MmTeLQoUOcPXuWr7/+mg4dOvD111/bvT/nz58nPT2dDz/8kLCwMIft6aefBrSw\nOUXFoMqHeykUCkWVoGqVIB4PvCOEeFpK+aenjXmoBHGFQgihR+tk39w29Bfwk5Sy+PggRSGioqJ4\n9dVXuf3229mwYUO5CRRPYjAY6NSpE5s2beL48eNcvHiR7t27ExYWhslkYseOHWzZsoVmzZo55MCM\nGTOG++67j6VLl7Jy5UpeeeUVpk6dyvr167nlllvK8Y4KU6dOHR566CEeeOABmjVrxuLFi5k3bx5W\nq1bQZ/jw4cVWGGvd2vly+QrPoESKQqFQVBYq13NzSSwCAtB6i+QADiUIpZRuTf6p6iJFCNEYrXpX\nPeCwbfgl4IwQor+U8ni5La6SER8fz2uvvcaGDRt47bXXytWT4iwNGzbk8OHDhcYPHTpkP55Lt27d\nePvtt1mzZg1hYWH2BPCWLVuyadMmNm/ezL333lvoWtHR0YwbN45x48Zx/PhxbrnlFmbOnMmiRYuu\na+1CCCIjI8u8/rLi6+tLTEwMy5cvJy0tjbp16+Lv74+UslTPlKL8UeFeCoVCofA244CRwHC0xO5x\nBTaFc3wAHAcic8O90Dq+nqTyVEsrd/LnoPTo0aNQjkpFp1+/fuzcuZMdO3bYx9LT05k3bx7R0dEO\nid7dunUjKyuL9957zx7SBdC1a1e+/PJLLly4YM9HAcjMzCQ7O9vBXnR0NEFBQYXGr2f9mzdvZt++\nffaxtLQ0PvvsM5o1a1ZiM8bDhw9z/vz5QuNJSUns2rWL8PBwgoOD8fHx4f7772fx4sUcOXKk0PzL\nly+75V4U7kF5UhQKhaISUFWqewFIKRd42V6V9qSgJc3fKqXMLTeMlDJJCDEerZ+LohSKSpLPn6Pi\nbY+KK///xo8fz+LFi+nbty+jR48mNDSUBQsWcOrUKZYsWeIwt3PnzhgMBo4cOcJTT+X1++revTtz\n5sxBCOEgUo4cOUKvXr0YPHgwLVq0wGAwsGTJEhISEtzWmHHChAl8//339OrVi9GjRxMcHMz8+fO5\nePEin332WYnn7t69myeeeIL+/fvTpUsXQkJCOH36NAsXLiQxMZG5c+fa586YMYMtW7bQvn17nnzy\nSZo3b87ly5fZvXs327dv59y5c265H8X1o0SKQqFQVAY8mJMihPgX8AIQAewHnpNS7ipmbhdgOtAM\nLWTrFDBXSvleGezobHbuB4xozQZfk1J6vONsJRMdzpINFNUttRrg7nLHVZKNGzcWKURyhcrGjRu9\nKlK0St2lz8k/r3bt2mzfvp24uDhmz55tb+b4888/FyrfGxAQQJs2bdizZ4+DJ6Vbt24IIWjQoAGR\nkZH28cjISIYMGcLatWv56quvMBgMNGvWjO+++44BAwa45d7q1avHtm3biIuL47333iMnJ4c2bdqw\nYsUK7rzzzhKv2atXLyZPnsyvv/7KzJkzuXz5MsHBwbRt25YPP/yQ/v372+fWrVuXXbt2MWXKFL7/\n/nsuXbpErVq1iImJYdo0x36nZXkdFJ5DiRSFQqGoBAgpEU4+aJdlvhDin2hdyUei9dgYB6wUQjSR\nUhYV+5AOfIjWRT0d6IrWPf6alLLkrzthAvAqsAbIAsYAtdHCvjzGDeBJ+RntNXiCvD4pnYBPgJ/K\nbVWViJIaNUZFRXlVoDz66KNlahxZVEneqKgo/ve//5XJTv6wsFzq1q1bZC+W0NBQPvjg+iMHly1b\nVuLxxo0b88MPPzh93YiICMaPH8/48ePLND88PJyPPvqIjz76qNg5TZs2LfS7eOqppxw8TwrPonJS\nFAqFojLguT4p49A8IYuklH+j5YhkUIxwkFLuk1L+T0p5SEp5Wkr5X2Al0K2o+QUYBjwjpewrpRyA\n1hH9/9k8LB7jBihBPBotJ2U7mvjLQgvzOoYmBBUKhaLSoUSKB+l/pw+3tMzraB/TTM+9d/l43O6j\ng32oE669tAK4q4eB1jGefamNRnhiiI5Af23f1wjDBukILioAQaFQVAiEED5AO7SwKwCk9nS+Buhc\n3HkFrtHGNndDGaY3AFbks7UGTUrVLfOiFYWQUqZIKe8HmgKDgH8ATaWUD0gpU8t3dQqFQuEalTbc\nKzs7G5PJ5FWbOp1zD/opqVZW/68WVqv2jdy676vz0FNJZGZmlfkaBoPzL1FYqJ7/mx8AwN09DfTr\nZeDm2xLJzCz7N4POfouYmQl3dg2k/S2aKPvP03qOnrQyd5FzoeblFf/p4+N58VgQX19fr9sErUqL\nsutZ3FXtxgFXmjOWPr8WoAcKdmS7hPbAWyxCiDNAmO38yVLKL8qwIgPat/z5MQEe/QO8AcK9AJBS\nHhVCHLP9XPluQKFQKPKhPCkeZPNv2VxLt6LTCXQ6QVa2ZP1WDzy8FODX9dno9drDvl4v2LXPxJVk\nz39erd5kcrC7epN3RaRCUeVxf6jX9dAVzQszChhny20pDQEsEEIsyd0AP+CTAmNu5QYI90II8YQQ\n4k9s4V5CiD+FECPKe10KhULhKpXWk1IZyM6B9VuzufcuLQZq4/ZsMpzwZrjKngMmEpOshNXUNOiv\n6zwvjABWbzQzcazjvkKhcA+llSBOOrGXKyd/dxgzm0r12l4GLEB4gfFw4GJJJ0opT9l+/EsIEQFM\nBkrL2F1YxNhXpS3SHVQ20eEMQogpwPNoBQ2224Y7A7OEEA2klK+U2+IUCoXCRZRI8TAr1mbZRcqK\ntWUP87oerFZYtSGb//egZvfX9d4RKUdOWIk/YyEqUk/SFSt7DhSuEKJQKFykFO9Izei21Ixu6zCW\nnnSWg7/MKv6SUpqEEHuAXtiqQAkt5rIXzjUB1AOlxi9KKR934ppu4wYI93oaeFJKuTjf2E9CiANo\nwkWJFIVCUelQ4V4e5tf1WfaclF/Xe0ekAKzcoAmT+DNm/j7mPbGQ6z1Zu8WM1eo1swpFlSfXk+Ls\nVgbeBZ4UQgwTQjRDK1sbACwAEEJMFULYPSBCiGeEEPcIIRrbtieAfwNfuvue3cUNEO7lA+wuYnwP\n6stIhUJRSVFvXh4mMcnKnv0mjEY4d8F7YmH91hyycyS/rvduH69VG008OdSXVRtVPopCURmQUn4r\nhKgFTEEL89oH9JFSJtqmRACR+U7RAVOBKMCMVvr2P1LKeV5btKIgX6J5U54vMD4S+Nr7y1EoFIrr\nR4kUL7BifRa+Ru/avJYu2bIjh5VeCvXKZcdeC0lXrGzcrvJRFAq34sGO81LKj4GPizn2eIH92cBs\nJ1dSrtwA4V4ATwgh7gJ+s+13Qiv5vEgI8W7uJCllQSGjUCgUFRIlUrzAirWZ+Bq9X1r3+5+z2LrL\nu54Ukxne+iCLa+leNatQVHkEzpcgLp+C3hWPG0CkxAB7bT/fZPv3sm2LyTevUt1UWTh06FB5L0Gh\nUDiBM3+z5S5ShBAvAQ8AzYBMYBsQJ6U8Uq4LcyN//m2mPNp//O/HLMrjc3bxUhXqpVC4HSlx+g+6\ncj1oe5RKJjqcQkp5R3mvoRy4rNPpsoYOHepX3gtRKBTOodPpsqxW6+XS5pW7SAG6oVUf2Y22nqnA\nKiFEcyll+XR/8wDl8flYXp/JVfhZQKEoN5xIhHc4R3FDeFLsCCHqA0gpz5b3WjyJlPK0EKIpWkNS\nhUJRibBarZellKdLm1fuIkVK2S//vhDiMSABrUnYluu9vsViQQhRZLd4q9WKlBK9Xn+9ZhQKRRXg\n999/JyoqipCQkELHkpOTiY+Pp02bNuWwMjyak1LVqeoiRQihAyaiVVmrZhu7CswE3pRSVslai7aH\nnFIfdBQKReWkIpYgroH20XrFHRcTQmA2m7EWqIdrtVoxm82I8ojDqsDodHBrOx86tvGucPP3hz63\nG4is61Wz1AyBAX0FPj7efSBpWN9K907edRTqhKTFzTm0aHzNq3aNPlbaxqRROzTDq3ZdISoqiqVL\nl5KcnOwwnpyczNKlS4mKiiqfhSkUJfMm8CwwHmhj214GngNeL8d1KRQKhcuUuyclP7YmYu8BW6SU\nB91xTZ1Oh8FgwATIl16Cm2+Go0cRb7yBj8FQpIfFnUhZm+zsr5EyAiEu4us7BCESSz/xOrFaw8jM\n/BKrNQKd7iL+/kPR6YoO/wuuJujZzUjfO3zp3d2X4CBBl/uuumw3NfVzLJZw9PpLVK8+vFi7dWoL\nevfwoXd3A106GriYYKXPEOe/8LNYapGQ8DEWS230+gRq134avT6p2PlNb4JeXXX07Cq4pYXgx5WS\ndducF6smUyinTr2LyVQLH5/LREU9j8FQtLY26CW3tLTS41Yr3TtZaFhfMmOua6HUOTkhHDw4hZyc\nmhiNSbRoMQmjMaXIuf5+VjrEZtO5XTad2mRTPcjKv98MdcluVlZ1duz4D1lZIfj5JdOp09v4+aUV\nObdGsIl2MVdp3yqNVs2ucS1dz5SPGjltMyMjiFWrRpKRUZ2AgFT69JmHv79r/zfLQkhICAMGDOCH\nH3/EHBdHZmQk/mfOYFiwgAcHDCjSw+I1JAhn/zwqjzPAo1R1TwrwKDBCSvlTvrEDQohzaFXbJpTP\nshQKhcJ1KpRIQXszbQF0cedFdTqdJlCWLoVhw2DpUuTEieimTnWnmSLJzv4aq/U2AKRsRHb2f/Hz\n6+1xu5mZX2KxdAbAYokmM/MrAgP72o9HRerpc4cmTLp0MOLjk/eQnpklmft2gEt2h4/9gsuXOwBg\ntUaRmjqfkJD7ABACYlvouauHgd7dfWjV3NFbE1RN8P085z04j4+ew5kz7QEwmxuSkDCHOnUG248b\nfaBTW0HProJeXXTUq+MoSNq2gq8+cL7R5rBnZ5CRoYX+mEyRxMe/S+PGd/ggEwAAIABJREFUj+W7\nH0mXDhZ6dLJyW3sLwUGO5w/ok849dzrvXRj69CzS0mIByMqqx8GDr9O69XP24+FhZjq3zea2dlnc\n0iIHo0/euTkm+Ncw10LVHx65gKSk5gCkp0ewY8eL9Ogx0XZUEh2ZRbtWabSLuUrjho5eouwcyfOP\nF9VrrmQGPfEZFy82BiAtLYyVK0cyYMBMl9ZfVkJCQjDHxXH+k09g2DCSFy2iblwcIZcuedRuqahw\nL5e5AURKKPB3EeN/244pFApFpaPCiBQhxGygH9BNSnmhtPkmk6lQqJZery8+v+TmmzWBMm4czJoF\n4eFuWHXpSBlR4r6n0IkI8reOtFrz7Pr4wC0tDbRu6UOr5j4OAgXA308Q28K1cK+0q46/V4slb79G\nsOCWFnpaNdfTOLqwB6tWqI7QGs4/GKRerV3ApuN+3XCIaSaIaSqoU8TL3rC+wGp1wW5amMO+yeSY\nv3lTQyvNG0uaNbYWEigAjaPMWF2IFE9JdbSTk1PT/rNeL2kSbaJJIxONo8wOAgU0wdYo0rUws+SU\nmg77WVl5XoVAfyuNIjNpFJlJZJ3Cgi+4moVqgc57QK4kO9rMyKju9DVcITMy0uH9IjMyEooRKQcO\nHOCPP/5wGMvKcl70loZKnL8+KpnocJb9aOFeowuMP2s7plAoFJWOCiFSbALlfqBHWbL9AXx8fJwL\n1Tp6VPOkzJoFixbBgAGuLdZJhLiIlI0c9r2BwecSJnO0fV+ny7NrMsGPv2bz46/Z6HTQsY0PfW73\npc8dvjS/2UDaNSu39rtGcqrzH+rJyRfQ+odp6PV5D3bJqZJF3+Ww6Lsc/P2hW0cDd/Xw4c7uBsLD\ndOzaZ+ahp523eeHSpQI2ExyOx5+FOQutzFmo5aDc3lnQs6uOrh0F1QIFc7+08MlX1Zy2e+lykoNd\nHx/HsLZ9f+nZ95eeWZ/60KCelR63WujWyUqbGCsGPbw0LYTffnc+5CspJcXBrtGYF9pmsQg27/Rn\n805/dELSrLGJzm2z6Nwum5samsnOgWdfbUZKmk8RVy6ZtHTH5jd+fnl5G+mZetZuC2XttlCMPlZi\nmlyjXaurtItJo2aImZNn/Jgx/zac7dyRmePY5ycgINXpdbuC/5kzJC9aZH+/8B81qti5sbGxxMbG\nOoydP3+eTz75xL2LUiWIXeYG8KS8CPwihLgT2G4b6wxEon35p1AoFJUOUd5vxEKIj4GHgfuA/L1R\nUqWUhb6OFEK0BfYYjcYyixSr1YpJSuTEiY45KcVU/SoOV/JXpAyjRZPvSEwK5+z5s07npBgMrunI\niLDa1ApdzPH4MC5fOV9iTkp+GtbXwsDOXdSzdrPzXeOt1lqkps4vU05KLkJAbHM9vXsYWL5WT7yT\n0UgWS00SEuaUOSclF6MPdGwjuLWd4ItvAzGZnHuANptDiY8vW05KfoKqSbq0txBZz4/vfnFeHOXk\n1ODgwdfLlJOSn/AwM53bZJNjqcHO/c57JLKygtmx48Uy5aTkIYmqn0X7VmkcPR3NhUTn7jczM4iV\nK68vJ6VuXeeqMSQnJxfOSZk+nQfvv7/MOSn5REo7KeXe0uaXRO573i13jKFaSH2nzr2WfJb96993\nyzoqI7m/u3bt2hEUVIQ7swSuXr3Knj17oAy/OyHEeOAt4L38Hd2FEFOAEWgFYbYCT0spjzl3F6Uj\nhGgAmIF/ofUcAziEFkJtKOuXfwqFQlGRqAgixUrRkdOPSykXFTHfKZGSW8XLUCBJvrjxknA1yf6v\nTeH4GgWNb3Xei+KqSKlfR8cfG8JY+msWj49x/ttnP7/y6Y8VEOBaLsz1Ehwc7HWbNWrU8LpNgFq1\nyqetQO3atUuf5AGcESm5VbwGFEiSL268OJRIqRh4Q6QIIToA/wNSgfW5IkUIEQfEAcOAeOANoBXQ\nXEqZU/TVXEMIYQHqSCkTCozXBBKklKrOvkKhqHSUewliKaVOSqkvYiskUFy8fpFCJLfqV3mLNIVC\nUXGIj48vUojkVv2Kj48vn4XlIp3cFEBeuJezW2kIIaoBX6F5Swq6M8cAr0spf5ZS/okmVuoCnog1\nLs4NXA1wf4KUQqFQeIEKkZPiSUpq1Ojp8sMKhaJyUVKjxpCQkHItQawS513HgzkpHwHLpJTrhBCT\ncgeFENFABLA23/XShBA70HJFvnVqMcUghHg39/LAFCFE/nKBeqATsM8dthQKhcLbVHmRolAoFFUC\nlTh/Xbjbay6EeAhoDbQv4nAEmnAoWBLuku2Yu8hV1QItlCx/GFkOWmWvGW60p1AoFF5DiRSFQqGo\nBChPiuu425MihKiP1nj4Timl6fpW5zpSyjts6/kCGCOlLK2ShUKhUFQalEhRKBQKxQ1NYmIiiYmO\nVRfN5hKrG7YDwoC9Iq9hlx7oLoR4Fq3ClgDCcfSmhAO/u2nZdqSUj7v7mgqFQlHeKJGiUCgUlQHV\ncd5lSvOk1KpVq1DVu2vXrrF/f7F9ENeghVflZwFa2d9pUsoTQmuK1Qs4ACCECEbLEfnIhVtQKBSK\nGw4lUhQKhaKSoMK3XMPd4V5SynTgYP4xIUQ6kCSlPGQbeg+YKIQ4hlaC+HXgLPCjUwtRKBSKGxQl\nUhQKhaIyYAWsTqoUq0dWUunwUsd5hxOklG8LIQKAuWjNHDcDd7u7R4pCoVBUVZRIUSgUisqACve6\nLjzdE0tK2bOIscnAZI8aVigUiiqKahSiUCgUlYDc6l7ObmW6thD/EkKcFEJkCiF+s3VRL27uA0KI\nVUKIBCFEqhBimxDiLnfdpyfwVDNHhUKhUHgOJVIUCoXiBkYI8U9gJvAqWt+N/cBKIUStYk7pDqwC\n7gbaAuuBZUKIW7ywXIVCoVDcIFTacC+TyURe5Ufv4GyH+qeGBeFrFBgMoNfDiCF+6HQwe37ZS9lb\nrc4Hlb/zSg1OnNbKZ4YEw+QX/Pl1XRabfssu8zWcvVd3YTCUz3/JnBzvh4mXh01l1zuYTJ5oneFC\nM8eyxXuNA+ZKKRcBCCFGAf2B4cDbha4o5bgCQxOEEPcD96IJnAqHl3JSFAqFQuFGKq1IqQzsOZDN\n1mX17PuzXq9JzwfPe9zumfMWZrwaAkCP2/zo0MbIlJmqx5dCUZnxRDNHIYQPWs+Pt3LHpJRSCLEG\n6FwmG9q3RUHAFedW5z2USFEoFIrKhwr38iB79udw4VJeQ7CkZAu/7Sm7N8NVVqzLdNhfvzWbrGz1\ngatQVGqki1vJ1EJrQnipwPglIKKMK/sPEAh8W8b5XkflpCgUCkXlQ4kUDyKlo2D4dV0mFovn7R49\nYeboybxwk+VrM0uYrVAoKgNCSpc2j65JiCHAJGCQlPKyR41dJ0qgKBQKReVChXt5mBVrMxj+cBAA\ny9dmeNFuFjeP8AE0caRQKCo5khL7nly6uI9LCQccxszmUv/2LwMWILzAeDhwsaQThRAPAfOAf0gp\n15dmqDxR4V4KhUJR+VAixcOs2ZRJVpYVvV6waoP3RMryNZmMHhHE3gM5XExQHd0UiqpOeERrwiNa\nO4xdvXqO3btmF3uOlNIkhNgD9AJ+AnuOSS/gg+LOE0I8DHwG/FNK+ev1r16hUCgUCkeUSPEwGZmS\nDduy8DUK0q5675u57XuySUmzqlAvhaKK4Er4VhnnvwsssImVnWjVvgKABQBCiKlAXSnlo7b9IbZj\no4FdQohcL0ymlLJCVuhQnhSFQqGofCiR4gV+WZOBr9G75ZLNZli9IZMVSqQoFFUDD3Wcl1J+a+uJ\nMgUtzGsf0EdKmWibEgFE5jvlSbRk+49sWy4L0coWVziUSFEoFIrKhxIpXmD5mgyMXhYpAJ/9N519\nf3miX4NCofA60oU+KWWcL6X8GPi4mGOPF9i/w7lFlD9KpCgUCkXlQ4kUL3D2ghdKehXBlh2eL3es\nUCi8hAt9Upz2vFRRlEhRKBSKyocSKQqFQlFZUA/OLqNEh0KhUFQuqnyflJK+QVP18BUKRX72799P\nSkpKkcdSUlLYv3+/l1ekUCgUCsWNSZUXKVC0GKnoAqVehJ4nhwYxekSQV+22bOrDC88EcXdPo9ds\nGgzQpYMPU14MJLqB93J3AgOg7x16Jr9gxMfHe/8XaoVK/tHfytCB3ixqIImqb+b/PZDJbe2ues2q\nTidpcXMGjz6YQL3wdK/ZdZWGDRuybNmyQkIlJSWFZcuW0bBhw3JaGQira5tCdZxXKBSKykiVD/fS\nSv6D1OuREyZAkyZw5Ai8+SbCYrEf9xRS1sZi+RatQM5F9PpBCJFYaJ4Q0DbWSL9eAfS/M4A2rXwB\nuPeRBHxd0AtWa20yMhdjsUQgxEWMxoeKtGs0Qvdb/bi7lx939/SnYX0DaVetdOp3xSW7FmsYKSmL\nsFrDEeISgYGPoNMVbkRdPVjQq6uRPncYubObkRrVdez83cR7n+Y4bddiqcWlhE8xm2uj1ycQEjIC\nvT6pyLn1IgR3dtfTu7ueW9vp8TUK5izMQQBGJ4WKyVSTU6c/wGQKw2BIpF690RgMV4qYKWl+M9ze\nWXJ7Z0lMM200bqreaZsAOTmhHDw4leycWhiNl2nS5CV8fJILzTMYJK1bmOjSwUSX9jnUi7CSlQ3/\nmhSBj8H5p9esrBrs2PkyWVmh+PpeoX37qfj6phaaF+BvoU3LdDrEptOu1TWCq1k5cdqXNdv9MDhp\nNyMjmNWr/0VGRg38/VPp1esj/P3/f3v3HiVXWeZ7/Pt0Vd8q3UkTQ9LE3E3CNUa5iBgDaOKwiBM4\nDIMOzsgcZnRgdFizctYczQVGR6aT6DmKoubILBQMKCMOg9yCIBfPGcM9CEGCJCGd7jSkOyTk1vfq\nqvf8sauSrkpXp6tSu3ZV1++zVi3Yu/au563d6a791Pu+z+tfktXQ0MDSpUv51SOPMLB8Ob1TplDT\n1kblz37G5UuX0tDQ4Fvs4/Jx4vxopzkpIiKlx0rtD7GZnQ1sMrOsEoz4TTfBgw/CNdfA+vVw2WVU\n3HxzVrErKrLveBoY+C2wYNCejYTDFx/Z+tRFtVyxZAyXLqpl8qT85YwLL/s5z7x47pFts2eorl4E\nQGUlfGZphCWLa1m0sIb6uvx1qKXHDYWeo77+UgDed5Lx2ctruOQTVXz07ErC4fwkiOkxq6peYMKE\nK45sz55h/NmSMIsvDHP6HP/ea23tJqZP/6sj2+d/2HHJxY6LLnA0npy3sMfEra9/lTPPvB6AUMix\naEE/H/9IP+d/KErdmPz9fqfHPemk11mwYDkAdZEYn7jgIOfN7+LMOd2E8/RPOT3mxInb+NM/XZvV\na0yePDnruLdPnUr7j3505O9F4/XX84Vdu0Z8/u7du/nxj38McI5z7uWsGzBI8m/eR+b9PWPrsnsv\nhzrf4YXX/k9e2lGKktdu5syZ1NbWZnVuT08Pzc3NUKbXTkQkaKO+J+WIuXO9G45ly+CWW2DixAIF\nbhx2+9mXeonUGuEwXPrJCBMnhFKef25TH9GB7G80m1tT74qdOxo3GoUnf9dLuNIIh41PfryaSO3R\nm/eu7jivvD6QdUyAncfEnXTk//ftdzz5X/2EwxAOGed9KEwodDRRad8TY+fI7wOPxtyV+rOMxVK3\nm3c5nn4mRigEoVCYubNSE5VtzXEOHMo+eUmPOzCQ+t43vwGRiBEKeb0oE8annv/6m2H6c7jMLW2p\ncfv7Jxz5/1jMePHVSsJhRzgE583vJzLo3qyvH7Y1Z3ezltTaNillu6/v6Bvq7A7x8h/qvGtc4Th9\ndg+hQf+UDxwK0bFvTPYx3079fenpGZf1a+Sid8qUlL8XvVOmQBZJih+MHBZzVHkvQD0pIiKlqHyS\nlK1bvZ6UW2450pNSGO3AB9K2j+rscjzw624e+HU3FRVw7vxqPv0pb8jXvNOruOOeTu6+rzvrqH19\nbwNHx8+bpcZt3xPnp7/o4qe/6KKm2rjoY9Vc+slaliyqoXFiiGX/3MlbO7MvnXz48O60uB0pz7/5\nVow33+rh1tt7GN9gLL6wiksurmLRwir6o/C5L/USzfLGfe977cC0I9uh0J6U52MxePGVOC++EmfN\n96NMn2IsXhhi0cIwHz2ngi1vxln5zcps3yr7D76bEjccTh1O19NrPL0Rnt5omDnOnAsXf8wb8nX6\nHHj0t9Xc/+uarOMe6tyfEreqKnU43f6DFWx4qoYNT9VQVen48FnecK8F50ZpnBjn3+6ZSMvb2cft\n6k1dTLy6OnVo29sdVbz9+Hh+9fh46iIxzj6ri/Pmd3L2WV3E4/C9O88iOpCahB9P/0DqvJ3a2mOH\nl/mhpq3N+zuR+HtRc/31BYkrIiIinrIY7uWcw4VCcIJzUnIZ7uXcyXzorAd4d99EWtvaMs5JGcr0\nKWHOOq2Gx37bm1Pc/v5/x7nh56QMZf4ZldTVVbNpc/Zf88fjE+jqugvnhp+Tkq6yEj52biW791TR\ntju7f5Ox2PvYv/92YrHjz0lJV18HC88P8fwrEaLR7IafDQyM5+23b2Vg4HhzUo7VeLLjnPlj2PhS\n9hN/otGT2Lp1Df3HmZNyLMcHpsc4pXEsf3wrknXcvr5xvPTSCvr6hp+Tki4UcpwxuwdXMYk9+7Id\nclPPk09+mZ6ecTnPScl2uNeBAwd44JFHiA6ek7J2LZd/+tMjnpPix3Cv88+6jrFjshzu1fUOz//h\ntry0oxQlr92MGTOoqckuMe/t7WXnzp1QptdORCRooz5JSXbzpx+faf9wcklSALY+O5XqKph+TvbD\nRcL5GtyfpWw/0PMlEsn+5jkfxo4dW/CYQU3CnjBhwvEP8sHEgg2xTJVNkpKs4rU0bZJ8pv2Z+JKk\nnJFjkrJFScr06dNzSlJaWlqgTK+diEjQymK411CJiN9VvUSk9LS0tAyZiCSrfrW0tASWXJrLYU5K\niX0J5RfNSRERKT2jPkkZLhlRoiIig82fPz/jcw0NDcGWIAaVFM6RkhQRkdIz6pMUEZFRQeuk5ExJ\niohI6SmLFedFRERERKR0KEkRESkF8RwfAhztTRnp43jMbIWZvWBmh8ysw8zuN7O5Qxz3DTN7x8y6\nzew3ZjbblzcoIjLKKEkRESkByYnz2T4k+wRlhInKQuD7wPnAYqASeNzMjtTZNrOvAv8A/B3wEaAL\neMzMsq89LiJSZjQnRUSkFGhOSs78mJPinFsyeNvM/juwBzgH+F1i9z8CNzvnHk4ccw3QAfw34N6s\nGiQiUmbUkyIiUhLc0URlpA+UpIBvPSnpGvAu+HsAZjYTaASeHNSOQ8DzwAX5eWciIqOXelJEREqB\nI4eeFF9aUnL8ru5lXj377wK/c85tSexuxPsJdKQd3pF4TkREhqEkRURE5MSsA84AFgTdEBGR0ULD\nvXw0tv7YxSKH2iciclw+Vvcysy+bWbOZ9ZjZc2Z23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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorSteepest(mg3, 'topographic__elevation')\n", - "fd.run_one_step()\n", - "drainage_plot(mg3, title='Grid 3 using FlowDirectorSteepest')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Flow on this surface using **FlowDirectorSteepest** looks realistic, as flow is routed down into the bottom of the curved surface. " - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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ABfAFcI4xZo9XjfMjTVKUUir4aJKilFJBoL7hXnWd0xDGmPnA/Dr23VLj+Rbg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h+//z6KtDR/PDziadXqPTw8bqhuNyWlEps2DSIlxQ8vr0Qee2wxnp7qhhMkJXmzZk0vbt70wcfn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\nai8A+pYFeezJan79aDUQ9K+oiOS6AXg/ZDpagerQ9Dcnezjnu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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorD8(mg3)\n", - "fd.run_one_step()\n", - "drainage_plot(mg3, title='Grid 3 using FlowDirectorD8')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Near the bottom left of the grid, the steepest descent is on a diagonal, so using **FlowDirectorD8** gives a different drainage pattern. " - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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LbR47NkJu89ixEEz9dLZpTKTcphRZjqKpGxV5f+tTZCmLkFlaGiGzLkVWQTeE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\nlwFeYPCKfg3YN8wjEpE6oLz3+BuMMT9PoUU+7F6Gg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TkDhfNzaS8vZXZOHrM7ehzHrZVK\nnn70cqQtjxn5rY7n5FRVVTmK19raOnROzne+w4cvvDDlOTkDkpwTjDGvjrX/aBK/744986sUls5z\ndGxX6z7eeOp/0tKObJR470444QSKioocHdvZ2cmGDRsgxfdORNYANwG3G2O+NmD7t4DLsYvqPAd8\nwRiT1sW1RGQ+EAO+hL3mHMBm7CHgPicfHiql1GQxFZIci+FHjl9qjFk/wjEpJzmJKmq+QUUGRto+\nmpR7jQYp++pFBE5axv6v3EW8xVmSBODzja/DruTa/8CEI7TfeofjY/PyxlcJS2bOJPD5K4hu3Ejk\nz84n8wcC46xytnIlnjP/BevJJ2Gz85oVxcMMFUxF6N2nEV+0mPyH/oin03nvSElJydg7DaP+zPdh\nPB7mPPkXx8eWlY1vWYlITi6bjzuJGYeaqdkx3PD/0c2e7XwoIsDBgiLeKp/D8kONzO8cO5kbzEmS\nk6iidtGgIgMjbR+JJjmTQ6aSHBE5CfgN0A48lUhyRGQ1sBq4BKgFvg0cDRxhjIk4u5pR48eBOcaY\nxkHbZwGNxhhdJ0EplXWyvoS0McZjjPEO8xg2wRnH+YdNZBJV17I9SVRKpU9tbe2wiUyi6lptbe3E\nNCzBOHwooH+4mtNHKkSkEPgVdm/N4Cz8q8CNxpg/GWPewk52qoCLSK+RatEXAumfIKaUUhkwJebk\nuGm0hT7H2zOjlJqaRlvos7S0dEJLSGvhgfFzeU7OD4FHjDH/JyLXJzaKyEKgEnhywDk7RORF7Pky\nDzhq0DBE5PuJUwPfEpGB40G9wMmA83HHSik1CWiSo5RS04EWHjgsbvTai8jHgXcAJw7zciV28jG4\nLF9D72vpkMjKBXsY3MAhcBHsymrfS1MspZTKKE1ylFJqGtCenPFzoydHROZhL159tjHGWUnINDHG\nnNnblp8DXzXGOJ8YqJRSk5QmOUoppdRhaGpqoqkpueplLBYb67ATgHLgVelfsM0LnC4i/45d5UyA\nCpJ7cyqA19LQ7D7GmEvTeT6llJoMNMlRSqnpYDzFBLQnBxi7J6esrGxI1cGuri7eeGPUdTSfwB4i\nNtC92KWbbzHG7BJ7YbSzgDcBRKQYe57MDx1eglJKTTua5Cil1DShw8/Gx43hasaYbiCpXr2IdAOH\njDGbezfdDlwnIjuwS0jfCOwDHnLUGKWUmoY0yVFKqenAAiyHWY7lSkuyjsvV1ZIOG3SO74pIALgH\nezHQZ4APpHONHKWUmqo0yVFKqelAh6sdlkysiWaM+Zdhtt0A3OB6cKWUmmJ0oRellJoGEtXVnD5S\nOrfIl0Rkt4gEReSfInLSKPteLCJ/FZFGEWkXkedF5H3puk43uLkYqFJKKXdokqPUBBju9icTt0TT\nKe5I59dbz/QSkY8BtwLfwF535Q3gcREpG+GQ04G/Ah8AjgeeAh4RkWMz0FyllFLTxLQerhaNRumv\n3Ok+j8dZTpl/9EICxyxEArkA5LxjEf6KUpp/8TdH57EsZwPrA6veDfE4iAc8HnzvOhETiRL858sp\nn8PptQIEzv0A8ZYW+0l+Pt4z30Pk7beJ79uf8jl8Poc/0n4//ve+DxPswQNYpSXIe99H9PG/wNgl\nYPtEIs6GyFsVFZiahZicHADClZWwdBnefz7v6DxO4wYXLsZ4vBgRjAjt8+ZjRAjs3O5aTID6RUvJ\nCQUBiHq91M2dT2FLMwXtba7FtUTYUjmP3Ki9BEmn18vrM2eztPEAfgf/J8ZzvYcrGnVj2ZRxLAaa\nWkp4NXCPMWY9gIhcBZwHXAZ8d8gZjbl60Ka1InIhcD52gjTpZHBOjlJKqTTRnpxJLLRtHzM+8E7y\nVy4AoPyy9xNtanc9bmz/QYovPh9PIB9vyQyKzz+XaN0+1+NaXV0E3mePWvEvWULOsccSP3DQ3aDR\nKOTn4zvueAB8x58AOTmOEpzxkKYmrGXLMfOqAbBOPgV6elyNCeBra6X7mHdg5edjcnPpOvZ4fG2t\nrsf1h0M0LF4GQE9JKa1z5pLf6e66gx5jsETYN9PuUDhQMouIz+8owZlK3BiuJiJ+7PVenkxsM/bd\n/RPAKSm1y/6kqQhoGe+1uU2HqymlVPbRJGcSM+Eowbdqk7Z1b0j9E/fxitTuweoJ9j2Pt3cQ2+9y\nsgFEtyVfW2zHTsjADam1a+eg57tcjymWhexLThw9dXtcj+trbcET6v/eSiSMv+WQ63ELB8UoaGvB\nk4Hv7ayuzuTn3Z0j7DkNmHE+RleGvYBlw6DtDUBlii37f0AB8ECK+2ecJjlKKZV9NMmZ5Lo3bOv7\nOrKviViD+5+6Y1mEt/bHDW/e6n5MIF5fj9XR/+l+dNu2UfZOn8FJTXxQ0uMWT93e/iedndDq/vdW\ngJz6/oQ1p/4gkoGbsdxgDzkDeqoGJz1umTkoqZnV5W7v0WQmxozr4WqbRD4JXA98xBjT7Gqww6QJ\njlJKZZdpPScnG/S8uqPv60z04iSEN20l/7hje7/ekrG40W3byT3xBIxlEd2ZmWTDtLdjNTfjKSvD\namq0E44MkH119hwJETx1e8nU7LCc+gOEahb1fu1+D11CYUszLYH5fV9nQm48RlGoh868AHmRMPnR\naby8iGHUdW8a6l+nofHNpG2xWHCEvfs0A3GgYtD2CqB+tANF5OPAj4F/NcY8NVagiaRzcpRSKvto\nkjPJxQ51EK6tJ7emMrNJztZtmHgc4nHC2zOTbABEtm8j98QTiNXVYYJj3mCljbVrl53k7HR/qFqC\nhEJIYwOmohIZ2KvjspzGht7CEkJOw6j3oWlV2NJMy7z55HV24M/gZP6ZXZ105gWY1d2ZsUQyG1VU\nvoOKynckbevs3M8rL9854jHGmKiIbADOAh6Gvjk2ZwE/GOk4EfkE8BPgY8aYvxx+65VSSqlkOlwt\nC3Rv2E68s4fQNvcn/yeYYIho7V7CO3a5Pgl/oNjuWkw0OmR+jtsSQ9TiuzOX5AB2chONIAcPZC5m\nPE5OUyP+5iY8MTeqeA0v0NGOJxbNWC9OQmIezuD5OdONi8PVvg9cISKXiMgK4G4gANwLICI3i8gv\n+tphD1H7BfAfwMsiUtH7KE73NaeLzslRSqnsoz05WaD7le34ykvAyuwfzdCmLZhwOKMxicWI7tqV\nsfk4CebgQazmZszBzA3fAvDs3YspK0cyXPErp/4AZhxlvg+HGENhSwuFhzKb5BSGQxSEQ8wIdmc0\n7qSTWiGBoceMtYsxD/SuifMt7GFqrwPnGGOaenepBKoHHHIFdrGCH/Y+En6BXXZ60tHhakoplX00\nyckC4V0H6HjytczH3bQFMwFrhIT/+U+sQ5mZmN7HGKL/9+TY+6VbWyueTW9lPGxO/QHIcJIDUFK/\nn7zurozGFGBJ4wHttjbjWCcnxf2NMXcBd43w2qWDnp/prBETT5McpZTKPprkZAMDoc2Zm7OREG/O\ncKLRK7Yn89cKYPZlbjhgggBSn7l5MQneDM53GsjJ4p/pVBJ0fw2iSS+FdW+GO0ZpkqOUUtlIkxyl\nlJou9MZ73DRpUUqp7DLtR3CMZbRP8HRyqVJqoDfeeIO2tuF7q9ra2njjjTcy3CKllFJqetIkJwXD\nJTOpJjji9RJYuIzy916It6DIrSYOjZufR/7xx1B84QdAMlc411M6g/zT34n/tBMyFhPAM7eC3Pe9\nG1m6IHNBvR5k8Tw8H1yFVVyQsbAmx098xQIiZ52E8WTuexsvyKN7ZQ1Ny6oyFtMAoRkBGo+YR9Os\nzL3H47VgwQIeeeSRIYlOW1sbjzzyCAsWZPDncxCxxvdQWl1NKaWykQ5XG4P0JgjG68WsXQvLlsG2\nbbBuHRKP970+kDdQQMHiIyhYeiQFC5fhyc2ja9vbWKEg4nX2lhszm3j0foyx19bzej+CSNOw+3rL\nZ5F/1BHkHbWCnMU1iNdL+4OPgdfr+LqNVU4kdB/GqkCknpycjw8fVwTfgrnkHrWMnKOX459XCUD3\nHevB5zyuZZXT3fHz3rgNFBR8Bo9nmGpcPi++pQvwHbUE/5FL8JQWY3UHiX//l47jxuNltDbdQzxe\njtfbSGnp5Xi9I8xHCuQhyxbgOWIhsmwBkpeLtWMv0v0WxuH7HIvN4kDdbcSiZfh8Tcyd+xV8vpZh\n97VKCrGWVBNfMg9rfgV4vfiefR1EMF5niU40Usq2LeuIRsrIyWlm2bJr8Ptbh+xngOjsEsILKgjV\nVBIrLwFg5t/fwhpHchUOlfDqK2sIh0rJzW3hxBNvJje3fei1eoTu8hl0VM2ks6qUaEEenmiMpS/v\nJT6OuMGeYp5+8gsEe2aQn9/OWWf9kPx8d8pJl5SUcP755/Pgn/9MbM0aQvPmkbdvH/777uPC88+n\npKTElbgpcbHwwFSnc3KUUir7yHT8RSwixwMbRGTYJGU41vXXw8MPwyWXwPr1cMEFeG68se91X2Ex\nRUefSOHSI8mbOx+R9HSS7bn3owT3zR2w5Tl8vvf0PfPPm0P+Ce8g7+gV+CtmpyUmQP33Pk5457y+\n5yLPk5t7Vt/znJVLyT3uSHJXLsNTXJi+uDd/ksiO/rhe7z8pKvqA/cTnxX/CSvxHLcG3rAbJzUlP\nzHWfJLy9v8JtTs5LlJVd3L9DYQDP8SuQFQuRBXOQNFUlq/92ctz8/A0sWPDpvudWeQnxlYuIL6nG\nlKfv5rj+259KiltU9AYrV14F2IlNpLqc4OIqwgsqsQry0hf3xuS4paVvc+qpawA7sWmvLqNj7ky6\nKkqx/M4T5FTjzp69nQ9+8JaUj6+qct5z9ZPqaurvvrvv90XlVVdxeV1dyscfPHiQn/70pwAnGGNe\nddyAARK/79559BcoLnR2LR1dB3hp44/S0o5slHjvFi5cSH5+vqNjg8Egu3fvhmn63iml1ETTnpxU\nLVtm37BcfTXcdhvMTk4oYl0d9Ozcgng8iMdDXtX8pNej7a3E2od+Wj6WaNvgG/nK5NcPNuLZvA3x\nehCPF1/5rOTX9x/EBEOO48aac5OeGzMo7s69SI4fPB5yVy7FU5g8lCi2q25cnwLHm5Nvqu0erMRJ\n48S27Ea8HvB48C1dYLchsW8ojDnofA2W2KCY8figZLGrB2vrHjweD3g9MK8SGdCjYNq78LY7L4sc\nb06+aYrFypOey6F2PDv3g8dD3COYWTOSX29qwx91vlBr/FBy3EikrP+cgL++FcvvA/EQXlCBFUj+\nWQg0dyDjWLPJOhRIeh4Oz+z72mMZChvaMR4PRoSuihLMgB45icWZ0TW+NZsOHEr+2QwGZ4ywZ/qE\n5s1L+n0RmjcPHCQ5bhBSXtwz6RilPTlKKZWNNMlJ1bZtdk/Obbf19eQMFm48QLjxAC3PPYG3oIiC\nJUdQuORIAguXEQ/2sP/XdzsOG4t9HBh48zuo3HA8TnjbTsLbdtL+hz/jqygn76gjyDt6BTkLFxDe\nsZvuBx9zHNcKfyoprkhyXBMKE35tE+HXNtEpgn/hPHKOXk7u0cvxzZlN5JlXiL25xXFcCf4bMOCm\nWxqS47Z3Enn+dSLPvw45fnxLF9g9O0cuQQryif/2r9DmbCiSt/vTxAdcq9fbOHSnhkNYDYfg6Veg\nIB9ZXmMPWVs6H8IRcn79uOMbSH/o08QGXKvPlzwcUCyDt64Bb10D/v97BWtmsT1cbck8rOoKPAea\nmPX8JkcxAeqj++kcEDcnJzkx9ERj5O86SP6ugxiB6OxSQjWVhGsqiM2awcxdDZTWDvMejeEAjbTR\nn4Tn5iYPzfOHIszc3cDM3Q1YXg9ds2fQOaeUjqqZxPJyOGJrI4Fg1HHcvblttNKfUOXnDx0il255\n+/bZvyd6f1/kXXWV6zGVUkop1U+Hq6UwXM0YY8+3SHFOzpB4Ph+BBUuINB4g7nAhRGPK8VQ8hYnN\nJt6yFY/50IhzcgbzBALkLFtE7O2tjntVjCmH2c8S7ygk3rFl5Dk5w8WdVUr+vEriW3c7igkgM5YS\nNH8kesgPoV0jz8kZciB451WSl5eH2e/sBjwen0Vr6H6MZy5i7aM075Mjz8kZzOtFFs2lsCeCdDpb\niyUWm8n+jl/Yc3Kie5hb+cUR5+QMZvJysBbMYWZjh+PkKhotZVP93cS6i8iL7x1xTs6wbS7KJ7Bg\nHsX1znslu6xyXtx4I/H2PAq89SPOyRnMAKGSAkpmzWRGp/PenDrm8uzfroT2PIryWhzPyXE6XK2t\nrY2H/vxnogPn5NxyCxeed17Kc3LcGK528lFXUlzgcLha9wFefOuetLQjGyXeu5qaGvLynA3dDIVC\n1NbWwjR975RSaqJpT84YEsMUJB5HBszBGTh8YaxEx8RidO/cYg93ckikiZkf/Tb5Jx7Jwau/R7y1\nI+VjrZ4eQq+/hc/n/Nss0kTlpesx4TAN//M9R8dah1qJd49vsUmPt4XqSx8g9PYbdP7lodQPNBCv\nq8cEAmPvO4jXe4jKE/+TvNPfR+jpvxDb6mAR1Hgcs30vUlzsOK7P18L8c78PNUvhz79BOlPvYZBQ\nBO/WPcg4JrL7/a3UfGo9xuOh5OlHHB3r6wyOK8EByM3tYP6lD1DY2sic3W+lfJwA+W3dzMgZX3W1\n3EAX8y99gIVtB6jqSi2JHK9EFbULzz+fkrq6viFqbeedxyOPPML5E1l8wOp9OD1G6XA1pZTKQprk\npGC4Hp9UCxYopaaPPXv2DJvIJKqu7dmzZ8KSHDHjmJOjN+qAJjlKKZWNNMkZw2jJjCY6SqmBjj32\n2BFfKykpmdgS0qAlocdJkxyllMo+muQopdR0oOvkjJsmOUoplX3Ss+CHUkoppZRSSk0SmuQopdR0\nYI3zoYD+3pxUH2MRkWtE5CUR6RCRBhH5o4gsG2a/b4nIARHpEZG/icgSVy5QKaWmGE1ylFJqGkgU\nHnD6UM4TnBQTnVXAHcDJwNmAH/iriPSt1isiq4F/Bz4PvBPoBh4XkcGrRCullBpE5+QopdR0oHNy\nxs2NOTnGmHMHPheRfwMagROAZ3s3fxW40Rjzp959LgEagIuABxw1SCmlphntyVFKqWnB9Cc6qT7Q\nJAdc68kZrAT7DW8BEJGFQCXw5IB2dAAvAqek58qUUmrq0p4cpZSaDgzj6MlxpSVZx+3qamKvR3A7\n8KwxZlPv5krs70DDoN0bel9TSik1Ck1ylFJKqYl1F3AkcOpEN0QppaYKHa42iUl+bkrb0h43d5i4\nw2xLe9ycYeIOsy2tvF77MXibxzv8/mli/P4hH5Ibv9/VmADGNzTGcNvSLT7o/TTDbEs3CyE+aMFe\nCyHONF3E18XqaiLyJRHZLSJBEfmniJw0yr6VInKfiGwVkbiIfP8wripjRhuW1tXVRWNjY9KjtbU1\npfOKyJ3AucB7jDEHB7xUDwhQMeiQit7XlFJKjWJa9+SMc9z0YcVzIreqnNKPvx/JswvpFH34LAAO\n3fM7R+cRcXZTV3ziO/HPqUJ89o9H6cc+RWjndrpefCHlc8TjcUcxAUredz4mHgPAO6uckk9fTvuj\nDxJv6nEvrjEUfuTfsLo67LgLl+I/+gS6Hvi5o6E9juMWlyLveQ+IfRdjjjwOPB6sZ//m6DRO44ar\nFxOfORvL6wPx0HnMu/C2t5C7a7NrMQEaFxzR935GcvOpW3YCs/ZuJa+73bW4Btg4Zxk5sQgALblF\n1AdmcvTBbTgZhzWe6z1cluVC7ebxVEtLrRTyx4BbsSuAvQRcjV0BbJkxpnmYQ3KxJ9jf2LvvpDfW\n34pAIEAgEEjaFolEaGgYPNIsWW+CcyFwhjFm76CYu0WkHjgLeLN3/2Lsamw/HMdlKKXUtKI9OZNY\neEcdvjll5FTbw68LTzuO0Fs7XI8b3LqFgqOPxZObi7eggMCRKwlu3eJ63Mje3eQfeQwA/soqPPkB\nYk2j3yQcNssi3tqMf8FiO+6CxcQPNbpfVaq1GfLzkZnlAMjCZZiG/e7GBPyNB4hVVkNOLvj9xObM\nx9foftz8jha6yqoAiASKiObmk+sgwRkPAQoiQdoCMwBozy8iLxbGM20nmrhWeOBq4B5jzHpjzBbg\nKqAHuGzYVhizxxhztTHmV0BHuq7OTW4UHhCRu4BPAZ8EukWkoveRN2C324HrROR8ETkaWA/sAx5y\n6VKVUmrK0CRnMrMsgm9s63tqBj13S7Shnlhb/1CLSP1B4m2pDb04HKGdW5Oeh3e6f60Asdodg57v\nzEhc9u9Jfr5vz/D7pZGnpwtPV39yIT1deLrcv88MtDUlJY6B9uaMDBor7Um+ttJgVtxTu8My43uM\nQkT82CWPB1YAM8ATTKEKYC5VV7sKKAaeBg4MeHx0QNzvYq+lcw92VbV84APGmEj6r1IppaYWTXIm\nueBr/T0o4e17sbpSH7p1WHG39A9fCm5NfSjT4bA62ok29g81D+3YOsre6RPbswvTOzzIWBbRvbsy\nEtcMSHJMSxMEuzMS19dwoO9rf8P+jCQb3lg0qecm0NaUgagwI9SJmP6hXyU90zjJcUcZ4EUrgDlm\njPEYY7zDPNYP2u8GY0yVMSZgjDnHGON+d75SSk0BmuRMcsE3t2Fi9pyAgQmP63EHJjlbMhc30Xtj\nRcJE9tZmJKYJh4jX20O24gfrIBLOSFzq92Ni9hykTPTiJAwcnpaJoWoJgbbe6RmWRaD9UEZieo1F\ncagLgIJwNzlWLCNxJyWnQ9XGs3joFJWhdXKUUkql0bQuPJANTDBMaGst+SsXZzTJCe3eiRUOY2JR\nIvv2jn1AmoR3bKXwlNOJ1O6CeOZuSKO1O/BVVRPN1FA1sK+vfh/Mq8Hsr81YWG9bMxIJY0TwtmSm\nRwXs3pvWeUvI72zBY2VuMn9pTwft+cXTe6gajLlOzoHOzRzsTO61jVljJvzNQJxpUAFMkxallMou\nmuRkgeBrW/CVlRA9kLkbUuJxQju2YYXDGf00N3pwP/HuLsI7MzNULSFWuwPefeaQ+TluM/trYWY5\nZDDZEGPwNR3AeLxJQ7nclhPswhcO9vfoZEhpsINahs7PmX5G75mpKlxBVeGKpG3t4QZe2PfLkc9o\nTFRENmBXAHsY+ha2PAv4QRoaPSm4vRioUkqp9NMkJwsEX9uCr7w083G3bsEKhTIc1RDeuY3wru0Z\njWq1tRCt3YHV7n6BhST798LM2ZmNCfgaD2A8mR2tKti9OZmaj5OQG49S0tNBIJrpn+VJJoVCAsMe\nM7bvA/f2JjuJEtIB4F4AEbkZqDLGfDZxgIgci/0jUQiU9z6PGGMyMwHQIU1ylFIq+2iSkwVijS10\n/jX1NWrSJbh1c/+ckQzq/uc/sLq7Mh439OyTY++UbsFuzKbXMh7W13QQ43D9pHSY0bAXfyTzyUZN\na2YKLExqxrIfTo8ZaxdjHhCRMuBb2MPUXgfOMcYkstlKoHrQYa/RX5/6eOwyynuARc4amBma5Cil\nVPaZMkmOiHwJ+E/sP6hvAF82xrw8sa1Kn1hjS8ZjWt2ZqfY1WCbKVQ/H6mibkLhkoITzYBKLTshN\nvz8cnICokBfTirtuMsbcBdw1wmuXDrNNi94opZRy1ZT4QzNgxe1vAMdhJzmP9366qJRSKlF4wNFj\nohs9OWh1NaWUyj5TIsnB4Yrb2WC0P5Ju/gG1LGvUuJblzkT1aDQ64rktyyIajaY9ZjAYJB4fvspX\nPB4nGHSn16Gjo2PE64lGo3R0uNOz09zcTDg8fLWscDhMc8MQlVYAAA/ASURBVLM7BQH27dtHT8/w\n6zv19PSwb98+V+Lu2LGDrq7hhz12dXWxY0f6i0y8+eabtLUN3yPY1tbGm2++mfaYKTPjWAhUb9T7\naIKjlFLZJeuTnKm+4vbgP5Zu//EUEeLx+LBx4/E44tI8Dq/XSygUGpLoWJZFKBTC6/WmPWZOTg7t\n7e1DEp14PE57ezs5OTlpjwmQn59PQ0PDkEQnGo3S0NBAfn6+K3GLiorYvXv3kEQnHA6ze/duioqK\nXIk7c+ZMNm7cOCTR6enpYePGjcycOdOVuJWVlTz33HNDEp2uri6ee+45KivTv1bl/PnzefTRR4ck\nOm1tbTz66KPMnz8/7TFTpuvkjJv25CilVPaZCnNyRltxe3naovh8sHYtviOXEdu0DdatAxcn5YuI\n/UfS54Pr1+JZvoz45v64biUbIoLX6yUugvcba7EWL8Xauh1Ztw6v1+taXI/HQ15eHsFYDP831hJd\nuAS274B168jPy8PjQiUwr9fLjBkzaO/uxqxdi3fFEuJbdiDr1jFjxgxXEisAv99PRUUF9c3NcN21\nsHQJ1tYdeG66icqKCvx+vytxc3NzWbhwIbv27kWuu5bowoV4du7Gc9NNLFq4kNzcXFfiBgIBjj76\naN7YtAnPdWsIzV+Id3ct3ptv5tijjyYQCLgSt7CwkFNPPZVnXngBuW413XNryN2zB+8tt7Dq1FMp\nLCxMe8ySkhLOPfdcHnnsMWLXrCZSPY+cvfvx3X8/5597LiUlJWmPmbLxJC16ow5o4QGllMpGWd+T\nkzFr18LDDxM70AgPP2w/d5mIwNq1mAcfJn6wP65bicbAuGbtWmK/fwirvhEeegiTgbgejwfP9WsJ\n//aPWPUNWH/8I6xd60qCk+D1enuv9feE6w4S+/3v7YTHpQQnwe/3Y117LaHf/JbQ3v1EfvtbrGuv\ndS3BScjNzcW69lo677uf0N599Nx/P9a117qW4CQEAgGsa9bQcu+v6KndQ+cvf0n8mmtcS3ASCgsL\n8f7X12n433vp2rWLQz//OfE1a1xJcBJKSkqIrVlD/d0/pmXrDurvuYfYmjUTm+CA9uQcBu3JUUqp\n7DMVenIys+L20qVwySVw9dVw221QXp62U49q2bLkuLMztKbK4OvNUNz4oiVJcU3F4G9r+llLkmNa\nc+a4HnPYuHPnZiRubNGipLix6sHVfd0RrVmYHHfBgozE7axKjhtesAA2bHA1Zqi6OilmqLoa9uwZ\ndt+3336bTZs2JW0bae6UUkoppVKT9T05xpgokFhxG0hacfv5tAXavh3Wr7dv+Nevt59nwrZtyXG3\nbctM3Am6XtmxIymuuDA5fDDPoJieDMScyLi+XbuS4vp27cpM3Nra5Li1tRmJm1u7Jylu7gjJRjrl\n1dUlxcyrqxtx35UrV/KRj3wk6XH22Wenv1HGgGU5e2hvBKA9OUoplY2yPsnp9X3gChG5RERWAHcz\nYMXttFi3Di64wO7BueAC+7nLjDH9cWfP7ovr9h9PYwyybh1ceKEd98ILkQzEtSwL1q3Dc/HFSEUF\nnosvhnXrXKvoBnaRAVm3Dt+HP4xnzhx8H/4wsm7diFXX0iUajeK56SZyPvIRfHPnkvORj+C56SZX\nqsgNFA6H8dx0E4FPfIKc6moCn/gEnptucr3noKenB+/NN1P0mc+Qv2ABRZ/5DN6bbx6x6lq6dHV1\n4b3lFmZdeimFixYx69JL8d5yy4hV19Khra0N3y23UHnllZQsW0bllVfiu+WWEauuZYwOVzssmuAo\npVR2kanyy1hEvgh8nf4Vt79sjHllhH2Px+79ySgnc1oGfl8GHjfS9tH4fKmPSkxUURtcZGCk7SPJ\ny8tLOSb0V1HLG1RkYKTtI3EyxyNRRW1wkYGRto+muLg45biJKmoVg4oMjLR9NE7meSSqqC0cVGRg\npO0jKStztvxUoora0YOKDIy0fSSzHQ6ZTFRRO3VQkYGRto+kqqoq5ZiJKmrnDioyMNL2kdTX1/Pz\nn/8c4ARjzKspN2AYid93p5R+mBl+Z8Ns26NNvND6+7S0Ixsl3ruCggLH8/Ti8Tjd9oLK0/K9U0qp\niTZVenIwxtxljKkxxuQbY04ZKcHJNoMTCrcn/xtjhk1kElXX3EqK4/H4sIlMouqaGz0rkUhk2EQm\nUXUtEomkPSbY6/MMl8gkqq65tT5PZ2fnsIlMoupaZ2enK3FbWlqGTWQSVddaWlpciVtfXz9sIpOo\nulZfn74pewl79+4dNpFJVF3bu3dv2mOmzOg6OeOlw9WUUir7TIXCA1PSaMmMm4nOaL0lIuJa7NF6\nLjwejysV1kZbj8br9bq2Xs1ovT5+v9+1Cmuj9cDk5ua6VmFt3rx5I74WCARcq7C2ZMmSEV8rLCwc\n9fXxOuaYY0Z8raSkZMJLSBvjcOin3qgDWkJaKaWy0ZTpyVFKKaWUUkop0J4cpZSaHhJD0Jweo7Qn\nRymlspAmOUopNR2Mp1qa3qj30aRFKaWyiw5XU6Nys3zzZOPWhP/J6tChQxPdhIzalaH1gCYt43CN\nHMuyj1FaeEAppbKQJjlqVNMpyQmFQhPdhIxyq6rZZLV79+6JbsLEMoxjnZyJbvTkoEmOUkplH01y\nlFJKKaWUUlOKzslRSqlpwFgWRpz1zJpp1JM7Gi08oJRS2UeTHKWUmhbGs7in3qiDJjlKKZWNpmuS\nkzcRQSfqj97hxh3P8fF4/LBijlc0Gh33scaYcR8/UfN5uru7x31sLBYb1/FuLVY6Fq/Xe1jHR6PR\ncRVbcGMh2rE0Nzcnvkzf7yrL4Dhp0RLSfTRpUUqp7DJdk5yaiW5AJsVisYwff7gxx6unp+ewjh/v\nZPxsncS/adOmiW5CRv3pT3+a6CY4VQM8n5YzGeO8WlqKN/Yi8iXgP4FK4A3gy8aYl0fZ/z3ArcBK\nYC+wzhjzC2eNy5zxJDipHuP0vVNKKZWa6ZrkPA58CqgFpldJLaVUNsjDTnAeT9cJjTEYhz0zqdyo\ni8jHsBOWzwMvAVcDj4vIMmNM8zD71wB/Au4CPgmcDfxERA4YY/7mqIEZ4laS4/S9U0oplbppmeQY\nYw4Bv57odiil1CjS04PjvquBe4wx6wFE5CrgPOAy4LvD7P8FYJcx5uu9z7eKyGm955mUSY6LnL53\nSimlUqQlpJVSajow1vgeoxARP3AC8GRfGLsL4wnglBEOe1fv6wM9Psr+E86NdXLG+d4ppZRK0bTs\nyVFKqenGWGDE6XC1MXcpA7xAw6DtDcDyEY6pHGH/YhHJNcaEHTUyA1warjae904ppVSKNMlRSqlp\noNu0Oy480E2nS63JPlpdTSmlsosmOQ5Mlyo4InINcDGwAghizw1YbYzZNqENywARWQPcBNxujPna\nRLfHDSJSBXwH+AAQALYDlxpjXp3QhqWZiHiAb2IXGakEDgD3GmO+PaENy7xmoOdtXgqM8/hw7zlG\nOnccqBi0vQKoH+GY+hH275iEvTjNQA/2/5PxSPd7p5RSKkWa5KRomlXBWQXcAbyC/TNyM/BXETnC\nGBOc0Ja5SEROwv7+vjHRbXGLiJQAz2HPAzgH+0ZrKdA6ke1yyRrgSuASYBNwInCviLQZY+6c0JZl\nkDFmr4gcgT08ajyajTF7Rzh3VEQ2AGcBDwOIiPQ+/8EI53sBO8Ee6H292yeVSfjeKaWUSpFoF3xq\nROSfwIvGmK/2PhegDviBMWZKV8ERkTKgETjdGPPsRLfHDSJSCGzArvx0PfDaVOzJEZFbgFOMMWdM\ndFvcJiKPAPXGmCsGbPsd0GOMuWTiWja1iMhHgXuBq+j/AOhfgRXGmCYRuRmoMsZ8tnf/GmAjdgnp\nn2Hf1N8OnGuMGVyQYEob672bwKYppVTW0+pqKdAqOJRgL5WenStepuaHwCPGmP+b6Ia47HzgFRF5\nQEQaRORVEbl8ohvlkueBs0RkKYCIHAucCjw6oa2aYowxD2AP4/0W8BpwDHDOgJv0SqB6wP612GWS\nzwZex76x/9x0S3AgpfdOKaXUOGlPTgpEZA6wH/sT8BcHbP8Odu/GlE10enusHgGKpuqn/yLyceAa\n4MTeISRPMXV7coLYCeutwO+AdwL/A1xpjPnlRLYt3Xp/dm8Cvo4998EDrDXGfGdCG6aUUkop1+mc\nHDWWu4AjsT8Bn3JEZB72UJmzjTHRiW5PBniAl4wx1/c+f0NEjsIeLjOlkhzgY8AngY9jz8l5B/A/\nInJgqiV0SimllEqmSU5qpmUVHBG5EzgXWGWMOTjR7XHJCUA58GrvJ/9gr11xuoj8O5BrplZ350Fg\n86Btm4EPTUBb3PZd4GZjzG97n7/dOx/kGqZeQqeUUkqpAXROTgp6P+FPVMEBkqrgPD9R7XJTb4Jz\nIXDmSNWBpogngKOxP+U/tvfxCvAr4NgpluCAXVlt8EKDy4E9E9AWtwWwP5wYyEJ/7ymllFJTnvbk\npO772OVnN9BfBSeAXRlnShGRu4BPABcA3SKS6MFqN8aEJq5l6WeM6cYeytRHRLqBQ8aYwT0eU8Ft\nwHO9ayE9AJwMXA5cMepR2ekR4DoR2Qe8DRyP/f/2JxPaKqWUUkq5TgsPOCAiX8SexFyBXRXoy8aY\nVya2VeknIhb25PTBLjXGrM90ezJNRP4PeH0qFh4AEJFzgVuAJcBu4FZjzM8mtlXpJyIFwI3YC9vO\nxl4M9NfAjcaY2ES2TSmllFLu0iRHKaWUUkopNaXo2HSllFJKKaXUlKJJjlJKKaWUUmpK0SRHKaWU\nUkopNaVokqOUUkoppZSaUjTJUUoppZRSSk0pmuQopZRSSimlphRNcpRSSimllFJTiiY5SimllFJK\nqSlFkxyllFJKKaXUlKJJjlJKKaWUUmpK0SRHqXEQEY+IPCcivx+0vVhE9orIjRPVNqWUUkqp6U6M\nMRPdBqWykogsBV4DrjDG3N+7bT1wNHCSMSY2ke1TSimllJquNMlR6jCIyJeBG4AjgXcBvwFONMa8\nNZHtUkoppZSazjTJUeowiciTgIXdg/M/xpibJ7hJSimllFLTmiY5Sh0m+f/buUOUDKIwCsPnA4t7\nEMFkFywGLepGFFyBQXABgt3qMiyCmOwWs4uw+hk0GecPA/c+T5kw5ZQJL/cyVftJPpK8Jzno7u+V\nJwEATM2PB2BzF0m+kuwl2Vl5CwDA9JzkwAaq6ijJS5LzJLf5/aZO110FADA3JzmwUFVtJ3lM8tDd\nr0kukxxW1dW6ywAA5iZyYLm7v+dNknT3Z5LrJPdVtbvaKgCAybmuBgtU1XGS5yQn3f32791Tkq3u\nPltlHADA5EQOAAAwFNfVAACAoYgcAABgKCIHAAAYisgBAACGInIAAIChiBwAAGAoIgcAABiKyAEA\nAIYicgAAgKGIHAAAYCgiBwAAGIrIAQAAhvIDyNLen0REzigAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorMFD(mg3, diagonals=False) # diagonals=False is the default option\n", - "fd.run_one_step()\n", - "drainage_plot(mg3, title='Grid 3 using FlowDirectorMFD without diagonals')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Permitting multiple receivers with and without diagonals give an additional two different drainage patterns. " - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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HxRgVK/nKWRGRYhE5TETe4zQtcD7HXX/XAWeLyJdFZKGIfAv4BPALp19dwM3A\nDSJygogcAawCntFKYIqi7O/sd2Klvb0dzzXXUPeNb1Bx4IHUfeMbeK65Jm2VsPGira1tj93KBLvp\nKnaNl03vtddSt2yZtblsGd5rr82rTbDJ9N5rrmH2t75F1cEHM/tb38J7zTVpq4SNFy0tLfiuvZa5\nF17ItHe/m7kXXojv2mvTVgkbL5qbm/Fdey0LLrqI6YceyoKLLsJ37bVpq4SNB42Njfiuu45FF1/M\njMMOY9HFF+O77rq0VcLGi507d+K/7joOuvxyZh1+OAddfjn+665LWyVsvKivr8e/YgVLrriCOe97\nH0uuuAL/ihVpq4SNF1u3bqXg+us54qqrWPD+93PEVVdRcP31aauE7Q1yqQSWqzdmXyOPCfZHAi9h\nPSQGuB54EfiRY/dubH7KpcCr2DLFpxtjEr0mFwH3AWuBx4EG7JwriqIo+zX7VRhYvOrXWUuX2rej\nziC2/fTTufPOO1mapyT7eNWvs884w+aoOGKhbelS1q5dyxl5SLKPV/367Nln2xwVJ/Sr7cwzueOO\nOzg7T0n28apfXzj3XJuj4oR+tZ57Lrfffjvn5inJPl716ysXXGBzVBxPTsv557Nq1SouyFOSfbzq\n14XLltkclY4OKCqiedkyVq5cybI8JNnHq3597+KLbY5KLAbTp9N48cWsWLGCi/OUZB+v+jUkmb6s\njJ0/+hFXXnklV155ZV5yV+JVv4Yk0y9YQP2NN7J8+XJuuOGGvOSuxKt+JSfTbz3kEC644AJWrVo1\nIbkrtnRx9u+ZtHRxXudZeYJRXv4ZY24Fbh1hfQj4trMoiqIoDvuVZ2XLli0pBUm8StiWLVvS7Dl2\nu6kESbxKWD7svv322ykFSbxK2Ntvvz3uNgHefPPNlIIkXiXszTzlrWzevDmlIIlXCdu8eXNe7G7Y\nsCGlIIlXCduwYcO423z11VdTCpJ4lbBXX3113G2CnS8olSCJVwnLx3xBAOvXr08pSOJVwtavz09I\n/xNPPJFSkMSrhD3xxBN5sTuRiMg3RWSLiPQ5c4G8L4PtN4hIUEQ2isjn91ZfFUVRlP0DGWP9+AlF\nRA4HXvjmN7+Z92pEibhcE6PxPJ6JcYQVFBRMiN2iPFbTSkcgENjrNgHKy8snxG6+SjqPRj5KOo/G\njBkz9rpNsJPROnPQHGGMyXnm2fjv3a33zeDAQ/xZ77/p9RBf/MSutP0QkbOB24CvAs9hw5LOBBYb\nY4bFUoptHkb/AAAgAElEQVTIN4CfAl8G/gH8C/Bb4BxjzP1ZdzCPxK/dI488ktM8RK+++iof/vCH\nYYz3UFEURcme/SoMTFEUZaoTyzH/JIMwsIuAXxtjVgOIyNexM69fAFybYvvPOduvdT5vdTwxlwGT\nSqzEyVcYmKIoipI/VKwoiqJMIaLGRdRk790daR8R8QJHAP8ZbzPGGBF5BDg6zW5+oD+prR84SkTc\nxpho1p3MMypWFEVRph77Vc6KoijKVMcgxHBlvZiRPSvVgBtoSmpvAtJVa3gI+LITYoWIHAl8CfA6\nx5t05LEamKIoipIn1LOiKIoyhZhEk0L+GDvD+noRcWFnWr8VW543/7OT5oB6VhRFUaYeKlYURVH2\nMR5d18Wj67qHtPV0j6gfWoAoVnwkMh0rQoZhjOnHela+5my3C/ga0G2M2Z1bzxVFURRlKCpWFEVR\nphCxDHJWjv9kOcd/cmiFuTdf7+ebn9qacntjTEREXgBOAtYBiIg4n28ayZaTm9Lg7PMZ4N5MzmOi\nUC+JoijK1ELFiqIoyhQiRm4TPGYQl3UDcKsjWuKli4twJjIUkZ8CM40xX3A+LwKOAv4OVALLgXcD\n52Xdub2EhoEpiqJMPVSsKIqiTCFiuHKcwX7kfYwxa0SkGrgKG9b1MvDRhJCuWiBxZk438F1gMRAB\nHgM+YIzZnnXn9hIqVhRFUaYeKlYURVGmEJmEgaXbbzSMMSuBlWnWnZ/0eRNweNYdmUBUrCiKokw9\n9gmxsnv33s3l1Bns9w4TMYN9d3f36Bvlgd7e3gmxGwqFJsRuJBLZ6zYnasC5t3+fFEVRFGVfYp8Q\nK4qiKPsLMWeelVz2299Rz4qiKMrUQ8WKoijKFCJmhKjJIcE+h332RVR4KIqiTC1UrCiKokwhojkm\n2Oeyz76GelYURVGmHipWFEVRphAGyShZPtV++zsqVhRFUaYeKlYURVGmEOpZyR0VK4qiKFMP/eul\nKIqiKIqiKMqkRD0riqIoUwhNsM8d9awoiqJMPVSsKIqiTCG0dPHYUOGhKIoytZhUYWAi4hKRH4vI\nOyISFJG3ROQHE90vRVGUyUJ8Bvtsl1yS8vc14p6VXBZFURRlYphsnpXLga8B5wEbgCOBW0Wkwxjz\n8wntmaIoyiTAelZyCANTz4qGgSmKokxBJturtqOBe4wxDxpjthtj7gIeBo4aj4Nv2rSJrq6ulOu6\nurrYtGlTRseJxcajN9kzEXaNmRi7sZi1vbeJxiZmUBKN7n27xhgGonv/5g7EDLEpMPhbs2YN9fX1\nKdfV19ezZs2avdwji81ZycWzomJFPSuKoihTj8kmVv4GnCQiiwBE5DDgGOAv43HwmTNn8uijjw4T\nLF1dXTz66KPMnDkz5X7GQLjPTVtDIfUbyuhoLBiP7oyKMdDb56OhJcCm7dPpC3n3it1oDDp6/Wxt\nLmPDjmr21vg9PCA0dfjYsKOETQ0lyF4aW/X2C1ua3Dz3ppfN9Xtn8B4zhpauGK9ujfLAixEa2yN7\nxe5A1LC1JczjG3v447MdRAb2zs0NhqO8VN/Jn/7RwO3P7ZwS7/iPPvpoli9fPkyw1NfXs3z5co4+\n+ugJ6pmiKIqi7D9MtjCwq4EAsElEolgx9X1jzJ/G4+CBQIATTzyR/3v8ceQHl9BXNw/Ptno8V1/N\nySeeSCAQ2LOtiUFft5feDh+97X4iIXd8DWXTwnTt9mVtP9hfwhPPnEd/qJTi4i4+/vGbKSrqGbJN\nNCZ0Bwvo6rVLNGbt+jwDhMJuQmF3qkOnpa+vhMf++llC/aWUlHTyyU/eOswmQHjARUdvAZ1BP119\nfozzFjZQ2E9bd/YiqS9YzCMPnU2or4TS0m5OP/12iot7h2xjDARDblp7vLT1+Ojuc4MzjJ1Z0U9D\nW/ZaOthbzEP3nU6or5jS0h7OOWctJSXBIdvEDLT3uNjd6aK5y0UwNGhnXi1sa4pmbbenp5C//O8n\n6QsWEwgE+dKX7qe0tG/INpEBQ2OHoaEtRkO7IeTokwIf9PbHeHNnf3Y2uwtZe/uH6estprKyjwsv\nfIJAYPgxekMxtrWE2bI7zI62MAOOHqur8PLWruHPwmh0dxXwP789hr7eYqqrQnz/+y9SXh4eso0x\nht09YTY19rCpqZf6tj7isuioeeU89/burO12dfj43Y2HE+otoro6wrXXvk1l5UDWx8mU2bNnc8MN\nN/Dtiy4ifMmFtNfUUd7cgv+66/jvG29k9uzZebM9EjrPSu5oGJiiKMrUY7KJlbOBzwKfweasvAf4\nmYg0GGN+Px4GAoEAA5dfTsuvfgfnnQerV1N9+eUENmwA7AC6a3cBrfXFRAdS/XEXmt4pydquAZ59\n+wK62+0Ap6trGn/5y5c444yfAVakNLUFaOkoSTnTdHjAw5Zd5VnbfXn9Z+nqmOXYrOLee7/I2WcP\npv+EIm7qWwN09Kb2FnX1FdC1M2uzvPz0OXS3WbudnVXcdde5fP7zv9mzvjPo4e3GInpDqR/BhvYC\nGtqzt/vKk0v32G1vr+SPfzyDr3xlNWDvbUObi80NXsIDqd/tv/hW9kLFAK898Qm6W+sAaG0t5+ab\nT+U731kLWG/Ghh0xNu2IpfRS9Yfh0Ze7s7b7+qMfp7t1hmMzwE03Hc8PfvDQnvU9/VGeebOXt5rC\nKfff2R7hrmd3ZW13w4Nn07O7BoDmpmJ+8pPDue66Z/es39Hex72vNbOzI7X4em5rB89t7cja7ht3\nn0VvU6Xt+84CLr10Ib/73easj5MNs2fPJnTJd3n1xz+B885j++rVLLniigkTKgDGSE4hXUbDwID8\nCA8ROQ64BDgCmAGcZoxZl2bbXwFfBb5jjLkpod0P3ID9O+gHHgKWGWOax73DiqIoU4jJJlauBX5q\njPmz8/mfIjIP+B6QVqw8/fTT+HxDPR2LFi1i8eLFKbcPz5ljhcpFF8GNN9rPjlgRgbKafkoqQwQ7\nffS2++jt9BHbI1wM1XOCuLJ4SWmA3e5SwptKh7T39pbt+b/bZZhZ3Ul1WQ9djmelp69gzwDD6xlg\neuVQD8FoxAw8Fyke0tbRVY4x7Amx8nujLJzeTl/YQ0ewgM5eP70hL3EPR2lBiOry7Abw4ajwfGio\noOvoCgz5XFY0wHvmd9EV9NDmeFb6ErxGteX9lJdk50Xq6h9ut7Nz8JqLQF1VjOnlIVq6XTR3utnd\n5SKSIFwOmefGk4VZYwwN7YZwf7Ldoj3/97iFJXPdLKp10dBu2NkWo6nDEE8XKfDB4e8aep9GIxoz\nvPzAUJu7Gv3EYgaXy55PSYGbjxxSypHzo2xtCbN1d5jGzkFPxIwyD0sWVGZlNxiK8urdQ/u6q2Ho\nz8isikK+euwc6tv72NTYw+amXnb3DAqm98wKcMCs6qzs7uoI8s++oXZbWvZOWGRHTe2Q34uOmpq0\n2959993cfffdQ9rS5cnlShTJ0bOiYiWPnpVi4GXgZuCudBuJyKeBfwFSvQL6L+BjwFKgC/gFcCdw\nXNYdVhRF2YeYbGKlCEgeGccYJbfm2GOPZdq0aRkb8W3fDqtXw403wurV+L785WHbuD2G0qoQpVUh\njIH+PSFhPlxuQ0VtKCNbxsD2YCWdoWJ8hT2Eega9I+LvYyDmwuMazJPweaNUl/VSXdZLNCb0BP10\nBQvp6i2gtChMUUFmYS/RmLCppQpvQS/9vRWD5+UPsqW1nPlVHXsEiwgU+Qco8vcws6KHyICLzqCf\njmABfWEPtRVB3BmOjYJhF6/sKMNb0EN/b8K5eoLsavczo2LwurkEyosHKC8eYMH0PoIhF209Plp7\nvESiLuZOz1wkNXW62NjoxVfQQyjBLu5eOnqE8pLBwYbHDbXlMWrLYxgDHb3C7i43zZ0u3C43i2dl\nplaMMby6LUZTl6GgcKhdIz30hwwF/sEBYqFfWFgrLKx1MRA1NHUaGtpsWNj0Ci/TKzIbfEeihgef\n78RT0AMJz5Pb1c2TT7fzwWMr9ggWEaGqxENViYcj5hXRF7YhYVtbwjR3DfDeBWX4vZmdb1tPmFsf\n246noBe6E8411MZLTzXw3uMGc77cLmFeVRHzqoo45d3Q2hNmU5MNCQuGo5x0SF1GNgFe39HG2he2\n4C3qJdw1aLe6eu/k+ZQ3N7M94feifO5cmD8/5bannXYap5122pC21157jVNOOWXc+mPIrQyx0TCw\nvIkVY8yDwIMAIqmz7USkDvgZ8FGS8jBFJABcAHzGGPOE03Y+sFFEjjLGPJd1pxVFUfYRJptYuRf4\ngYjsAP4JHA5cBPxuvAx0dXXhufpqqi+/nPCcOfi+/GU8V19N1wknDMlZSUQECgMRCgMRquf0YqKZ\nDmatUGkKBfC7Ipx8yioefvBLxPoL8Rf2MP/Y+9jUVcOBgeYhgiWO22UoK+mnrKTfekNcmQ1m40Kl\nO+znqA+t4eUnl9LTW0agpIOD3n8PLb32rX+iYEnE64lRHeijOtDnVALLrKBAXKiEoy5OPvUOHnvg\nLILBUioCnSx477281WjfjCcKlkSK/DGK/P3MquonEhWMKcwoyb6p08VLW32IwNmfWcsdfzqDgVAJ\nZaXdzF1yDy++4eXwxZEhgiWOCFSUGCpKBlg8E/yF/ozONS5UNu6IUeSHz33hflbfeiomUkJhYQ8L\nD7mbJ58P88H3+YYIljget1BXKdRVgjEuiooze6biQmVna4QTPvEA//jrJ2hrK2RaVR/vee+9bN3W\nDwwVLIkU+lwcOLOAA2cWEI0ZJMO37XGh0hUc4HNfe5o7b/kgnZ2FzKoJsziwhqfWdQIMESyJVJX4\nOKakkmMWVtIXiRIzBlcGN/f1HW384q8bMAZ+/J9v8MPvCwPBYhbPc3HttW9n1PexUF9fj/+661hy\nxRV01NRQPncu/uuuo35Cc1YkJy+JelYmLmfFETCrgWuNMRtT6JkjsH+P/5pgc7OIbMdWyVSxoijK\nfstkEyvfAn6MdX/XAA3AL522MROv+nXyiSfaHBUn9KvrhBN49NFHOTEpyT4dbu/of7iShcpBgUb6\nox4O/ugd1Po7mVPYzjs91bSGi0cULHFEwOMe3W6iUKko6GNRVRtVn7yZ+q4yFle1UuoLs6mpalTB\nEsflIiOvSqJQmVcVZG5lH6GP/Q/tQR8fWNBGf9jF69tLRxUscbxuk7VQOXx+mGml/Rx24p8o8huO\nOyDEzt0u/rnVM6JgScTvHd1oslA58VAP4Ug/h37oDhbOcHHEQhcv/nOArTvNiIIljojg941+kROF\nyqxqL6cc6WPR3HtYv7GXD7+3lNnVRTz8SN+ogiWO2yX4vKPbTRQqxx1cxYmHlNAbvZdNO3tY/smF\nhDvnc9evX+epdVuA9IIlTqHXnbVQ+caJB3HYnFIOO+tOCn0e/vOs9426/1iJV/0akkw/fz71N97I\n8uXLueGGGyY0d0WZUlwOhEeYL6zWWZ8cM9jkrFMURdlvmVRxAcaYXmPMcmPMfGNMsTFmkTHmh8aY\ncSn509DQkFKQxKuENTQ0jIeZlELF5xoa0iQCC0paqPL1Eoz62dRVw0BsbLcjlVBJHqt63TEOnN5K\noTdCS28RW1rLxzyfSSqhkkxpYZRD5nTjccV4q7GYXe2ZeTBGYrhQGS726qbFePe8AQai8OIbXjp6\nxvZ2OZVQKSkYekwR4fB3e5hX56a71wqW/tDYLvJwoVKGxz3Urt/n4iMfrqKqysvWbf08+XQ7sTHW\nnR4uVKpJfitcPaOY0792CAXFHp5at4WXnhr792i4UKka8zGzZf369SkFSbxK2Pr16/d6nyCeYO/K\netEE+4mZZ0VEjgAuBM4ftxNRFEXZj5hsnpW8cuCBB6ZdFwgEMvKqjEYmQiVOXLDQQ8YelnRkIlTi\nxAVLNh6WdGQiVOLEBUs2HpZ0ZCJU4tRNiwEDWXlYUpGJUIkTFywAW3dGM/KwpCMToRInLlgefqQ1\nYw9LOjIRKnHigiUbD0s6JoNQATjrrLPSrps9e/Y+GQYmIt8ELsa+zX8F+LYx5vkRtj8XWwVrEdAJ\nPABcYoxpy7qDe4nRhMcDDzzAAw88MKStpyf7Et8JHAtMA+oTvj9u4AYR+Y4xZgHQCPhEJJDkXZnu\nrFMURdlv2a/ESr7JRqjEGQ/Bko1QiTMegiUboRJnPARLNkIlzlgFSzZCJc54CJZshEqc8RAs2QiV\nOOMhWCaLUJnMGJNjgv0o+4jI2cD12LK6z2HzBR8SkcXGmJYU2x8D3Ab8G3AfUAf8GvgNcEbWHdwL\nZOIlOeWUU4YVRNi4cSPnnHNOrmZXA/+X1Paw036L8/kFYAA4CfhfABE5AJgDTIwLT1EUZZIwqcLA\npjK5CJU4YwkJy0WoxBlLSFguQiXOWELCchEqcXINCctFqMQZS0hYLkIlzlhCwnIRKnHGEhKmQiUz\nokaIGlcOy6j38CLg18aY1caYTcDXgSC2SlUq3g9sMcb8whizzRjzN6xYOWq8znW8yVcYmIgUi8hh\nIvIep2mB83m2MabdGLMhcQEiQKMx5k2nX13Yssc3iMgJTujYKuAZrQSmKMr+joqVcWAsQiVOLoJl\nLEIlTi6CZSxCJU4ugmUsQiVOtoJlLEIlTi6CZSxCJU4ugmUsQiVOLoJFhcrEIiJebEWqxGpUBngE\nW40qFeuB2SLyMecY04Ezgfvz29tJyZHAS1gPicF6qF4EfpRm+1RfxIuwHqq1wOPYAjNLx7ujiqIo\nUw0VK2NkPIRKnGwEy3gIlTjZCJbxECpxshEs4yFU4mQqWMZDqMTJRrCMh1CJk41gGQ+hEicbwaJC\nJTsMQiyHxYycs1KNzaNoSmpPW43K8aR8DrhDRMLALqAdW9VxUpIvz4ox5gljjMsY405aUnqljDEL\nEmevd9pCxphvG2OqjTGlxpgzdfZ6RVEUFStjYjyFSpxMBMt4CpU4mQiW8RQqcTIRLOMpVOKMJljG\nU6jEyUSwjKdQiZOJYBlPoRInE8GiQiV7cgsBs8t4IiIHYyc5vBI7J9ZHgfnYULBJyURUA1MURVHG\nhibY50g+hEqctEn35EeoxEmXdA/5ESpxRkq6z4dQiZMq6T4QyI9QiZMu6R7yI1TipEu6h/wIlTgj\nJd2rUMkNgxAbJf/knw/Us+GBHUPa+nsiI+3SAkSx1acSGaka1eXYnIobnM+vi8gy4CkR+b4xJtlL\nMylQ4aEoijK1ULGSA/kUKnFSCZaDytt4q60yL0IlTirBMndamFd35keoxEklWEoi+RMqcZIFS3FR\nlB0d5EWoxEklWE75UJQnXuvOi1CJk0qwnPDhAKufqM+LUImTSrDU/YtHhUqO2NLFI3tJDvzYXA78\n2NwhbY0b27ntM4+m3N4YExGRF7DVqNbBnlnXTwJuSrkTFAHhpLYYNh9jUk7qMlEz2CuKoii5o2Il\nS4yB+r78CpU4yYLlpdbpmIiLyjwJlTjJgqU1WEgMYV51foRKnGTBYlwg7vwJlTiJguWJlwYIu4Wi\nQsmLUImTLFjueqiFfq8wq8aXF6ESJ1mw3HrHW/SUujju3dV5ESpxkgVL78ZmzKwiFSo5YCeFzP4+\nZTAp5A3ArY5oiZcuLgJuBRCRnwIzjTFfcLa/F/iNiHwdeAiYCdwI/N0YMynnBlGxoiiKMvXQnJUs\nsEKlKmuhYgx0RApJfNkYjHoJxdyj7isCc4ta8RAlhguXN8b8ivaMhEo46qIn7B3S1tHvz6g8sdcd\nY15lB2AwRijxDTCnIjOh0hNyE4oMPlrGQHvQO8Ieg5QWRpk1rc++mo3B7IqBjIVKa4+LgYTbER6A\njmBmg7qZ1TEqKwzRGHgihsPnuTIWKrvaY5iE4j5dQUNP3+gXWURYcqAbf5EQjRgKIobjDynNSKj0\nh2M0tQ+G9RgDO1rCRKOj2/X7XLz/mHLwCfREmRVzc8LBVRkJlebOEB29g3ajxvB2Y++o+4EVLEec\nuZCYVyh+s5eTCkozFipvNnbSFx7Y87k3FOHtpq4R9lCyxRizBjsh5FXYylZLgI8aY3Y7m9QCsxO2\nvw1YDnwTeA24A9iIVrBSFEVRxpF9wrPS0tJCNJof70YMFyFXgIJYB52e+fR4yvCYPqr6N9DWP2IM\n+BCaPQcQdhWDQHN/IU39JcwKv4CL1APxMEUIUdxEaOEAorhxu8NEXT5e3V3ODN7AIAzgp4DUg0Vj\noD56GPEqmW+3BvAQYoZnW9p+BmPlFEoHA/hpGjgAI4KHCL0hL69scTG9sIG+aDF+dx9uSd33/mgB\n24PzEcfuc1tLKfN2EPKnL2zTHSml1NtNd6SUhv5KxG1wxQz1zR5MuIOq4h46+oooKwimnbhydzDA\niz3lxAwEQ/DYBj/zyprp96cWWTEDXeFCynx9NPRW0BwsxOuLYsLw/OsR+ua2UVoUpaXLS3Ug/b3e\nuKuEzj4v4GJ78wDvNApHz2+nx51aOATDLmJGKPRGea2xlB7xUlxkCAcNf3l0N+8/DFwCnT1QXZHa\npjHw0GsuR3gKT7/eRYEXPnRwemHX0CXUlhqCEXhiq5u+Sg9V3VE6mvq56+43OeboAC0tEQIBDwUF\nqd9jdASjrPlHN15HUP324S0smOalmKK0dt9qj/CuCi/bOiPcvzWI67Aypv+zm1ceeIdSd4z3HDeD\nt19vZcG7K9MKpje2d/Lzh1sIDcQIRaJc/qfnOG1JDcUmmNZuMi7XxLybaWkZNp/imIjhIpbDe6ZM\n9jHGrARWpll3foq2XwC/yLozE4R6VhRFUaYe+4RYySc97hmEXAFCrgp6PDPwxPqoGdiAh8yFCkBh\nrJ0+tx15xsRHYbQ9rVAB6GI2XnoJUUqYAIW0U8MWWsxceqSKXWYxxbQTpIyZbE4ZIC4ChdJJr7Fv\nr6N4CbjS57zGjIvW6BzK3W46o3VE8VLu3kl1YTf1vXPpipTb7RC8rmKmFaQWH35XP24ZYMDYxPGo\n8VLi6U5rtz9awK7+Ogy72NVfh2CoK9pOcYGXd1qms6OjGoPQ3FWGq8IQKEgtPgL+IDu6q5xzEVzE\nKPX1p7Xb0hegI1RMb6SApmA5PleE987uobPHw1sNRby+rZSFM3p5q6GYwKJOfN7UA5aq4jC7e2wV\ns0jURVlhBG8aoQLwTlsRBZ4YPWE3HX0+KorCHHOAmw1vQX0jPPsKzJoODbvh2MNJKc5EYHqZYVuL\nHYCGBoR509I/T9EYvNTo4sCBGJtaXPRFhANrYhz9gQr++ngn27aHgC5cLsHnE953RGnK45QXuQkU\nuOjos7aCYcO8qvRes9a+KA+/EyQ2v5BHtliP2UcPC7Dw2Dnc/dsNPH3fVgBeW9+IicG7lqT2tCyu\nKeae1+zzFnMGnAur0wukfZmYIZMJHlPut7+jYkVRFGXqoWFgIxDFQ7enjpB7UKhMC/8za6ECUBjr\nSPrcnnbbfgL0U043dYQJUEA7VbyJSwzT2EqJaSUsRbRLHSEpIUhZervSOeLnRLpiNcTw0hadZ4WK\naydl7kbcriizi7fhc/XTFSmnJ1JGR6iSSCy11hWBEk/Pns9uGaDAlT6EbHdoOgY3u/pnWaFSuJ1i\nTy9FvjALqptwS5SdHVVEYh52dVakDWPzuwco8Azm+5b6+3BJ6o2jMaGxt5yeBKGyqKKRQm+M2oow\n75oZJBqDN3aWEDPC9t2FaftfWRwhcY63quLknONBOvs9tPT62dFZaIVKYZhDarvxuOHQxTC7FnqC\nsGkLdPVAwwizLNSWmRE/J/J2m9AXEV7a5bZCpTrGu2ti+P1uPvyhciorPWzbHmLL1n7efKuP7u6B\ntMeamyBOfG6YUZb+ncf6nf1EDTz0jhUqH19YxPxyL9UzijntKwdTUOzh6fu20tnaz/oHtxONphZc\npQUe6soHy1rPqyqiwDt6GOW+SMzJWcllUXIrX6woiqJMHCpWRqDbMwsjgwMxrwkScRWknHp4NDyE\n8cUGw7WSxUscA3QOhoU7+/YxQAEAA/jxECJxxN5GXdo+FUoX8YG0hxBeUnsaosZDV2xw7jcXAwhR\nosaefzjmw+8e3NfgorV/WhqrUJzgSSl2d6cN3eodKCYYLdnz2esKEzUeZ3AFkagHv3dQHPYP+GgP\nFqe1W+YbDAsq86cPEWoKljFgBge7BZ4IoagHY2AgKmDA5xm8qo3tPvpCqb8uXrchUDA4uE8nVoyB\nd1qHegOKfVH6IrYfff1QWDDUk7J5K8TSOEymBdgjxvweQ3kaR0M4ChtbBvvucRl8bkO/0+WurigV\n5YPPeSwGr7yWPg8lUazMqvTiTpNA1dA9wJaOwesS8LsIRQ3hqCEWNXS3h6isGRSBna39bHguvTo7\noKYk4f/pn4F9nZhx5bzs7+g8K4qiKFMP/euVhgH89LiHTtwcFS9iRpkHegTi3hRvrBfPsIqflj4q\niFCS0GKI4UWwOTlCjChDw24iUkg3qcNn3BKlQKyXo1A60oqGzlgthsHBu50l24M4oWoihmiSJ6Ur\nUk4o6kt5vCJ37559E70siRhjvSqJxIwbg+yZb9sA0aRCBI3dFWnfEgcSBErAl9qbE4m6aQ4O9UYN\nxFwIVii4xDAQk6SwGWFrc3rvSlygFHqjFPlSq4u2oJfO/qH3LhR14XJZQ243hJIei75+2LYrtU2P\nC6Y50Vq1ZSbtvd3c4iISHVwZMxCKCm7n2+92C339Q/u8dVuI1rbUHsTaMjd+jz3e3MrUIWDGGP62\nc6gwjkQNAzHbb3Fs9/cO9eA8/8gOwqHU+WeJAuWA6fuxWEGc8sXZLbHJWU14r6JiRVEUZeqhOStp\n6PLO3jOi8sSClA1soyDWbv/cS24arzDWTiezKEoTAmYQuhK8KgV0EKAeH/EBuAcPEaaxnTKaaDN1\nBMXmwbQzkxLacKXwsRRKB/2mlKI0IWAR46M7FveSGEpcuyl37cItgwPJAnc/s0q20xsppqW/hlDM\nVjdr6a+hrnjHsGO6xFDs6aFnoISiNGKleyDgHMd6cqr8LZR72/Z4C0SgvDBIWUGQtmAJjV3lDMQ8\nRMDEwbgAACAASURBVKIeWntKmVY6vBpUsTeER6L43BG87tSD3l3B8j3Jxn53mJnF7ZT744n7Plwu\nmFUdorYizI4WPw2tBcSM0NrlozvYT2nR8ONWFUfY0jqKV6Vt0PVRXhhmYVWQUv/gsfw+OGQRzJ8F\nm7fALqcG01vbbA6LN8W3tbbc0NQl1JanHkz1ReCt1vgg1TC/3HBwTYzCBI1RUeHhxOPLaWwK89Ir\nPbS22vv+8is9nPSh4Rn+LhFmV3p4uznCnKrUPyFbOgfY1WPPzeeGI2r9HFbj35OYLyLMP7iSuQdW\nsPnF3fz94Xp6OsMEeyK88vQu3nfSrOHnGvBRVuDB73FRUZRZdTlFURRFUaY2KlZSEJEigq5puE2I\nwMB2iqK7x+WdpM/04jbhtPkqvUxjgEK89FDGdgpIn5TuI0Qt79Bvimmjjn4ppcvUUM7wBPoi6aSD\nmXs8LMl0RGcCLoqkjXJ3A14JpbVb7O2lyLOF7kiA1lANvQMB+gYKKfQM92IUu7uJGVfKqmHGCC2h\n6QgxKnytVPpa0lYXE4Gq4h4qCnvZ3RugubuMpu4yKot7cLtiw7YN+IP43alzLvoHPLT0leJ1DTCj\nuIOqgvQhah63Yd70fmZUhti+u5Cmdh9bmgo5dF7PsH2KfFEKPNG0YqWpx0dv2EOJb4AFVUEqi9Ln\nPRUXwuEHQ2c3bHwHWjtgyw5YPG/4trVlhtfE7PGwJLNht4uoEWaWxjhkeoyAP/V2ALXTfZxycgX1\nO0K89Eovuxoj7NoVZsaM4d6zuVVeevpjFHqHC/eYMazf0Y9LYEmNjyNn+Cn0pBb4Lpdw0JE1LDqs\nilf/1sQLj+3gxScaOORfplNYMlSQiAiLa4opSGFzfyIGOeWf5G+moqmDJtgriqJMPVSspKDbM5Oy\ngW2URBv3hDKNBwKURJvxmeH5ADFcBKmikjcopD1jcVRALzN4gz4ToINaSmnBzdA3/14JEZAmJEWy\nedgUEsNLrXsjfldmZWBFIODrotTbRUe4gvZQFQXuHcMG8CWeHkyaSMOOSDlFnl6qfM14XemTuRNx\nuQzTSzupKuqmuaeM3T2l1AaGe4vK/EF8acRKU7CcmcXt1BR1pU2+T8bvNSyaGaSuqp9tTYW093io\nLB16fBGYHghRVjjcbjQGjd0FHFTTTU1JOK04GnYepfD+w2B3G7y1HfrDUJCkGwp9sKjW4EmRa94V\ngp4wfGj+AFUZFs4SEebMLmBWnZ+33+ln0xtBamu9w0oKz6nwEAyl/m5sbo1QU+zmk4uKCfgzExYe\nr5vDj5/Ju4+q4YXHd/LSUw18IGkGdrDhXwVphM/+gskx/8RozoqKFUVRlCmIipUkDEJ5ZAsu8jNv\nSyDakEaICNPYtGdukmwQoIguCukiRuoKSWWu1BNKu4lQ434z4wH0ELsCFf52ynyde/JMEvG4Bijz\npvYilXq6qHClr4g2Eh53jJll7QxEUw++Av6+lNfRGKgracPjyk2AFvljHDSnl8hA6os1u6Iv5XU0\nRlgyoyujiTxTMa3SzrcSSaPpFtWmfmb8bvjg3FhO99blEha9q5D58wqIRsGT9Evh97o4eGZqN828\nMg8HVafOZRoNf6GHD3xsLn09EYwxw0TSgqr/z96Zh8lR1fv7PVXVe/csmTWTdSY7hjWAqKxBRNku\nwk+urIGrcgXXyBpAuYgSVnG7XoSrQkCuiiKyBwTZUSEsCZJAErLPkkxm632pOr8/qmume6Z7prun\nJ5kk9T5PPzNVdarOqeru6vOp7+ZBKfVC7iUYJcaf2DErtlixsbGx2ROxxcogzMDusREqQN7aKuUQ\nRwKGWFX6j5/HipAZl1IqSh73reH61ZTRn6+m5rmWefoUArRhxlooDi3Ptczz4FobpuZKoQgBzjxh\nGvkMDa4yfLs1Lf8E14o/GUwu17BiGewC1j+efBd5H8KQosQ6K7ZYAVt42NjY2Oxp7FO//Js2bSIc\nzp2SNRwOs2lT/sruNjY2+xaPPfYYra2tObe1trby2GOP7eIRmZhpvUtJXWyLFTsbmI2Njc2exz4l\nVmpra1mxYsUQwRIOh1mxYgW1tbUjHkMaAj0xTJTyGGFIjVSeNMFjSdJwoRu79mMiJcRS7rzFH8cK\nQwpC8V1faDCpC0L560iOGaEkRJO7NuxaSsn2sI6xB0z+FixYwA033DBEsLS2tnLDDTewYMGC3TQy\nG5vcCCEahBD3CyFahRApIYSe+drd47OxsbEphX3KDczn87FgwQLeePtt9CVLSE6fjmPjRtSlSzls\nwQJ8vty1G4yURipaQSoaQI/58dZtQ3Xmz5iVj1isktdeu4xYrAq3u4dPfvJ23O6h6XfBnLDrhpu4\nXkU8VUXS8NJQsbroPqPRCl55ZTHRaBUeTw9HHXVn3j6tfuOGn5heQVQ3a5FM92woqd/nn7+USKQK\nr7eHhQv/G48nf3YzQwrCST/hlJ9wMoDPEWRCnlTLwxGJBHjqqS8TiVTg9fbxuc/dg9ebOwsamDVX\neuMe+hJegnEPsxoi+F3F/6aHw34efvgcQqEAfn+QM874LT5fbiuelBBJqXTGnOyIOulLaJzgL77P\nYNDL/fefTjDoIxAIc8EFj+D350+SYEjYGRe0hgXbIgq6hAsain/a3tvr5he/WEhPj5eqqghf+9rz\nVFTkLjYKZn2VrX0pNvQk2dibYlJAY35z8f12dztZunQBXV1uJkyIcc01K6iqGjuV19TUxPXXX891\nN9xA4oor6GtooKKjA9dtt3Hj9dfT1NQ0Zn0PR6nV6G3Lyj4Rs3IvMBW4EWiDkmoY29jY2Iwr9imx\nAqZg0Zcsoee+++CCC2DZMqqWLMH38sv9baQEI+FOC5QKjERmMUBJMuojFS2+KN2rb32L7t4WAMLh\nRl577XIWLvxeRr+ChB4grlcST1VhyAELjiISBGMNQ445En9/+RJ6uprTfTbw8suLOeGEG7LaGFIl\npgeI6pXE9AqMjI+FQ4mwPZJdHLMQXn/+Yro7pwMQCtXz/PNf4+STb85qkzQ0wskAoWSAaMqblTlM\nNzS29OQudDkcLy//D7o7zSxSfX11PPXUVzjzzDv7t0sJ0ZSTvriX3riXSCrbStYb1eiLFv+1+Nvj\n59O13ayR09NTw8MPn8v559/dv92Q0BN30Blz0hl1EtUHLDgOxWBtZ/HWq+ceOp3ONrMeSVdXNcuW\nnc6llz6Y1SZpQFtE0BpRaI0IEsbAhLXKKXlpU36RkY/l936WHVvNz0RnZwX//d8LWbLkyaw2oYTB\nxp4kG3pSbO1LoWdMmeIpyaOrhqbYHolHf3kyHZvMz0RHh4+bblrArbe+XvRxiqGpqYnEFVew+uab\n4YIL2LZsGfOuvnq3CRWwCrYWLzxKL2e797APiJUjgaOklO/s7oHY2NjYlIt9TqwAJKdPN4XK4sVw\n553mclqsSAnJUDXJ0ASMRK58r4JkcELRfUoBkVT2frFYVf//hlSIJBqJpmqyRMrAdieRxMhuaoOJ\nRauylqODllOGk95kIzG9MkukWCQNL8l4gXlvM4hEqoZdjqY87IzVEk35cqY3DqcChIuM/ZdAJJpd\nmT4SqRjYLqEr5qczEiCScuc8Rntf7vUj9RsOZxc6CYUGlnUDNoU8tIfdWSLFImkobCghMVpf0J+9\n3JctoCMpeK9bZVtYEDeGTlR7EoKeHcVbJnp7sz8PPT3Zyx2hFG+0xtkySKRYbO5Lsbkvv3UvH93d\n2e9NV1fx71Up9DXUZ90v+hqKf2hQTgxKtKzYYmVfECtbwH6jbWxs9i72SbHi2LgRli2DO++EZctw\nLFrUv00IcAa6cQa60+5fAVLRCvSYH6QCSLwNm1DyVEfPhYHCTk8Ljo1h4uGBSbsrwx1LEQZ+Vys+\nZ+sg9y8fIFBEnBrfxqLOM4UThzdELDpQhVx1x9Glipp2X9aUBDWuzWn3Lx8xvZKoXklKmhNBj9pD\nra+rqH4jug+nJ0Q8Q6BorghS0p9G16NFmezfgiEFkaSfUNr9S5fmR7LGvZ2aQOFqRUrYEa3A6Q5l\nXWOna8AVSwio8YSo8YRI6ip9CQ+9cdP9y6poP39iH06t8DgOXcK6rvT5ZvTr8Qy4nqkKtFREaQ5E\n+92/OqNOehIaIHAqOkc2F/fcO5KE1d4QidBAn0qqj0TUwOkxz8WrweF1OkYtdMUF2yKC1rBCb9Ls\naaLH4OiWipzHz0dbKMWHvjCJ4EC/VVXZrmcNfo1TZmum+1cw7f7VkyKSNCd8h050cdiM+qL6fWNz\nLx96wyT6BvqdMKF4q1ApVHRsZ1vG/aKiqQkCeapw7gJkOsC+lP1s9ijhUQrfBm4WQvynlHLj7h6M\njY2NTTnY58RKOBxGXbqUKitmZdEi1KVLCR988JCYFUVL9QsXaQj0mJ9UNICRdOHwFjaBN1Do0uaS\nUPx87MgH+dcr55CKeHB4IrQc+TQJvDgZmOwJAZoaQ1Pb8TnbMaRGPFVJPFWJRMGl5Y6DGExSutip\nT2POJx9j7esnE4tW4nb3MvvjT7A9OYt6x9p+wWL161bDuNUwVbSSNJzE9EpiulntXS0w1XAwGWBH\nopG5n/gLH/79VGLRCtzuPmYf9gQd4Yk0+Nqy6n4oQuJ3BvE7g0jZRkx3E04GSBpOPFqkoBohUkJr\nuJqueID5Rz7Me6+cQTLmw+kMMfOAx9nZ56emIjtuxaHq/cLFkIJgwk1f3EskqVLjz19dPhPdgFUd\nAYIJB4csfJi3nj8DPerDoYWYNecRgiGVgD/7GvscOj5HlGmBKElDsDMtXBIpjYZAYZOoUALe3qIy\n45jH2PTyqYRDfgJaH/vX/5a3l0c5+ERfv2AxrzHUuiW1bsmBEwxCSWiNKLRHBV6HwOcsbOK7qTfJ\nK1tjtHz2MbY8cyqRkI9JdTG+9rXnc7Z3qILmKgfNVQ6klOyIGGzoSdIbM2iocKEUWADm+bU7eWNL\nH/NPe5L3Hz2JZNRPc1OKa65ZUdD+o6G1tRXXbbcx7+qrzZiVpiZct91G626MWbGxGYbfA15gvRAi\nAmTdzKSUxbsF2NjY2Oxm9imxYmX9OmzBAjNGJe36FT74YFasWMGCYYLshSLRvEE0bxBFKWxyZ6Cw\nQ5tLXKnAY3Thd7Sz34m/pyLVimbE6VGns0POpU5fkyVYMlFECo9jJx7HTrTBlfnykJQu2vU56Dio\n866j7vif0GNMok6sI2pUEzEm5BQsmTiUBA5lBwHHDlSlMHebYDJAa2wKAklz9Roqj99BRA/Q7P2Q\nttBkggnzqfhgwWIhBHi0GB4tll4e2f3MEiodkSqcSpJZE7cgFv4fLjXFdP8ONrTX07rT/H0eLFgs\nFCGpdEWpdEWpqCjM0mAJle6Yk2pPguaqHhILf09TRYwqEny00c2aD73MnR3JEiyZOBRJozdOozdO\nVaAqZ5vBhBLw4kaVaFKw/5Qwh5z3f6zarnL4pBTh9xO0rTV4e3l4iGDJxO+A2ZUGsyspSqg8sS6C\nBP5tf8Hqxof5qCfFhQcG8BdwDCEE9T6Vep/pBleMUPnb2i4CLpUvHVHDPc4/4nIoLF7YXND+o8HK\n+pUVTB8I0Hr99dxwww1cv5sEix1gXzr7gBvYt3f3AGxsbGzKzT6VurizszOnILGyhHV2dpatr8FC\npTa1NquqekB2UKVvxBAOdqhzSVB8XEguMoVKlbKNqozK9UJAjbYRr9JFUnrZnpyFLsuTqjdTqEzy\nbMaXYQFSFZ3Jgc041RjBRBUd4YllSUs8RKhUt+NSB1zHvK4EzY3bURSD1p0T2NnnH+ZohTNYqOxf\nH8yqTl9fl6RlegxdhzUfegmGynONM4XK3FqDj9UPVKcXQjD3Ex4mznIQ7jUFSyJanrTEmULlpBle\nmqvyVKcsM9lCZTI1vl2bunvFihU5BYmVJWzFirG37OTCqmBfymtfZ2+vsyKlvG+41+4en42NjU0p\n7FOWlWnTpuXd5vP58lpVimUkoWIRkB2gY1pY1OEtLIUwnFCxsAQLKQqysBTCcELFwhIsW4NTR7Sw\nFMJIQsXCEiyFWFgKIZdQyVVUvb7O9L4oxMJSCMMJFQtLsAC0rU2OaGEphH1VqACceuqpebc1NTXt\nNjcwWaJlxY5Z2ScsKwghVOB0YF561b+AR6WUe22dFSHEVKD4DDQ2NjbjgU4p5ebhGuxTYmVXUKhQ\nsSiXYClEqFiUU7AUIlQsyiVYChUqFuUSLIUKFYtyCZZChIpFOQVLqUKl7aMw1Y1u3N7SLErjQaiM\nZ2w3sNIZK7EihDgKuAJYAEwETpdSPprepgE/BD4HtAC9wF+Bq6WUbRnHcAE/Av4dcAHLgUullNsL\nHacQYibwJDAJ+CC9egmwRQhxspRyfaHH2lMQQkxVFOUDwzB2TXpAGxubsqIoSkwIMWc4wWKLlTJS\nrFCxGK1gKUaoWJRDsBQjVCxGK1iKFSoWoxUsxQoVi9EKlmKEikU5BMtoLCqegMZTv97M7AWVzF5Q\nhaPAuBiwhUohSFma8Chkji6E+BpwOdAIvAt8Q0r5Rp62vwEWYWbvzhzQv6SU+xc9wF3EGFlJfMA7\nwK+Ahwdt8wIHATcAK4Fq4KfAX4DDM9r9GFPQnAn0Af8N/Ak4qohx/BRYDxwhpewCEELUAA+kt51c\nzEntIdQahuF+4IEHmDdv3sitbWxsxg2rV6/mvPPOc2NaRm2xMtaUKlQsShUspQgVi9EIllKEikWp\ngqVUoWJRqmApVahYlCpYShEqFqMRLKN1/aqqc9E0w8u/Xutm/Tt97PeJalr2r0BRhx+8LVR2L0KI\nfwfuAC4G/gksBpYLIWZLKXMF9H0TuCpjWcOcjP9hrMc63pBSPg08DSBE9rdUStkHnJi5TgjxdeAf\nQojJUsqtQogK4D+AL0opX0y3uQhYLYQ4XEr5zwKHcgwZQiXd/04hxNXAqyWe3h7BvHnzOOSQQ3b3\nMGxsbMaAfSrAfqwYrVCxKDbofjRCxaKUoPvRCBWLYoPuRytULIoNuh+tULEoNuh+NELFopSg+3LF\nqMz/1AQUFWIRnbee6+Tpe7ew5YNQ3qfatlApHKsoZNGvkQPsFwO/lFIuk1KuAb4KRDAn0UOQUgal\nlNutF6aVoAq4t3xnW17GUYB9FaZFqie9vABT7D2XMdYPMJ80fqKI48aBXEWA/EDxFWBtbGxsxgG2\nWBkl5RIqFoUKlnIIFYtiBEs5hIpFoYKlXELFolDBUi6hYlGoYCmHULEoRrCUM5jeV+Fg5kGV/cuh\nniSvP97BS39sIxHLtirZQqU4xiIbmBDCgTlhzpwsS8zYikI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5Ybk73IOER8Gk3fFE+hUQ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\nEJH7gCXGmE8NXyAiG0nvIVINLBq6nzDGzMxOuXnSsKK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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorMFD(mg3, diagonals=True)\n", - "fd.run_one_step()\n", - "drainage_plot(mg3, title='Grid 3 using FlowDirectorMFD with diagonals')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Again we see flow paths crossing when we permit consideration of flow along the diagonals. " - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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umnHAz4DDgXbgdeBLxpjdYU2uH1GRoiiKMvhQkaIoijII6CvcK9iYUDDGrABW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\nlcsuu4zw8HDCwsIYNWoUmzdvrtNux44dXHzxxZjNZjp06MCCBQu8fpa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HHwcpZfOYAs5C\n2hkMHKqRBatdC01R642MjAxmzpzJ6NGjkVIyc+ZMLr300qo6JPHx8YSGhuJyubjkkkvOeK6OHTty\n4MCBOttrZ3jyxpgxY1i5ciXbtm3zK3jeE9u2bePgwYO88847XHfddVXbv/zyyzpjBiX9cW327t17\nxj78uTf+0Ni6Jl26dOH666/nlVdeoW/fvm772rZtS0hIiMdr2717N1qttiqAvUOHDh7vS+3PMzVV\nCRdo06aNR8tLbVJSUrjnnnu455572L9/P3369OG5557jjTfe8PUSvaLGpNRASB1hzmoToQs7Bdo9\nnNZtxiUaFqR/4DeBvQwcdti3zfMXVYTGoYnqUPVelhXhOPQdrqObaGgO0UrrifNoIbLY80pQWbeu\nyNBqQaY7lUXY2vWEHGi4L2VIhfXEePIMVpQRnarTYEkJ204hXt+GOOHdXepMCOlEX6oIMW+uXhoD\nJF9e/XV3lEkOf+Fk2xIn9qIGdau4dwknIL2KlIREK30HVFuy8vMMvP9WKh++m9oggQLVwkQX5kLn\nxfDUr/9RoqKrF1OPH4vk7VWD2Lq5Y4P69JW4AenU0NoUHIjj8CfnUnIqwvtBKr4T+GrzTckJ4JqK\naugCSBJCdPD0CkbngY5HEUKECiH6CCEqZ18pFe8r/T+eB+YJIf4khOgFrEJJLPBxxXgKgdeB54QQ\nFwsh+gNvABt9zOz1UcW5fHmp+Mianj25IDycFKORC8LDWROA1eCm5JZbbkGj0fD666/z6quvIoTg\n5puryxdptVquuuoq3n//fY+uT6dPV/9ejR49mmPHjvHxx9VfIavVymuvvebTWGbPno3RaOSmm27y\nmEbXH+tHpcWi5jFSSl544QU3EZCUlETPnj1ZsWIFVmt1nOgXX3zBvn3uC3ee+vD13oDv4iM0NJT8\nfN+S43jjoYcewmaz8fTTT7v1q9PpGDVqFGvWrHFL+3vy5Enee+89Lr744qoaM6NHj2bjxo1ucTWn\nTp2qygRXyRVXXIHFYuHJJ5/0mKih8j6UlpbWSf+ckpKCxWLxmBa6IaiWlBqEOVPRYkDipFiTTpH2\nQIPFSSX2csH+7QKdHsq8BGZrkvoDIO2luE5ux5W9D2TjTJfOo4XIErtXVy+XwYCtZw+l/7x8zFu3\nocs40egaLMYTJynu1bNKrNRGdgiHrhWxCftyEOuPILIa75lgKMnCboxGX5rjcX/7YRpCIgQupyRj\no4sj61wNFieVCCHR6wtwuQxovKSkvuxPin+s1apjw7pEfvpfPA5H49YG9BESTYjE2MbzRMpgcHDh\nMGX163R2KP/9Oo29e9riR2LmBmGMLSIiRfm+FR+PJGtzMracukGTKg2jFVhSnkCJY3kZRULVTeKv\nfEkDXswxSDEpA4ANVEvCZyu2rwT+KqVcVBEfsgylmOP3wBVSypqrRjNRTPQfoBRz/BL4m4/je9S3\nK1HxhzYGQ7PFoNSkIe5Cr776KuvWrePtt9+mbVvFyv/8889z44038uqrr1YFvC9atIjvvvuOgQMH\ncuutt9KtWzdyc3PZsmUL33//PZmZirfh1KlTWbJkCRMmTOCuu+4iPj6elStXEh7um390Wloab731\nVlWmqcqK8y6Xi0OHDvHOO++4rfSfiR49epCcnMzdd99Neno6FouFDz74wGMmxYULFzJ27FguuOAC\nbrzxRrKzs1myZAk9evSod/Ls670B3z+j/v37s2bNGu677z769+9PeHg4o0eP9unYSrp06cL48eN5\n++2364ijJ598kg0bNjBkyBCmTZtWVa3e6XS6WYNnz57N6tWrGTVqFDNmzMBoNLJ8+XJSUlLYvr06\nI2pERAQvv/wyf/3rX+nXrx/jx48nNjaW9PR0Pvvss6rU0Lt27eLyyy/n2muvpXv37mi1Wj744ANy\ncnL8zmTmDVWkVKCRIVhcnbBqjlOo3YdTNMof2Y3dmzVo9Z6/zCIiCWGOxnliG67M35X0w4HAJXHs\nycGx27NIsfXqDnY75s1bMRw6ggiQ/6SuoBBdXh6G03XFggTkyGQ4Xoj4+ggiPXDZIPQlp9Cb4hCy\nrljQh0KHSzSc2uri0GdOvOiYBqEzFCBdnqv+pnYtIDm1iA1fJfLt+gRspYH5cxNCsaZ4c/UaNOQQ\nLpfgs4978du2RKSrKQymkrYDD1N62kLWz52wnohqgj7/YAQpcL6pkFIuF0K8A3REcYEaiRJ03xR9\nB1ykVNQ2OeMfl5Ty78Dfz7C/DKVa/J1+Dc4DQohI4P+AVOBpKWWuEKIfcEpKmdHY86s0Lb6s0gsh\nqtodPXqUWbNmcfXVVzN+/PiqNpMnT+bDDz/kvvvu4/LLL6d9+/bEx8ezefNmHn30UdasWUNmZiYx\nMTH07NnTbVIbGhrKhg0bmD59Oi+++CIWi4VJkyYxYsQIxowZ49N1XHXVVWzfvp3nnnuOtWvX8sYb\nbyCEoGPHjowbN46pU6fSo0ePeq9dr9fz6aefMmPGDObPn4/ZbOaaa67htttuq5NcYPTo0bz33ns8\n/PDDPPjgg3Tt2pVVq1bx/vvv8/PP7kbKmvcQ8PneeBunp+3Tp09nx44dvPHGGzz33HOkpqaeUaTU\nHlMlDz30EO+9914dC1SvXr347rvvePDBB6sKUw4ePJj333/fzT0sMTGRDRs2MGPGDBYsWEBsbCx/\n+9vfiImJYerUqW7nnDRpEu3bt2fhwoUsWrQIu91OYmIiQ4cOZfLkyYDiWjd+/HjWr1/Pm2++iU6n\no1u3bnz44YdceeWVXq/PH0QLiVv0mYqH7tbU1NQqE1YgMLra4qQEu8b78rpG07DJXniURKuHvKy6\nXzpNXFdceUfB4bnomq4BgfNV5+4YjstD6mGp01GWmkzI/oNK6mAPNKa2RHlMNIacunEwMs4MMSbY\nk+N1Td9TUSFfsYdEoi+ra1KN6SEoL5AUnaGCg68rQ7VxubRIlw6tru7qzHnnn2LvrkgKCzwX4Y6M\njGxQnwDleQJ9pKxTPFKnd3Ju32Ns+7U9DrvnxWhPgXCNxRBegjHWSuGhWLxZbAKV7cNfKn2xm5LD\nhw8zd+5cgP5Syl8ac67KZ178o3cS0imx3vY1KTuSQeYjLwVkHIFECDEFeDfYKYsr792sWbPqZOGp\nj2PHjlUWUGtR984TQojewNdAAdAJSJNSHhJCPAF0kFJObs7xBYPKz3br1q0NyoCloqLSPPzyyy/0\n798ffHi2qpaUCmya+quqN5TCPO8rIq7sM/tINgZPAgVQAuP31g2eChSeBAqAyC6B7OAlnfEkUABy\nfg+eENdonODF1Wvzj8Grqm6I8nxNDruWLT93Clq/3igvNFNe2HCBqfLHQkq5EqAiDqNbxeZdLV0M\ntGCeA1ZIKe8XQtRcafscpWaKioqKylmHKlJUVFRUzgbOcnevmggh2qBk+roYqFxdiBRCbADG16jR\nEhD+AHVSzgOmetiegZ+FIVVUVFRaCq0+u1deXh7lXvKcl5eXB6zgjoqKytnPd9995zELDUB2djbf\nffddE4+oBv5m9mqZGb4qeQkIA3pIKaOllNFAT5SKRS8GurNmqDjf1JThudpTVyCggk9FRUWlqWj1\nIiU0NJSMjIw6QqW8vJyMjAxCQ0ObaWQqf1RcNi32EyaK9gc0gdEZkRLKSg3kZ0eSm910BlSXhDyr\nnoPZFgqsLX/S161bN5YtW1ZHqGRnZ7Ns2TK6devm5cimQID08xXkjG6N4HJgmpSyKs+nlHIXSmar\nK4LRYSsWKACfAA8LISqzeMiKVM5PAR8237BUVFRUGk6rd/cyGAwkJiZyPDMT15w5OFNS0B46hGb+\nfJISEzEEuVCT3R5Nevpz2O2x6PWn6dTpHnQ6zzEbge730KFF2O1x6PXZpKTch14ffKtReXkUe/c+\nSXl5LAbDadLS5mAwNC4/eH2UlUWyffsjlJVFExKSS58+jwa9TwCbLYJNm+7DZovCaMxj0KBFGI0e\nEhVIcBXpceaG4MwNQVZk+bL0s+NqQDHj0tJwNnw3jVJbBCZTASNG/AOTqW7CB5dLYLOaKC02Yys2\n4XToEMJFUqcSHA3IrG21WvjPpxOxWsOxWAoZN+5NQkOtddqVOwR5JQbyrCHklehxSQ2hBjtGA5TZ\n/Zv8FReZefvtsRQXWQgPL2bKlE8ICwtc5r3axMXFMXXqVP6xfDn2++7DmphIaEYG+uXL+dvUqcTF\nxQWt73qRynfJ32NaKBrA07fQThAWz/4A7l73oqQxzgJMwLcobl4/AnObcVwqKioqDabVixRQhIpr\nzhxs770Hkydjf+89jHPmYHjrraD3fTR9MSUlSq0vu709R448R+fONwa934NHF1NiVYpQlZcncejQ\n06Sl3RL0fncdf5aSojQAysoS2bt3Pr16TQtqn9t3PEJBgXKtNlsCv/32COedNzOofQJs3jyLnBxl\nZd1qjWfTpvsZNmxe1X5nngFHthFnXgh4qI2S94vn1MX18Wvp7WQVdgGgqKgN69f/jSuvXAgok1hr\ngYWSolDKrEakdO9XSg27tjSsdsn2o+PJOpEMQEFBDB99NIkbblgKgN0pOFVgJNcaQlGZjtor+NZy\nPZ97qopRX5/fjqUoR8mhn5sbycqVY5k+/b0Gjd9X4uLisN93H4dfeAEmT4ZVq0i+7z7imrvydCuK\nSQG+AV4QQlwvpTwBIIRIBBYD6wPdWWsXKVLKAmCUEOICoA9gAX6RUn7dvCNTUVFRaTh/CJEC4ExJ\nUSYcM2fC4sU4E/1L5dkQNDIEp929SJHdHvj0r7Vxhcdil+7XZ7cHfwXY2qsj5Qfc08yWlwf5egU4\nde59lJVFB7dPwBxqR6d3n+zbbO61QTQR5egECJ1ULChl7u5dhmgXQuvfRCixcz47thgDBtscAAAg\nAElEQVShhsGmtLS6mrsQYA4rQWgkGo0LW7EJl0tbY7+LsEj/C4W2Pe8Uv77unr2ruLjaBV6vlcSF\nlaHVSrTWEApK9MgaQsWgdRIV5q97m8SlcU+FXVjYNMUhrYmJbs8La2IieIlVUWkQ01FclI4IIY5V\nbGsP7AQmNtuoznKklBuBjd72CyF2AKOllMe8tVFRUVFpKfxhRIr20CHs770HixfDqlVor7suqP1p\nZAgxnI9RX4ythjDR6z0XVwwUrvBYHL0uQb+vBHth9aRZrw/uBMvaqyOFw3qi/aYIR1Z1vwZDEK9X\nQMJ1FsKy8ik+XZ3AJiQkuO505lA7k6ftYefuTE6e6FC13Wh0d6cTGtBGlqONLEcmFyFLtVUuX64i\nPcZ4F5Zkz+mLPdG2XQHXTf6Zn244RcbxjlXbTSb3opgarYvQcCuh4daKWBQjpUWK25ej3EBCx1LM\nYb4LFVPn00RemE74x7nkHK+uOWKxuLu2hehdtIuw0S7ChtMF+SUGcq0G8kpCkAgGpoFO61uMhERy\nrPMpzFvysGZX//2Ehxf7PO7GEJqRAatWVT0vQu+6C1qEJcXPGJMWagyQUh6rqHMxEjinYvPuYK38\nt3ZLih90AhpmwlVRUVFpYlp94DwoQfKa+fMxXncd+sREjNddh2b+fK9ZvxpLpUDREUbXjotI7fUr\ncYnHMJt/pVOne4LSJ1QLFLR6Op37OKZzjqKPyiY09FdSUu4LWr+VAkXYyknt/wympAwMoVmEhf1G\nWtqc4HRaIVAi+xkZMetpIqIPYjTlERGxiz59Hg1On1QLlPjEEm65YzZRxgOYtNnExOxm0KBF3ocr\nQGN2ok8qwdg7D9PAbHQW34VCpUAxmhxc85enadNmP2FhWbRps58RI/5xxn6NZhtRbfNISM2gXeox\nv+IaKgWKtGv485/fJDHxMBEROSQmHmbcuDe9HqfVQIylnC5tizmvUw7d2hVg8zEORhEomeTG53Pp\nw6/SMfkY0dH5dOp0nClTPvF98A0kOzsb/dNPk3zXXbTp2ZPku+5C//TTXrN+NRkShJ+vlipSAKTC\nV1LKlypeQXNN+gNk91JRUVFpdbR6S0plFq+kxES3GJTy+HgyMjJIDHDwfE2BYuUINt0OHlj+E1od\nPH+z76vm/lJToGj3/oiu9CQd5/8T7a4ThKzZErR+awqUmI824dJG0mny+5j2b8OYcSA4ndYQKKUZ\nDrL/dYy+A17ApU1CZ/8RDcFZba8pULb9HMuGz6MYnPgMskyLeWCmf5eglxgjfZsE1RQo6z7twcG9\n4VUxKP6iNzgIDfdNHNUUKDnrumAopSoGxR+EgDCjA4uxfitATYFitBpIzYih79/e97vPhlKZxetv\nU6cqMSjZ2WAwkH3bbSxbtoypLSB4XqVhqKJDRUVF5eyi1VtSrFarRyFSmfXLaq2bnaih1BYohexo\nkgygtQWK9tSh4HdKXYGiP+25wn1AqSVQjr5agLMk+JOP2gLl43dSkP663jSA2gJl25YO9R8UAGoL\nFHt28GNB6giUnR3R25t2HWX37t0ehUhl1q/du3d7ObIJ8Df9cFUaYhXVkqKioqJy9tHqLSlRUVFe\n9xkMhoBZUVSBogqUQKMKlKZ/PF100UVe98XFxTWvFUVFRUVFReUPRKu3pDQFqkBRBUqgUQVKq18/\n8Z/WVXG+SVEtKSqtkaSkJG677bYm73f9+vVoNBp++OGHJu8bID4+nmnTglvaoKUwePBgRo8e3dzD\naDZUkdJIVIGiCpRAowoUVaB4pJWJFCGERgjRVQhxoRDiopqvQPelipQqsvFcRFOlBbFy5Uo0Go3H\n15w51cloNBoNQjSPS2d9/Y4ePRqLxUJpqffiu9dddx1ms5mCggKvbRrSd7BYu3YtGo0GrVbLrl27\n6uwfP358wK3tzXWtLQV1NtAIVIGiCpRAowoU9ZHklVZUzFEIMRhYDXSk7lNTAv4W1TkjagriKuJQ\nUxCfFQghePzxx+nUqZPb9p49e1b9/+DBg2i1Af1TCRgTJ05k7dq1fPzxx4wfP77OfqvVyqeffsqY\nMWOIiIjwcIaWzaOPPsp777kXFhZC/OFFRaBRZwQNRBUoqkAJNKpAUR9HZ6YhgfC+tRdC/A2YBcQD\nvwF3Sik3e2k7DNhQa7ME2kkps3wc2FJgCzAGOEkTyKlWKjpUWjGXX345/fr187pfr2+5enPcuHGY\nzWZWr17tUaSsWbMGm83GDTfc0AyjaxznnnsuH374Ibt27aJ79+7NPZxWjc/uXkKIhPpb/TFQBYoq\nUAKNKlBUgVIf/tZIqaqVUt95hbgOeBZ4BOiLIlLWCiFiz3CYBLqgiJp4/BMoVBw7R0q5W0qZL6Us\nqPny4zw+obp7qbRGasakSCm56KKLiI+PJze3uqBxWVkZ3bt3Jy0tDZvNVrU9IyODG2+8kfj4eIxG\nI7169WLlypV1+jh27Bhjx47FYrHQtm1bZs2aRXl5eb1/H2azmXHjxrFu3Try8vLq7F+9ejURERGM\nGTOmatuCBQsYMmQIMTExmM1mBg0axCef1F8b64EHHsBkMtXZvnTpUjQaDVlZ7o+m//znP1xwwQVY\nLBYiIyMZN24c+/btq7cfUKwlM2fOJDQ0lMcee8ynY1544QW6deuG0WgkKSmJu+++m+LiuqUSXn75\nZVJSUjCbzQwZMoRNmzZ5PJ/NZmPu3LmkpqZiNBrp1KkT8+bNw2539+T8/PPPueCCC4iMjCQsLIxu\n3brx6KPBqyMXDPyJSfldCDEhaCM5S1AFiipQAo0qUFSB0szMBJZJKVdJKfcAtwMlwF/rOS5bSplV\n+fKzz01A5waMVUXlD0NBQQE5OTlur5rUdC0SQrBixQqsVqtbUPm8efPYv38/K1euxGg0ApCZmcnA\ngQP59ttvmTFjBi+88AIpKSncdNNNLFmypOrYkpIShg8fzjfffMP/s3fe4VFV6R//nCnJTCY9pEEo\nCYhGEQtNFnZVRETABitYwQaWpYiioFh2VaRYEEQQEAuuZUXwx4qigugqRRQBEektlEAIaaRMv+f3\nx00mmWQmZMJMEvB+nmeeZM49977nTjIz53vOW8aMGcPEiRP5/vvveeKJJ+rk1nT77bfjcDhYtGiR\nV/uJEyf49ttv+fvf/+61GzRjxgy6dOnCpEmTmDx5MoqiMHDgQFatWlWrHX9uVr7a33rrLW644QYS\nExOZNm0aTz75JJs2baJnz54cPXr0lPcEEB8fz6hRo/j0009PmZZ+woQJjB07lrZt2/Lqq69y4403\nMmvWLPr16+cl9N544w1Gjx5NmzZteOmll+jatSv9+/fn2DHvGmyKonDttdcya9Ys/v73vzNr1iz6\n9+/P1KlTGTZsmKff5s2bufHGGwGYNGkSr776KgMGDGi0ZAf1JZDZwURgrhDiJuB+KWX+qU4429AE\niiZQgo0mUDSBUmdCEJMihDACnYAXPadIKYUQK4HutZ0KbBZCmICtwD+llIF8+70OvCKESAF+p1ow\nt5RySwDXOiVaTIpGXckpyWHQJ4M4WnKU1MhUlgxZQpIlqcHHIaXkqquu8moTQuB2+y8KnZGRwbRp\n0xg5ciSDBg2iRYsWTJ8+nXHjxnHZZZd5+k2YMAG9Xs/mzZs98SD3338/gwcP5plnnmH48OEYjUbm\nzJnD/v37+eyzz7j++usBGD58uFdcTG1cffXVJCUl8eGHH3plIfvPf/6D2+2u4eqVlZVFeHi45/lD\nDz3EhRdeyPTp0+nVq1edbNZGUVERjzzyCGPGjGH69Ome9jvuuIPzzjuPqVOn8tprr9V6jYrPhUce\neYTXX3+d5557jo8++shn3+zsbF555RVuuOEGPvvsM097RkYGjz32GJ988glDhgzBbrfzzDPP0L17\nd1auXIlOp+4ftGvXjtGjR5OZmek59+2332bNmjWsW7eOTp06edrPPfdcxo4dy+OPP87FF1/M119/\njaIorFixgoiIiMBfrCZCnXdSpJSzgY5AArBNCHFdyEbVBNGhCZSQ00gCxRLp0gRKiNEESpOlGWqQ\nek619hxUNy5fHAXuBwYBA4FDwPdCiIsDsLsYyATeBn4BNgObqvwMKpq7l0ZdGfTJINYcWsO+gn2s\nObSGgf8Z2CjjEEIwZ84cVq5c6XmsWLHilOc9+OCD9O7dm4ceeohhw4aRmZnp5ZYkpeSzzz7jhhtu\nwOVyee3S9OnTh4KCAjZv3gzA8uXLadmypUegAJjNZoYPH16ne9Dr9QwZMoTVq1dz5MgRT/uHH35I\n8+bNufzyy736VxUohYWFFBUV0aNHDzZu3Fgne6fiyy+/pLS0lFtuucXrvsPCwujUqRPffVc91M4/\n8fHxjBw5stbdlG+++QZFURg7dqxX+0MPPYTJZOKLL74AYO3atRQUFPDggw96BAqogrC6wPj000+5\n6KKLaNOmjdc99OrVCyml5x5iY2M9f+szmYBmCVLK/UAvIcRIYIkQYjvgqtbHf5TXGYqOcJrRI2CB\nYo4Ca/Gp2/whYxLrJVCk2btApQQwGxHWumWetF2cgTVAgSKFDnTemlfq1KwjQvG/8uNBQPqdCQEL\nFIkBcFdrMyLqmGXTEuniwccOktLCHpBAkU4dwqicss0fzdNKGDJ0e4MLlLgOJcT2zGtwgVJ0SSll\nKXZNoJwGdY0xqX5OsJFS7gKqOnD/JIRoi+o2Nsz3WTVID/rAakHbSfFwPzUFqUYVjpYcrfV5Q9Kl\nS5daA+f98dZbb9GuXTvy8/NZv369V9HqY8eOUVxczOzZs3njjTdqnCuE8MRwZGVl0a5dTa/Mc889\nt85juf3223n99df56KOPGDduHFlZWfz000+MGzeuRt/PPvuMyZMn8/vvv2O32z3twdoJ2LNnD1JK\nunevuUkshCApKbAds0cffbTW3ZSsrCwA2rdv79VuMplo3bq15/jBgwcRQtR4rcPDw2ndurVX2+7d\nuzlw4IDPVMdV/3Z33nkn7777LkOHDuXRRx+ld+/eDBo0iJtuuimge2xsAp4pCCFao66eFQBLqSZS\nGoqSkhIcDkfIrh+mi8KhFKMXJtpEXo5RH0WBYxc5tp/rfI0OV5rI7GbEaNKh0wsGPq6wb7OT/y2y\n+T1HRMYiSwrRxacScVFv0Btxbv4W96Gddbar79cTDDp0gCs+Ate9f8W9aB3ymO94VKnXQaQZUVSK\n7JqJ7H0JWO2Ef7CKspyaAW8+rwHIKweCrRQAa2wS1tR0xHdLEIrvibsp0Yg9z4mUcP79aSR0tVB6\n0M6217JxldZtsi90kYRF9wDpQgfYlVYgBI6T/j1PklNd5Bw1EBnlZsQjeTRv6eKXNdF8tCABKeu2\nYyQKY9AVxSAcAiSUbI1Cmmwoif5fr6RkO8dzwmnZ2so9D2ZhMissXZTBz2tjgKDHCqvoJKYYBVuB\nnuRL7aRdY0Vx6Dj4WXNsx9whs6tYJMIGuMHxFwVXusRYbCDppzjKHKUhsekPi8XSoPYAn0GRp42s\nPbtXya8bKd3ovQnhtvr/rCnnBKrKT67Wngwcq9ndLz8DPeraWUqZFcC1g8JZKjoAEELMBHZJKWdV\nax8JtJNSPgwgpfywMcZ3JpEamcq+gn1ez880Vq1ahdPpRAjB1q1b6dy5s+eYUv59PGzYMO644w6f\n51900UVBG0vXrl1p164dH374IePGjePDD9V/wdtu8w5xXrFiBYMGDeLqq69m7ty5pKSkYDAYePPN\nN1m2bFmtNvzFx1R3jVMUBSEEn3zyCXFxcTX6VxVzdaFiN+Wll17imWeeCejc+qIoCp06dWLq1Kk+\nP9MqRE1ERARr167l22+/5csvv+Srr77iww8/pF+/fqd8PZsSAYkUIcRw1CwwK4ELpJS5IRlVI6PD\nQCvLVWSVrqSVpRfh+ljy7Ts5bveZkdMv235ycOOoygnS+ZeFsexN/xM0XWwS4R16Yt+2jogeN4Ah\nLGCBAqDsysZwizpfECmxyGIr8nCe/xO6noc0h0OJDXlddyizY/pwFbo6ChRQN5ZkwXFoXb7Cktgc\nsvf7FSgA59yaypHv8knpEUtqjziKD1jZMfNYnQUKgFTUyaDOoH7g6MNb4CjZ7Le/MUwyZmIerz6f\nwMjH82nZxsWa78wsfj81IBcvaSlFd7Qy4Z0oicLZ7ITf/qktbNx211E++XcKox/LIsJSIVD8edQE\nh5RLHZibKZQd13HOjVbcDjj0f82xHTOF1K7jUgVDlsCdJnGdKxEFkLohAb2jaeb0PyM4RUxK5KWX\nEllt1dV+6DDZr073cwZIKZ1CiF+Bq4D/Agj1G/8qYGYAo7sY1Q2szpTvvjyM6vYFsA2YIaXcG8h1\n6sKfYCdlEGo65+qsBSagvs4adWDJkCUM/M9Ar5iUM4kjR44wduxYT2D22LFj6dOnD82bq99XKSkp\nWCwWFEU5ZZxH69at2bNnT432HTt2BDSm22+/neeee44dO3bw0UcfkZmZWUMILVmyhJiYGJYvX+7l\n8uRrt6c6cXFx2O12HA6Hl9A4cOCAV7+2bdsCkJycTM+ePQO6B3+MGzeOWbNm+cz0VSEYdu7cSUpK\n5Xe93W7n4MGDHvHYunVrpJTs3r3bK3bIbreTlZXltZvStm1bsrKyuPLKK085NiEEvXv3pnfv3rz6\n6qs8++yzvPDCC6xdu5a//OUv9b7nhiSQFMRfAVOBkVLKgWerQAGIDz+fMH00GZH9PQLlmNV3Krja\nKDimcGx/5UZT7mE3uYf8T8DDO/REn9iCiB43giEM268rAhYoAHL7EWQVcSC3H/E7uZHhRuTlF8Nl\n53sEinh3eUACpQJx7GC154f89o1uayapSwwd/tHKI1A2Tt0fkECpwO3wnhspDv9zpV59S0lOdfPs\nS7kegfLO7NjAY1CMLhRTZSVdaXCCyf+q9fWDjpPRzsrox1WB8tF7KSEXKDqjpFUvGymd7R6BsvXd\nyJALFHe8xN1WYu+peASK+Su9JlCaLq8Cw4UQQ4UQ56HWMIkA3gUQQkwWQnhykwohxgghrhdCtBVC\nXCCEeA24Epjl49o+EUJcgypKugJbyh/dULNIXh2k+/ozkQD4ciQ+iRp3pFFHkixJrL5nNXtH72X1\nPasbJWj+dLjvvvvQ6XQsWLCA+fPnI4Tg3nvv9RzX6/XcdNNNfPLJJz5jKU6cqFxs69evH4cOHWLp\n0qWettLSUt56662AxnT77bcjpeSJJ55g69atPndw9Ho9Op3Oa/dj9+7dfPnll6e8ftu2bZFS8sMP\nP3jaTp48yQcffODVr1+/fkRERPDCCy/4TEBQPXuaL6rv2lTspixatKjG69mnTx90Oh0zZszwap89\nezZWq5UBAwYA0L17d2JjY5kzZ45npwtg3rx5lJWVeZ07ePBg9u3bx/vvv19jbGVlZVit6rykahrq\nCiqEYVVXuqZOIDspeqCjlPJwqAbTFNALEwmmC9TfdeHY3UWcsP1e7+ttW+ckJV19mbf/5N89TZ/U\nCkNSS/WJMQzn4d24svfUr9pmmR2ZdQKRrn64Ktv8/8lkzwvBUjlpFT9ugZwCCAv3e45fcrPB7QK9\nAaSEHP8ipd0t6ha60aJHcSns/vgorhI3YfVwPVUc2RCh+nwqriKk4nu3KsKi0H9gcfnvktwcPUv/\nE4VU6hckLyNLwKbmZlciS/zGKbU9p5SOl6g7PhERCr9vjuTX9TGE1+MlDoTm3e2ER1eq0yNrTJQc\n1RNec5c7qDg7KeprEQ4oELZBBzYgOrR2/xSEJsbkk/KaKM+hunltBq6pshCVArSsckoY6o56c9RU\nxVuAq6SUP1B3pgDTpZQTqjYKIaagLoadOkI4AP4EOyl7gGupKRSvBRom24pGUKnP/9/8+fP55ptv\n+OCDD0hOVj04X3vtNe666y7mz5/vCXifNm0aP/zwA127dmX48OFkZmaSn5/Phg0b+PHHHz1pb++/\n/35mz57NbbfdxpgxY0hJSeG9994jOjqwD/N27drRtWtXli5dihCCW2+9tUafAQMGMHv2bPr27cuQ\nIUPIzs5m9uzZnHfeeezcWfti7YABA0hJSeHOO+9k3LhxSClZsGABLVq08ErhGx8fz8yZMxk+fDid\nO3dmyJAhJCQkcODAAZYtW8Y111zDtGnTarXl6+/y6KOPMmvWLLZs2UKzZpVrAs2bN2fcuHFMmzaN\nAQMG0K9fP/744w/mzp1Lz549ufnmmwE19uRf//oXDz/8ML169eLmm29m165dfPDBB7Rp08bL1r33\n3suiRYu4++67+eabb+jevTtOp5Nt27axaNEiVq9ezfnnn8/EiRPZuHEjffv2pVWrVhw9epTZs2eT\nkZFBt27dar3HpkQg2b2uPtsFCkCiqSN6UZm3O1wfQ2pEN/SifjPKbescPn+vTngHb3duQ/MMws/r\nCnXIRe4LuV39U0mnG7nL986CjDTDX7xTCcqeF8KFGfWyKdwuyC23VXAc4fC9s5BwURRx51W6wekM\nOs69sznRGTWLMdUFxZWHVNTX1u3w70Z/7U0lWKIqP2ASk93cOaKI6Jg6BPb7shtVuXApI/3FIEhu\nHOxdQuL8C0vof1Muen3gu0Z1xWBWaPk379e/+V/sJF8SujguAHeKgjutyoe4DhzdFJQzazGySRKq\nYo6gZm+UUraRUpqllN2llBuqHLtbStmryvOXpJTnSCktUspEKWWgAgVUF68FPtrfBoJewjkU2b2E\nEDohxPNCiH1CiDIhxB4hxFM++j0nhMgu77NCCBGK+jCvAtOEEP8SQlxe/niOcjEYAnsaIaYudUiq\n1gE5ePAg48aNY+DAgV4V3ocOHcp1113HY489xqFD6sJhSkoKv/zyC8OGDWPJkiWMGjWKmTNncvLk\nSaZOneo512Kx8N1339G7d29mzpzJiy++SK9evZg8eXLA93P77bcjhKBHjx41gsEB+vbty9y5czl0\n6BAPP/wwixcvZsaMGfTt27fW+wY1lmTp0qW0atWKp556ijlz5jB69GivHaQKKib3SUlJTJ06lbFj\nx/Lpp5/SrVs3vzE61W1XJyEhgX/84x8+67JMnjyZ6dOns3fvXh555BGWLl3KqFGj+OKLL7z6jho1\nihkzZnDw4EEee+wxNmzYwBdffEFKSopXP71ez/Lly3nhhRfYtGkTjz76KC+88AK//fYbjz/+uEfU\nDBo0iNTUVBYsWMDIkSOZN28effr0YeXKlWdUSmJxhq0WIYS4FPg1OTk54CCnU2HURdIu6gaEUN1S\nylzHOW7dSJlbnWTqdIHUvlQROnhmURx6A/xzYAG+El0Z0tpj7nqt57nz0E7s29YhS4swGOqZBSk5\nBuO461G2H8H9tu9CSMp13aFruTu4wwVrtyJW/46wOz1FnwJFtjkPeVEPxLZfELt9lDoQ0PWFdkS1\nUgWJLd/JviU5HPuxAKnUP4uHMbIrBlMr7IXfobhqbtnGxbt5cVaOZ4PowB4jn/47mu2/qw2BrgwB\nIMGwpx249bja7wJdzfdSx0uKuX905Y7Sxl+i+HxxEsdzwomNjQ3cZh1J72slrae6pas44ci6cA7/\nEI7LpvNa6QkmEoltgBulPOmIKAPjZh2GXQIhA8+cEiwqfLEbkoMHD1Z8kXeSUp5W/syKz7wWD48l\nPC0toHPthw9z5LXpQRlHMBFCHAIekVIuqtY+GHhZShmUdHcVr90999xDampgAdBHjx7l7bffBj+v\nnRDiSdRYj6GormudUV3knqwIYBdCjAfGl/c5ALwAXAhkSimDumIghHgQtZ5ZxT/8AdT6NQuDaaep\nUPG3/fXXX+uVAUtDQ6Nx2LhxY0WNl1N+L2l5QKuQZLoEIfTY3YUct22i2OnfXamuSAV2rHegNwqf\nAgWhI/wCNYDJlZOF/Y81KIVBCPfJKULmFXt2VGqMKyEaOp0LbgV+3YX4fhOi2Oqzb0AcOwgX9QA/\n8Sgpf4klqpUZZ6mbrM+Pc2hFHorj9IWy4shGhiX7FCgA1w8pJiwcco7qWfJhNL+uM51+LRShunkJ\nl8GnQNHpJNcPUrN97toewdJPkziwL/QrGOGxCs0vsyMVyNkURtYqE46iwAV2oLhbS1WgOMC4VYfx\nD4FwNUAxoT8LISjm2IjMB+YJITJQg7tBzQ42HnVXIOiEYEGuO7BUSvlV+fODQojbUONsKhgDPC+l\nXAYghBiKmgL4RuCTYA5GSjkHmCOESASsUsoQpJjT0NDQaDg0kVKOSR9PhCGJ7LK1FDr2Esxv920/\nOTEYfR8zpl+IdNgo2/gt7tzTF0VVUbYdRvEnUnp3gu1ZiG9/RQSxUKOwlSGzD0BxzcB7nVHQ5oYk\nsr7I5cDnubhK6+dm5Qu3MwedI9vnsdQ0JxdeYuP9eTH8uDICtzt4E2cZVYx0+v7jdutRiNsteOOV\nVmzbaqFBqn8Cra+yUrDbwIEVZsqON0ywuhQSxyUKhj8EYb/pEHZNnASbplInJUg8jxro/ShQ4TuS\nDfyTwLKK1YkQxaSsRU04cI6UcrcQ4iJUoTUWQAiRjhrP822Va54UQqxHFThBFSlVbJy1SW00NDT+\nXGgipRyBnj0n/w9J8CbOFez6xYHO4HvSppzMo+y7j4NuE0D5YTsUltVol2EG1a3riP+UuaeD2Lre\n53Q8PMHIpqn7sefVrdBiQEgnrjLfVV9NZsnE0UnYbcHfTZARZaD4vu6J3DCm/LNhqtdXoDNKjv4c\nTvGhhn1rSwuYVurRlWjiROPUSFUBTAemCyGiytvqWOa2yTAFNR3EDiGEGzXGc6KUsuIDPQV1tat6\n8cSc8mOnhRBiI2rCggIhxCZqWVk7G4ssa2honP00OZEihJgAvAi8JqV8pKHsWt2hW3yyW8Hf94f7\nRAhzERT6znIlHC4IkUABEFbfXgbWY6EN2pZKTUEGsH93cGOXvNBJ0PkWtrt3NHwRQcUpGlygAJo4\naRBqL+bo95wmTkOIkxDtpAwBbgNuQY1JuRiYIYTIllLWzA8afJYCFblE/68B7GkGdwIAACAASURB\nVGloaGg0KE1KpAghugAjgN8aeywaGhoaTYozPCalMVf+TyVStm3bVqPGgc3mv+5ROdOAyVWC//8Q\nQrQBngDeB46hqsRkvHdTkoFNdR+9b6SU//L1u4aGhsbZQpMRKUKISODfwH3A08G6bmlpKeHh4T6z\nZLlcLux2OxZLw694azQhKiZ/DbzoLGW9M0yfkXYVCbomvrC/bt062rdvT0JCQo1jeXl57Nq1i+7d\nuzfCyIB6xKQ0JZGC98r/UhpwdKcSKZmZmWRmZnq1HTt2jIULa02MFQE1/IMVylP7Syn3CyGOAVeh\n1pJBCBGNWrTy1GW064EQIgxIolp5ASnlQd9naGhoaDRdmoxIQf3Q/lxKuUoIETSREh4eTn5+PvHx\n8V5CxeVyedo1/oRIHUZ7DGH2OPQuM0QHN2mBX7MYgWZImlFmE1jMDTN3cAoTVkMcVn08wm0lwRC8\nZAn+kECJzkS+PpICvYXLpJ1oEbraMMGgffv2LFy4kKFDh3oJlby8PE97o3GG76RUW/n/ZyPYD/Yl\nPweeEkIcBv4ALkUNmq9ajvu18j57UFMCPw8cRhVpQUMI0R617sxfqh9C/S9omAwaGhoaGkGkSYgU\nIcQtqP68nYN9bYPBQHx8PHknTyKeegJxzjm4d+xGvPgiCdWESyhwu5uRmzsHtzsJvf44iYkPoNf7\nTpMbTFyuBHJy3sDlSsJgOE5y8kMYDPkNYvfQoek4nYkYjbm0bPlwyO06nfHs2TMFh6MZYWEnaNdu\nPEajj+xi7jCMtljC7HEY7bGI8sVGm/k4hpKogO3anTFs2f04dlcs4eF5dOz4L8LCCr36qNMiC5CI\npBkQ49nG0OkO43AGXivFbotmw4YHsNujMZkKuOyylzCZvEWHBOy6aFWYGOJw6dTUx0K60YlSCt2B\n7x5ayyys+3YYtrJoIiKKuOaauZjN3uEEbgSFeosqTAwWnEJ9f0W4bZQoekqUwOZK1lILK5f8HXtJ\nJNFRxdx888dYLL5jrYJBQkICQ4cO5Z3338c14THKWrTAfPgoxvff5+5qwkWj/ggh9gFdpJR51dpj\ngY1SyvpVlG1YRqKKjjdQdy+ygTnlbQBIKacJISKAuUAs8CNwbbBrpADvAC5gAHCUJiVPNTQ0NOpH\no4sUIUQa6mpTbyllCNI+qUJFPvEEjk8Ww9ChsHgxxiefxDB3bijMeZF34i3s9osBcLlak5v7Jikp\nN4fcbk7xu9hsmeV2W5GTM5sWLW45xVmniYCj9nmUlZ0LgNPZkkOHXiM9PbSrz/v2T6GkRH2NHY40\n9uyZSmbmCM9xvdOM5WQ6RkeMz/NN1iSoR4mYLcUPUVSi3qvN1pwtW56lc+exnuOSZkjOAeFbEFht\ngRXmq+D3HYPJz1fncKWlKfz002NcccXT5TYFxcYUToaloYiaqZGl0LPfWZ/ihpKd6wdxMqcNAMXF\niXz99f3ceOPLADjRcTAskRxDNFLUzHZWpjex3l6j+ZTsWzyYsiMtACgqjGfRolu46y5fhcqDR0JC\nAs7x4zk483X182LhQlqNH0+CvR43EETOshTEbfC9uh8O1O+NUQuhCJyXUpYCj5Q/auv3T9TUyqHk\nYtTCaDtCbEdDQ0OjwWh0kQJ0AhKBjUJ4POX1wN+EECOBcOnj26KgoKBGBfiIiAi/8SVKu3bqhGPs\nWJg+HSXA6sP1wWRMQirehZPd7gaoup3ZAdca7/tzuUJsV0DCsPPZN93bfc7pTAypWUuUgjkinpNF\nlW0Oh3dFdbfRysn47RgcUYTZ4wizxaF3myv7h+ejjwpMH7doW4JhvQmq2LXbvVfZBSeAApAJ5bso\nzUBUZhoLD8tBJwKzG39pGZu2exeEtNniqtiURDuPEuHKw6aPo8wQh10fgxTqfFBINynGAkQAC60S\niaObC8c3kV7tZWWVos+IQoYjhxRnAQWGSPL1kRTrTJ5dI7NiJz08MFcvt16yy2H2aisuDnzHqz6U\ntWjh9XlR1qIF7Nvns+8vv/zCL7/84tVmtQahMKovmq7oqBNCiOurPL1GCFHlHYQeNX5jf7Dthii7\nV1NiG9DslL00NDQ0ziCagkhZCVxYre1dYDswxZdAAYiLiyMsrO6pZXV79uBevBimT4eFC9ENGlTf\n8dYJkzGJFnF9OHasBJujcuKu1x8PqV0yO6DrfjmG34pxFVS6EhkMIbRbLlAiu6YQFlmElUphYjSG\nLrWzJUph5DOFPDcuh5yjlWIwLMxHemUhcYWfxBV+krKoLHRuE2G2OMLs8QjFiBJ/tM6B8y1a27h3\n3GE2DT1O9uHWnvbw8JpufAI3cBzBcXV+KWPKBUsiIDGbjtX5fqMvkqRcL7EsLaDwSGWZBZOppmub\nQTqIdOUQ6cpBQYdNH4PNEIdVH4dZ2InV181lSgK5XYy42howxRRhO1o5D4qIKPLqKwCLdGBx5pPm\nzMeJngKD6vpVpDfTymDFrKvbxM+hhx8y9OgTSiC38v0TFdUwpTQijhyBhQs9nxcRo0b57dulSxe6\ndOni1Xbw4EEmT57s54x6cobHpJRTNVXue9WOOVHjNh4NttGzUaSUB+FXMB6YJoR4Evgd9bX0IKUM\nfRCahoaGRpAJfnW7AJFSlkopt1V9AKVAnpTSd3W+AHG5XIgXX8Q4aBD61FSMgwYhXnwRl8sVjMvX\noEKg6ISR1ORHaN1hC/HNjxAe/guJiQ+ExCbgESjSbiO51RjC2h3GEJOLybSB5OSHQmOzikCxHyym\nReoLRCYeIcx0jIiIjbRs+XBIzFYIlLQ2bgYPHUOMeQdmwwmiLL/Trt34U45ZMdiwRR7lZMIfFMfv\noK4KpUVrG8PHHSbConBFryeJifkdkymbmJjf6dix9iygAhAUoWMvOn7CHF69xpt/KgSKYofLuk4j\nIWE7FssxEhK2c9llL9V6rg6FCHcB8fZ9NC/7FYvulKlVgUqBUtzWgLFIoV/PN0lO3kNUVC7JyXu4\n5pra3SWNuElyneQ8ezZdyvahr6MIrBAo+RZB5xH/Ia1lFrGx+bRsmcXNN4em8GlV8vLyME6dSqtR\no2h2/vm0GjUK49Sp5OWFPpasNircvQJ9NCWklDoppQ7IAhIrnpc/wqWU50opl4XAbr0eTZxCoKD8\nsQK4DLW6/fEq7RV9NM5i2rRpwz333NPYw/DJ//73P3Q6HT/88ENjD6UGTfl101BpCjspvgjat0NF\nFq+E+HivGBRXTIzPrF+nS1WBcqzoR6yuPdz/xj/QG2H2rSHMIFVFoMjlS9G7bKSM/wixYy+G/1sZ\nGpvVBMrxmZswhLfm/Gv+g/3wT7hyt4XEbFWBsv77cP77gZNLWv0Lky2FwrjNuI2BBVZLnatOs7mq\nAmXxe0ls/VV6xaAEik5XN1evqgLl8AcCCoo9MSiBIgCj8F18sirVBUrzVXYMersnBiVQdEjC6vAa\nVxUoaQUKlxUUc0WIY1CqUpHF6+6hQ9UYlHIXr7w77/SZ9UsjcIQQRmAfEA80mPI7A0RHoFzZ2APQ\nCC379u1j6tSprFy5kuzsbMLCwrjwwgsZPHgwI0aMwGQyASAaI6d8ANRlfO+99x533303JpOJvXv3\nklrNJf+KK64gPz+fLVu2NOi4NBqXJilSpJS9gnUtu93uU4hUZP2y2+1BEynVBUqxbU9QrntKqgkU\n8k9AdOSpzzsdfAgUpcyFPjy0ZqsLlA/mRCGV0H/QVBco6/8XeFau+lBdoNiOhP5efQqUBogZryFQ\nspQG3+rdtWuXTyFSkfWrUeuknCVIKZ1CiI6NPY4zHSnl/xp7DBqh44svvmDw4MGYTCaGDh1Khw4d\ncDgcrF69mscff5xt27bx5ptvNvYwg47dbmfKlCnMmDHDq10TFH9OmqRICSa1FWo0GAxnp0AJNX4E\nSqjRBIomUEJNbQIkISGhcQXK2RGTUsG/gXuBCQ1h7GyMSamOECIO9TWtqEq5DXhHShn63PMaQeXA\ngQPceuutpKens2rVKpKSKhPfPPjggzz//PN88cUXjTjC0HHxxRczf/58nnjiCVJSUk59gsZZTaPH\npJwNaAJFEyjBRhMoGtU5G2JSqmAAHhRCbBBCzBVCvFr1EWxjZ2lMigchxN9Qkw6MBuLKH6OB/eXH\nNM4gpk6dSmlpKQsWLPASKBVkZGQwqpZkHgD79+/n5ptvJiEhAYvFQvfu3fnyyy9r9Hv99dfp0KED\nFouF+Ph4unTpwscfe8f+ZWdnc88995CSkoLJZKJDhw688847Na515MgRbrzxRiIjI0lOTuaRRx7B\nbrfX+b0khODJJ5/E5XIxZcqUU/Z3u908//zztGvXDpPJRHp6OhMnTsThqFmG6IUXXqBly5ZYLBau\nuuoqtm3z7Y5eVFTEww8/TKtWrTCZTJxzzjlMmzatxj18/PHHdO7cmejoaGJiYujYsSMzZ86s031q\n1J2zficl1GgCRRMowUYTKBp+OXPmzaeiA7Cx/Pf21Y4F/S7/BDspbwD/AR6UUroBhBB6YHb5seoZ\nNDWaMMuWLSMjI4Nu3brV6/zjx4/TvXt3bDYbY8aMIT4+nvfee4/rr7+exYsXc8MNNwAwf/58xowZ\nw+DBg3n44Yex2Wxs2bKF9evXc8stt3iu1a1bN/R6PaNHj6ZZs2YsX76ce++9l+LiYkaPHg2AzWaj\nV69eHD58mDFjxpCamsr777/PqlWrAnLVSk9PZ+jQocyfP58JEybUupty7733snDhQgYPHsy4ceNY\nv349kydPZseOHSxevNjT7+mnn2bSpEkMGDCAa6+9lo0bN9KnTx+cTu+4UKvVyt/+9jeOHj3KAw88\nQMuWLVm7di1PPPEEx44d49VX1fWTFStWcNttt3H11Vczbdo0ALZv387atWs9r4dGcNBEymmgCRRN\noAQbTaBo+OUscveSUjZo0PefQKS0A/5eIVAApJTu8l2p0FbTPdvIyYFBg+DoUUhNhSVLwMduRqgo\nLi727EjUl8mTJ5Obm8vq1as9Lqr33XcfHTt25JFHHvGIlC+//JIOHTrU2DmpypNPPomUks2bNxMb\nq34Pjhgxgttuu41//vOf3H///YSHhzN37lz27NnDokWLGDhwIADDhw+nY8fAw88mTpzIwoULmTp1\nKtOnT/fZZ8uWLSxcuJARI0Z4YnMeeOABEhMTeeWVV/jf//7H5ZdfzokTJ3jppZe47rrrWLp0qef8\np556ihdffNHrmq+88gr79+9n8+bNZGRkeO4hNTWVl19+mUcffZQWLVrw5ZdfEhMTw9dffx3wvWkE\nhjYnqCeaQNEESrDRBIpGbZxl7l4ehBBpQoigV5mvztnq6lXORipjUaqSCfzWwGM5sxk0CNasUTP7\nrVkD5RPuhuLkSbWkTVRU/QvXLl++nK5du3rF0FksFkaMGMGBAwc8rk6xsbEcPnyYDRs2+L3WkiVL\nuO6663C73eTl5Xkeffr0obCwkI0bN3pspqamegQKgMlkYsSIEQGPPz09nTvvvJN58+aRk+M7Vf+X\nX36JEIKxY70zbD766KNIKT0xOytWrMDpdNZwj3v44ZrlET799FP++te/EhMT43WvV111FS6Xy5NG\nOTY2ltLSUk2kNADavKAeaAJFEyjBRhMoGo2JEOIfQoj9QgirEOInIUSXU58FQogeQginEGLjqXt7\nnacTQjxTXnE+C8gSQhQKIZ4WQmj/DoEzE5ghhBgnhOhZ/hgHTAemCyE6VjwaeZxNn6NHa38eYqKj\n1RqdxcX1L1yblZXFueeeW6M9MzPTcxxg/PjxREZG0rVrV9q3b8/IkSNZu3atp39ubi6FhYXMmzeP\nxMREr8c999yDEILjx497rtmuXbsaNn2Noy489dRTOJ1Ov7EpWVlZ6HS6GjaTk5OJjY313OPBgwcB\navRr1qwZcXFxXm27d+/mq6++qnGvV199tde9PvTQQ7Rv355+/frRsmVL7r33Xk2whAjN3StANIGi\nCZRgowkUjToRIncvIcQQ4BVgBPAzMBb4WgjRXkrp94NGCBGDWjV+JZAc4MgmUZnda015W0/gn4AJ\nmBjg9WrlT+Du9VH5z2l+jknUMkkS0DfUoM5IUlM99ZE8zxuQqKgomjdvztatW0Nu67zzzmPnzp0s\nW7aMr776iiVLljB79myeffZZnn32WRRFAeCOO+5g2LBhPq9RH3euupCens4dd9zBvHnzGD/ef4Hm\nYKYmVhSFq6++mvHjx/t8/7dvr4bPJSYmsnnzZr7++muWL1/O8uXLeeeddxg2bJjPhAIa9UcTKQGg\nCRRNoAQbTaBo1Jn6uG/Vrf9YYK6UciGAEOIBoD9wD74nvRW8CXwAKMANAY5sGHCflPK/Vdq2CCGO\noAZ7ayIlMNIbewBnDUuWqC5eVWNSGpgBAwYwf/581q9fX6/g+datW7Nz584a7du3b/ccr8BsNnPz\nzTdz880343K5uOmmm5g0aRJPPPEEiYmJREVF4Xa76dWr9vJ1rVu35o8//qjRvmPHjoDHX8FTTz3F\nv//9b6ZOnerTnqIo7N6922u35vjx4xQWFnruseLn7t27adOmjaffiRMnKCgo8Lpm27ZtKSkp4cor\nTx0yZzAY6N+/P/379wfU1NDz5s3j6aef9sSzaJw+2hyhjpg1gRJys5HRslEESqsMpyZQQozTIDSB\nEgxkgI9TUF79vRPwrceEOjtfCfgtCiOEuBt1Yvyvet2HWm3e1+xlR/mxoHK2pyCWUmbV9dHYY23y\nJCXB6tWwd6/6swGD5it4/PHHiYiI4L777vO4GFVl7969taa77devHz///DPr16/3tJWWljJv3jzS\n09M5//zzAcjP9y6hYzAYyMzMREqJ0+lEp9MxaNAgFi9e7FOAnDhROR/p168f2dnZXlm1ysrKmD9/\nft1vvBoZGRnccccdzJ07l2PHjtW4Ryklr732mlf7K6+8ghDCIx569+6NwWDg9ddf9+rnKyB/8ODB\nrFu3jm+++abGsaKiItxuNS9F9dcN4MIL1QR6dnsDfKH+idB2UuqA2ZhEWkLfgAVKSvsw8rIqU9wZ\nwgWJbcI4urNu/8S68zvWS6AoLVMRJ0s8z2VkBIQZEflFpz5ZQOp9FwUuUIQendl7bqEzx6M4SsBd\nM2d5dSKjJY9OspHWRglIoOjcNUvcGxzRuMJOnnrMqAJlzDP5RFhkgwqUZl2MjSJQrFfG4WwEgbKl\nUwLFmkA5PULj7tUM1f2nenRqDuDTmVwIcQ7wItBTSqnU093iN2Akai2PqowkBIHef4KdFACEEOcD\nrYCwqu3Vdqw0mjgZGRl8+OGH3HLLLWRmZnpVnF+zZg2ffvopd999t9/zJ0yYwEcffUTfvn0ZPXo0\n8fHxvPvuu2RlZbGkys5Qnz59SElJoUePHiQnJ7Nt2zbeeOMNBgwY4CmEPWXKFL7//nu6devG8OHD\nOf/888nPz+fXX39l1apVHqEyfPhwZs2axZ133smGDRs8KYhrK6hdHV/vuYkTJ/L++++zc+dOOnTo\n4Gnv2LEjw4YNY968eRQUFHD55Zezfv16Fi5cyMCBA7n88ssBNfZk3LhxTJkyhQEDBtCvXz82bdrk\niT2pymOPPcZ///tfBgwYwF133UWnTp0oLS1ly5YtLFmyhAMHDhAfH899991Hfn4+vXr1Ii0tjQMH\nDjBr1iwuueQST9yPRnA4Y0VKWVmZz4I9wSLGkk5R6X4splTSkq9BJ4xkHV9BfnHdty4jmsUy6Lk0\nwiJ0CAEj3m3BijdzKPm1xO85xvR2OPfvIfyiTlh6Xom0WSn97GOU3JqrKf4wnNMaXft0BKCkpaLc\nfyuO19+DEt92DdHhhCVZKNtbQJuRXYnu3gLrgUKypq7DXer0eY4vEtpfh9Cp/1KGZhdAYgdO/Py2\n3/7nXwz7doIxDMY+B60yBGtW6lkwXSCV0jrZ1EkHada/4UYVUpGF52LXFVIYnu33nIu7utj8s4E2\n7dyMedqKJRI+nBfD6pUGwP/f5nRJuDCcvN/tpP7FTMaQKBSbZPcCO6UHlZDZlOE6SAyHw1Zk3xTk\nBZHoC1zEflGIzRa6SVhJvAlTiQMk7OqcRllMGCm5DjrsLKMsZFb9jMXP/30oKSsL/l3WJ1tXsLN7\nlQe1fwA8K6XcW9Fcj0s9DnwhhOgNrCtv6w60BPqd9kB9cCaKjroihMgAPkOth1IRfwKVMlWLQznD\nuO6669iyZQsvvfQS//3vf3nzzTcJCwujQ4cOvPzyy15Zs4QQXrEZSUlJrFu3jvHjxzNr1ixsNhsd\nO3Zk2bJl9O3b19PvgQce4IMPPmD69OmUlJSQlpbGww8/zMSJE72u9fPPP/Pcc8/x2WefMWfOHBIS\nErjgggs8NUJAdRtbtWoVo0aNYtasWURERHDHHXfQt29fL5u14WvBo23bttx555289957NY4vWLCA\ntm3b8u677/J///d/pKSkMHHiRJ555hmvfpMmTcJsNvPmm2/y/fffc9lll/HNN9/Qv39/r2uazWZ+\n+OEHXnzxRRYtWsT7779PdHQ07du357nnniMmJgbAk3lszpw5FBYWkpKSwq233sqzzz5bp/vUqDvi\nTPvgFkJcCvwaFRWFwRAajRVmiOKCNkPZd3Q5GSnXoNOFceDYNxSU1vTxrA1zlJ7Hl2WiN6hvAkWR\nvHT9DkoLfO9MGM85D3P3v2L/bSOWq/qi2KyUBShQAHTt0zEOrUwDqBzPwznzXb/9W959CcKgQ2cy\nkPDX1pTtK+DgSz8FJFAAItv8BUvLzp7nZUe3Urxnlc++QsDkefDdl9CrP7Q5R/C/ryTvvW4O2MUr\n2dYVk1KZpeNE2BZKDb4zssTEKby8oIw500zc/6gNSxS8PTOcDasTArIZKAkdwjn31hj2f1FM5tBY\n3HbJngWOkAoUAOXyRIgygEsiL46DXDuJXxejC6FAkcCOy1sSd6SY/LRoyuJNxB0uptsBd6PsoDRv\n3rzBbR4+fJgZM2YAdJJSBpT5qjoVn3npdz2COcV/pt6ibRsp2rbJq02xWyk7tM/vOMrdvcqAQVVX\n24UQ7wIxUsqbqvWPAQoAF5UTYV357y6gj5Ty+zreV3PgH8B55U3bgdlSSv8rDAFS8doNHDiQZs2a\nBXTuiRMnKladT/tvGGqEEJ8DbuA+YD/QFUhATYgwTkr5YyMOLyRU/G1//fVXLr300sYejoaGRh3Z\nuHEjnTp1gjp8tp6xOymhpHlCd/Q6I+e0uB4pJQeOfUNe8XZ0usCmWNZiN4d+L6XNJZEAHNlu9StQ\n0OmI6HEF+vgEDOUCpXjRB4iCvIDHr+w7hHQ4EWFG9fnOfX77hiVZaHZ1BjqDutBWtq+AXc//D6M7\n8OmkPX+/l0ix5+/327f7lZDeXpBeXmv6f19J5kwFsynwRVmrPtcjUiQSq96/W9xNtzkwR8Aj/7QB\nqkBZ9aWR8qyPoUFA24HRmBMNnH9XHC6rwqbX8tAV1H0bvD7ISAOyczwYy/+WuXZ0H2Whi4ir/cTT\npCjVQmmCmdIEMwBxh4vJ+OUousSG9+0+qziFu1dM5qXEZHpP1qzHDrP/vVf9X1JKpxDiV+Aq4L8A\nQl1avAo1rW11TqJWi6/KP4ArgUHAgdpvwst2NkEOkK/F1tnu7tUd6CWlPCGEUABFSrlaCPEE6t/x\nksYdnoaGhkbgaK7h1TCHJZAQXelTaHcWoUg3OlE/PbdzbWWu811r/MdJhF9wEfr4ytV8d85RhMms\nbjkEisuFsveg56myc6/frs2HdPAIFICS3XkY482B2wScJ4+hOK0ASLcLR+Ehn/30BhhyX5XhOiUH\n9kBsPcNlrfpcz+92XSGK8L0DlNxc4cp+lSLxRI7AWgYmc2gnIyndzESlGT3Piw85MZh1IX/3yZ7N\nKgUKILKt6q5KKG0KOHxBlRVrRRJRYMNp0tZDTptAg+brHsPyKjBcCDFUCHEeatauCOBdACHEZCHE\ne6AG1Uspt1V9AMcBm5Ryu5TSWtfbEULEldf1WFD+eFQIEfSg+fJxn9WB86juXBVfNieAiu3DLPzE\nFmloaGg0dTSRUo0WzXp4+Sga9CbCjFHIgCNWVXaurhQpO9b4Kc5kMGLu/jevJl10DMJkgnp+UVYI\nE1lmRR707T1hbhNLwl9be7WZWkShC6vvv4XEnq8mj3EUHgLF965R7+sgpUXla6zTQcs29dNjAE5R\ngkuocyOr3r9r3M3DHOireGZbIiWJKRIZQo8rnQEybvCuHGyK02OM1AUeBB0AMj4M2TG2RhuG0L7l\n81pFY4uuksxAgC06HBn6vABnPYJ6VJyvw3WllJ8A44DngE1AR+AaKWWF+k9BjRUJ3r0I8TfUXZfR\nQFz5YzSwv/xYUPkTiJStwEXlv68HHhdC9ACeAfxvpWtoaGg0YbTlzSpEmlsQG6nmt1YUFzmFmzmW\n/wtuRU2BVJ9CyCcO2sk7ZEdvFOTssfnsY7q0K7pI1SVMKS3Buu5H7Fs3g6LUO+6mwsVL2bUfFN9f\nti1uqyzCVHaggCMfbOHkb2qSH5PJVC+79vz9mJPP8+vqZTLDoCo1oX75UfLRfDhSnhgzIqIeRgWU\n6Y8T7WpNWZVdlapktHdz2eWqaHI6YOUyI0s/DqPkpDqNC6+ZJCwotLjCgjlB/Rs6it3sX1bCkR9K\nkW6IjQ2RUcpjUXTlU9RcG7rvc2FviTppbRYaNzNFJzhyfuVuYMyxElpsPUHEyfIEF5EhMfvnIUTF\nHAGklLNR65P4OuY/jZB6/F8Enor4DeA/wINSSjeAEEJfPoY3UAPAg8afwN3rBaDijf0MsAz4EcgD\nhjTWoDQ0NDROB02kVCGtWU+kVDhxchvZeT/hdAUnK9DONcXojb7XNIXJjLlLd6TdjnXDOmwbfwZn\nYAHrPikuRTlyDGWH70W0qA5JxFycgv14CdkfbyV/zcGgrOw7CrKQituvSBkwBGLiBDu2SD6cCzuD\nVFTXqs/F7E7EJXxlBZMMuceBosCaVQYWvx/GiZzQbyLqzYL0flG4bAoHbl2nlwAAIABJREFUV5Ry\ncEUJ7hAGrFcgm5vh3GgociJW5yK2FgU9y5MvctrG4jQbseRbabH1BNEn6uz5o/Hnox3w9wqBAiCl\ndAshXgWGNt6wzkyklF9X+X0PcF6561yBPMPUloaGhkYFmkgpJzayLU53GX9k/Rubo2ahntNh55qT\nfkWKqfNl2LduxvrzWqQ1uGlLlW27UXb7EAsCkgecy8F3NnFixV6kK3j+TtLtoOzIJhRHTbEQEwcX\nd4WpT0g2rg2aSQBsunxK9Ud9+rdc2MmN0wET/2Hm0P6Gy8TZ6ioLOb9Y2f9FMY6Toc3iVYEElMsS\nEKtyEL8WINwNMz9xGXUUNo+k7U/ZxGaX1CsnrUbtNIUUxEFkI5AJVE+ZmIlWJyUgyjO0WYGLpZSe\nZR8pZXC/yDQ0NDQaGE2klFNqPUZhif8A89Mh67dSdHrf0zbbpl+QpaGp4+BetwkcNXdldGEG9s1Y\nh2INTRX50oO/+D329EhCEwMiJCeNvndvDu3X8fIz9UsGcDoc+bEMR1HDiBMPBoHui2yEvWHtSiE4\n74dDTXlSfOYTQnevRmAmMEMI0Q74qbztMtRMYROEEB5fVCnllmAYPFNER6CUZ2g7iFYLRUND4yxD\nEynlON11Kx5YHxQ3KH5WtEMlUACfAgVAsYdGnFQgFd92iwpCahYp3D7bC/MbJz9EgwsUQLgkuBp+\nMmZ0+H7tNYLI2SVSPir/Oc3PsYqChJIgTL7P5p2UciYBLwoh7tR2UDQ0NM4WznqRYrfbMRgM6PU1\nv+fcbjcul4vwUEVNa2honFFs2LCBjIwM4uNrZsLNz89n3759dO7c2ceZoUcQeGn3Jux2l96QxkIl\nUsoLUk4FrkVN27wbuLtqgTIhxHOoRRZjgTWoyQL2BDSYUzMSNc4nWwiRBXitukkptWqHGhoaZxxn\nvUgxGAyUlZURERHhJVTcbrenXaNpoCccnQxDEY4GtaszRqFm4264nQ8JOMMsGH3E7oQSReiwGcMw\nORv2NXYa9Nj0Okzuht9dCoSMjAw++eQTBg8e7CVU8vPzPe2Nyhm1uO8fKWVWA9sLukgRQlSIjm+B\na1Drk5wDFFTpMx5VQAxFTbn8AvC1ECJTShnMN+H/BfFaGhoaGk2Cs16k6PV6IiIiKHU4kBMnQrt2\nsGcPYtIkLNWESyhQlESKi99BUZLR6XKIiroLnc5/RfRg4XY3o6hoAW53Mnp9DrGx9zaY3dzcObjd\nSej1x0lMfAC9Ps9v/zCiidI1J1I0J0xEkc13Adt0uRI4fPg1XK5EDIZc0tLGYDDU5vEgMJiTMEa1\nJCyyFYrLCoVrArbrdMaza9dknM4EjMY82refgNHo36dN6vS4Y1JwxzfHHZuK/mQ2xtzAF1Tt9lg2\nb34Kuz2e8PB8Lr74ecLDi/z2dxnDKItPpCw+EWtcAu2P7KuXSLFao/nxxzFYrbGYzYX87W8zMJl8\nFyiVgNUUTn5cDAVxMZRGmLjmsO/00LVRWhrJsmV3UVoajcVykuuue5eIiNC5SMbHxzN48GA+WrQI\n5/jxWNPSMB8+jHHuXG6tJlw0Tg8hRFvgYdRgeYBtwAwpZWiCA4PPBOCglLJKaVqqi68xwPNSymUA\nQoihQA5wI/BJsAZSngZaQ0ND46zirBcpoAoVOXEiypIlMHQoLFmCbuJE9K++GnLbxcXv4HJdBoCi\npFNc/C4xMQNCbreoaAFOZ7dyu20oLFxAfPwNIbeblz8Hu70LAC5Xa3Jz3yQl5eYqPXRYRCKRojmR\nulTCRGXxDLs8SazSPmCbvx96HqtNnec4na04fHgGbdrc6dVH6IwYLWkYo1pitKShM1TWgVGcpehi\nOhIou39+jJKSc9Sx29PYtWsKF1xwv1cfJcyMO64F7rhUlJhk0FXZzTOYKEoKvBj01q9GU1LYFgCr\ntTmbNz9Nt27jPMcl4LBEeYSJPbqyqKNwuym0xFBoiQnY7m//eYDi3DYAlJQk88MPY+jT53nPcUXA\nyahIVZjERmMzV77GJquNnbFR1S95SjYsvpui7FYAFBU14/PP72LIkFkBXycQ4uPjcY4fz5HZs9XP\ni4ULaTF+PPGFhSG1e0rqkd2rqe68CCGuAf4LbEbdjQDoAfwhhLhOSrkimPZC5O51HfCVEOIT4HLg\nCDBbSvkWgBAiHbUQ5rdVrnlSCLEe6E4QRYrGn5M2bdrQq1cv3n777cYeylnJzp07yczM5OOPP/ba\nRf/888956qmn2LlzJ06nE6vVSlhYWCOO9OzlTyFSAHUHZehQGDsWpk+HlJSGsStaeT1VlOQGsClQ\nItKhyuK62x16u5ZogcWRQtVMym53kud3PeEk6i4gWtcSvagZBxQuoglXogO2K0Uzr+cuV6LXc314\nLObEzhgtLRC6mjtnxsgWAdsEcIkEr+dOp/dzd2wqzrQLUKK82yuwxgZuVyKxS+/VfLu98rkUgqLU\nVpxs3gqXuaYro9TryUkI/H9BConV4V3B3mqtfO7U6zmUlkJus3hcxpofKzazib31SLBWWhpd6/NQ\nYU1L8/q8sKalQRMQKWdR4PwUYLqUckLVRiHEFNQYj6CKFAhJIHwG8CDwCmrgeldgphDCLqV8H1Wg\nSNSdk6rklB8LGkKIAnz/tSVgA/YA70op3wmmXY3Q8N5773H33b5rqE6YMIEXX3wRACGacNQZkJWV\nRXr6qcPPhBDs37+fVq1anbJvbTgcDmbOnMkHH3zA3r170ev1pKWl8de//pVx48aRkZFxWtcHyMnJ\n4ZZbbqFz5868+eabhIWFaQIlhPx5RMqePbBkiSpQFi6EgQNDbjI+8RKcbjcnq8xtdLrq31dBRgjC\nbrsawzI77ioiRa8PrV1LtGDUKxHMfCKXE0dbVrF73PO7GzvHlI0cUzYRIZoRKVKJ1DUnXKgTT6uS\nR5FxR0B209q5aBk5hO2bK4WJweDtVuS2F1JyeCUIA8bIFoRFtsQY2RKdQZ012wp2YHAdDchudBcz\nkS1vwFpQKRCMRm+3Nn3hUfSFR5FGE+645rjjUnHHpIBefdvFHNuGwVZcZ5sSKP5LCoZmJ3GeiPO0\nh4dXurYJKYnNziImOwun2UJZQiJl8UnYomNBCITbTfsje9EpdY8Ncel17MtMRRdbAicqhYnZXPmP\nbXS7ycg6QnrWEYqjLOTHxpAfF401Qn2NLaVlXFoYWPxNqV7PsagSXHmVNi0W3+5lwcZ8+LD6OVH+\neWF+6KEGsVsrZ5dIyQR8Bfi8jeoCFlRCtJOiA36WUj5d/vw3IUQH4AHg/YAHeXr8C5gIfAX8XN7W\nFegLvIGaqGCOEMIgpZzfwGPTqAdCCJ5//nnatGnj1d6hQ4fGGVA9SExM5N///rdX28svv8yRI0d4\n7bXXvN5jiYmJ1U8PmP79+/Pjjz9y22238cADD2C329m+fTuff/45V1xxRVBEyk8//YTNZmPKlCl0\n7979tK+nUTt/CpHidrsRkyahmzhR3UEZOBAxaRLusLCQxaTEJ15Ci1a9iWv2MQdyrsNWEkNZbhZR\nUXeFxB5QKVA6n0di1FvkvT0CZ34YwrGP2Nh7Q2a2QqC0aKun/+DxHN0+nzJHGEJ/hMTEB3ycISmT\nuZTJXI4rWzASWR6XkopbOPxUja9Jy3aS+ycp2O0j+ccNs8jPrYxJ8Yl04SzOwlmsuo3rTYmERbVE\nHx4PZQXUNXA+ulssSX+PoWfP1/l2xHDsxXGemBRfCKcNw/F9GI7vQ+r0KNFJuOOa4zJGYCk4VCeb\nEii4PB1b+1jSH3iXI8/9/f/ZO/P4qKq7/7/PnX0mmewLgZCEHVRWwRVRqbsI2mqtT6strdbaVqvP\n84j+qk+ttlVbrda6t1pErT7W+qhYrYqKgigIgigge4AsZN8z+5zfHzfbJBMyk8xNCJz363VfcM+c\ne79nskzO5343/J60jpyUHjYBq6cFa0kLqSXFhMwWWtMyac3Iwm+2ktXQe55QV4JmjS+njKE1yc7E\ny56h/C/fwtslJyWaXXdTC+6mFgoPlOGxWalLS6E21Y0lHCYlEFv560azmc/SM8j5/nKanjqfUKOr\nIyfFaGpra7E88QQj23NSrrsOy733UnvppUOak3KENXOsAqajV8PqynSgsuf0gdGXSCkuLmb//v0R\nY35/n3lb5cC2bmPbgPYnYAfRfyVyiPSm5AAb+1x0fJwM3C6lfLzroBDix8DZUspvCiE2A9cDSqQM\nE84991xmzhy+hdmcTidXXHFFxNgLL7xAfX093/nOdxJqa/Xq1bz33ns88MAD3HBD5B7gkUceobEx\nMQ+4Kir0X+WUlPhDphXxc8SLlPYqXi6nMyIHJWS1Rq36lQjaBUow6KG0+CW++dRHaBbBi5cmuM16\nV7oIlHBJFaGX36Xwe6n4935N8/uvGWa2q0BZ+7afd/7i58SCJznoX09dcEdM9wjQTG14B7XswEls\n1dbyx0l+/tswzmR4/Zk60lO+R3qcnxkhbxUer+51cbtjCyNyn5BK9uUjCfvC1L74JZPHXh2XTREO\ndXhY3KmpfV9Ap0BpmZKDubaV7JXbyJ/9SVx2TcEAyVXlJFeVk5GZ2fcFtAmUaWNodjvJrKxn0v79\nTD27pyA6FA6fH8fBKvIOVuHOzu77AnSB8nFWFn6TiWmhcsZ+q6cYMor2Kl7fuewyPQelLcSr9tJL\no1b9GnQOX9ERL38BnhRCjAHaPxhPAZYACU8W7EukFBQUUFBQEDFWW1vLO++8c6jbfgx0TyqbSFvy\nvJRyrxDiIDAf2AwghHADJ6B7NxLJ+cD/izL+Hno4GsCb6GF2iiOYvXv3cvPNN/P+++/j9XqZOnUq\nt99+O+eff37HnKysLK666iruu+8+QP/9SEtLo6WlhZqamo6/h/feey+33XYbDQ0NOJ1OKioquOWW\nW1ixYgVVVVWkp6czZ84cHnrooQGHarWza9cubr75Zj744AP8fj/Tp0/njjvu4Kyzzjrkdbt370YI\nwcknn9zjNU3TSO329/bAgQP88pe/5O2336ahoYEJEyZw8803893vfrdXGyeddBJr165FCNHh0br2\n2mt59NFH+/FOFbFwxIuUYDAYVYi0V/0KBoMJFSldBcreHS/h9VQCYxN2/6h0Eyjex/4PTViMtUlP\ngfL8H7wkDzRGNobLuwqUFx8WrH5zcJo1dhUoZY8V493nGdD9YvlK9RAor2/D5IneLDORdnsIlK37\nB/xUPha7XQXKsfX1jG02sNlpFPbs2RNViLRX/dqzZ4+q8JUY7gKagP8E7m4bKwPuQO9GPxx4APhY\nCHErehL8Cej9ULo+uXgQuE0IsQu9BPFdQAmQ6CdHteiJ/A90G1/Q9hqAC/1rrojCM888w7x583qE\nV4Huafvwww+56qqrBnVNDQ0N1NREer0zMqLnOAJUVlZy0kkn4fV6ueGGG0hPT+eZZ57hoosu4p//\n/CcLF+rFc0455RQ++uijjus2b95MY2MjJpOJjz/+mPPOOw/QvRMzZ87saNVwySWXsG3bNq6//noK\nCgqorKzk3XffZf/+/QkRKaWlpZx00kmEw2F+8YtfkJKSwtNPP83555/P8uXLOffcc3u9tqCgACkl\nzz33HLNmzULTet8XlJaWMmfOHJxOJ7/4xS9IT0/njTfe4Morr6S1tZVrrrkm6nV33nknL774IkuX\nLuXee+9l5MiRTJgQf7EfRewc8SLlUI0aTSbTIAgUg4kiUGj1gstYkRJNoMgwCegNfWiOFIESC0YI\nlFgwQqDEwlALFOCQjRrT09NVuFcCEHq2bz7wmJTyASFEMoCU0rANtBE5KVLK9UKIi9G9E7cDe4Eb\npJQvdpnzeyGEE3gCvZnjKuC8BPdIAV38PCaEOIPOnJTZ6B6W9pjbs4APE2z3iGHevHksXryYp59+\nOkKoFBcXd4wPJlJK5s+fHzEmhCAUCvV6zd13301VVRWrV6/uyJf40Y9+xNSpU7nppps6RMrcuXO5\n9dZbaWlpweVysWrVKgoLC8nJyWHVqlWcd955SCn5+OOPWbx4MaALpk8++YT77ruPm266qcPmkiVL\nEvaef/Ob31BXV8e6des6wtwWL17MMcccw0033XRIkTJv3jxOPPFEHn74YV5++WXOOOMM5s6dy4UX\nXsjIkZFFapYsWYLdbmfTpk0kJ+tVJ3/84x9zySWXcNttt7F48WLM5p7b47POOos9e/awdOlSLrjg\nAqZMmZKw966IzuDs8I4CDiuBYjC9ChSDUQJFCZSjGtnP4/BDoFebygddnBgpUNppFyqxHjHe800p\n5VQppVNKeYyUssdOVkp5h5Qyr23OOQZ0m6ctGX4eeqf5S9qOVmCelPKptjn3Sym/nWjbRwqFhYU8\n/fTTLF68mOLiYiBSoETzsBiJEILHHnuMFStWdBzvvnvoondvvfUWc+bMiUjodrlcXHPNNRQXF7N1\n61ZAFynBYJA1a/RIy1WrVjF37lzmzp3LqlWrAPjyyy+pr69n7ty5ADgcDqxWKytXrqTeoEqHb731\nFnPnzo3Iw3G73fzoRz9i+/bt7Nmzp9drhRB88MEH3HHHHbjdbl544QWuu+468vPz+d73vkdz29+U\nUCjEa6+9xsKFC/H7/dTU1HQc55xzDjU1NXz55ZeGvD9F/CiRkgCUQDHcrBIoSqAc9bR7UuI9Djek\nlGH0hPne41YSb7Nfx3BCSvmxlPI7UsqZbcd3pJQGJkIeeXQVKh9++OGQCZR2Zs+ezZlnnhlxHIp9\n+/YxcWLP3luTJ0/ueB3oCOFqFyRdRcr69evx+/2sWrUKIQSnnnoqAFarlXvvvZe33nqLnJwc5s2b\nxx/+8IeORPKBIqXkwIEDMa2/N2w2G7fffjvbtm2jpKSE559/ntmzZ/P88893eH/KyspoaWnhz3/+\nM1lZWRHHT37yE0APm1McHhzx4V5GowSK4WaVQFECRQFHWgniW4A/CCF+IqX8ymhjBpUgPqwQQpjQ\nO9lPbhvaArwupew9PkjRg8LCQn71q19x+umns3LlyiETKEZiNps54YQT+Oijj9i9ezcHDx7ktNNO\nIysri0AgwNq1a1m9ejWTJk2KyIG54YYbuOiii3j11Vd5++23+Z//+R/uvvtuPvjgA6ZNmzaE76gn\nI0aM4PLLL+fiiy9m0qRJvPDCCzz55JOE28rvL168uNcKY9OnTx/MpSoOgRIpA0AJFMPNKoGiBIqi\nK8Nr33wolgFO9N4ifiDiF0xKmdDknyNdpAghxqFX7xoJbG8bvhU4IIS4QEq5e8gWN8woLi7m17/+\nNStXruTXv/71kHpS4qWgoIDt27f3GN+2bVvH6+3MnTuX3//+96xYsYKsrKyOBPBjjjmGjz76iFWr\nVrFgwYIe9yoqKuLGG2/kxhtvZPfu3UybNo3777+fZcuWDWjtQgjy8/NjXn+s2Gw2jj32WN58800a\nGxvJy8vD4XAgpezTM6UYelS4Vz9RAsVws0qgKIGiOHK5EbgGWIye2H1jt0MRHw8Bu4H89nAvYDR6\nMv9wqZY25HTNQZk3b16PHJXDnfPPP59169axdu3ajrGWlhaefPJJioqKIhK9586di9fr5cEHH+wI\n6QI49dRTefbZZykvL+/IRwHweDz4fL4Ie0VFRSQnJ/cYH8j6V61axaZNmzrGGhsb+etf/8qkSZMO\n2Yxx+/btlJWV9Rivqanhs88+IycnB7fbjcViYeHChbzwwgvs2NGzTUJ1dXVC3osiMShPSj9QAsVw\ns0qgKIGi6MaRUt0LQEq5dJDtHdGeFPSk+ROllO3lhpFS1gghbkHv56Log2hJ8l1zVAbbo9Kfn79b\nbrmFF154gXPPPZfrr7+e9PR0li5dyr59+3jllVci5p500kmYzWZ27NjBj3/8447x0047jcceewwh\nRIRI2bFjB/Pnz+eyyy5jypQpmM1mXnnlFSorKxPWmPGXv/wlL7/8MvPnz+f666/H7Xbz9NNPc/Dg\nQf76178e8tr169fzwx/+kAsuuIBTTjmFtLQ09u/fzzPPPENVVRVPPPFEx9z77ruP1atXc/zxx3P1\n1VczefJkqqurWb9+PZ988gmlpaUJeT+KgaNESpwogWK4WSVQlEBRRMPAnBQhxE+B/wJygS+An0sp\nP+tl7inAvcAk9JCtfcATUsoHY7CjtdlZCFjRmw3+Wkpp+C/bMBMd8eIDkqOMJwGJLnd8RPLhhx9G\nFSLtQuXDDz8cVJEiYug5JoSImJednc0nn3zCkiVLePjhhzuaOb7xxhs9yvc6nU5mzJjBhg0bIjwp\nc+fORQjB6NGjyc/P7xjPz8/niiuu4L333uO5557DbDYzadIk/vGPf7Bo0aKEvLeRI0eyZs0alixZ\nwoMPPojf72fGjBm89dZbfOMb3zjkPefPn88dd9zBv//9b+6//36qq6txu93MnDmTP//5z1xwwQUd\nc/Py8vjss8+48847efnll6moqCAzM5Njjz2We+6J7Hcay/dBYRxiuH1wCyFmAhuSk5Oj1rE2ksyc\nWf0SKJf9/aR+d5w3Wyz9EiiaK5nUy6/rd8f5jGxHvwSK21TISNvJcXWc78rEqY4hESijzho96AIl\nJTV1SARKam72kAgUe17ekAiUvLy8QbHTlZKSEv70pz8BzJJSfj6Qe7V/5k1eeCPOzFFxXdtaXcK2\n1x445DqEEN8GnkEPv1qHHm51KTBBStkj9kEIMR29s/pm9JK3pwJPAr+QUh7ycacQ4nbgV8AKwAuc\nA7wgpVwc1xuLkfav3emnn96j43Rf1NfXs3LlSkjA99BohBDLgJnAD+nsk3IC8Bdgg5Ty+0O0NMNo\n/95u2LAhomStQqE4vPn888+ZNWsWxPDZqnJSYiQj++jxoCSlDI0HpWCCGBKBkjE3+6jxoIQs5iER\nKC12u/KgDBTj+qTciO4JWSal/Bo9R6QVPV+k5zKk3CSl/F8p5TYp5X4p5d+Bt4G50eZ340rgOinl\nuVLKRegd0f+jzcNiGEdBCeLr0XNSPkEXf170MK9dwA1DuC6FQqHoN0qkxEBG9gxGFZwdt0ApODWT\njAmdHvj0cUkUnpYVm1EhsH/v3H4JFNvkGWgud/uNsIwehylzREzXJqUIbnooNW6BItBIN09CE+a2\ncxNp5gloWGKyWzBB8F/3W4ZEoBR8f+ygCBTZ5V/feccMmkBptxuymNl/2vRBEShdb9tit7N1/Hgl\nUA5DhBAWYBZ62BUAUt+drwBO6u26bveY0TZ3ZQzTRwNvdbG1Av3HZfDdXUcQUsp6KeVCdA/XpcC3\ngIlSyoullA1DuzqFQqHoH8M2J8Xn8xEIGLexGzn6NEr3f0TOiNm6QAl4+PqrZ2ltORjzPVobPSx8\nbA4yrG/ZFj0xmzeXrMfj6WUjbDHjPGMWre+uw/3DBVhnTya4v4LGP72IbIndg2KxOki+4Ar9/wXj\nsRRO4OBTfyDsjW531FgLuQVmvv7cxy/+lEP+eAtr3vTwt982xuVBGeXOw2XOBiDbMg1vqIEyzxe9\nzj/jIiub1gRIzdT4z/tcuJIFy/4Y5MPlxrpt8i8p5MArxeScPoKC748l5A1R/KcdtO5tMcymNAnk\nyeMRq3cQXjADOT0fU3UL7pc34m817uc4kOzEl5mKo6SSijNm4k93k1ZeQ8GmXXgNfFBcm5WFq7GR\nsMnErvHjCVksTKyqIq++HuP9VJH0+vtmIImqdhNBf5oz9j0/EzAB3TuyVaBveHtFCHEAyGq7/g4p\n5d9iWJEZ/Sl/VwIQ49OMfnIUJM4DIKXcKYTY1fb/4fcGFAqFogvDVqQYSVLyKPILz8RkspGXfwrB\ngIetm5+JO8SrdGMtgdYgFqf+ZQ76Qhz4rKbX+c4zZuE8+wTMo3NwnHgcgf0HafrT/8YlUAC8xdtJ\nPl6PvBCahq98P2Fva6/zL/t5KmaL4OIfp1Iwwcqq5c0su6cl7hCvBv8Bkiy5ul2h0RDY3+tcqw0u\nvcbOuGNMzDnTQpJb46l7WlnztrE/kq7RSYz+1hhMTjMjzx9NyBtiy+82IgyO3pMzCwmfMh6R7kLO\nKoTKRlJe2YxmoEABqJs+kbDDRuPkIvyZqTiLyxiz7YChIV5hITg4ejRJDQ00pKcTsljI27uXgmDQ\nOKNHC4fXtvNU9MTsE4F7hRC7pJT/28c1AlgqhOiq4uzA40KIjqcEUspLErnQo0GkCCF+iB66N77t\nfCfwYF95QgqFQnG4okRKFEaPOQsgQqC0thxE0+ILQQr5wxz4rJox8/SNe+mGGoLe6M1/hdOO64JT\n0FyODoFSd//fMfni38T6K0oJtbZgcroA8O7tPYF94gwbM+c5O85XLW/myTtqsFntcdttCOxnJLM7\nz/29i5TzLreRlqVx5iIbAE/d08qK//PjdBr7I1nwnbEITTDqwgKCrUG2/G4jTbsacbvdfV/cT6TV\nRPiMSeC0dggU099Wo1kchtkE8KW7aS3qjKJxFpeRtWoToksHYSOoyc3Fb7dTa9d/hvL27iW7rAyy\nsw21e6TTVwnimj2fU7t3Y8RYMNDnA45qIATkdBvPAQ7pNpZS7mv77xYhRC5wB9CXSHkmythzfS0y\nEQw30REPQog7gZuAP6PnpYAegveAEGK0lPJ/hmxxCoVC0U+USOlGavp43CmdXU0lkuzcGZTs+5Bw\nOP6k9eLVlR0iZe/HvT+ud513Epqrc9MqrBYcp83A/95nEI7zj6uUePftwDV5BqB7Vnrj2zdEVrzJ\nGmlm9plONq+OP+TKG6rHF2rEZnITCHtoCVZFnZfkFlx0ZacICgYlx84xs2dbiIO965oBkzIljfQZ\nmZ0DYUn2vBF4q7yGPqGWJ4+DpC6iz6whjy9EflmJiPd7Gwd1MydFnIdcDloKR5DVZFxF0pDJxMEu\nZSuRkha3m5amJsNsHjX0kQifUTSTjKLIKkctNSVs/dcDvd9SyoAQYgMwH3gdQOg1N+cTXxNAE2Dr\na5KU8gdx3DNhHAWelJ8AV0spX+gy9roQYjO6cFEiRaFQDDtU4nzDr01sAAAgAElEQVQEgtFFkbW4\nPa1VVFd+STDYe7jUoSheU9mRk7KvF5GipSXjnN/pgZBhSWBPKd61X8UvUNrwFuvek2BDHcHa6GJh\n1ukOJkzr3Dx7W8NsXedl85r+x/C3e08a/SX0tqNa9H0bzqTO2uP11ZLPVwXYuyO6lylRFF4xNuK8\ntayVqo8rCDQYt2mXLivhU8ZHjImSOsTmEkMFimdEJt68ziINIhjCXl6Ds8TYuLbKkSMJWTrTCyx+\nP+66OpxKpAyYdk9KvEcM/BG4WghxpRBiEvA4ev+TpQBCiLuFEB0eECHEdUKIC4UQ49qOHwL/CTyb\n6PecKI6C6l4WYH2U8Q2oh5EKhWKYoj68upCZMxWnS496aG2pZP/eFdTXxt/royueOj8VW+sxWTWa\nK6N7YpIuOg1h1Td2vs27aH7lA4Jtm0mtn71gfPt3I0PBXr0omgku+3kaAMGA5P1/NvHqXxporNU9\nKPb4o70AXaRkO47tNR8lM1dw9qX6A9emhjCvLfXxzss+Aga3G8s4IZvkcSkAtJa2sO/F3dR8Fl28\nJZLwvElg07+3YlcF2rtbEeX1+otx9m2IFUkXL0o4TNKuA6R+sROzx4Bk7i4ELBaq2nqSaMEgOSUl\nZJWXo4UHoX61ot9IKV8SQmQCd6KHeW0CzpFStv+C5AJd3GNowN1AIRBEL33731LKJwdt0YruPIvu\nTbmp2/g1wPODvxyFQqEYOEqktCGEmfyCM/B5Gziw732qKzaTqBig4jWVmCzRnVamERnYT5lKYE8p\nTf98n8D2xMQ7yYAfX2lxh0elO3MXJDFyjIVP/t3Cy4/WU3EgMUnNzcEKAmEPjYHSqK9/62oH4TC8\nutTL8md9tDYb/7RSmASFl4/FV+tj/8t7qFhZ3m8PVTzINCfy+CIoq0N7dwvabuNFEUBLYR7+jBSc\n+8pJ3bgda6NxVcu6cjA/HykEWaWl5JSUYFaJ8onFwI7zUspHgUd7ee0H3c4fBh6OcyVDylEQ7gXw\nQyHE2cCnbecnoJd8XiaE+GP7JClldyGjUCgUhyVKpLSRmX0sB0vXcrDsM6RM7OaqeHXvIsVx8lQa\nHn8F3+e95430F8+OL/GV7usxbrULJk63cdsV5RRvS6wLQxKmrHU9Ydkz4T+vUCPgl9z4rUbqqgZv\nA5AxJ5uKlWWUvXWAsH/wnuqHZxSgvbIesaV0UBomAkhN4M3LJPfNj7FX1w+OUcBntyOFYPKGDVj9\nBrvFjlIE8ZcgFn1POSo4CkTKsUB75+b2uNbqtuPYLvOG1ZuKhW3btg31EhQKRRzE8zs75CJFCHEr\ncDEwCfAAa4AlUsqBxVnFSVXFZsCYDWzNrqZedwvN/7fSsKf6rV9H9wYFA5In7+i9FPJAqfFF/9Yd\nPBDmqXsHv2dF9drKQfGcdEdb+bWheSdRkZCxZvOgb06tXi+jd+8eZKtHGVLqR7zXKIBhJzriQkp5\nxlCvYQio1jTN+93vfrefwckKhWKo0DTNGw6Hq/uaN+QiBZiLXn1kPfp67gbeEUJMllIO4o7W4Cfs\nvf19NHQTG/3eYWPz03tlqOwOhUABBl+gAGKINmLqib3xxJEIH3GN4qjwpHQghBgFIKUsGeq1GImU\ncr8QYiJ6Q1KFQjGMCIfD1VLKPvMbhlykSCnP73ouhPg+UAnMAlYP9P6hUAghRNQeJ+FwGCklJpNp\noGYUCsURwMaNGyksLCQtLa3Ha3V1dRQXFzNjxowhWBmG5qQc6RzpIkUIoQG3oVdZS2obawLuB34r\nZbyteYcHbZscAwvXKxSKoeRwLEGciv6ntTYRNxNCEAwGCXerMBQOhwkGg+gtARSdCJLtebisuYNr\n1WTBPmI8msO4popRsTsQ4ych42zUOVBCacm0FAzu11gK8Oe6acl2Da5dk8Az2oXXdTh+3ERSWFjI\nq6++Sl1dXcR4XV0dr776KoWFhUOzMIXi0PwW+BlwCzCj7fh/wM+Bu4ZwXQqFQtFvhtyT0pW2JmIP\nAqullFsTcU9N0zCbzQQAeeutMH487NyJ+M1vsJjNcXeRjxcps/H5nkfKXIQ4iM12BUIMQunbcBYe\nz7OEw7lo2kEcju+iadHD/0yalRRnAWnOMaS6CjFrNrYdfCHq3FjsNjQ8RSiUg8lUQUrK4l7tao5k\n7LljsY8Yhy27gJCnmebV8TefDoUyqax8lFAoG5Opkuzsn2AyHSLnJj0DUViEKBgD2TnIHV8jKsri\nthsIpLNv3x8JBDKxWKopLLwJszm6tpaaIJSXRaBoFMExIwmnubF+vDlumwB+fxpbt96J35+B1VrD\nlCm3Y7VGT5IPW0z4C9LxFmXiL8wk7LCQ/kb/ijR4vSmsXfvfeL1p2O11nHDC77HbG6PODTlMeAuS\n8Ba48I10Irwh8t+Pv8pYa2sy77xzDa2tKTidDZxzzpM4HMb1XElLS2PRokX887XXCC5Zgic/H8eB\nA5iXLuWbixZF9bAMGhJEvM/Dh48zwFCOdE8KcBXwIynl613GNgshStGrtv1yaJalUCgU/eewEino\nH6ZTgFMSeVNN03SB8uqrcOWV8OqryNtuQ7v77kSaiYrP9zzh8MkASDkGn+/v2O1nGW/X/xyh0IkA\nhEJFeDzP4XKd2/G6zZxCmquINNcYkh0j0URnyFs4HKQwo39r3Fp6I4HAhLb7FNLQ8DRpaRd1vG5J\ny8U+Yjy23LFY0yI9CcJsJenEy+K2uefda/H5CgEIBguorHyMESO63EczQd5IdGFShEju5q3JzcNz\nzoVx2z3w96vxtup2A4F8iov/yLhx3+94XdqsBArzCI4ZSaBgBNgjG3I3TS6geeLo+O0+cg3eRt2u\n1zuSrVvvYvr0n3e8Hky24yvKxDcmE//INDB3EeLBMKUnx28TYOc919Jao9ttacll7dqbmTfvNkDf\nCwcybHgLXHhHJxHIjsxlFWbJzrlJcdv8/Fc/oeFgEQCNjVm8/fY1LFp0f7/WHytpaWkElyyh7PHH\n4corqVu2jLwlS0irqDDUbp+ocK9+cxSIlHTg6yjjX7e9plAoFMOOw0akCCEeBs4H5kopy/uaHwgE\neoRqmUym3vNLxo/XBcqNN8IDD0BOTgJW3QdCoFnHEe7Sw1FK40N8HClmcOQT6LKnCoc77Qo0XLZs\nXLZsnLasCIECoGlmHJYs4iW9qJGv61zQJVImFOr8OgurHUtqLpbUHCzujB7Xm+wupM0Zt91gKCXi\nPBTKjpyQnITIykZkZkNSco/rRUoK4Xg3MEiC3shmjIFAZP5mKCOFUHYaoaz0HgIFIJCeEn/1pTAE\nmyLt+v2dX0upCYLZyQRzkglmJUcKFACzhifdEZ9NQLRoBGoi7Xq9nV4FadUIZNkJZNoJplt7Lttu\notUW/6bPUxv5vW1tTellZmLx5OdHfF548vOhF5GyefNmvvzyy4gxrzd649aBoBLnB8YwEx3x8gV6\nuNf13cZ/1vaaQqFQDDsOC5HSJlAWAvNiyfYHsFgs8YVq7dype1IeeACWLYNFi/q32FgRgrwTvkn5\nVwGC3q7DBw0160gx850/H8v//bqexoqRHeOa1mlXEqa2ZSe1LTvRc1BGkOoqIs05Bqctg2DYx7aD\nfycUjr1D+ciJVi7+ZR6fX11NdWmnXZOpc2Mn/V5a926ide8mhMmCNbsA+4hx2HPHYXIk4a8poXXd\nK3G9X9uJRVhyL8Ff17lhNpkqIyc1NCA3rkduXK/noBQUIgqKYNRohNVKeON6krd9FbNNCXhOPxFT\najPBLht3iyUyrM1cVoW5rApWbSSUmqx7VIpGEhqZDZpG1orPcJZ0W+shCJst1M04GXNSC8HaTrtW\na2domwhL7LursO+uQgoI5Lg7vCrBzGQIhpj42tdYvLH3AvJZnJSMOA6Lq4VAQ6ddu71TjWr+MK6v\nG3B93YA0CXx5TjwFLryjXYSTLFiqvRyz2htXFbAamcxXJg9du644nQ1x3KH/OA4coG7Zso7PC8e1\n1/Y6d+rUqUydOjVirKysjMcffzyxi1IliPvNUeBJuRn4lxDiG8AnbWMnAfnoD/8UCoVi2DHkIkUI\n8SjwHeAioEUI0f7ovUFKmZDHkeFwGPGb3yBvu033oCxahPjNbwj3UvVrwLQJlJTCaZhsf6F013cJ\nNKYQqNqJzXZF4u210S5Qsse7OH7hf1G/+0k8Hiuh8B4cju/2cpWkyVtGk7eMAzUfYzO7SXONwWXN\nodEbW9GUkROtXP1gHs5kE2OmXEPxlw9F5KREtRoK4Cvfha98Fw2AJTUX+4hxaM4Uwq2xbURtJxaR\n9N0TGHP2Unb+YhHB1rSOnJRe8XqQ27cht2/rDAPLG4XUNES474D/doESmDKenKRnqX7oPAK+jI6c\nlN4w1Tdh+vxrbJ9/3RYGNoJgRuxRGO0CJZCSxpj5f6Hkn5dE5KREQ0iwHmzEerCR5E/2dISBeTKd\nWEqi55J0p12ghEwWZsx9mK9XXBmRkxLVbkhiP9CC/UBLZBhYshVHU2xJFTUymV3kMvac1yh7+1z8\nnuSOnBSjqaurw7x0KXntOSnXXov53nupW7hwSHNSlCel/xgtUoQQtwC/Ax7s2tFdCHEn8CP0gjAf\nAz+RUu6KayGxsReYAPwUvecYwCvoIdRD/ndeoVAo+sPh8OF1Lfreb2W38R8AywZ68/YqXhazOSIH\nJdxW9cuc6OT5LgLFW1tG6SdLOfbRcjSLiU1XPZM4O93oKlC+fLOSjx45yPHTn6W2/mt2F78W8318\nwUYONmzCbo+tP1ZXgfLKH6rY+E5jRA5KrATqDxKoP4jTGVu4V7tAkb4AnmXvkpv+TPyR1+EQlOxH\nluxHuPuuKtZVoGi19bjee5fUMS/GaRSEz491+z7cqbGJsa4CxV5RSsqe9WRO/yBuu+YmL+bNJbgz\nY2sr0FWgZNXsIS1QRk5bDkqsCMBa48Na48ORnd3nfOgUKBqSyY5dnHzxH+KyORDaq3h9c9EiPQel\nLcSrbuFCXn31VRYNdfK84rBDCDEbuIZuYVVCiCXo4VZXAsXAb4C323qA+bvfZ4DsBUZIKSMS5IUQ\nGcABQNXZVygUw44hrwkqpdSklKYox4AFStv9owqR9qpfCXXpdxMo+1YuJew3vh9ld4Hy5m93MhhV\n8bsLlE9fi+3p/EDpKlAa/7ySYPEhKnkliB4C5bV30TyJzzvoTg+B8tX6QWnY2EOgNMZf/aw/dBUo\nEynFLQaxnytQXFwcVYi0V/0qLi4e1PX0QMZ5KIBOT0q8R18IIZKA59C9Jd1L7N0A3CWlfENK+RW6\nWMkDjIg17i2SMgkw/oNKoVAoDOBw8KQYyqEaNRrpQRlygWLwczMlUJRASTRDLVCAQzZqTEtLU+Fe\nwxQDw70eAZZLKd8XQnTEXQohioBc4L0u92sUQqxFzxV5Ka7F9IIQ4o/ttwfuFEK0dnnZBJwAbEqE\nLYVCoRhsjniRMigcbgLFYJRAUQIl0RwOAuWwRyXOD4hEJ8ILIS4HpgPHR3k5F/3jo3tJuIq21xJF\nu6oWwHEQUWfCjx6Cdl8C7SkUCsWgoUTKQFECxXijKIGiBIpCeVL6T6I9KUKIUeiNh78hpQwMbHX9\nR0p5Rtt6/gbcIKUcnA9khUKhGASUSBkISqAYbxQlUJRAUSiMpaqqiqqqqoixYPCQZbpnAVnA56Kz\nYZcJOE0I8TP0ClsCyCHSm5IDbEzQsjuQUv4g0fdUKBSKoUaJlP6iBIrxRlECRQkURQeq43y/6cuT\nkpmZSWa3qnfNzc188UWvfRBXoIdXdWUpsA24R0q5R+hNseYDmwGEEG70HJFH+vEWFAqF4qhDiZT+\noASK8UZRAkUJFEV3VPhW/0h0uJeUsgXY2nVMCNEC1Egpt7UNPQjcJoTYhV6C+C6gBIi9JrxCoVAc\nxSiREi9KoBhvFCVQlEBR9CAMhOP8uRiEz4jhwCB1nI+4QEr5eyGEE3gCvZnjKuA8A3qkKBQKxRGJ\nEinxoASK8UZRAkUJFEVUVLjXgEh0da8o9z8zytgdwB2GGlYoFIojlCFv5jhsUALFeKMogaIEiqI3\n2qt7xXvEdG8hfiqE2CuE8AghPm3rot7b3IuFEO8IISqFEA1CiDVCiLMT9T6NwKhmjgqFQqEwDiVS\nYkEIRp74raNGoORPsg+JQHGdOn5IBArnnj7oAkVarEMiUIIO95AIlGZbphIohylCiG8D9wO/Qu+7\n8QXwthAis5dLTgPeAc4DZgIfAMuFENMGYbkKhUKhOEoYtuFegUCAzsqPiUczWwgHAyAEBadeTmrR\ndFprStnz7l8IxShQci+cimYxIUwCNEHGuZNBCMpf670BsMWhEfCEcaZa+I9HppI93sUXb5Tz+q+/\njlmgFI0+G6+vTn8fmo28nNOoq99JQ9O+Xq+xOjT8njCjJzu47tECnMkmXrqnnDWv1MdmtB8Imxnp\n08t8Js+bSPriuUhvgJoH3yWwp9owu1jMENDtmi78Btr0YxA1dVj/+SbBVuMEijSZEaEg0mJFnvoN\nSEnDWn4Ax6ZPCRgoUKRmQoRDhJwpeCaeDCYLaZU7cdUdwKjg+LDQEDKMAFod2dQlT0STkrGhYuyy\n1TC70fD7Bz8FIBAwonVGP5o5xhbvdSPwhJRyGYAQ4lrgAmAx8Psed5Tyxm5DvxRCLAQWoAucw45B\nyklRKBQKRQJRnpSoCApO+w8QGgWnXk762Jm01pTEJVAAmndUUPTj07BmJGFJcTDmutNp2VXZ6/yk\nDCvn/fdEnKkWvv/kLHInJsctUAB8/kbGFJwLQKq7iNzs42lqLu11/rGnujlxQTqjJzu44S/jcLnN\nhgsUgPRFs7COSid53kSyrz6DsNdvvEABTBefB5qmC5SZxyEra7D9802EkQLFakPOPlUXKGeeDxnZ\nWMsP4Nr0qaEelKA7i0DuOF2gHDsPLHbSKneSUnfAMJsAzUmjCViSdYGSdgxChhkbKiZJthpq90jG\niHAvIYQFvefHe+1jUt+drwBOimld+tOiZKC2v+/NaFS4l0KhUAw/hq0nxUjSiqaROvoYxp97LUk5\nRbTWlLDr7SeRQV9c92neWYG/tgVruguAQKOHxm3lvc4//cdjOO68XEYdm0LuxGQ2vl7GG3dtjzvE\nq65+J0Wjz+o4b2jcS1hGb0wmNFj0izxMJnBfPwKX28zzd+3ns+Ut8RmNE1Oai5TzpmKfnId9XA5h\nr5+ye/6FqazJULtiwhi0SePgym+hjR6JrKwh+OzLCJOxvwrymOlQMBaZkgYZWbBvN66tnxsqUCTg\nL5yKNFvxj5oIFjvWvZtI8Ru7lwxpFpqTRuO1ZxCwuBEyTEbNFySlWg21e8RjTOJ8JnoTwopu4xXA\nxBit/DfgAl6KZ2mDifKkKBQKxfBDeVK6ITQTI2boXoiknCK8DZXsevvJuDwoHUioW7e347Tus+Je\nS4imj3Yy65sjsTnN5E5MZsu7Fbz6qy39ykHxeGvweDvzOWrrd/Q6d84F6Yya4GDEWAcut5l//L6E\nVf8wPhck/ZvHo1nNOCbkQjhM+b3/wrer+z4pwQiB6cxTAXSBUtdA8NmXocXYp/vS6YIJx4LJpAuU\n0n2INe8bnoMSyhhJODkD6UjWBcq+L7GW9f6zkCiakguRmpmANQWQZNR8gc1vrFfuaEBI2a/D0DUJ\ncQVwO3CplNJYF+gAUV4UhUKhGF4okdKNjAknYHNndJzbU7IpOuNKTDZnv+5Xu7aLSOny/+7M/9lY\nTObOb8fkM7M57+aJej5Lf+zWdW5G6+p3Rp1jtgou+umIiLEFPxvByYvS+2UzVix5qbhPn9RxLswm\ncq4/G9vYbEPtimlTENmd31uRloLp0gvB1b/vbazI447XBUo7eaP10C9h3K+fFAJfQWRDbP+oyQRy\nxxpmEyBostPiGtk5IDRq04/BZ00x1O5RgaStV0r0o6JsE5s3LYs4du54o6+7VgMhIKfbeA5w8FAX\nCiEuB55EFygfxP1+BhEV7qVQKBTDDxXu1QXNbCN3WmeYVDjop3LLR1R89SHhgBdNi39TWf/5fsL+\nIGiCuvXRE9fzjnFz3Dm5HeeNlV7ef3Q3m14vRxOmqNf0RW39TkaOOInmljL8geaoc+ZdlklGXmcI\nzr4trbzyYCnb1zZjt9v7ZTcWMi47AdHla9m8djc1/7uWwMEGnE6DBIPZhOn0zhB7GQwSXruR8Mef\ngdcHbrchZmVKGoyZ0DngaUV8uQF2f41IMW7jHswuQjo635PWXId132ZM9RWQ2VvRpoHT6B6jxxC2\nYfdU4W7cjSXYChgrQo92cnKnk5M7PWKsqamU9Z893Os1UsqAEGIDMB94HTpyTOYDD/V2nRDiO8Bf\ngW9LKf898NUrFAqFQhGJEildyD72NCyOJGQ4RM3OdZRvWkHQM7Dyu2FfkPpNJWgWE6HW6FWGzv7F\neAA8jQFWPV3M2hf2E/DqcV5aP79DTc0HCAa91NZF96LYkzTOu0YXRpX7vLz253I+f7c+/uJBcWIf\nn0PSnDEAtG4ppebFT/Ht7r2YQKLQ5sxAuJOR4TDyi62EPvwEGqOLt0Qip88BISDgR2z9ArZ/iQhG\nzw9KmE3NhH/0MQAIbzPW/V9hrtqPcbXwdPyWJDxO/WfK6qvH3bgbm7/BYKtHD/0J34px/h+BpW1i\nZR16tS8nsBRACHE3kCelvKrt/Iq2164HPhNCtHthPFLKwalXHicqJ0WhUCiGH0qktGG2J5F9zGnU\nFX9B+edv42usSti969buQViie0TGnZxB/rQUVv+tmFVP78XTmJgNrJRh6hp29ZqPcs4PcggFJX//\nzQFWv1JN2Nh9cwcZl5+Ib181NS98SutmYytMdWC3oZ0ym/D23YTe/xiqjM+5AZBZuZA7Cr7+ErFl\nI8JnfP8VgEDeBKQQWPdsxHJwN2IwmusAje6xmAPNuBv3YPdWGy6KjjoM6jgvpXyprSfKnehhXpuA\nc6SU7R+CuUB+l0uuRk+2f6TtaOcZ9LLFhx1KpCgUCsXwQ4mUNpJyxrDr7SdprU78xrl27V60XkRK\nRoGTPy34mMaK+CqHxcLByg20tPYMK7c5NVoaQvzPBVvxeQZnAwtgzU+n4f2tNK/ZGf9mawCIglGE\nXnwNeWBwGhd2kJqOeOMlRIuxFcu6IjUThMO4NryJCA2S8gQCZicOTyXO1nIlToxC9qNPSozzpZSP\nAo/28toPup2fEd8ihh4lUhQKhWL4oURKG/X7Nht2b39172FFa18wzpvQ2LQ/6rivNcyKZcaHWHXH\nf6AW/4HBb6Ugt+8edJsAYufWwbcZDmEt2z7odi3B1ra8E4VhxND3JNo1CiVSFAqFYjiiRIpCoVAM\nF9TGud8o0aFQKBTDiyO+BPGhnqCpMpMKhaIrX3zxBfX10Xu61NfX88UXXwzyihQKhUKhODo54kUK\nRBcjh7tAsdrdZBfMIbvo5EG1a87NwXXmPMyTJvQ9OVGYNGyTRpL6nVPQso0pBRwNzW4mdU4e+Vcd\nhzAPXiaFNdXMiDMyyTkrddBsArhGmCg610nqsYNnU2iSlMIwY88PYsuMXt3ucKKgoIDly5f3ECr1\n9fUsX76cgoKCIVoZiHD/DoXqk6JQKBTDkSM+3Esv+Q/SZEL+8pcwYQLs2AG//S0iFOp43SikzCYU\negm9QM5BTKZLESJa5TCBK3UkqTmTSMuZhCtVb4i3Y91SRD/qEEuZhd/3HOFwLkIcxGq9PLpdkwnr\n2CJsUyZhnzwRU3oaYa+Xpj89Bub4e7SEw1m0NP4NGc5BiApcru+haT0bUQunDcfU0ThmFOGYNhrN\nZce3sxz/m5vjthsKZVJX9QShUBYmUyVpaT/CZIpewcua6SBl1ghSZ+WSPCUTzWLi4Os7ABG3UAkG\nMyjZ/yDBQCZmcxUjR16P2Rw95yap0EHmjFQyZqTgHusCYM8T5f0SR35/Gju2/Q6/PxOrtZoJE27F\nYqnrMU+YIG2CheypNrKm2nBmmwj5JFsekIh+/Ob7vKl8tu4WfN50bLZajj/+bmy2niWGTXZJxoQw\nmZPDZEwKY3FBU6lg/yYzwhTfxs/T6ua9FdfR2pqKw9HA/PmP4HAYV4ggNTWVBQsW8Oq//kXwllvw\njhqFvaQEy/PPs3DBAlJTB1dYRmBg4vyRjspJUSgUiuGHGG4fxEKImcAGIURcAiN8++3w+utw5ZWw\nbBlcdBHaXXfFZbs/zRxD8iNk6KQuIx9jNp/ecZaSNZ70vGNJzZmE1Z44L8JXay6j4eDojnMh1mCz\nzddPTCbs06diP2YS1vHj0Oy2hNkt/+O38e0d1XFuMn1KcvJ5AGjJdlynTsIxowjbhBEIU2Icebtu\n/hGt2zqfcFut68jMvLjj3D4ymYxT80mZlYuzIHENFFddeyN1Wzo7uDscGygo+G7HeeqUZLJPTCNj\nRgr2dGu0W/SLf37vV1RuHd9xnpz8Bccccy2gC5Pc421kT7eRMcWKxZk4Z+kTl/yBgzs7PWxpaVs4\n5ZRbADA7JLmzQmRODpM6RqL1rwdpDx76jz9SvLHT9ZOdvZMLL7wnrnvk5eXFbfev+fkcfPzxjs+L\n3Guv5UcHYi9yUV5ezlNPPQUwS0r5edwL6EL7Z96c436COym+99LYXMa6Lx9LyDqGI+1fu6KiIhwO\nR1zXejwe9u7dC0fp106hUCiGmiPek9LBhAn6huPGG+GBByDb+O7XWpITqY0jFPFwPTdiTlPtPjSz\nFSE0UnMmYbElRbzeXLcfGQ7FZdcxMkxQRHaMl7KL3VAI/85dukjQNGzjxyKsnZvosN9PuLQ8LpsA\nmjOJUEPk+qXM6fh/uMmL54t9oGmgCWzjcyM6zwfrWpBVcfaCkxAoT44YCoUiv7fe8mYaNlWASSBM\nAseoSDHoKW1CNsdXrlcGTLTuT4sYCwazIs4bd7dgdmgITZAxIwVbqiXi9Za9XsLB+B4S+OsdNO6L\n7Bjv93eeyxDUbPUjTAKhQcYUK2Z759c4FJC09qOgXN32DNBJc58AAB/rSURBVOoPRL4/ny+94/9B\nj6B2u4bQQJjCpBREChV/EwTq4xPDUkL17pyIMY8ncSLzUHhHjYr4vPCOGgVxiBQjEPSjmaMq7wUo\nT4pCoVAMR44ekbJjh+5JeeCBDk+KkWhJTrKWXEn137zdREpk35JwyE9d+RbqyrcAgqS0UaTmTCYt\ndxJO9wiq96+npnRjzHZTJ6Rz2m1nsuerBlrKOzfrQnSz29iEZ90GPOs2gNmMbdwYbFMmYps8Cc2d\nTOtr/yJcE3u5YOu0abgWLMCU1ESwtjMkRoiKiHnBsjqayupo+tfnaEl27NMKcMwoxDG1AIIhGh58\nG0KxB9InzTwLi8NDoEsKgcnUrbxyWNK8vYbm7TWU/n0LthwXKbNySZ2ZS9LkTFqL66lZGr3pZVRM\nVlzjzsVia8XX1LlRN5sjw+nCvjDVGxqo3tAAApKLnGTOSCFjZirJhU5q1zZRvSp2USZMbswpM7Ba\nW/C2dAokqzUynM7fJClb46VsjRfNDOkTrWRNtZI1zYYjw8SB5WE8Pdvn9EowmIHfNx6brQmvt9Ou\nzRb589FapdFapXHgI92zkjExTOaUMOkTw0gJxf/MRAZj8+xICXWV6ZikJ2Lc4RicDvb2khL9c6Lt\n88J+7bWDYlehUCgUCoXOURHuJaVEmkwwwJyUWMO92gWKtWAETe/sofnftxNsTSbYuO0QOSk9sTpS\nSUodQWPVzpjmp05I57T7z8SabGPd73axc/nvkLKPnJQomPNGYHM6CJXE1vywXaBIn4+GZf+mcdfv\nkfLQOSk9MGnYJuVhafQTrum9r0xXkmaehb1oGt4KD8WvnU0omNlnTkoPsw4z7qnZhHe2IGPxarQJ\nFLMrm5aDlez+5DKCwaw+c1K6Y0u3kDMli8avYustoguUuQjNRmttMdu/vKbPnJRoJI00kZGbRsu+\nmKa3CZQJQBhEKRs3/gyf79A5KT3WrklSiiRJpgz89ZY+57cLlOa6FELSyle7LsbrTel3Tkq84V71\n9fW89q9/Eeiak3LPPSy84IKYc1KMCPc64dgf43bFGe7VUsbar55IyDqGI+1fu8LCQux2e5/zu+L1\neikuLoaj9GunUCgUQ80R70lpd/OLUAjRJQelq/s/kcnzXQVKy+pN1D//KoXX5CFMZvY+Gl8OjN9T\nT2Mgtg17V4Hy+R/Xsf+dnZ05KHESLCvHHOMf9K4Cpenvf0dWlHbkoMRFKIxvSwkmpzOm6e0CJdhY\nTctnL5GZ8Uj8NoGQJ0jd2jLc7hjygboIFH/dHoJlH1BQ8Hq/7PpqA/0SKMHmzZjDuzpyUOKluTSE\n3Rfb3K4CxWbfhsnU2JGDEg8yLKjfLbBmxydQzJYAeaP3UzQ5vhyUgdBexWvhggWkHjjQEeJVf8EF\nLF++nAVDmTwfbjvivUahwr0UCoViGHLEixTQRUh3IWJEVa/uAqX2L68OSnWd7gJlz+uxeV4GSneB\nEiotHRS7XQVKw0cvIX2D0Om8m0Dx7P2AwWjn3V2ghL27DLcJ0QWK0XQXKNmjyzFb4svHGij79u2L\nKkTaq37t27dvyESKkP3ISVEbbUCJFIVCoRiOHPEi5VBixEgPihIoxqAEivEcrQIFYNq0ab2+lpqa\nOrQliEGVFO4nSqQoFArF8OOIFymDgRIoSqAkGiVQBl+gHPaoPin9RokUhUKhGH4cFR3njUQJFCVQ\nEo0SKEqgKBQKhUJxtKNEygBQAkUJlESjBIoSKL0S7uehADq9KbEefSGEuFUIsU4I0SiEqBBC/J8Q\nYkKUeXcKIcqEEK1CiHeFEOMMeYMKhUJxhKFESj9RAkUJlESjBIoSKIeiPXE+3kMRv0CJUajMBf4M\nnAB8A7AA7wghOlrbCyGWAD8DrgHmAC3A20IIa8/bKRQKhaIrKielHyiBogRKolECRQmUPlE5Kf3G\niJwUKeX5Xc+FEN8HKoFZwOq24RuAu6SUb7TNuRKoABYBL8W1IIVCoTjKUJ6UOFECRQmURKMEihIo\nsSE7hUqsxyD8/A4HDPKkdCcV/QteCyCEKAJygfe6rKMRWAuclJh3plAoFEcuypMSB0qgKIGSaJRA\nUQIlZiT98KQYspJhh9HVvYRez/5BYLWUcmvbcC76d6Ci2/SKttcUCoVCcQiUSIkRJVCOXIEizDYl\nUAxGCRTFEc6jwBTglKFeiEKhUBwpqHCvGNCSnOTc+v24BYpmtcc01htpE4dGoDhmzhwSgZJ+4gVD\nIlCypn5z0AWKyZo6JALFZMobEoESbC1QAmWgGFjdSwjxUyHEXiGERwjxqRBi9iHm5gohnhdCbBdC\nhIQQfxzAuxo0DhXW1dzcTGVlZcRRV1cX032FEA8D5wOnSynLu7x0EBBATrdLctpeUygUCsUhGLae\nlH7GDMeMOSuNYFUdWrKT7Ft0gdL80Uaqn3wlZg+K+5iZOEePQbPaQNPIWXAF3vISatd+0Os1rhFJ\ntJQ3kz4xg9MfOBtrso31933K7td2JOqt9cRkwuRyEWpsxDVrFqkXX4z0+Wh47jmCJSXGmXWlEGpt\nBAkZJ11I0vhZBBuqqVv5AmEDBYrZnkLQ24BmtpF93CXY3Ln4anfTsvs9jBQoJksyoUATZmsaqXnn\nITQb/qZNhFqNFZ9COJDSg9k8EqtlFhDGYv0KaCRkkFaQYSuIACAJewsJ+3MxWfxkjipFaCHD7EYj\nNJjG2giHDaj9259qXbGV0v02cD96Bap1wI3oFagmSCmro1xiQ08Qv6tt7mFPX38vnE4nTqczYszv\n91NR0T1SK5I2gbIQmCel3N/N5l4hxEFgPrC5bb4bvRrYI/14GwqFQnFUoTwpURA2CzlLrsKU5ib3\n1sXYCkfQ9NHncQkUgObdW0meOBWTw4nJZsc9eTrNu7f2Oj9tfDpzbj6Z9IkZnPnQudjcgyBQgKTZ\ns3HNno1r1izSvvlNpN9vuEABSD/+LOw5hWScdCHuicfjr6s0XKAgTGRPvwSTLYmc6ZdiSxlBS8XX\nxgsUawopufMwW9NIz78Ak9kxKALFbB6NxTIGs3kkdttsIITF+hWaZqwHJeTNRwZT2wRKHmgeskaV\nYjIrD0r/MSxx/kbgCSnlMinl18C1QCuwOOoqpNwnpbxRSvkcYLwrLgEYkTgvhHgU+A/gCqBFCJHT\ndnR1lz8I3CaEWCCEOA5YBpQArxn0VhUKheKIYdh6UozEfe7JWPOyGHn3zzC5XbpAeeIVRJz3CdTV\n4KuuwJape/v9dTX4q3t/Mjf9J8eTe3weGQ9lYXPbWPf7j9m7fPcA3knfCKsV9/z5oGloDgfS76fq\nqafQqqoMtWvNGEFS0XE4RozBZHfhr6uk/O2l2DVjQ62SR03D6sokb85VmKxOWiq+pmrLG7iTk421\nmzkbm3MEGfkXopntNFZ+gkUaKwJBw2adjBBm9BYOITyeNdgd8f4kx4cMOZCBbELBdJAW0DyYXVsw\nmVMNtXvEE5b6Ee81h0AIYUEvmfu79jEppRRCrOAIqkBlUOL8tegqcGW38R+gixGklL8XQjiBJ9Cr\nf60CzpNS+uNajEKhUByFKJHSDS3JQeqC0wAwuV34y6qo/fu/9aeSIv7NXfOurR0ipXnXll7n5czM\nJe+kUQDY3Db2vbeX3f/ahRa3NIqP5LlzMXXZoNevWIG/pAS7zWao3fRZZwFgsruQoSDVnywn7G2B\nbiEXiUSYrKQW6vsuk9VJwFNP7Y73DS+AYLFn40guAkAz2/E276OlfhupKcYKI4tlDJrW+fX0+XYQ\nCtcAmYbaDXkLAKELFCQm+x6EpvZkhymZgInoFagmDv5yhg9SypgiEaSUdwB3GLoYhUKhOAJR4V7d\nSF14Opqz01tvzcsi+7pL0ZL7t3lu3tkpTJp39R7qNf2nkXmq+acXMP0nsxAm40SK5nKRfNppEWMp\n3/gGzpkzDbMJYB8xBkfe2I5zYTKTNfdirJkjDbWbUjAbk7Xz+2hxpJJ17IVoVuOEEUBy1pyIc5tr\nNO6sE8FQAWrBZo3cY1qtE7CYCw20CeFgMjKY3mVEEPKMIxw0VpAdFcQb6tWf5o9HKIPUJ0WhUCgU\nCUR5UrpgzkzFffaJHee+4nLqXvw3ns165SXRD0+Kp3QfIU8LCI3W/Xuizsk/o5DMKVkd5wc+3Mem\nxzfQWFyP2Wzct8h95plobR4TGQzS/OmnNL7/PuHWVuz22KuQxYcg/fizOs5C3hbqv/iQxu3rIRzC\nbJAnxWR14R59fMe5v7mKut2r8FS3hdPZ3YbYtbnysTlHdJx7m/fTVP0ZQV8tqanGhT9ZrRMQwgqA\nlGECgb34A9uR0odRnhQpIewt6BwQATRbKZq1HCEk4DDE7lFDH31Sypq2Ud60LWIsGPb1dddqIMRR\nUIFKiQ6FQqEYXiiR0oXUb81HWMwEKmup+8cKWtZsHviTSBmmefc2hMkM4Z5Jw8IkmH7tLAAqv6hg\n06OfUbW5cmA2Y8CUnk7SCScgw2FaN22i4d13CcVYcnMguIqOwZaRRzjgo2HLJzRsWYMM9LmRGjAp\nRSejmawEvY3U71lNc/lWjC81LEjO0j1kfk8lTVXr8HvK+7gmAVaFHatF91QFAiX4/FuRssVwuzKY\nhgy5gRCarRzNVooQKlE+cRzaM5KXNIm8pEkRYw2+Cj4pebb3O0oZEEJsQK9A9Tp0NCacDzyUgEUf\nFhjdzFGhUCgUiUeJlDYs+Tk4p02g5pk3aHxvHQQTt7lq3rUNYTJFfW3cRRMIB8Os/O93KV19IGE2\n+yLl7LPx7tpFw9tvEyg3fuMMgGYidfrpNG5bx/9v7+6D4yqvO45/z67eLGSsELAF+AU7soFQQ0tC\nG+omaSduMnUnMJS6Ce1Axg3UaVKmQyYF24KmeZEs0gGSNPUknTSmhoEGcCHAmKGBpJnWEAivdm2I\n7Vq2bGIpyEa29b7aPf3j7mJJ1spaee/eXe3vM7MDe3fvnuNrS7tnn+c5T/e2n5Hs7ylI2IoZ7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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorDINF(mg3)\n", - "fd.run_one_step()\n", - "drainage_plot(mg3, title='Grid 3 using FlowDirectorDINF')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally we see yet a different drainage pattern when we use **FlowDirectorDINF** and flow is routed along an adjacent diagonal-link pair.\n", - "\n", - "## Comparison of Accumulated Area\n", - "\n", - "Before concluding, lets examine the accumulated drainage area using each of the **FlowDirector** methods and the third grid. For an introduction to creating and running a **FlowAccumulator** see the tutorial \"Introduction to Flow Accumulators\". \n", - "\n", - "Often we do flow routing and accumulation because we want to use the accumulated area as a proxy for the water discharge. So the details of how the flow is routed are important because they influence how the drainage area pattern evolves. \n", - "\n", - "Lets begain with **FlowDirectorSteepest**." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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SN1+eYPBtXINTB+BogsF3fClXNT3l1sl+x/dy03WMa1u52Vn+l5uufaWggOB7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\nBeA/UkpT/lP+BMwSQrgD5wGjV4tSygATzpUp5o6hEUJogG4olpn0rCY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fk6lJAZL4fvwN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\nWVlZVFZW8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WlpIdudOu2fqK7Kn0pe/jDy8ofhkUqyOubRs8v/6NllDempuyku6Ur/E9cS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\nGGNM/LGFNY0xJtFUr0Pj9mEis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RDjKhljjDHGtGk2KYAx7lwJlAB9gENjXBdjjDHGmDbP\nWmiMaSYRORGYD0wE7sD5/TkltrUyxhhjjGnbrIXGmGYQkTTgb8DTqroA+BkwQkSujm3NjDHGGGPa\nNktojGmeB4P/3g6gquuBXwO/F5HDYlYrY4wxxpg2zrqcGdMEETkZmAeMUdWldZ57B/Cp6qkxqZwx\nxhhjTBtnCY0xxhhjjDEmblmXM2OMMcYYY0zcsoTGGGOMMcYYE7csoTHGGGOMMcbELUtojDHGGGOM\nMXHLEhpjjDHGGGNM3LKExhhjjDHGGBO3LKExxhhjjDHGxC1LaIwxxhhjjDFxyxIaY4wxxhhjTNyy\nhMYYY4wxxhgTtyyhMcYYY4wxxsQtS2iMMcYYY4wxcev/ByktMcKuEJ9ZAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from landlab.components import FlowAccumulator\n", - "\n", - "mg3 = RasterModelGrid((10,10), spacing=(1, 1))\n", - "_ = mg3.add_field('topographic__elevation',\n", - " mg3.node_x**2 + mg3.node_y**2 + mg3.node_y ,\n", - " at = 'node')\n", - "\n", - "fa = FlowAccumulator(mg3, 'topographic__elevation', flow_director='Steepest')\n", - "fa.run_one_step()\n", - "drainage_plot(mg3, 'drainage_area', title='Flow Accumulation using FlowDirectorSteepest')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here we see that flow has accumulated into one channel in the bottom of the curved surface. " - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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23etTdmq5BJFZZGWdk5BymzXrzT/2/4xmjRcntNwjD+nHP/b/jLp1FvlabihA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f3DgSzASmU4MZX9bAUu1FqvbeDragfcASSUbdoFvKS1PtqQ4xtYYyCwZeLEiURFRbl0bEZGRvm3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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fa = FlowAccumulator(mg3, 'topographic__elevation', flow_director='D8')\n", - "fa.run_one_step()\n", - "drainage_plot(mg3, 'drainage_area', title='Flow Accumulation using FlowDirectorD8')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When diagonals are considered, as in **FlowDirectorD8**, the drainage patter looks very diferent. Instead of one channel we have two smaller channels. " - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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4p2R7HTdXkfsssExEnhGROjfoyxl91ilFUZS9HLW4KYqiKHslL83bxUvzdndJ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d+tMj4KWCCl9In3qPxnN27cOBISvCsykZ6ezrJly6CRf3ZCiOuAd4E9aK0TAPoAXYD/J6X8RAhx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\nKXETERERERGZ45S4iYiIiIiIzHH/PyzdSkyZCWATAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fa = FlowAccumulator(mg3, 'topographic__elevation', flow_director='MFD')\n", - "fa.run_one_step()\n", - "drainage_plot(mg3, 'drainage_area', title='Flow Accumulation using FlowDirectorMFD without diagonals')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Flow is distributed much more when we use **FlowDirectorMFD**." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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bnw/z0Qu2Z61vjImKyJPA2cBaABERZ/0H+Ww5Y732Otu8C/hrIfsxVag3S1EU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\nbIqIiMhJtAZskhsdGSlUqwLGVKt6sVb9CtJo+Po4cF2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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fa = FlowAccumulator(mg3, 'topographic__elevation', flow_director='MFD', diagonals=True)\n", - "fa.run_one_step()\n", - "drainage_plot(mg3, 'drainage_area', title='Flow Accumulation using FlowDirectorMFD with diagonals')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Adding diagonals to **FlowDirectorMFD** gives a channel somewhat similar to the one created by **FlowDirectorSteepest** but much more distributed. " - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Rh3HvsQLc9NAnAGXARlV9W0QeBX4tIqNx3gofzjP0pqre47X3KXCY9/lciXvwMYv4rlNH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\nxoYNG7jxx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YdICZN1u6e1Py+XhJRSElIOArBzSzzLP29HPcmE6kSGF7tFikQiw+p29Rp6\ndQ5Gk4sx9x0FYPGCRDauigaCKFIEdLkxjrAEAxfclYS9zMn6mUeDLlB00SairmiHxqB8DqxHi8h8\nYXXQBYrh/HT07Vqgb9cCAMumPRS/v0xdQTldTuHuFdm5J5GdPSdr5ScyOTj/33WfUkq7EGIzMBSo\nrJYuKp57m/wWoVSLr84/USqiXw9k1H8RHraPEeAA+XpsBTxwXkq5kvrjOgN1F+0W4E4p5bdCiKeA\nhVLK/UKIbcCFeH+fVFRUVM54VJFSg1BjHAlRVb/BFlsBUjrRCH2Dzpe/N8QtUvL31e2ulR0Vh8VY\ntT+svAyHVocW/30pNC6JObeIggQlB3hUTt0ixdYv3C1QADQnbMhwrTIV8RMTpWikA5fQIaSLkDpO\notG6uOjyQ+7nTocg+3gYoRE2qB0jeEpkWDHkVHhShJSB1nsMTWyCjb6Dql6L/FwdVosGgzG4SQFa\nDoggspXR/bzwkBVdiAahAekKnt3Yazu7BQqAZV8eumiT4ogSLDSCsFED3E+l04UjIwtNZBiUNELc\nzdlM8CrO/xuYVyFWKlMQhwLzAIQQLwAtpJRjK4Lqd1Q/WAiRBViklDv9GZoQIholDXGlE/cO4EMp\nZe2o1NOkqVMQnyZJwPaKxyVAZfDfN8CzTTIiFRUVlUZAze5Vg9ZJgz18FPW6EIx6M/7PDhTy9lYJ\nj/w93kWKU2g4Gu+Zi92mN+DQel918YXK1ROt3UFEgfeVBWecDmfHEI82V4wO2UCzAghDWT0JoQhN\nHa9Ztz4niYytyoAhNJLYhLIGObYDYLAidYoQlGF1F8C64rpsqr+kIaEuYuLtQc0gptELOt/g6WYS\nEqvDEKElmHMgfXI45kFpnm1J4QhDwz9TvmDq3xldi9iqBiHQpcSCJvhZ2s52BA2oOO/DeaWU/wc8\nBDwD/A50B/4mpcyu6JKEEisSuGsRYhDKqstEILpimwgcrNgXUPytNt8QURNEMoHKH4j9wBUVj/tQ\nlaZYRUVF5axDXUmphjkslRizkuHF5XJwLHcTmVm/4nQ1/HfAkqujPE+HRispy/K+GnMiJgG7Ttmn\nd9hJyT5OfEEOGhr+CxSVo4iFqOzCOoNn7RdFuB9rsu3o1xejPWxTJjb6hq0chcpCikVsna5eeoOT\nvkOOuJ/v3xHD+h9akZcV6rW/T4gKl6+C2DpFSsu0cs7vo+xz2AXrf4nil+9iKSsJ7r9A2mWRhMYr\nr6W1yMHuxXlk/FSAdNJQ3esTcX/viqgQBtbMQnL+7y9K/zhxiqNOE72W0JEXup9atx2kdPE6nEf9\nd+FT8ULwVlKQUr6NUp/E27660wgp+5/G/1TEbwH/A+6RUjrBHSD+dsW+8/w8X72c4SspX6C4320A\n3gA+FkKMRwmir51HVUVFReUsQRUp1UhLugQpXWTl/8nhrDXY7HXflfcdQf4eExqdxNt9TbtWy7HY\nRDROJy1yT5KUl4U2AD5ABqudsMLSOuNRnC0NOFsZEUUODL+WoN1jafhKRjVCKQTpcq+o1KTnwKOE\nhjs4lhHB2mWtOX7YHACrygqKLI0Ag7esXpIrr8/G5YKtv5r5cUkc+bkGL/0Ciy5EQ8drY3FYXOz7\nNp/93+XjKA+if1cFprYxRPROwZ5bRu7iHRStPRxUQVRJyJAeaKMjsB84Qenna7DvORp8oypnKu2A\nv1cKFAAppVMI8W9gTNMNq/khpXy02uP/CSEOARcBe6WUXzfdyFRUVFSCiypSKogxt8dmL+H3zLmU\nW3MDeu78vSY0dXjZHI9JJKEghxa5J9E7A5v+Njorn8jc2mJBAvYeYRhWFaH7swwRwHmzFhdRZKGj\ndobNkHAbrdsX8PWCThzcFU3DMpfWQUgZMqLA6ynbdy3Fbhe8/kwaJzIbpw4KQNsrozi6vpjdX+Ri\nLQx+McxKYkZ0IHvhNgp+OoC0B18UgVJN3nhBWwrf/gbb7/tPfYCK3zSHFMQBZAtKLErNstidaYI6\nKXUd09RUZF97D3hWSnkQQEr5K/Brkw5MRUVFpRFQRUoFJWXHySvaG5RzFx8xep08SyApPwuDIzi1\nOZIOn0Tr9DJJ1QuM3xcg7MH5EY6RdUdmf/beecGJAdFIZIx3cXki08i81wPqUu8Th34uxFLQeOIE\nQBi0nPjPZlxlPpdhCAwaDQUvfqZm8AomQXT3agJeB14TQrSjasJ9IUqmsEeFEN0rO0optwXCYHMQ\nHf5SkX3tetQAeRUVlXMQVaRUYHP4VqG8IUiX90m5gKAJFMC7QIGgiZNKNHi3W14SZBcrjXe7xYUN\ni685XRpboABImxNpawK7JcGtM6PC2SZSFlb8fbGOfZX+sRI47WwPZ+pKSgVfotREUeNPVFRUzinO\nepHicDjQaDReCz+6XC5cLhc63Vn/MqioqJzhCPx3kGzGOdXSG9PYGS5S9gJPCCEGAJsBj1ze52ox\nRxUVlbOfs352rtFosNlsGAwGD6Hicrnc7SrNA5ddA04daIO3uuTVrggh6EVLvKCJiMZVnN+oNtFq\n0URG4ypsXLsiJASNVoOrOHgrlucEzWbefHpIKQ+duldA7Z3JImU8UAD0qtiqI1GLOaqoqJylnBMi\nxWAwYHO5kI89Bu3bw969iBkzagmXYFBebmbVqomUl0cRElLA4MGvYzI1oFKin1gskaxb9yAWSxQm\nUwEXXfRyo9gtLzezevVk9/UOGvRqnXalBGe5DnuBCXuBCWe5HlL8T1drtUaxbdsTWK0xGI15nH/+\nMxgMdRewlAhc2iicujic2niEtIH0P9jb4YjlyJHZ2O3x6PXZpKZORqerpw6dRgexKYj4VIhLRX9w\nO9Yd6/2263TGkZ39Lk5nAlptFvHxd6HV1pPsISQUTas0NK3aoGnZCutXixokUlyueEpK5uFyJaLR\nnCQ8fCwaTd3vlyYuFl3Hdug6tEebmEDZrLorn9eFlAnYbAuRMgkhTmAw3IgQ2ac+8HTR6WDaNPf3\nBTNmQBBdM89FhBBtgcl4FnN8TcoG/DOexUgpG3XVSUVFRaW5cNaLFFCEinzsMeSXX8KYMfDllzBt\nGppZs4Jue9WqiWRndwSgpCSRlSsn8re/PRd0u+vWPUhubicASkuTWLfuIYYMeSLodteum0ROTscK\nu4msWjWZK654xr1fusBRbMRWIUxc1qqPoMZkRxQk+m1z2+5/UVDaAYDy8hb88ccT9OkzxaOPRIdT\nF4tTF49TFweiagVNOHIxxffx2+6uLY9RVqbYtdtTOXLkVdLTa2RPNYZBfCtFmEQnI7TVrjckAtN5\n/tetO7xuOjab8ho7na3Jzn6PpKS/e/QRMXFoWrdRtoQkd7t02NGntUWf1sZvu1mrnsbhUD5TLlc6\nJSXzMZtHVHXQaNC2TkXXsT26Du3Qxsa4dzlz8wgfMthvm/k/z0DmKnNYKdtgs32K0TjU7/P4zbRp\n8NVXyvfFV18pz5/2txRIgGlAdq/muvIihPgb8BWwFVhb0TwA+EsIcbWU8sdA2jvTVlIqUjH7gpRS\nPhjUwag0W9LS0hgyZAhz585t6qGclezevZvOnTvz6aefMnr0aHf7119/zfTp09m9ezd2u53y8nLV\nKydInBMiBVDuiI4ZAw88ALNnQ6L/k+GGUFoW6/G8vDwq6DYlUCzjPdosluDbNYQ6kNpwj7bq1+uy\nayg/GoEtNxTp9BIjZNGjsST4bdfhivZ4brXGeDx3acKxG9vh1MYpbl017epiMcXE1mo/FS6tZyV5\nu93zNScuFdGmByLS+zUZWnfx26ZE4tzgeT6ns9pzoUHb7Xy0Xc5HRNZ+z4VOT0ivfv7bFRLX6iSP\nNper2v9QiAnjJQPRn9cVTVjtwpza2BjCBg3w227+z8kez6VMqqNngKn5fREff+pjgs3ZFTg/E5hd\nvQYIgBBiJjALCKhIgWblvuULF9R43hPl97oyZXMHwIkSo6JyljF//nxuv917DdVHH32U559/HgAh\nmnHUGXDo0CHS00+9ECiE4ODBg7Rq1eq07NlsNl5//XU++eQT9u/fj1arpWXLlgwcOJCHHnqINm38\nvzlXk5MnT3LjjTfSu3dv3n33XQwGgypQgsi5I1L27lVWUGbPhgUL4Nprg26ypCwGnd4z61FISN1u\nSIFAAgd7tUL8UQZ5VRNvkym4dg2hDi69/SAbfs8i+1hLd3v169XoXYSlFRLauhBHsQF7gQlbgQmX\nRcm+pQ2zYTP756qemFZOqz8Ps+P3qkmk0ejpcqVxlWAs34pEW7Waoo0DjREAne0I+Se2+2U3+sII\nwlNHUp5fJYj0+hpuSDlHkDlHkIYQiE9FxLWC2BYIrXK95Vt/xlnon3ub/uqu6OKKsOdUCTOtNquq\ng3Th3P47zu2/I6KilZWUVm0QickIjQbpsFP85f8h/XFdMuoxXDcETVQJ5FQJH43mZFWfcgvWpT9i\nXbYcbWoKug7t0HVsjzZBeV+cx09SsPgrv65VGx2NNmw0jtwqm0Kc8OscDWbvXmUFpfL74pprGsdu\nfZxdIqUzMNpL+1wUF7CAcqatpEgpL618LISYAhQDY6WU+RVt0cCHwOqmGaFKsBFC8Oyzz5KWlubR\n3q1bt6YZUAOIj4/n448/9mh7+eWXOXr0KK+++qrH/1h8AG4EjRgxgtWrV3PzzTdz9913Y7Va2blz\nJ19//TWXXHJJQETKr7/+isViYebMmfTv3/+0z6dSP+eESHG5XIgZMxSXjcREuPZaxIwZuOrI+hUI\nSspiKChpwXk9FrHv+HAsxZEY7IUMHhy8GMdKgZLXKoZW4z8h883bcBWGEK7P4qKLXg6a3UqBEp1k\n4cbxzzF757+xu8IICc9j0KBXa/UXAvRmG3qzjdBWRTgtWmz5IdgLjaC1g95b1fjaJLayctMDWVxb\nfh+Trn+XvOx4d0yKNwROdI4sdI4sJODSROLUxePSRuC05PgcOB9zcTwtb44j5tLX+fGOO7CWxLhj\nUrxiK4eje5BH94BGi4xJRsS1QhMWhe2AjyUgBBj/30XoerakRdgcMp8ehcMa545J8YYsyMdZsBnn\nH5vBaEKTmqaIlvAIrDt8tGsyEnLHaDRJsUQNfom8jJs8YlJqG5U4D2fiPJyJdfkKRHQU+gr3L2mx\n4DhxsvYxXtAlJhJ583AiXd9wdPbFOArD3DEpjULl90V8vCJQZsxoHLv1cJYVc8wGeqBkrqpODyCr\ndvfT40wTKTV4ELiiUqAASCnzhRDTgR+AV5psZCpBZdiwYfTs2bOph9FgQkNDufnmmz3aFi5cSEFB\nATfddFNAba1Zs4affvqJ2bNnM2nSJI99b731FkVFgYnJPXlS+Q2LjIwMyPlU6uesFynVs3hVj0Fx\n1ZH1KxBUChQhHKQk7qPvM+sQWsh6J3jVzqsLlJCCMtL/OoLutv/DXJxLqxN7gma3ukA5+HsU27+O\n5cLWcwhNycOUUOzTObQmJyHJJYQkl5Cd5Z9AMYW5WPEFdOn4MHT0fdwC0LoK0doKlQY/BEqrsW1w\nWZxkzvuN1i1+8d0ogMsJOZnInEwsxb69PpUCRX9RR5zH83EsWEZi3MenPq46Vguufbtw7duFtcTH\nDFsVAkXbqgX2P3bhWPIVZrN/dmV+AbZff8P26284ysp8OkaXmEjs+PFow8Io/HYROusUdMH71/GO\nw9H0MSjeaDbz5tPmfWCOEKINsK6ibQAwFfA/w8IpOMNFihnwdps5Hoho5LGoNHMOHjzII488ws8/\n/4zFYqF79+48/vjjDB8+3N0nPj6esWPH8vLLys1LKSXR0dGUlpaSm5uL2WwGYNasWUyfPp3CwkJC\nQ0M5efIkjz76KMuXLyc7O5uYmBj69u3L66+/ftquWpXs27ePRx55hF9++QWbzUaPHj146qmnuPzy\ny+s9bv/+/QghuOiii2rt02g0REV5uj8fOXKEadOm8f3331NYWEiHDh145JFHuPXWW+u00b9/fzZs\n2IAQwr2idffdd/P222834EpVfOGcECnehEhl1i+XyxVQkVJdoMRHZWDQWwJ27rqoKVA6rt2Py3Xa\n9c9OSU2BsvGLlqdfTd6Hw6sLlGUfx7B1VeP8TlcXKPtm76LsQCOk060hUCxvLkMWB/8zVVOgWBd+\n1SjV5D0FyreUrlt36oNUzkSeRXFhehB4oaLtGPAUakrdmnwBfCiEeBDYWNHWD3gJWNxkozrLmD9/\nPoMHD67lXgWQkZHBypUrGTvWy+pxECksLCQ31zNzY2xs3fGTWVlZ9O/fH4vFwqRJk4iJiWH+/Plc\nc801fP7554wcORKAAQMGsGrVKvdx27Zto6ioCK1Wy9q1a7nyyisBZXWiZ8+ehIYqcYajRo1i586d\nTJw4kdatW5OVlcWPP/7I4cOHAyJSjh49Sv/+/XG5XEyePJnIyEjmzp3L8OHD+frrrxk2bFidx7Zu\n3RopJR9//DG9evWqd1539OhR+vbtS2hoKJMnTyYmJoZvvvmGMWPGUFZWxoQJE7we98wzz/Dpp58y\nb948Zs2aRUpKCh06dDjt61apm7NepNRXqLGuIo8NpbkIFJ3NiU0XXJESFIHiA6pAUQXKucrZ4u4l\nlGjfVOAdKeVsIUQEgJTSx6VF/znDV1LuBl4G/gvoK9ocwAfAw001qLONwYMHM27cOObOneshVDIy\nMtztjYmUkqFDPTMZCiFwOp11HvPCCy+QnZ3NmjVr3PESd9xxB927d2fKlClukTJw4EAee+wxSktL\nCQsLY/Xq1aSlpZGYmMjq1au58sorkVKydu1axo0bByiCaf369bz88stMmVKVPXPq1KkBu+bnnnuO\n/Px8Nm7c6HZzGzduHF27dmXKlCn1ipTBgwdz4YUX8uabb7Jo0SIuvfRSBg4cyFVXXUVKSopH36lT\np2Iymdi6dSsREcoc4q677mLUqFFMnz6dcePGeZ07Xn755Rw4cIB58+YxYsQIunTxP/mNin8Et0jI\nOURzEijBRhUoqkAJNKpA8QHZwK35IYB9KEIFKWVxMAVKJZVCxdetuSClLJNS3gvEomT9ugCIkVLe\nK6Usrf9oFV9JS0tj7ty5jBs3joyMDMBToHhbYQkmQgjeeecdli9f7t5+/LH+pHdLly6lb9++HgHd\nYWFhTJgwgYyMDHbs2AEoIsXhcLCu4nt29erVDBw4kIEDB7J6tZKLYfv27RQUFDBw4EAAQkJCMBgM\nrFixgoKC4CTiWbp0KQMHDvSIwzGbzdxxxx3s3r2bAwcO1HmsEIJffvmFbsJYMwAAIABJREFUp556\nCrPZzMKFC7n33ntJTU3ltttuo6TCzdnpdLJkyRJGjhyJzWYjNzfXvf3tb38jNzeX7dv9S6SjEjxU\nkRIAVIGiCpSAogqUoNs8E6lcSfF3a25IKV0oAfP+5/1uuM0Gbc0JKWWplHJbxaaKkyBQXaisXLmy\nyQRKJX369GHIkCEeW30cOnSIjh1rB2d27tzZvR9wu3BVCpLqImXTpk3YbDZWr16NEIKLL74YAIPB\nwKxZs1i6dCmJiYkMHjyYl156yR1IfrpIKTly5IhP468Lo9HI448/zs6dO8nMzOSTTz6hT58+fPLJ\nJ+7Vn2PHjlFaWsobb7xBfHy8x3bPPfcAitucSvPgrHf3CjaqQFEFSkBRBUrQbZ6xnF0piB8FXhJC\n3COl/DPYxs5wdy+VRiQtLY0nn3ySSy65hBUrVjSZQAkmOp2Ofv36sWrVKvbv38+JEycYNGgQ8fHx\n2O12NmzYwJo1a+jUqZNHDMykSZO45ppr+PLLL/n+++954okneOGFF/jll184//zzm/CKapOcnMyN\nN97IddddR6dOnVi4cCFz5szB5VKS5IwbN67ODGM9evRozKGq1IO6knIaqAJFFSgBRRUoQbd5xnPm\nu3pVsgDoC/whhCgXQuRV3wJtLFgrKUKIcCHEq0KIDCFEmRBijRCid6DHr9J4ZGRk8PTTT7NixQqe\nfvppt+vXmUDr1q3ZvXt3rfadO3e691cycOBANm7cyPLly4mPj6dDhw5ER0fTtWtXVq1axerVqxk0\naFCtc6Wnp/PAAw+wbNky/vzzT2w2G6+8cvpZsIUQpKam+jx+XzEajXTr1o2ysjKKiopo0aIFISEh\nSClrrVJVbjExMac+sUqjoIqUBqIKFFWgBBRVoATdpkqz4gFgAjAOJTD8gRrbmcIHwFDgFqAb8COw\nXAiR3KSjUmkQ1WNQBg8eXCtGpbkzfPhwNm7cyIYNG9xtpaWlzJkzh/T0dI9A74EDB2KxWHj11Vfd\nLl0AF198MR999BHHjx93x6MAlJeXY7VaPeylp6cTERFRq/10xr969Wq2bt3qbisqKuI///kPnTp1\nqrcY4+7duzl27Fit9tzcXH777TcSExMxm83o9XpGjhzJwoUL2bOndnmGnBz/CiyrBBfV3asBqAJF\nFSgBRRUoQbd5NnC2ZPcCkFLOa2R7AXf3EkKYgFHA1VLKtRXNTwshrgbuAZ5owFBVmghvQfLVY1Qa\nOzalIe6Gjz76KAsXLmTYsGFMnDiRmJgY5s2bx6FDh1i82DNbdf/+/dHpdOzZs4e77qoqCDxo0CDe\neecdhBAeImXPnj0MHTqU0aNH06VLF3Q6HYsXLyYrKytghRmnTZvGokWLGDp0KBMnTsRsNjN37lxO\nnDjBf/7zn3qP3bRpE+PHj2fEiBEMGDCA6OhoDh8+zPz588nOzua9995z93355ZdZs2YNvXv35s47\n76Rz587k5OSwadMm1q9fz9GjRwNyPSqnjypS/EQVKKpACSiqQAm6zbOGIMakCCH+CTwEJAF/APdL\nKX+ro+8AYBbQCQgFDgHvSSlf9cGOpsLOSMAA/AQ8LaUs922kDScIMSY6QAvUvI1cDlxcu7tKc2bl\nypVehUilUFm5cmWjihQlU/ep+1Tvl5CQwPr165k6dSpvvvmmu5jjN998Uyt9b2hoKBdccAGbN2/2\nWEkZOHAgQghatWpFamqquz01NZWbb76Zn376iY8//hidTkenTp347LPPuPbaawNybSkpKaxbt46p\nU6fy6quvYrPZuOCCC1i6dCmXXXZZveccOnQoTz31FMuWLeOVV14hJycHs9lMz549eeONNxgxYoS7\nb4sWLfjtt9945plnWLRoESdPniQuLo5u3boxc+ZMn8aq0jiIMy04UAjRE9hsMpkCXin+VFwx7I4G\nCZT4CZYGV5y3WK0NEig2nYE96b0aXHE+LFI0SKBY88IoPRTnV8X56mhCMptEoFja2BtdoBSXFDeJ\nQClx2JtEoNgiIppEoFgsjSD66qaXlHLL6Zyg8juv88gHCI1r6dexZTmZ7Fwyu95xCCH+HzAfxf1q\nI4q71Q1AByllLd8HIUQPoCOwDShFmZDPASZLKeu93SmEeBx4ElgOWIC/AQullOP8ujAfqXztLrnk\nkloVp09FQUEBK1asgPpfu7UoIuUW4CRwMzAP2Cul7Nzwkaucisr3dvPmzR4pa1VUVJo3W7ZsoVev\nXuDD76Mak+IjCcm9z5kVFGMTraDEtihtEoFi6hnW6AJFNtUKitHQJAJFEx+vrqCcLsGrk/IAykrI\nAinlLpQYkTKUeJHaw5Byq5Tyf1LKnVLKw1LK/wLfAwO99a/BGOBeKeUwKeW1wNXALRUrLEEjiCmI\nb0Wp+3IURXTdh1J00RW8q1FRUVE5N1DdvXwgIbk3aW2H+y1QTO2dOIuqJve6BBe6KIllT93V4CXK\nL54E9p7fgryUSL8FSm5kIiHWqjT6RWHR6Bx2Qq31Tb4Vy8ZQB5fdeYToJKtfAkW6wJIdgdAqP+xS\nCizZERiiS9Ho6vq9rrxaRaBcOW4PxpDGFyjmkTGNIlDc760ARvZE36dNowsUbr0GbUpiowuU8Ftu\nQaMKlGaHEEIP9AKer2yTUkohxHKgf50Hep7jgoq+03zo3gpYWs3WciGEBFoAmX4MPaBkZmbW8kO3\n2+2nPE5KeRC4VAgRApillCeFEJ8CdVedU1FRUVHxiTNWpBiNRnS64A0/Iak/WSfWExN/ASmtLsPh\nKOeivnrM4Wk+n8MeX0TZyAPuu5nxY2yE/paOXhPptb9DwE4zdC2EVfGQHSGIs8HVZWZM5/u+nL25\nXMN2qzL5L46IoSgihpvMTkx13Ks0mPMxhBdTnpNA6sDlmKKsHNkez18/tiUszPcVlLKDEViLlPek\n/FgU+lAncel1T4LbnH+MY/tjCQm3ccmNezGEOPlmnpnNvxio7eYdOMxDYyj6KY+w3mbMI2OQVhf7\nX91N+cHSoPmfSq1ADOgAq3fDyJ7QO71xBEp0JKQkwN5DcOs10EgCRd+tG87MTNDrVYESKBpSnPHU\n/eNQ4ipqVmQ7ieLSVSdCiCNAfMXxT0kpP/RhRDqUFYfq2AG9D8c2mFOtjKSkpJCSkuLRVlBQwKpV\nq3w9fzlQLoSIRnFhe6jho1VRUVFRgTNYpASTkLBkElMuRqM1EJ/UF4ejnIN7/o9hQ27x6zy63HBw\naKByJcEp0OWE19l/pxn+jIRcA+yPEMRYJVfn6jG5/Js4p+pdbLMqb61EkKCVdQoUgPiuWxFaJ3Gd\nt2GKyqfwUBv+WJpQccvfd0JibFiLKucagpCYuu9EanVOug3MIKZFMakdszGEONi0rD2bf/E/jsUf\n9MkGIi+PQWPSEDEwCml1kfXBseC7ePVKR17cAWLCoHc6nCxqnBWUS/tBeAj0Ox9SEuGvfcFfQdFq\nMQ0ejOPQIfTt2qEJC6P8xx9VgRIImlcI4cVAOHAhMEsIsU9K+b9THCOAeUKI6nchTMC7Qgj38q+U\nclQgBxqsYo5CiCtQrmk30B54EdiBEpeioqKionIaqCLFC8kpgwE8BIqlPMvv8wiXBl1OBI6kQkAR\nLcLp3dXLqoGtUWDTCvZHQIxVcuVxMOn8v7MfpwWTkFgqREaqvm736JDYk0S0qPKyKDzUhuOb+oP0\n31shJMZOQUb157Y6+3bok0lIhI22PY4DsGlZe/b/ngLs8tuuP0RdGYfQCMyDo3GVO8n64Bi2w8EV\nCtKgRQ7pDKEGt0ARc1cFX6Akx0O39lXP/9oHi38IuouXoWdPtFFRaCsClct//BHrxo1BtXkucKoU\nxLkHtpB38HePNof9lJ+xHMAJJNZoTwRO1HeglPJQxcO/hBBJwFPAqUTKfC9tH59qkIEgSEliIoEX\ngBQgD1gETJdSBj94UEVFReUsRxUpNYgwtyEsIrVaiyQ67jyyjjXsLrD+pLlKpJz07uYFsK1CoFTi\nELDbDL3KJBr8EyoaAS31kn22SpFS14+zJP48z0mNPrSEiJQjsM8vkwDoQp3oTE4cFi0anQuD2eG1\nnyHETqcLD7ufu5yCxLR88o5HBFWjGNuGENIprKpBwv9v787D5CrLvI9/n1NbV3f1vncnnc5ONgKE\nLSBGRUXkEgQU3CaOjo7oyDtmdHQwOo76BsYZFbdBnfF1CQ4OURhABUEUFEgQEkhYErInnXQ6ve+1\nn/O8f1Tvqe5UVdep6uq+P9fVF9TpU+d+qpJ0n189W8G6QqJdkdjthV0uXwq+MSu7uQy4aCH8thNM\nG+fXXjlhSkGxD1YthWentdjU1Dwe8sYsZ6ktC0dDA47mZjh40L66c8FZJsKXL7yA8oXjh4UOdp5k\n72/vnPySWkeUUruIbUj4EICKjXm8EvhOEq1zAJ6znaS1/lAS10wbu3pStNa/BH6ZYrOEEEJMQULK\nOIqaea8fdyQU6KK3ax+mmdoy/s7WopEZ067WorjnDDrg1bHf0pqqECwaAMNIbY7EfKfmUBh8hqZk\nkqFevroT5Je3jzy2ok787TUMttYR2/ogOUrFek/6T3nxloWZbHrHyvXHceeNftAYGHBz6lAFPa32\nTpYvubpi3ONIexj/7n6sAfs+9NQFntgwr7FOdsNLJ+wNKIvmwaIxYTsSgaMn4eAx+2oCeZdeipGf\nP/JYDw4SPXQIM85OwCI5Nm7m+E1iQ7B2MboEcT5DQ5aUUncAdVrrDw49/gTQxOhHChuATwNn3Scl\nW+wKKUIIIewjIWWMkrKV5HkrAQgG2jnd/Gf6e6e3SIsRduHoyUcbGiPojnvOC6VgDoWReX7NRV0w\nMlIq/lPOqt6lMdDMd+r4YUFZVK6K9aJoS9FzdBkd+9ZghrypFRwyGlLiz0fJLwqyZF1sFZ1QwMm+\n7Qs4uKsOa5JhcOniXePD0xDrzYi0hel5pIPAq4Nnedb06TecA56heTqHWlGPvYI61WN7Xa68LPZf\ny4IX98GfnoMBv60llc+H5+KLAdDBIMHt2wk9/zxE4/eoiZlBa71NKVUBfIXYMK/dwFVa6+FPMGqA\nsd3LBrEhTo1AFDgM/KPW+j8z1mghhBCznoSUIUo5qK67nHC4j9bmp+np2ku6Zqk6W4vAiH+tHhcc\nLITKYCyc1KZpmoJLQY1TTzrUq3jBYTxFffSdaKT91bVEBuP38iTLUxzFcFrklcYPKauvOIrWir3b\n5/Pas/OJhGxd1CfGgJK3lRPti9L7WCeDO/sysouBLi2AixZBc3csnBxOfl5TSlYtjc1H2XcY/vgs\ndGYgFEFsmJdhEHz2WULbt6MDtm8iPrfYuOO81vou4K5JvvehCY+/B3wvyZZklfSkCCFE7pGQMqS4\n7Bw6216gs/1F0j3n0dVajHbEvys+WAhvaoUFfpKceXJ2i9yaGueZv2iVI4q3vJ2jf3g7oZ7ytNZU\nBpQs9GPEqVtYPogZNXj4B5cQGDjr8PW0yV/jY3BnH/1P96Ajmbvx0BcsQN33PLxyMvmlY1NlGLFh\nXv/vV9A8cVVZG8uWlIBh0Pf976P7+jJWdy5RpDDcy5aW5B4JKbPXvn37st0EIUQSkvk3m/WQopS6\nDbgeOAcIANuBz2mtD2SyHT2d6es5mcjoz4t7XAPrumJjJ+ywxBV/qJe2DE7vusymqlBQHX+Pk4Eu\nL7senXLrBVv4Xx7Iyv7P6ol9qAxsljiO1vDrP2a2JmD19hJ4+OGM151TtI59JfscAUjomIU6DMMI\nfuADH4j/C1YIMWMZhhG0LKvjbOdlPaQAVwDfBXYSa88dwGNKqRVDG2RliH2/wNQkn2cq7P2kc9J9\nCbVdsWjqutrmupPKQkABMh9QIHs3pXIDaDsbJ87PetKTMvtorZuUUsuJbUgqhMghlmV1aK2bznZe\n1kOK1vrtYx8rpf4aaAPWAU9P9/rBYBCXy4XDcebEbNM0iUQi5OXJBzFCiBnOxjkps52ElNlp6Cbn\nrDc6QojclKWPtqdUQuxXa1p2rnC5XAwMDGCa4+eZmKbJwMAALlcGJm7nEG1petpNgv2ZfV9MFN34\nsFz5Zz85nXXdbvx189FGZv8pWKVFsHJxRmuiFGpBFc5l9Zkt63JQcH4D7rqSjNYVQgghRO7Kek/K\nWEObiH0LeFprvTcd13Q4HPh8PgaCQfTmzeglS1CHDqG2bMHn88XtYUmngYEC7rnnRvr7fRQWDvC+\n9/0Kn8/epWAB+vvzufvu6+jr81FUNMDGjQ9OWjca1nSejtLebNLZEiUagbrVqY2R8vsL+f3vb8Hv\nLyY/v5e3vvUHeL39cc8N46RH+ehWPvrIx00Ud2RX0jXD4VL27v0K4XA5bncnK1d+Ebc7/opWGogW\nFhGsqiFQVUOkpBRv8wmUlfzrjUbLaWr6JpFIJS5XOw0Nm3A642drbSjMuiqii+YRXTwPXVoEDz2R\ndE0A06ygvf0HmGYVDkcblZUfw+HojH+yx4WxvB7HqvkYK+ZDQR7+f0ltg2/LqmRg4KdYVjWG0YrP\n90EMI/6QUkeJl4LzF1BwwQLyV9djDgTp+NhPkq6pdRXh8C/QugalTuN2vwel2s/+xOlyOmHzZli6\nNLYJ5ZYt2V9KWYNK9q+pdAYA0pMihBC5aEaFFGJLYK4ELk/nRR0OB3rzZsz774eNG+H++3Fs3ozj\nW/bvPXbPPTfS1BTbYqC7u5R77nkXf/u3W22vu/Xn13L82DwAurpK2Lr1Oj7xiV+MfN/fb9FxKkrH\nKZPuNnPclALDAe2HU/vU+y+v/Q3tHbEegv7+Sh577Bauu+7fgdj90iB59CgfPcqHX40fZmdqg8FF\nr594ybPa//DfMNi3AIBgsJ69e7/KeefdOvJ9bRiEyioIVtUQrK7B9I7vrQmXlmNd/Y6k6568528J\n+hsBiETm09R0J4sWfXC0rsdNdGFdLJg01kHehBXNLl4D61YmXbf9vz5JOLwQANNcQHv7D6mpedfI\n91WpD2PVfIxVDRhLalHO0SCuoya+D7816ZoAp77zaaI9iwCwrIUMDPyMoqJrRr7vaSyn4IIFFJzf\nQN7iqnHP1WEnS+54d9I1D995G/pIbDNMrRcRDv8PHs+VKbU/KZs3w0MPxX5ePPRQ7PGXv2x/3anI\ncK+USUgRQojcM2NCilLqe8DbgSu01i1nO39wcBA1YYa2x+PB44m/tK1esiR2w7FpE9x5J7qmJh3N\nnpLW0NHjG3esv983ydlprOsK0zdh/5G+vtG6lqnp77bo67bo7zbPmPNsmRD2J/9Xo3RhH/ro+ODh\n9xeP/H8UA7/KY1DlEYizS2VUOSEv+XAUiYzf4yUcHr+sspnnJVJcQri4BDPvzM0qzYICyE9umJlG\nEw2Ob2skUjn+uuXFmFVlmFVlZwYUQNVUJH8jZIE1UDq+jjkmEBgKNa8cNa8Co758XEABUE4Hzobx\nASIRym9g9ZSNb4pVPVq2wI1nYSWexgrc88omPh1HYR7eguozjp9NtG/8nFit7f93C8R6UMb8vKCy\n8uzPsZlMnJ8eCR1CCJFbZkRIGQoo1wEbEpntD1BQUIDTmXjz1aFDcP/9sRuOrVtRN9yQYmsTozXs\naneh8vzQN3pTWVg4YG9dVxjz0t0UVXfSfWr0hq6oaLSu4VBUNzipbnCiLU1vp0X7qSgdzSaDfRYO\nJ9StbsMRZ6+TyRRUB1j17iO88NcddDSPznnIz+8d+X8XFlW6hyrdg4mij4KRXpWIcuLTftTex5Ja\n8Sy6pgp37Q2Eu0ffY7d7/NAnp3+QwsMHKDx8ANPtJlgZ61EJVVSinS58hw9g7kh8jQYNhN64HkfJ\nANHO0aDico0fhuQ81Y7zVDv8+QWskkKii+cRXTQPs74KDAP937+Bg8cTf7FuD+63XY/TN0i0a7Su\nwzFmk0hLY718HOvl40SVQjVUxoZ6rWrAqCtDh6N03fYTdF/iQw6dpZWUv+0DuAoGifSO1jWM0X1Y\nrMEwfU+8Rt8Tr6FcDryr6vBdsID88xtwlfsIHutg/6eSG2ZW1HguLscnCTMaepQ6ndQ1UnbwYKwH\nZejnBddem5m6U5EliFMmPSlCCJF7sh5SlFJ3Ae8FrgUGlVLDH7f2aq3Tsv+6aZqoLVtwbN6MrqlB\n3XADassWzLw8W+akDAeUEwNOzr/6QV75y9WEeoqodPt53/t+lfZ6I3WHAgpFg7z3Mz/k+x//R6Km\nj8rKQTZufDDuc5ShKKl0UFLpYOla8A/EhoH19LnJL4m/38lEwwHFmWfxjpu+zX83f37cnJR4HGhK\nGaBUD6D16DCwXncBjvBgQnWja6oIv30Ji9f9jCOffReRgZKROSmTcYTDFDQ3UdDcNDQMrJxQeSXa\nMBKalzIcUCKrllHtu5v2715NNFQ+MidlMkZPP+5d+3Dv2hcbBtZYR6CiJPGQMhRQjKoaqtd/m5bW\nd2NGR+ekxG+sRh9vI3q8DR7eFRsGtnI+rsW1hF88nFDZ4YDiyCugZN6nCbd9atyclLhlIyb+3Sfw\n7z4BgGdBbBhYXkM5waZJ5s5MUNR4LnVX3ER44H/Zf/9lmKHSkTkpGbFlS2yIV2VlLKBs2ZKZulOQ\nnpTUSUgRQojck/WQAtxC7N7vyQnHPwRMe/LG8CpePp9v3BwUMy9v9Hgag8rYgFLstnhdbTcFN30f\nS2k2vGDf6kZjA4o6WYP3UD0Xnnc31bWK89Yl/sec7zNoWOYmfCj5gHL493UMHHGNzEFJlAJ8BPHp\nIANJBhRCJr7HnuP8lclvYKgsi7yOdvI62ulKMqAYnT14H3+UosZ7kq8bCuPaf4xAojuzjwko5pED\n6Gcfoab63qTr6u4BzGf2ER5IrDdvbEDp/ctjBA89R1HR75OuGzreSeh4J0F/Yr03wwFFm1Fatv8I\nl/osrkyvEh6NZn8OihBCCDGHZT2kaJt3+ItEInGDyPCqX5FIJG0h5cyAEsJt7+JhsboTAoqx5xz7\ni3JmQGndU372J6XB2IDi2fYqjlP2DqGDOAHlgUcxAmnp6JvahIASeeKRjAzhmRhQBvc+Z3tNGB9Q\nmv7wUwKtxzJSN2fIh/spkZ4UIYTIPVkPKXabaqNGh8MxKwNKbId7e3/BSkCRgJJuElCmJsO9Uich\nRQghcs+sDymZMPMCir0koEhASTcJKAmQifPTIqFDCCFyi4SUaZKAIgEl7SSgZKRurpGelNRJT4oQ\nQuQeW+eDzHYSUCSgpJ0ElIzUFUIIIcTMJj0pKZKAIgEl7SSgZKRuzpId51MmPSlCCJF7JKSkQAKK\nBJS0k4CSkbq5ToZvpUZCihBC5B4Z7pUkCSgSUNJOAkpG6uY8C7B0kl/ZbvTMMBxSkv06G6VUnVLq\nbqVUh1LKr5Tao5S6IAMvSQghZj3pSUmCBBQJKGknASUjdWcFGe41LenuGVFKlQDPAH8ArgI6gKVA\nd1oLCSHEHCU9KQlTElAyQAKKBBQR3/DqXsl+JXRtpf5OKXVUKRVQSj2rlLpoinOvV0o9ppRqU0r1\nKqW2K6Xemq7XaQebelL+CWjSWn9Ea71La31ca/241vpoBl6SEELMehJSEqKouOAdSQcUHedjzHjH\nJuWOpBRQ4v1yTeZTRGdxd1YCSmeDJysBpeviczMeULTLnZWAYhSVZyWg5M9fKQFlhlJK3Qx8A/gS\ncD6wB3hUKVUxyVNeDzwGXA1cADwB/FoptTYDzZ1J3gHsVEptU0q1KqVeUEp9JNuNEkKI2SJnh3uV\nlpbi9XrtK2A4wYoCCveSDTgrl7C8oYq7Pn0jxb7E6j5w8hkilskLx58koqOs2LgBS2ve1XDFpM8J\nW0HcRh7+aC+/OP552kKD+LoXU9VzOWpBYply+1PtFBW5gA4cRh4tJz00LMinbl5+3PM1GowoynJh\neVsJLdkBTot9v62geZcX8CdUN1mWQ6FMjQJ6FhVw+vwCCJvk37cfZ1sQnPb89bQcDgzTRAPtF65m\nYNF8jK4eCh76PUYoDIY92V07nCgzina5iVzxFoyySswjB4g++btY9FQ29ZA5nGBGMYrK8W64AcOT\nb3tAUQ4n2owCsYBScck70VEJKNOTwmaOiX0osgn4odZ6K4BS6hbgGuDDwL+dcUWtN004tFkpdR2x\nm/Y9STYwI2yaOL8I+DixgLcFuBj4jlIqpLW+O5V2CiGEGCU9KZNwL30jqNGAYg10JBVQAJYXzuc/\nDj5EZ7iPvoif7xx4gGWF9ZOePxDt4vHTPxwTUI7GAkrz5agk/qh8Pifbn+4A4FRzgFdf6aWqJm/S\n862iY5hle4cCyv3gDA0FlOKEa6aiY3UR4WJXLKBcUooR0eT/aj/OFvt6UDTQdsm5aEPRfuFq+hfN\nx9XbT8GDv7e1B0W7PUTOvxTtchO+4i3oMQHFzh4UR2U9rsXnZjSgABQtuxR3ad1oQJEelGmzY7iX\nUsoFrCM2rwIAHbs7fxxYn1C7lFJAIdCV6muzm03DvQxgl9b6i1rrPVrr/wL+C7jF9hckhBBzQM72\npNjJUb4IZ9kC1MprcBTVYA10ENz3CMW+25O6zvKieZS5C+kK9wNQ5MxnZfGCSc9/uv0X7O39Ey2B\nA7SFjrK6+Er8r9QnFVAAGhoLeHZ758jj+nlenM7419BYROqeASx07XZwhnA1vYnmXceTqpmsiNdB\n93IfgSoPgQo3RkQz/4l2um0MKAD+uioG59VwasPFBCvLcPX2U/fkc/TYPMQres4arPkLCReVoMsq\nME4cJWRzQAHwrHkdyuWB5eswPPkE9/zZ9oBiuPMpWr4eb+0S3GV1aDNK21P/IwFluuyZOF8BOIDW\nCcdbgeUJVvlHoADYlkzTMulsoaOzs5OurvEZyzTNs122Bdg34dg+4IYUmiiEEGICCSkTKQNXw4UA\nsYAS6CG47xGIhpK+lKEMLq1YwcOnYjeFl1Scg9OIP5mlK9TM7u5H0Fi0hY6yvPByrqn7FL/ivqTr\nlpS6KS520dsbAWBBY8Gk55plr6G9HSOPXSdfj7PzXMDekNKxpgjBUy+VAAAgAElEQVTtNAhUesDU\nzHuyHW9n2NZlcbRSdK5ZBkCwsgzngJ+6J5/DGQrbWBW0twBz8QpwOGIBpeUEruf+TMDmgOKsX4Kj\nrGbkceiV7UQOvmhrTYDila/DcHnwlM9DWxZtT99LqKPJ9rqzndIaleTfmWTPT5ZS6n3AF4FrtdYd\nZzs/m6YKKWVlZZSVlY075vf72bdvYgYZ5xnODHLLsfuHpxBCzBEy3GsCZ/U5GHlFI48NbwmeZVeC\n05PS9dZXrIz7/xP9uX0resymBgf6d/D46f8cdywZDWOCScMkIUWrKNHaHeOORWp3EC17NaWaiQoV\nOeldNKZNDsWpy8sJlLttrdvfWE+kuHDkcdSXT+tl5xP12Fs3uuo8cIyGU6tmHtHz19s29wUAZeBZ\nfdm4Q+5zLsK16Fz7agLO/BIKF68b0wyDikveiad8vq115wTN0F4p8b9aT+3mpd1bx30dPPCbs121\nAzCB6gnHq4HTUz1RKfUe4D+Bd2utn0j69WSQTcO97gQuVUrdppRaPBTYPgJ8z/YXJIQQc4D0pIxl\nuHDNO3/koTajRFteJnLqJTAjKV3ywrKluAwnlra4uDz+6IlTgQPs63tq5LHPWc7rKz/AmpI3p9ST\nArBgYT4v7+mhotJDQUH8P2az4iW0u3/ksfJX4Wp+HY6BBuBISnUT0b62GIzRSeKFTX4q9/Ti7o/a\n1pNiOQy6Vi0deaxMk+KDxynZdxhHJGpTVbCKSjAXLBk9EAzg3Lsbx9EDYNm3056rcSVGYenIY7On\nndDLT2O22tujUbx6A2pMb6G/eT89Lz9BpH9Gf8g+K1TXnEd1zXnjjvX3N7Pz+cnvmbXWEaXULuBK\n4CEYmWNyJfCdyZ6nlHov8CPgZq3176bf+tyjtd6plLoe+FdivUlHgb/XWv9PdlsmhBCzg4SUMVx1\na1AuL1pbRFv3Ez35IjoyvZWtvA4PF5QuIWJF8TnPnHSvtebJ1h8D4DEKWF9xExeWvQOXMflE90TU\n1Hhxu41Jh3ppI0SkJjYMTQVLcLZchqNnqe17sAQq3AzMj60ylt8apHJ3L95Oe4dbAfQuWYCZnweW\npvDYScpePYQzA0sNR1evi63aFQnj3P8KjoN7UaZ9oQgAhxP3yksBsAZ7Cb2yg+iJ/fbWBFwl1fgW\nrAEg2HGCnpf+QKjzpO115wobh3t9E/jpUFh5jthqX/nATwGUUncAdVrrDw49ft/Q9/4P8LxSargX\nJqC17kuqgRli0+peaK0fBh5OsVlCCCGmICFlmMuLs2410c4jRJp2oYO9abv0ZRUrCVvxb0yPDr7A\nycA+Lim/kfUVN+F1FMY9L1mGQzF/QT4LFsZfdjhavRO0gevEG3F0rEZh/86UGmg7rxhPd5jK3b0U\ntAQzsC0lmG4XPSsWk9/cSvnLB3D32b//CoBVUY1VXYfj4F6c+/agwsnPa0qFe+n5YCiCu58kcuQV\nsM46ATgtSte8iXBvOz0v/5FAy8GM1JxTbNpxXmu9bWhPlK8QG+a1G7hKa90+dEoNMHa83keJTbb/\nj6GvYT8jtmzxjGNXSBFCCGEfCSlDHIU1hPY+gjXQfvaTk7S+YiWROCFFa01XuJlblvyIIldl2uuu\nWFVMecWZc2m0EQYzj7y9f42y7J2PMVao2EXJoUGKjvkzEk6GBStKqXlqJ97OngxWjQ31cj/6vxj+\nzIQiABxOtGUy+MjPIGp/D9Uwp6+MwRN7GTz2EsnfSYuE6BT2SUnwfK31XcBdk3zvQxMevzG5RmSf\nhBQhhMg9ElKGmF1Hbbt2VV5J3ONKKS4su9a2unX18fd0UZYbV9u6uN+zU15vhLze1Ob2TEfBqbaM\n1wRwHrF/iNUZzCiRAy9kvGx0oIvowIzdJmN2SGDfk3jPERJShBAiF0lIEUKIXCE3zimT0CGEELll\n1i9B3NPTQzgcf9hLOBympyezQ4CEEEIIIYQQU5v1ISU/P5+WlpYzgko4HKalpYX8/PgTy7OtrbOf\nBx7dzQuvZW6xHK01LdEwfxzso7O06OxPSFddBQOVeZw6rxSzZHqrmiXFbeBYUYj76mpwZm6WjKvY\nSfXrS1l0/byM1QQonu9h9Y2VLHlDecZqKgfMP9fHmz5eT/WSmflvLVcoK7UvYds+KUIIIWw064d7\nud1uamtrOdXWhvX5z2MtXoxx+DDG7bdTV1uL223vxPHWVrjxRmhpgdpauP9+qKo68zzL0uw/cprt\nO4/wzM7DHDgam0fxzg2VRM3kf1n29nr41p2X09PjpbQ0wKc/vZ3i4jNXl4pqzeFwkH3hIK+FAnRb\nJh6lWDvgx1LJ37gHAkU89adbCQZK8Hp72LDhO+TlnRm0oi6D/lov/XVe+mu9mG4H+R1BvP1htCO5\nuuFQCa+89CVCwXI8nk7WrPkX3O74PWSq2IlzeSGO5T4cjfkop0H46c7YRP4kg0okUsaxI98gEq7A\n5eqgsfEfcDrjz8soWJBH2doiSs8rpHBoxbWdd+zFcCX/HpvRClpP34UZrcLhaKOy8hYcjs4zzjOc\niupVBcy/pIh5FxVRVOshGrS4+wMncbiTr2uZlfR2/wTLqsYwWvH5PohhnLn/iafAYNElxSy7rJjF\n64vJL3Zy+oCf333vMM4k61pWFcHAPWirBjiN2/0elEr/4hZncDph82ZYuhQOHoQtWyBq89LRZ2Pj\nxPnZTuakCCFE7lG59oNYKXUBsKuxsRGvN/7E8HiObNxIaNs22LgRtm7Fc9NNLNq6Nanae/fuTbK1\ncOllJn/ZMbq87+WXw9NPx/5fa81zu4/x5LMH2L7rCJ3dg0lffzKvbL+J3tMNI4+XL2/nK1+JbQod\n1Zo9QT97wwEOhIOE0/h3oOWbNxM6OtpDUFm5n6uu+r+xuh6D7kYffXX5DFZ4xm3oOB2HPvsR/PsW\njDwuLn6Zdes+NfJYVbhxrS3GscyHoyZ9PTVP3bKJ7lcXjzzOz3+RJUv+erQdKwqouKiY0rVFeMpc\naat73199iba9oxtTejzPU1PzbiDWc7HwihLmX1JM/QWFuAvSt7T0D2/4d04fXDby2Ol8lqKiawDI\nK3Rw7tvKWXp5MQ3nFeJIU8/Ud97/TY69uHrksVLb8XiuTOoawWAK++F86Uvw0EMjPy+49lr48peT\nvw6s01pPayWD4Z95F6/5OEW+uqSe2zdwiude/n5a2pGLht+7hQsXJvX7AiAQCHD06FGYo++dEEJk\n26zvSRlmLV4cu+HYtAnuvBOrvt72ml0hPy8djQKjQ6daWka/r5RizTn1BEMRTNNi+64j9PQFxl2j\nptyNkeTNvCr3s+fZ8b+Qu7tHHzuVYqk7DxONpTUHwyEiY5YBcqHw9vWTrIjDidnrG3csEBhd2cwR\nsihsCaBVbIiXv3x8UHEGotCZXFDTGqIt4/eWCYXGD2fSXWGiBwfAAGUojKrxyzJb7SHCPcndyOqI\nA/+J0nHHIpGKcY/7D/tx5Bkoh6J0bSHu4vFBpftAH1YkuYAY6c2n7/j4OqY52jWnTTi1ewDDqTAc\nUHd+IS7vaFAxwxan9yb/ZztwpIaeE+OXybas6pH/D/abHHq2d6iuYv4aH8aYoDLQFaH9aHIbo2oN\n7YeqJhyrSbrtKVm6dNzPCyrTv0R4shQpbOYoy3sB0pMihBC5aM6EFOPwYdi2LXbDsXUrxk032Vqv\nK+Tnr/54D1bRVXB6NKTU1o4/L9/rZsOly9hw6TJM02Lf4dM88/xhtu88zOGmDlYv9rFyoY9E9bj7\neLbqVby/6WHg1OiNVWnp+PBT5HBwsdfHxV4fEW1xKBzitXCAvaEg/ZbJ0qMn8AYT33ywtayMww0N\nOIsGiHaNBhOvd3TYlQLy+iLk9UWoeq2PqDs25KuvLp/+Wi/KgqL79qKsBPd2AAZq1+D0BgiPGd3l\n8UwY+mSB1RQg3BQg/Pt2VKkL53IfjmWFOBrzMU8HOf2DlxJ+rRguPI1vweX2E6Js5LDLNX7okxXW\ndL3YT9eL/aDA1+ilbG0hpecV4VvgpfnJNpp+dzrhsi5PGdWL3onbPUhwcDQgORzjl1gO9kQ59Hg3\nhx7vxuFS1KzxMe/iIuZfXISvys2fvn2YziOJB4aSkuUsaFiD291PMDha1zBax53XdSLEs79o5dlf\ntJJX6GDxpUUsu7yExZcUoS34ySdfIRpKfJLEonlvwcn48KhU4u/XtBw8GOtJGfp5wbX2LRUuhBBC\niDPNieFe4XA4/pyUqqqk5qQkOtxrOKDs62njbUXruOeTawn1elm3snjSOSnxtLT1cvc9D9BYl9jr\njAWUnUQcURYevoBtX3k33d1Tz0mZSGvNqWiEPz31FIWDid3IDgcUh2Wx+OVWdv3uowTOMidlIsuA\nwco8eg434+hLoJ3EAkqobAFWt0nTb64mHCw965yUM3gMHIsLaN1+DKIJ/FsYCihGfgWBtg4Obb+J\nSOTsc1Imcpe5UOUWbTsTO384oDicXtqOv8zRA7dimlPPSYmntDGPiA7S8kpivSmxgHINlmVy8NAT\ntLXdcdY5KRMZQ5Pn25r66DyRWI/Vonlvoa7qYnr7w7yw9xpMsxKlUpuTktJwr/TNSUnbcK9LVn+M\nooIkh3sNnuIvr/wwLe3IRWN/X+TlJTfUMxgMcuzYMZij750QQmTbrO9JGV7Fq662FveYOSjhqipa\nWlqoTfPk+bEB5YbGNXztkrew/xM/Jhw1eeq2jyV1rdqq4pQCyprOFTQ6K1g9NAclGUop6l3ulALK\nykOHKNT+kTkoyTAsKGwN0p9kQHEE+ylr3UHVBY8kXROAkIW5tz/pgBLtPQZtT7FkycMplQ13Reg9\n2pvQuWMDSteppwn07aGm5s8p1e0+FqS/P/mAcuTofQSDJ0fmoCTDMuH4iwP4/ckFlECwi/3Hfo7L\n9e+40jelJzHRaKpzUOxjDX0l+xwhw72EECIHzfqQ4vf74waR4VW//H5/2kLKmQHlGhyG/as8nxFQ\nBubbXhPiBBR/cnMOUjExoBQf24Fhxt8HJ60mBJTIiafIxHbeEwNKf+ce22vCmQFlcPBkRuqODSgv\nH/w54Ujy82dmK6VTmJMiN9qAhBQhhMhFsz6klJSUTPo9t9stASVFElAkoKSbBJQEyI1zSiSkCCFE\n7pn1ISUTJKBIQEk3CSgSUM4g+6SkTEKKEELknlm/47zdJKBIQEk3CSgSUIQQQoi5TnpSpkECigSU\ndJOAIgFlUjJxflqkZ0QIIXKLhJQUSUCRgJJuElAkoExFJs6nToZ7CSFE7pGQkgIJKBJQ0k0CigSU\ns5I5KSmTkCKEELlHQkqSJKBIQEk3CSgSUBKTQkjJwN/fXCAhRQghco+ElCRIQJGAkm4SUCSgJEyT\nQk+KLS3JORJShBAi98jqXgnSXo8EFJtlK6Bo5ZSAkgESUMRsopS6RSm1RynVO/S1XSn1tmy3Swgh\nZgsJKQnQXg/hD1yZdEDpD4YSOjaZo4PHshJQdg4OZiWgNOc3ZCWgBEsvznhAMVzFWQkovoLFWQko\n86reIAFluqwUvxKglPo7pdRRpVRAKfWsUuqiKc6tUUr9t1Jqv1LKVEp9cxqvKmOGe1MS/UrACeBz\nwAXAOuCPwINKqRU2vgwhhJgzcna413vf+14aGhpsu36PMinRDvzKYltBP20Ok6trlvAPCy+ko709\noWv8avdrvNTcxkAghGlZfPwn97G8uoz3rls56XM6I12Uu8o4GWrmh60/JuKIcuLuo+z+01/S9dLO\noA0DnZeH4fcTXbKE8Otehw6HGdi2jWdbWmyra+QXYgUGQGsK111FfmkF4e42Wn73E8zgoG11Xfkl\nRPw9GM48Fqz/K/LdJXSffJnjz20Dbd+arZ68EkLBHrwFVay48HocTi9H9/2GU8eesa0mKDyeIkKh\nXior17Bo4ZuwrCh7XvoZvb3HbKvqcRcSjvjR2mRZ49VUlZ2PP9DJrlf/H6GwBJSUpLC6VyLDw5RS\nNwPfAP4WeA7YBDyqlFqmte6I8xQP0AZ8dejcGc+O4V5a699OOPQFpdTHgUuBfUkVE0IIcQbpSYkj\njOZXBf30jwkoq8JuNq+4AodK/C1b31jPU4dP0h8K449E+dOhJi5trJv0/ObQKe7rfHAkoASsICfu\nPkrnn9rS8bImFV22DHPp0pGAQiRCcNs2LBsDCkDhuW/EVTk/FlAWn0e0t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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fa = FlowAccumulator(mg3, 'topographic__elevation', flow_director='DINF')\n", - "fa.run_one_step()\n", - "drainage_plot(mg3, 'drainage_area', title='Flow Accumulation using FlowDirectorDINF')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, **FlowDirectorDINF** gives yet another pattern for the accumulation of drainage area.\n", - "\n", - "\n", - "# Conclusion\n", - "\n", - "This tutorial compared the different methods in more detail and over surfaces that are more complicated than a simple sloping ramp. It also described how these different **FlowDirector** methods change the patterns of accumulated drainage area. \n", - "\n", - "Next consider one of two additional tutorials about directing and accumulating flow in Landlab.\n", - "\n", - "1. **Introduction to FlowDirector**: A tutorial that goes over the different **FlowDirectors** present in Landlab and how to create and run a **FlowDirector**.\n", - "2. **Introduction to FlowAccumulator**: A tutorial that describes how to use the **FlowAccumulator**." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.13" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/flow_direction_and_accumulation/Introduction to FlowDirectors.ipynb b/flow_direction_and_accumulation/Introduction to FlowDirectors.ipynb deleted file mode 100644 index 1bc192c..0000000 --- a/flow_direction_and_accumulation/Introduction to FlowDirectors.ipynb +++ /dev/null @@ -1,532 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction to FlowDirectors\n", - "\n", - "Landlab directs flow and accumulates it using two types of components:\n", - "\n", - "**FlowDirectors** use the topography to determine how flow moves between adjacent nodes. For every node in the grid it determines the nodes to receive flow and the proportion of flow to send from one node to its receiver. \n", - "\n", - "The **FlowAccumulator** uses the direction and proportion of flow moving between each node and (optionally) water runoff to calculate drainage area and discharge. \n", - "\n", - "The **FlowDirectors** are method specific and presently landlab supports four different methods for determining flow direction. \n", - "\n", - "1. **FlowDirectorSteepest** Flow is routed to only one node. The algorithm considers the link slopes leaving from each node and chooses the steepest downhill link to route flow along. In the case of a raster grid, only the links are considered (Landlab differentiates between *links*, which never cross and are located at North, South, East, and West on a raster grid, and *diagonals* which cross and are located at North East, North West, South East, and South West). For raster grids, this method is also know as D4 flow routing. In the case of irregular grids, all links originating from a node are consideded.\n", - "\n", - "2. **FlowDirectorD8** (raster only) Flow is only routed to one node but diagonals are also considered. \n", - "\n", - "3. **FlowDirectorMFD** Flow is directed to all nodes that are located downhill of the source node. In the case of raster grid diagonals can be included using the keyword ```diagonals=True```. Flow is partitioned between receiver nodes based on the relative slope along the links leading to the receiver nodes. The default method for partitioning is based on the sum of receiver slopes (```partition_method='slope'```). Partitioning can also be done on the basis of the square root of slope which gives the result of a steady kinematic wave(```partition_method='square_root_of_slope'```).\n", - "\n", - "4. **FlowDirectorDINF** (raster only) Flow is directed to two cells based on the slope of the triangular facets that can be defined between a node and its neighbors. The steepest downhill facet is chosen and then flow is partitioned between the receiver nodes at the bottom of that facet based on the relative slopes along the facet-bounding links. \n", - "\n", - "In this tutorial we will go over how to initialize and run a **FlowDirector** and briefly compare the different flow direction algorithms, for information on how to initialize and run the **FlowAccumulator** or more detailed examples that contrast the differences between each flow direction algorithm, refer to the other tutorials in this section. \n", - "\n", - "First, we import the necessary python modules and make a small plotting routine. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "%matplotlib auto" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "# import plotting tools\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import cm\n", - "from matplotlib.ticker import LinearLocator, FormatStrFormatter\n", - "import matplotlib as mpl\n", - "\n", - "# import numpy\n", - "import numpy as np\n", - "\n", - "# import necessary landlab components\n", - "from landlab import RasterModelGrid, HexModelGrid\n", - "from landlab.components import(FlowDirectorD8, \n", - " FlowDirectorDINF, \n", - " FlowDirectorMFD, \n", - " FlowDirectorSteepest)\n", - "\n", - "# import landlab plotting functionality\n", - "from landlab.plot.drainage_plot import drainage_plot\n", - "\n", - "# create a plotting routine to make a 3d plot of our surface. \n", - "def surf_plot(mg, surface='topographic__elevation', title='Surface plot of topography'):\n", - " \n", - " fig = plt.figure()\n", - " ax = fig.gca(projection='3d')\n", - "\n", - " # Plot the surface.\n", - " Z = mg.at_node[surface].reshape(mg.shape)\n", - " color = cm.gray((Z-Z.min())/(Z.max()-Z.min()))\n", - " surf = ax.plot_surface(mg.node_x.reshape(mg.shape), mg.node_y.reshape(mg.shape), \n", - " Z,\n", - " rstride=1, cstride=1,\n", - " facecolors=color,\n", - " linewidth=0., \n", - " antialiased=False)\n", - " ax.view_init(elev=35, azim=-120)\n", - " ax.set_xlabel('X axis')\n", - " ax.set_ylabel('Y axis')\n", - " ax.set_zlabel('Elevation')\n", - " plt.title(title)\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Topographic grid\n", - "\n", - "For this tutorial we will consider one topographic surface. A separate tutorial exists that compares multiple grids and highlights the difference in flow direction and accumulation between the different methods. " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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PIUOGYO7cuZgwYQJeffVV1SUIudDQ0JAUQwY6WsgAWcmdDVm+BENu+eYixumQ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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mg1 = RasterModelGrid((10,10), spacing=(1, 1))\n", - "_ = mg1.add_field('topographic__elevation',\n", - " mg1.node_y,\n", - " at = 'node')\n", - "surf_plot(mg1, title='Grid 1: A basic ramp')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Initalizing and running a FlowDirector\n", - "\n", - "To instantiate a flow director, you must pass it the minimum of a model grid that has a field called ```'topographic__elevation'```. Alternatively, you can pass it the name of another field name at node, or an array with length number of nodes. \n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "fd = FlowDirectorSteepest(mg1, 'topographic__elevation')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The **FlowDirectors** are method specific, so if you want to do D8 flow directing, you must use **FlowDirectorD8**.\n", - "\n", - "All of the **FlowDirectors** have two public methods: ```run_one_step()``` and ```direct_flow()```.\n", - "\n", - "Both use the values of the surface provided to identify flow directions (and in the case of directing to more than one receiver, proportions). Both store the same information about receivers, proportions, and other calculated values to the model grid as fields. The difference is that ```run_one_step()``` does not return any values while ```direct_flow()``` returns the receiver array in **FlowDirectorSteepest** and **FlowDirectorD8**, and the receiver and proportion arrays in **FlowDirectorMFD** and **FlowDirectorDINF**. " - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 0 1 2 3 4 5 6 7 8 9 10 1 2 3 4 5 6 7 8 19 20 11 12 13 14\n", - " 15 16 17 18 29 30 21 22 23 24 25 26 27 28 39 40 31 32 33 34 35 36 37 38 49\n", - " 50 41 42 43 44 45 46 47 48 59 60 51 52 53 54 55 56 57 58 69 70 61 62 63 64\n", - " 65 66 67 68 79 80 71 72 73 74 75 76 77 78 89 90 91 92 93 94 95 96 97 98 99]\n" - ] - } - ], - "source": [ - "fd.run_one_step()\n", - "\n", - "receivers = fd.direct_flow()\n", - "\n", - "print(receivers)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can illustrate the receiver node **FlowDirectionSteepest** has assigned to each donor node using a plotting function in Landlab called ```drainage_plot```. We will see many of these plots in this tutorial so let's take a moment to walk through the plot and what it contains. \n", - "\n", - " The background image (white to black) shows the values of topographic elevation of the underlying surface or any other at_node field we choose to plot.\n", - "\n", - " The color of the dots inside of each pixel show the locations of the nodes and the type of node. \n", - "\n", - " The arrows show the direction of flow, and the color shows the proportion of flow that travels along that link. \n", - "\n", - " The X on top of a node shows if that node is a local sink and flows to itself. \n", - "\n", - "Note that in Landlab *Boundary Nodes*, or nodes that are on the edge of a grid do not have area and do not contribute flow to nodes. These nodes can either be *Fixed Gradient Nodes*, *Fixed Value Nodes*, or *Closed Nodes*. With the exception of *Closed Nodes* the boundary nodes can receive flow. \n", - "\n", - "An important step in all flow direction and accumulation is setting the proper boundary condition. Refer to the boundary condition tutorials for more information. " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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4+eWXmTt3bqVlBQUFUU9TOVKPkhTLpICVpBhjTDJKhExKM6C8yrIAdZTy3Hbb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\nOXPnDLdibnHmzhn6betXLP0QQrBq1SqOHTtm2I4ePZpvu3feeYdu3bo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M3uONUDt2IDG5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46ITYFaoWfPnrz44ot19k2YMIENGzbw6KOP1vk/1rNnzz2Od95555GXl8ewYcO4/vrrKS8vZ8mS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\n+dM0evU0XxMUgC+XO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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "drainage_plot(mg1, title='Basic Ramp using FlowDirectorSteepest')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Reassuringly we can see that the flow is being sent from high elevations at the top of the grid to low elevations at the bottom of the grid. We can also see that all of the arrows are yellow, and thus all of the flow is traveling on these links. \n", - "\n", - "# Brief Comparison between FlowDirector methods\n", - "\n", - "Now let's see how the other **FlowDirectors** direct the flow on this simple grid. We don't need to specify the surface so long as it is the field ```'topographic__elevation'```." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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K+HDucLaVXc1OPduXmFlZAd58+WGapr1KTul0StnXt7jvzhlDOjlsKJvnS0wX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cfLViWzOT/Z97gz59W+x7Pmp+FnggJQUWHMWVw77ox5/t/jmNb6Xb32xCl4rTA3AsMj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\np0T+HlwFa8qMSg7s7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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorD8(mg1)\n", - "fd.run_one_step()\n", - "drainage_plot(mg1, title='Basic Ramp using FlowDirectorD8')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For this ramp, the steepest slope is down a link, and not a diagonal, so **FlowDirectorD8** gives the same result as **FlowDirectorSteepest**." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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N1IXefPm4mphSVd0YX86bpI+AP4pIf1X9TkR+ChyK61NmjDGmkawAZYwxplEC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\nW8u6sL2is09RpeaccvvYn2NbXtmBkm2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VqrUULUqJL7XUUkrRotRP1VIiQmQTiYjsy/z+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\nq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13EN998w6xZsyrWhUIhXn75ZXr16lWl6MHAgQMpLCzk6aefrhimB3DWWWfxj3/8g61b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\nlRfIMQY4vf9w8nL+w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iZPALMXFNKzRwonHu91kfzqZ+35Ylq+v0GBjyaHuOqn7ejQPplO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\nAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorMFD(mg1, diagonals=False) # diagonals=False is the default option\n", - "fd.run_one_step()\n", - "drainage_plot(mg1, title='Basic Ramp using FlowDirectorMFD without diagonals')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Similarly, while there is more than one node below each core node, there is only one node that is connected by a link and not a diagonal. Thus **FlowDirectorMFD** with the keyword ```diagonals``` set to ```True``` provides the same results as **FlowDirectorSteepest** and **FlowDirectorD8**" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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pMXT55Zdz+eWX10tbtWoVU6ZMaazYDOx+q2AC6KsxFEVRPEHFUBTs2bOHnTt3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\nSojlhqu67gV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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorMFD(mg1, diagonals=True)\n", - "fd.run_one_step()\n", - "drainage_plot(mg1, title='Basic Ramp using FlowDirectorMFD with diagonals')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When we permit flow along diagonal connections between nodes and flow to all downhill nodes, we see a difference in the directing pattern on this simple ramp. The flow is partitioned between the three downhill nodes, and there is more flow being sent to along the link as compared with the diagonals (the links are a lighter color blue than the diagonals). We can print out the proportion of flow, which is stored as a (number of nodes, number of possible receivers) array for **FlowDirectorMFD**. We will just print one node for clarity. The order of the receivers is in line with the standard Landlab ordering. The array will list the receiver proportions in the following order:\n", - "\n", - " [link to East,\n", - " link to North,\n", - " link to West,\n", - " link to South,\n", - " diagonal to North East,\n", - " diagonal to North West,\n", - " diagonal to South West,\n", - " diagonal to South East]" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 0. 0. 0. 0.38951333 0. 0.\n", - " 0.30524333 0.30524333]\n" - ] - } - ], - "source": [ - "print(mg1.at_node['flow__receiver_proportions'][15])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see, the flow is moving on the link to the South, the South West and South East. There is about a third of the flow moving on the links and diagonals, though more flow is partitioned to the link. This makes sense as the link is steeper than the diagonals. " - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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x5ylnhPlbC8yI9l5irWsewG7YtQsr/g+Llj5sG/I49rtR6qTvM6K0C/HkSzxl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ZR7OCHG8dDy2CA4Z4jSiZFhycuwvxyGhXdvE1A6CBralXvtiP3lSqeGXiidPqOjlY4YW4RQ3juD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SBWwwddg0Tg9FK68frjfccyEe0qMRsLF4iO1ojp8LhxPf8k04CvypK41FCLefHtGGCW5KlC6m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\nFq65cTioWRvj0rHdnN/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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorMFD(mg1, diagonals=True, partition_method='square_root_of_slope')\n", - "fd.run_one_step()\n", - "drainage_plot(mg1, title='Basic Ramp using FlowDirectorMFD with diagonals and steady kinematic wave partitioning')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In the **FlowDirectorMFD** we can partition flow based on slope (default) or based on the square root of the slope. This option gives the solution to a steady kinematic wave. We can see that the proportion of flow going on the links and diagonals is more similar. " - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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fi+Zei1DM1tLXIxZn37glfDZvGPm+o9nhu8ezuK3TC/hs3jB2ll7HHj3Pk5jp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\nIiLBiHqS4pwrB6pWPAZqrXg8q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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd = FlowDirectorDINF(mg1)\n", - "fd.run_one_step()\n", - "drainage_plot(mg1, title='Basic Ramp using FlowDirectorDINF')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In **FlowDirectorDINF** flow is partitioned to two nodes based on steepness of the eight triangular facets surrounding each node. The partitioning is based on the relation between the link and diagonal slope that form the edge of the facet and the slope of the facet itself. When one of the facet edges has the same slope as the facet, as is the case in this ramp example, all of the flow is partitioned along that edge. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# FlowDirectors on irregular grids \n", - "\n", - "**FlowDirectorSteepest** and **FlowDirectorMFD** work on raster and irregular grids. **FlowDirectorD8** and **FlowDirectorDINF** don't work on irregular grids because the directing and partitioning algorithm that underlies each of them is specific to raster grids. \n", - "\n", - "Before concluding this tutorial, we will briefly consider a hexagonal example. " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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S6uKM3fYxlqQYY0wiiocV502EqSoVFRX4/f6Qv2iFBvKS7wegyTmZDt0rarGF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ht88w2cPq39LTO4GwpzGLS/v3+d97Fr1y6uueYai4MC4Ofnx/Tp04mLi7OEOgUFBREfH8/hw4er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\nP38+jz/+OP37968RS+L/PXr04OGHH6a0tDTleph61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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hmg = HexModelGrid(9,5)\n", - "_ = hmg.add_field('topographic__elevation', hmg.node_y, at = 'node')\n", - "fd=FlowDirectorSteepest(hmg)\n", - "fd.run_one_step()\n", - "drainage_plot(hmg)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Just as in the raster example **FlowDirectorSteepest** sends flow from donor nodes to only one receiver node. You may ask why the flow is going to the southeast while the links are just as steep to the southwest. When two links have the exact same slope, in route-to-one methods like **FlowDirectorSteepest** and **FlowDirectorD8** landlab will choose the first steepest link it encounters while searching through the links. When diagonal links are also considered in **FlowDirectorD8** the diagonals are examined after the links. Thus if a link and a diagonal leading from one node downhill had exactly the same slope, the flow would be sent down the link. \n", - "\n", - "For a more thorough discussion and comparison of each of the **FlowDirector** algorithms, please see the tutorial \"Comparison of FlowDirectors\"." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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mzUozDCXayyhKT7cQizn+DrhMRC4SkbnAPTiJyF8BROSXIrKqU/t/A2eLyJUi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/4R62abUce3Bh0aKbnEYsfUQ3+zJ+o6v+OOO2J2L06E7du3hzwpE6SUR1X1MPSd13/JUvQDBiR0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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fd=FlowDirectorMFD(hmg)\n", - "fd.run_one_step()\n", - "drainage_plot(hmg)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Using **FlowDirectorMFD** flow is partitioned equally between the two links leading downhill. " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "# Conclusion\n", - "\n", - "This tutorial went over the different **FlowDirectors** present in Landlab and how to create and run a **FlowDirector**. Next consider one of two additional tutorials about directing and accumulating flow in Landlab.\n", - "\n", - "1. **Comparison of FlowDirectors**: A tutorial that constrasts the different methods in more detail and over surfaces that are more complicated than a simple sloping ramp. \n", - "\n", - "2. **Introduction to FlowAccumulator**: A tutorial that describes how to use the **FlowAccumulator**." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.13" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/flow_direction_and_accumulation/Introduction to the FlowAccumulator.ipynb b/flow_direction_and_accumulation/Introduction to the FlowAccumulator.ipynb deleted file mode 100644 index 0f67df1..0000000 --- a/flow_direction_and_accumulation/Introduction to the FlowAccumulator.ipynb +++ /dev/null @@ -1,674 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction to the FlowAccumulator\n", - "\n", - "Landlab directs flow and accumulates it using two types of components:\n", - "\n", - "**FlowDirectors** use the topography to determine how flow moves between adjacent nodes. For every node in the grid it determines the nodes to receive flow and the proportion of flow to send from one node to its receiver. \n", - "\n", - "The **FlowAccumulator** uses the direction and proportion of flow moving between each node and (optionally) water runoff to calculate drainage area and discharge. \n", - "\n", - "In this tutorial we will go over how to initialize and run the **FlowAccumulator**. For tutorials on how to initialize and run a **FlowDirector** and a brief comparison between the different flow direction algorithms or for more detailed examples that contrast the differences between each flow direction algorithm, refer to the other tutorials in this section. \n", - "\n", - "First, we import the necessary python modules and make a small plotting routine. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "%matplotlib auto" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "# import plotting tools\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import cm\n", - "from matplotlib.ticker import LinearLocator, FormatStrFormatter\n", - "import matplotlib as mpl\n", - "\n", - "# import numpy\n", - "import numpy as np\n", - "\n", - "# import necessary landlab components\n", - "from landlab import RasterModelGrid, HexModelGrid\n", - "from landlab.components import FlowAccumulator\n", - "from landlab.components import(FlowDirectorD8, \n", - " FlowDirectorDINF, \n", - " FlowDirectorMFD, \n", - " FlowDirectorSteepest)\n", - "from landlab.components import DepressionFinderAndRouter\n", - "\n", - "# import landlab plotting functionality\n", - "from landlab.plot.drainage_plot import drainage_plot\n", - "\n", - "# create a plotting routine to make a 3d plot of our surface. \n", - "def surf_plot(mg, surface='topographic__elevation', title='Surface plot of topography'):\n", - " \n", - " fig = plt.figure()\n", - " ax = fig.gca(projection='3d')\n", - "\n", - " # Plot the surface.\n", - " Z = mg.at_node[surface].reshape(mg.shape)\n", - " color = cm.gray((Z-Z.min())/(Z.max()-Z.min()))\n", - " surf = ax.plot_surface(mg.node_x.reshape(mg.shape), mg.node_y.reshape(mg.shape), \n", - " Z,\n", - " rstride=1, cstride=1,\n", - " facecolors=color,\n", - " linewidth=0., \n", - " antialiased=False)\n", - " ax.view_init(elev=35, azim=-120)\n", - " ax.set_xlabel('X axis')\n", - " ax.set_ylabel('Y axis')\n", - " ax.set_zlabel('Elevation')\n", - " plt.title(title)\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Topographic grids\n", - "\n", - "For this tutorial we will consider one topographic surface. Here it is plotted in three dimensions. " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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UkTKpXr16wW6303guv22qEspxd/Pd09lsFsFgkHqZ+PPLk8lkj4Y3DHFYDFmA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\na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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mg = RasterModelGrid((10,10), spacing=(1, 1))\n", - "_ = mg.add_field('topographic__elevation',\n", - " 3.*mg.node_x**2 + mg.node_y**2,\n", - " at = 'node')\n", - "surf_plot(mg, title='Grid 1')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Initalizing and running the FlowAccumulator\n", - "\n", - "To instantiate the **FlowAccumulator**, you must pass it the minimum of a model grid that has a field called ```'topographic__elevation'```. \n", - "\n", - "Alternatively, you can pass it the name of another field name at node, or an array with length number of nodes. This is the surface over which flow is first directed and then accumulated. \n", - "\n", - "**FlowAccumulator** will create and use a **FlowDirector** to calculate flow directions. The default **FlowDirector** is **FlowDirectorSteepest** which is the same as D4 in the special case of a raster grid. There are a few different ways to specify which **FlowDirector** you want **FlowAccumulator** to use. The next section will go over these options. \n", - "\n", - "**FlowAccumulator** can take a constant or spatially variable input called ```runoff_rate``` which it uses to calculate discharge. Alternatively, if there is an at_node field called ```water__unit_flux_in``` and no value is specified as the ```runoff_rate``` **FlowAccumulator** will use the values stored in ```water__unit_flux_in```.\n", - "\n", - "In addition to directing flow and accumulating it in one step, **FlowAccumulator** can also deal with depression finding internally. This can be done by passing a **DepressionFinder** to the keyword argument ```depression_finder```. The default behavior is to not deal with depressions internally. \n", - "\n", - "Finally, if the **FlowDirector** you are using takes any keyword arguments, those can be passed to the **FlowAccumulator**. For example, **FlowDirectorMFD** has to option to use diagonals in addition to links and to proportion flow based on either the slope or the the square root of slope. " - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "fa = FlowAccumulator(mg)\n", - "\n", - "# this is the same as writing:\n", - "fa = FlowAccumulator(mg, \n", - " surface='topographic__elevation',\n", - " flow_director='FlowDirectorSteepest',\n", - " runoff_rate=None,\n", - " depression_finder=None)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The **FlowAccumulator** has two public methods: ```run_one_step()``` and ```accumulate_flow()```.\n", - "\n", - "Both use the values of the surface provided to identify flow directions (and in the case of directing to more than one receiver, proportions) and then calculate discharge and drainage area. Both store the same information about receivers, proportions, and other calculated values to the model grid as fields. The difference is that ```run_one_step()``` does not return any values while ```accumulate_flow()``` returns the drainage area and discharge as variables." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "fa.run_one_step()\n", - "\n", - "(da, q) = fa.accumulate_flow()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can illustrate the receiver node **FlowDirectionSteepest** has assigned to each donor node using a plotting function in Landlab called ```drainage_plot```. We will see many of these plots in this tutorial so let's take a moment to walk through the plot and what it contains. \n", - "\n", - " The background image (white to black) shows the values of topographic elevation of the underlying surface or any other at_node field we choose to plot.\n", - "\n", - " The color of the dots inside of each pixel show the locations of the nodes and the type of node. \n", - "\n", - " The arrows show the direction of flow, and the color shows the proportion of flow that travels along that link. \n", - "\n", - " The X on top of a node shows if that node is a local sink and flows to itself. \n", - "\n", - "Note that in Landlab *Boundary Nodes*, or nodes that are on the edge of a grid do not have area and do not contribute flow to nodes. These nodes can either be *Fixed Gradient Nodes*, *Fixed Value Nodes*, or *Closed Nodes*. With the exception of *Closed Nodes* the boundary nodes can receive flow. \n", - "\n", - "An important step in all flow direction and accumulation is setting the proper boundary condition. Refer to the boundary condition tutorials for more information. " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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4tD312jen4FBnnlx0B/sOxBAefoizz36esLAipzaCIalbAcf2PcDAvvvpEV9Y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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "drainage_plot(mg)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this drainage plot, we can see that all of the flow is routed down the steepest link. Next a plot of the drainage area shows how the flow would move. Next lets make a similar plot except that instead of plotting the topographic elevation as the background, we will plot the drainage area. " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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LVnnYtcf5f24efP2dJSnGhIpPPbV6GGtJMcaYWGR/wcLs7Q/yKv1/uC36n5OY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4i4ZpFxX3u7mNfeLqZjto+xuemMz00n9+R0spp7f1h+ffNOvlge/Yucv71y3E3lP5eWwoxZBcyY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\nDhGR1NLo10mZPXs2a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XJEnXRoCuJySjpERFJLKo5J6Z7sCoiI1FH3eruSc95sXVE96nZj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\no38AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "drainage_plot(mg, 'drainage_area')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If we print out the drainage area, we can see that its maximum reaches 64." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", - " [ 64. 64. 7. 6. 5. 4. 3. 2. 1. 0.]\n", - " [ 0. 56. 7. 6. 5. 4. 3. 2. 1. 0.]\n", - " [ 0. 48. 7. 6. 5. 4. 3. 2. 1. 0.]\n", - " [ 0. 40. 35. 6. 5. 4. 3. 2. 1. 0.]\n", - " [ 0. 4. 28. 6. 5. 4. 3. 2. 1. 0.]\n", - " [ 0. 3. 21. 6. 5. 4. 3. 2. 1. 0.]\n", - " [ 0. 2. 14. 12. 5. 4. 3. 2. 1. 0.]\n", - " [ 0. 1. 1. 6. 5. 4. 3. 2. 1. 0.]\n", - " [ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]]\n" - ] - } - ], - "source": [ - "print(mg.at_node['drainage_area'].reshape(mg.shape))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This is the same number as the number of core nodes. This makes sense becaue these are the only nodes in Landlab that have area, and in our model grid they each have an area of one. " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "64\n" - ] - } - ], - "source": [ - "print(mg.number_of_core_nodes)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can rain on the surface, store that rain in the field ```water__unit_flux_in```, and then re-run the **FlowAccumulator**. As an example, we will 'rain' a uniform random number between 0 and 1 on every node. \n", - "\n", - "Since we already ran the **FlowAccumulator**, under the hood our grid already has a field called ```water__unit_flux_in``` and we need to set the ```noclober``` keyword to ```False```." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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AfwLATwfwowD+EoBPU9Uft/UfAeAjLzvow+HJfybApW542tD+eOAJXs4RAsgZ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\nQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "rain = 1.+5.*np.random.rand(mg.number_of_nodes)\n", - "\n", - "plt.imshow(rain.reshape(mg.shape), origin='lower', cmap='PuBu', vmin=0)\n", - "plt.colorbar()\n", - "plt.show()\n", - "\n", - "_ = mg.add_field('water__unit_flux_in',\n", - " rain,\n", - " at = 'node', \n", - " noclobber=False)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next, we re-run the **FlowAccumulator** and plot the discharge. " - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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5UUpSoDQx2bYDfloanR+zzyd89pWTmCz8VigotCTFmHDxIf5piIN/uF2hvq6K\nRHcvEWkgIoeJyOH+XZ392+3KlGmMM76kQqIgIp1FZLyI9BCRDiIyGpgOzA8yoSmrL3Bn+e5kwCqg\njctrGWNMrWBJSoQtX13Er8sLWfW7l8XLvFGL+9n/nC5en/8vEZ8vejcqH3/h/Ep9/KX9ahlj6rRe\nOLOhfYPT+nE/8C1wW5kyp/u/vlDJ+QXAEJxpnBcD9wIvA6NDqIsHqKxfb1ucbl/GGBN3rLtXFLzz\nYT4pydGNuXW7h5+WeqLW1avYgq+F/AL45Ev7BNeYcPLhfoxJbOZxq30itE7KfGr4oE9Vn6SK7laq\n+gcwwFWlqvYucBVwcfHl/QPmbwPeDlMMY4yJKktSouCdD/NISY7+TfsHnyXy5bfRGTRfLCdXmPai\nh81bLUkxJpw0hDEpamNSgFoxBXGkXQPME5FfgFTgOSAL2AycGcuKGWNMqCxJiYKF3xbgicG9wktv\nJpGfH/1k4ann7cbImHDzhTDGxMakOOp6kqKqf4jIYcAZOOutNASeAp5V1dyYVs4YY0JkSUoUFBU5\nj2iLRYICkBejuMbUZT7/2iduzzGOeEo6QqGqXmBWrOthjDHhYkmKMcbEAWedFLdTEFuSAnW/JcU/\nM1hlFMgDflPVoNddMcaY2sCSFFNBg3QlM0NZ/Ud0b3BaZihaJGzcHN2bg4O6JLD410IKCqMXMzER\numYl8cMvUQwKNGwgtGiexK/Loxu3VcsEfD5Yuz4GTYrG1H2v4yQk5d+0i/epiHwGnKSq26JdOWOM\nCUX9SVISEyE7G7KyYNkymDABvJGfEli1BXl5s1DNRGQ9qalnI7Ip4nELC5uxcuW9FBY2JylpM506\nXUtSUtX/m9pk+ujX28uxRxbRo1sR541LoOL/u5p5vfvy++8P4vU2JzFxM+3a/YPExK2VlhVRDuqi\nDOij9D/KR2YL6DHUfYLi82Wwa9c0fL6WeDwbaNToPDyezVWWT06CY45MYviAJIb2T2Llah8nnud+\nDRufL4Pc3Jn4fJl4POtJSxtTbdwmjYWh/VIYMTCFwX2TefTpXSElKaotKCh4ruR3Kjn5zGp/p9q3\nSWDU4FRGDEqjb+8URo/dEFKSotqCoqIXS+ImJJxWbdzDuyVz3JA0Rg1JZ/+OSWT1WR1STNWXgVbA\nOkROicrfT6zeL6pjK86Hrq63pACDgElANs6q9QBHAnf6H9uBJ4D7cBaXNMaYWq/+JCnZ2TBnDowd\n63zNzoZvAgxEAAAgAElEQVTbbqv5vL2UlzcLn+9oAFQ7k5f3LGlpwyIed+XKe9mzpzsABQXtWLny\nPrp0Kf3flOBRuh3oJCZ9e3vp3L70H/LuHDhxuHLicPefev/r7snk5vYAoLCwPb///hCdOp1Tcjwt\nVTmqh9LvKB/9j1Iy9i1T59/h1mvTXcec+OAMtm07AgCfrxO7dj1DkybHB5Rp3kwY0i+J4QOSGXB0\nEg3SS2/e1vzp44HbGrmOO+nh5/ht5ZEAFBV1Ijd3Fg0ajAgos3+nBEYMTGH4gBSO6plEYmJp3AP2\nT+KhO5u6jnv3Iy+xfJUTV7UzBQXPk5IypOS4xwO9Dktm5OBURg1O4+ADkkqO5eT6OHV0A045oYHr\nuPc+9grLV/X2x92PoqKXSEwcWHI8NUUYeGwqowanM3JwGm1blb69rFhdyJ03NHMd874pr5fEhP1Q\nnY1If9fXcS1G7xfV0RAGzqsNnAfqRZLyCHCJqi4os+8DEckDpqrqwSJyFfB0bKpnjDHu1Z8kJSvL\nueEYNw4mT4aMjKiEVc2sdjtSioqaB2wXFpZuJyYqZ4wu5IShXvbrUHElhYbpcNoJoa2wkD0h8HX1\nekvj7tNEuWSMj2H9fQHJSbFO7aBTu1TXMe98oGXAts8XuH3g/glce1kag45NomGDijdtxxyRxDFH\nJFXYX5OJDwb+LH2+wO3hA5K54oIG9CmXnBQ79QT3CRnApIer/p1KTISLxzRk7GnpdDuw4uI86Wke\nLjrbfUIGcM+jraqMu08TD9df2YRTTmgQkJwU69whiYvPaeI65r2PtSq3p/x2hMTo/aI6PkJoSbEk\nBagXScr+wM5K9u8EOvu/XwY0r6SMMcbUSvUnSVm2zPlEdPJkmDEDRoeyqK97IutR7RywHQ2pqZvJ\ny2tXsp2UVNoNyesVZr2azKxXk2mT6ePYI7306+1080pKclpSLrkugYJC9zc4O3ZtAtqXbCcmlsbd\ntkOY9FgCd0/x0DXL382rj4+Dspzj3/8ijLtlu+uYm7euC4jp8WwIOL7ktyIuuma3083rCKeL17AB\nSbRv46wh8/TzeTzz4h7XcTdtWVsubuDPdt7HBcz7uIAmjYUhfVMYMTCZIf1SaNrEGfx8xQ1bWfST\n+25XGzf/GRC37O+U1wtTntnNlGd2075NAiMGpTJyUBr9jkohJUXIyfVx/JgN7MlxfwO2cfMfVcbd\ntsPHDXdu44Y7t3HYwaXdvHodlgLA9z8XcNG4DeUvWaMNmwJjwjrX1whJjN4vqqMhDJxX6+5VIs6S\nDre+Ae4VkbGquglARDKAe4D/+ctkAb/HqH7GGOOaxNsbt4j0wHlDdicMfcwbNHDfRUY1g65ZL7Fp\nS0v+WPuH6zEpXbp0cR0ToGnjJuTn3MuK1S3YtWdLjWNSABqkKUf1LKLvkV4+XqDMm+9+vROvtxm/\n//5QUGNSirVo7oxJ6XeUcsOd21ix2l0rjs/XnF27ngl6TEqxrlkJDO2fxOEHJ3LhuG2uB877fM3J\nzZ0V9JgUgIQE6N0jiREDUygq8jF+0g53QXF+pwoKng96TAo4A+YHHZvCiEFpzF+Qw7OvuE/KVDMo\nKnop6DEpAJktEhg5yElYbrl7Cz8tKXAdU3U2ezMmxecLoVUwfGNSeqrqt6GcWKz4PW/otJPZ5wB3\nLTrblm7ivfNfDUs94lHxa/fvf/+brKwsV+cuW7aMyy67DOLgtRORA3EGz3eiNBFpB6wATlTVX0Xk\nJKCRqs6MUTWNMcaV+pOkhEEoSQrAT/NbkJIsZPVx/0lyqElKywwfb03P4f1PE7jhrjTX5+fn54cU\nd29t2OD+NQqHwsLoznYVq5gA3hgNAC+KxWJBhJikhE/YkpTBT/8lpCTlgwteCUs94lHxazdlypSQ\nkpTLL78c4uS1ExEPMAwo/qexFHhPVWP6B2CMMaGqP929jDEmjtmK86Gry2NSRCQJmAtcqqpz/d8b\nY0zcsyTFGGPigIYwBbGNSXHU5SRFVQtF5NBY1yMWRKQ9NhmAMfFos6quqamQJSnGGBMHbJ2U0NXl\nJMVvFs76JzfEuiLRIiLtPR7PUp/P535KSGNMTHk8njwROaCmRMWSFGOMiQOq7pOOYO+zReQK4Fog\nE/geuFJV/1dF2WnAuVRc4fxnVT3EVQWjKM6SDrcSgQtEZAjOmM2AmTFU9eqY1Cqymvt8vtRZs2bR\ntWvXWNfFGBOkxYsXM2bMmFScVlBLUowxxlRORE4H7gcuxlmtfBwwT0S6qGpl09X9Hbi+zHYi8APw\nUqTraqrUDSge3F9+tpU6nZ117dqVHj16xLoaxpgIsCTFGGPiQAQXcxwHPKGqMwBE5FLgOOACnHU2\nAqjqLmBX8bZ/atumwDOuKhdFdb27l6oOjHUdjDEm3CxJMcaYOBCJ2b38M0P1BCYW71NVFZH3gT5B\nhrkAeF9Va+1CgXU9STHGmLrIkhRjjIkDEZrdqzmQAJRfoGgDcEBNJ4tIK2AkcIarikVZfUhSRKQX\ncBrQHkgue0xVT45JpYwxZi+4X1LcGGNM1BXP7uX2EWHnAduANyIdaG8UJyluH/FCRM4AFgBdgf8D\nkoCDgUHAjhhWzRhjQmYtKcYYEwdqmt1r/QdL2Pjh0oB93j35NV12M1AEtCy3vyWwPohqnQ/MUFVv\nEGVLiMgM4CPgE1Vd7ubcUMVT0hGCm4BxqvqYiOwC/gGsBJ4A1sW0ZsZEQMeOHRk0aBBPP/10rKti\nIshaUowxpg7IHHwgh044MeCRdXn/as9R1UKcKWsHF+8TEfFvL6juXBEZAOwHPBVCdQuAG4FlIvK7\niMwSkYtEJCuEaxnn5/CW//sCoIE6WdlknFnbTBxasWIFl1xyCfvttx9paWk0adKEY489locffpi8\nvLxYV6/E9OnT8Xg8pKens25dxZx4wIABHHpoeNcbdd6mTF1nSUoE/d+oVPr0Ku0afGT3JE45Pi3i\ncc86qYC2rXwAeDwwrF8h3Q4oinhcY0zkRLC71wPAX0VkrIgcCDwOpOOfrUtE7hKR6ZWcdyGwUFUX\nu30uqnqRqnYB2gHXAbuBa4AlIvKH2+sFEa9Od/fC6XLXyP/9nzhTEoMz61p6TGpk9spbb73FIYcc\nwuzZsxk9ejSPPvookyZNokOHDlx33XVcddVVsa5iBfn5+UyaNKnCfksoTKisu5cLCQkJrsrv3CXM\ne6F5yfb7L2dwxiXbXF2nZcvyvTBq1ipzK1dfvA2AQccU0b9PEWf9vSMtWwYf95tvvnEdNxzi7MZg\nr8Tqudo/jPikSDAD4SucU2MZ1ZdEpDlwO043r++A4aq6yV8kEyeZKCEijXHGPvzdVYUq2gZs8X/d\nDniBTdWeEYJIDJwXkb7AP3FmR2sFnKSqc8ocL170sqy5qjqqTJkUnCTxdCAFmAdcrqobXVUWPgGG\nAj8CLwMPicgg/74PXF7LxNiqVas488wz6dSpEx9++CEtWrQoOXbZZZdxxx138NZbb1VzheDl5eWR\nmpoalmsdfvjhPPnkk9x4441kZmaG5ZqmfrOWlAha8L8Cdu3xlWzn5imffFkQ8bhffRf4wdniZans\n3uMuwTLG1C7qn4LYzSOYJAVAVaeoakdVTVPVPqr6dZlj56vqoHLld6pqQ1UNqUO4iEwUkQU4Ccok\nINX/NVNVu4dyzepEqCWlAU5CdzlVL5j4Dk7il+l/nFnu+IM4a9L8BegHtAZeCeEp/g14wf/9BJzE\np6X/WheGcD0TQ3fffTd79uzhqaeeCkhQinXu3Jkrr7yyZLuoqIg77riD/fffn9TUVDp16kR2djYF\nBYH3Gx07dmT06NG8++67HHHEEaSlpTF16tSS47NmzaJXr16kp6ez7777cuaZZ/LHH8E1bIoIN910\nE16vt9LWlPKCrTPAnXfeSbt27WjQoAGDBw/ml19+qfSaO3bs4KqrrqJ9+/akpqaSlZXFPffcU+Fv\n+YUXXqBXr140btyYJk2acOihh/Lwww8H9TxNdFlLSgQVFMKHnxZw4gjnU4r5CwrIjUI30mWrUti6\nPYFmTZ0uXgu/s9Z+Y+JdKLN1RWF2r1DdgNNichvwqqr+GslgkWhJUdW5wFwoGcdTmfwyLVIB/K1R\nFwBnqOp8/77zgcUicqSqfuWirlvLfO/DSfhMnHrzzTfp3LkzvXv3Dqr8hRdeyIwZMzjttNO49tpr\nWbhwIXfddRdLlizhlVdKc14RYcmSJZx11llccsklXHzxxRxwgDPT+IQJE7jllls444wz+Otf/8qm\nTZt4+OGH6d+/P4sWLaJx48Y11qNTp06MHTuWJ598khtuuKHa1pRg63zzzTczYcIEjj/+eEaOHMm3\n337LsGHDKCwsDLhebm4u/fr1Y926dVx66aW0a9eOBQsWcOONN7J+/XoeeOABAN577z3OOusshg4d\nyj33OGvVLl68mAULFvD3v+9tw7AJN0tSImzuR/klScrcj2qcaScsVIX//ZDO8H7OotBffdcgKnGN\nMZGjGtS6JxXOqaW6A/2BAcA1IlIAzAc+Bj6ORNISo+6VA0RkA053tg+B8WUSip44/4NLumOp6lIR\nWYOzkGbQSQqAiHiA/YEWlOsloaqfhPwM6pkNG+Avf4F166BVK3j1VaikMSNidu3axZ9//slJJ50U\nVPkffviBGTNmcPHFF/P4448DcOmll5KRkcH999/P/Pnz6d+/dAKN5cuXM2/ePIYMGVKyb82aNdx6\n661MnDiR66+/vmT/ySefzOGHH86UKVO44YYbgqpPdnY2M2bM4O6772by5Ml7VefNmzdz7733csIJ\nJ/DGG6WznI8fP56JEycGXPP+++9n5cqVfPfdd3Tu3BmAv/71r7Rq1Yr77ruPa665hjZt2vD222/T\npEkT5s2bF9TzMbFl3b0i7L35+fh8zj/HeR9HJ0mB0sTkzw1J/LE+KWpxjTGmJqr6vao+rKonq2oG\nMApnVqrHANcD8Wupd4CxOGuVXIeTlL1dptUlEyhQ1Z3lztvgPxY0ETkK+A3ntfsEf7Lnf3wUUu3r\nqb/8BT7/HFascL6eHOVlMHfudH4dGjVqVENJx9tvv42IMG7cuID911xzDapaYexKp06dAhIUgFde\neQVV5dRTT2XLli0ljxYtWpCVlcVHHwX/K9SpUyfOOeccpk6dyoYN5deIdVfn9957j8LCwoCubUCl\nkwbMnj2bvn370qRJk4DnMHjwYLxeL5984uTpTZs2Zc+ePZakxAlrSYmwLduU/31XSHKysH6jr+YT\nwmTRz2kUFIp/fEqt7fJhjAlShFacjwn/jXp3nJaUAcCxQGPgB5wWlbCKxYrzqvpSmc2fReRHYDnO\n8w134vA48DXO+JZ1VD1GxtSg/Ay6lcyoG1HF3ap27doVVPnVq1fj8XjYf//9A/a3bNmSpk2bsnr1\n6oD9nTp1qnCN3377DZ/PV+Ea4HQRS05OrrC/OuPHj2fmzJlMmjSp0taUYOu8Zs0agArlmjdvzj77\n7BOwb9myZfz4449kZGRU+hw2bnTmorj88st5+eWXGTVqFK1bt2bYsGGcdtppDB8+3NVzNNFhSUoU\nzPson+Tk6N4s5Bd4+H5xGl99b+NRjKkLVEOY3auWJinAVqAh8D1OUvIk8Kmqbo9EsJqSlM8++4zP\nPvssYF9OTk6467BSRDbjdMn6CGexzGQRaVyuNSXYhTTLygJOUdXfwlPb+qtVK6cVpex2NDVq1IjW\nrVvz008/uTov2Fkb09IqLoPg8/nweDzMnTsXj6diB5uGDRu6qkunTp0YM2YMU6dODeg+Vl44Z5r0\n+XwMHTqU66+/vtK/9S5dugCQkZHBd999x7x583jnnXd45513mDZtGueeey7Tpk0LW31MeFiSEgVz\nY5CkAHz0RUN+/jXy67IYYyLPRwgD52tvK+oYnKSkfFeniKgpSTnmmGM45phjAvatWLEi6H74wRCR\ntsC+lK4A/w3OlMuDgdf8ZQ4A2gNfuLz8Qpzkx5KUvfTqq04Xr7JjUqLt+OOP58knn2ThwoU1Dp7v\n0KEDPp+PZcuWlQyCB9i4cSPbt2+nQ4cONcbbb7/9UFU6duxYaWtKKMaPH8+sWbO4++67Q65z8ddl\ny5bRsWPHknKbN29m27ZtFZ7D7t27GThwYI11S0xM5LjjjuO4444DnGmdp06dys0331wynsXUDrVi\nTIqItBaRmSKyWURyROR7EekR63qFy+JlRXz/szfqced/2ZCiolp7k2KMccEZOO/+URup6lvFCYqI\ntPXfwEcyXtinIBaRBiJymIgc7t/V2b/dzn/sHhHpLSIdRGQw8DrwK85aKPif/1PAAyIyQER6Ak8D\nnwczs5eIHFr8AB4B7heR80SkZ9lj/uMmSC1awGefwfLlztdoDpovdt1115Gens5FF11U0k2prOXL\nl5dMmTtq1ChUlQcffDCgzP3334+IlNyIV+fkk0/G4/Fw2223VXp869atle6vTufOnRkzZgxPPPEE\n69cHNgwGW+chQ4aQmJjII488ElCusi5kp512Gl988QXvvvtuhWM7duygqKioyudyyCGHAM5ilKZ2\niXlLiog0BT7HmeFkOLAZp+l6W3XnmWBYgmKMqX38M1GNx1llvqF/3y7gfmCCfxrd2q4XTrct9T/u\n9++fjrN2yqE4A+ebAmtxkpNbVLXs3KnjgCJgNs5ijnOBK4KM/50/btk3+rLr1hQfU8AWyoojnTt3\n5rnnnuOMM86ga9eujB07lm7dulFQUMDnn3/O7NmzOf/88wE49NBDOffcc5k6dSrbtm2jf//+LFy4\nkBkzZnDyyScHzOxVXbw777yTm266iZUrV3LSSSfRqFEjVqxYweuvv84ll1zC1VdfXe01Kkvqs7Oz\nmTlzJkuXLqVbt24l+4Otc/Pmzbn22muZNGkSxx9/PKNGjWLRokXMnTu3wtiTf/7zn8yZM4fjjz+e\n8847j549e7Jnzx5++OEHXn31VVatWkWzZs246KKL2Lp1K4MGDaJt27asWrWKRx99lO7du9O1a9ca\nXysTXTFPUnDmy1+jqheV2be6qsLGGFMfFS/m6PacWmoCziKDN+B8SAXO4PlbcRZ2zA53wHBPQexf\n26S63ggjgrhGPnCl/+FWxRHQps444YQT+OGHH7j33nuZM2cOjz/+OMnJyXTr1o377ruPiy++uKTs\nU089xX777cczzzzD66+/TmZmJtnZ2dxyyy0B1xSRKseBXH/99RxwwAFMnjyZ22+/HYB27doxYsQI\nRo8eXWN9K7vufvvtxznnnMP06dMrHA+2zhMmTCAtLY3HH3+cjz/+mKOOOop3332X4447LuCaaWlp\nfPLJJ0ycOJGXX36ZmTNn0rhxY7p06cLtt99OkyZNAEpmHvv3v//N9u3byczM5Mwzz+Rf//pXjc/R\nRJ/EaO740gqI/Izz6VE7nCka/wSmqOp/qijfA6cvb9QFs5hRuB199NFRjZeYqBxyQC4///wrX3xT\nFLW4TRoJA49N5JvvC1j1e/Q+RG3bysPAY5N4dvYeCgprLh8uh3RNZL8O8NKc8A7OrU5SEhxzRAo+\nVT7+PAqrivo1biQM7ZfGdz/lsnR5FF9kP58vph/K91TVb/fmAsXveQc8dAHp+7sbxZvz2zqW/uPp\nsNQjnERkLXCpqs4pt/9EnPf/NmGK0wP4ZuLEiZXOalSdlStXctNNN0Ete+2Mo/hn+80339CjR53p\nHW5Mnfftt9/Ss2dPCOK9tTa0pHQGLsPfzA8cCTwsIvmqOjNsURITITsbsrJg2TKYMAG8kR8n4vNl\nkJs7E58vE49nPWlpY/B4Nkc8bn5+UxYtGk9+fjNSUrbSvfsdpKTsqLRsk0Zejjg0hyMPz6H7wTkk\nJSl9jgvtxs7ny2DHjqfx+Vri8WygSZPzq3y+nTt4GNY/iWH9kziyewKr/vBxzAnub559vgx2736m\nJGbDhudWGdPjge7dEhk+IIlhA5I5+IBEnn0lj2nPuw7r6mebmgL9jkpmxKAUhg1IoU1mApdcu8V9\nUEC1BQUFz6Oaich6kpPPQKTSRa1p1tTD8IGpjBycxpC+qTRsIBw+eG3Icb3eF1Bthcg6EhNPrzJu\np/aJHDckjVFD0jj2yFTWri+ia1/3Y6RVW6D6MtAKWIfIKVXGDKsYvV9Up46tON8MWFLJ/iX+Y2EV\niymIo0lEbgTWq+q0cvsvADJUteLoZWOMqeVqQ5LiAb5S1Zv929+LSDfgUiB8SUp2NsyZA2PHOl+z\ns6GKQWLhlJs7k6KiPgAUFXUiN3cWDRrU2Atgry1aNJ7t2w/216EVixbdzFFHXes/qnRoW0Dvw3I4\n8vA9HNA5n7KzDhYUCs8+5m7KwWJnXz6dRVt6AeDzdWTHjmnss88JACQkQO/uiQztn8jQ/kns3zGw\nm/S++wjzX2viOuaYy2ey6Mcj/DE7sXv3dBo3Lh0s2CAdBhydzPABSQzpl0zGvoE9NAYcncSCN/d1\nHfecK54viVvZz7ZlhofhA1IYPjCZAUenkJ4WeMN4zeWN+cfF7lvnxl7xEot+cuKqdqag4AVSUgaX\nHD9w/0RGDU5j5OA0evdIJiGhNG5BgfLi1IrzyAcX9+WAuF7viyQlDQKcn+1RPVIYOdhJTLpmBc6r\n37ix8L957dzH/NvLfOePCfuhOhuRmvtY77UYvV9UJ5SB8LX4Pvt74G/A38vt/5v/WFjV9SQFuAQ4\nvZL9PwMvAJakGGPiTm1IUtZRcYXhxUB413nNynJuOMaNg8mToZIFfyLB58usdjtSvIWBCx3l55d+\nOJmYABnNvDRv5iWjmZfy06InJihtW4c28du27YFTofh8LUu+b5gutM4U2mR6aNm8krnY04Xk1u7H\nd27b3jJgu2xMcFoT2mR6aJ3poWnjip8s79vMQ5PG7m9IKsYN/Nm2aumhTSsPbVslVEhQANpkJoR0\nE7ltR2Bc1dK4iYnQtnUibVon0LZ1QkCCUny8fZvQ/uwrxi3tetQgXWjbOoF2rRNp1aLi9Rume+jQ\n1v2n+tvLxXRaVKIgRu8X1XO/TkotnjzjOuAtERlC6XS7fXC6/Y4Kd7B6kKRkAhWngYJNRO2Pxhhj\nwqs2JCmfAweU23cA4R48v2yZ84no5MkwYwYEMRAsHDye9RQVdQrYjoa0tC3s3tO6ZDslpXTaPW+R\n8PUPDfj6hwZMmdmczu0L6H34Ho44LIcDOudTUCgcOXIHW7aFcOO+bR3ONP8Oj2dDyfc7dimz3yxk\n9puFJCVC756J/u5eiXRsl8DPS4sYenrlXdKqs3Pn2ipjAvy+1sfUWXlMnZVHo4bCoGOcrl5D+iXR\nrKmHaS/kcdNE912R9uz5s1zcwJ/tdz95+e4nL3c9vIc2mR6GDUhhxMAU+vVJJjVFuOCqrbz5Xq7r\nuPn5fwTEFSmN6/XC+5/k8f4neVzzr+10OzCJkYNTGTkojSMOT6awEA4buJa1G9yPNyos/L1c3NKl\nmHfuUl58I4cX38ghMRH69ErhuCHpjBqcRlbnJH5dUUj3wb+7Tsp8vjUBMUuXmIiwGL1f1BeqOl9E\nuuDMZHWgf/erOONRQuuPWL/9DhwDrCy3/xicmcWMMSbu1IYkZTLwub9P7UtAb+Ai4K9hjTJhgtNl\nIyPDueGYMCGsl69KWtoYDtzvRTZuacGf6/4kLW1MVOL273cba3+/gVVrWpKTv5Pu3e+ooqSwYk0K\nK9ak8PycZuzTxMsRh+Vw2MG7+PAz933wmzQ5nx07pgWMSalMoRc+W+jls4VebrkHunR2xqd0bu9h\nxRp342EaNjyX3bunB4xJqcqu3cob8wp4Y14BHg8ccXgifXsnkZyE64HzaWljyM2dFTAmpSp/rvcx\n7YVcpr2QS3oa9D86hTatQpsVNDn5DAoKXggYk1KVn5YU8tOSQu59bBctmnsYPiCN7ocks3aD++Qo\nMfF0vN4XA8akVMbrhU+/zOfTL/O54c5tZHVO5Lgh6XTNSuKXX929yCKnoDqbsmNSoiJG7xfVqWMr\nzuNPRsI+i1c18aIVKhaeBB4UkSTgQ/++wcA9lE6NbIwxcSXmSYqqfi0i/wdMAm7G+SToH6r6QlgD\neb0x6VPu8Wxm9lOnk5wMBx4b+QHzxdJSt/PpnLP47H8NuGtK8F3Mtu1I5N1PGvPNN6ENEvZ4NpeM\nQXHj1xU+fl2RT1GR+wH7Hs/mgDEowfL5YOG3XhZ+6w1pTLTHszmk8UU5ufDOB/kUFBS4DwqIbAoY\ngxKsjZt9zJy9J+TZrkQ2lYxBcWPZCi8PTt2JN4QXWWRTdMaglBej94vqxPvAeTeLCqrqD+GMXQ+6\ne92Ls5r9FKB4QFgecLeq3hWzWhljzF6IeZICoKpvA2/Huh7GGFNb1YGB85UtPliZsC8+WNeTFHUq\ne72I3AF0BXKBZf51WIwxJi7ViiTFGGNMDTSE7lu16z47ZosP1vUkpZiq7gb+JyKNgZEislRVy09M\nY4wxccGSFGOMiQMawuxetWnFeVUN72Qo7mLX6SRFRF4CPlHVR0UkDfga6OgckjNU9ZWYVtAYY0IQ\n2jyzxhhjjEsi8omINC2zPdp/U232Tj/gU//3/4fTpa4pzjo042NVKWOM2RuWpBhjTBzQEB/BEJEr\nRGSliOSKyJcickQN5ZNFZIKIrBKRPBFZISLnBRHqWEoHdgPMIkrreBS3pgT7iDNNgOJ55kcAr6hq\nDvAWkBWzWhljzF6wJMUYY+JA8RTEbh81EZHTcaap/RfQHWfF93ki0rya014GBgLnA12AM4GlITyt\nqPRHc5ugxGGi8jvQR0Qa4CQp7/r374Mzy5epg9q2bcvFF18c9bgffPABHo+HBQsWRD323hgzZgxZ\nWaU5e1FRER6Ph4kTJ8awVrH3n//8B4/Hw9q1tW9JJUtSjDEmHkSuKWUc8ISqzlDVJcClQA5wQWWF\nRWQE0BcYpaofqeoaVV2oql9UVr42qAdJyoPAs8AfOIs3fuzf3w/4MUZ1MiGaPn06Ho+n0sdNN91U\nUiLvSzIAACAASURBVM7j8SASm3FnbuKuXLmSyy+/nC5dupCenk6DBg04+OCDufLKK/npp58iWMtA\nIlKh3pXtC7dnn32WRx55JOjybdu2xePxcM0111Q4VpwgzpkzJ2z1i8ZrECobOG+MMXEgEos5+hf/\n6wmUfJSoqioi7wN9qjjtBJyB2deLyDnAHmAOcLOqBvOp/XAR2eH/3gMMFpFugfXW8P0Hpu4PnFfV\nKSLyFdAOeE9VixdDWoGNSYlLIsIdd9xBx44dA/Z361b6p7J8+XISEsI6W3fYvfHGG5x11lmkpKRw\n9tlnc+ihhyIiLFmyhFdffZXHH3+c1atX07p166jXLSEhgdzcXJKSkiIaZ9asWSxfvpwrr7wyqPLF\nScMTTzzB9ddfT4sWLSocry8sSTHGmPqrOc6aJBvK7d8AHFDFOZ1xWlLygJP81/g30Ay4MIiY08tt\nP1FuO+zrpNQHqvo1TvJYdt9bMaqOCYMRI0bQo0ePKo9H+uZ6by1btoyzzz6brKws3nvvPTIyMgKO\n33PPPTz66KN4PNV36snNzSUtLTLzayQnJ9dcKAa6devG4sWLueeee7jvvvsCjsXTByh7y7p7GWNM\nPNDSBR2DfURonRQP4APOUtWvVXUucDVwroikVPsUVD1BPMKeoNTF7l4i8oB/DErx91U+Yl1XExll\nx6SoKv369SMzM5OtW7eWlMnPz+egg/6fvfMMj6JqG/B9dlOWFAgpJHRIaEEQFKRIh9ACIkWKVOnK\nizSjdBUVgaAgilRBigRFCC9+dBEEAQUEeZEeWmgJEFII6cme78ckSzabshvTnfu65srOmXPmOTOz\nmZ1nnlaX2rVrEx//zNB579493njjDTw8PNDpdNSvX5/16zO+P4A7d+7Qo0cPHBwccHd3x8/Pj8TE\nRLP+P+bPn09cXBzr1q0zUVBAcVebMGECHh4ehrbBgwdTtmxZrl27RteuXSldujTDhg0D4PDhw/Tt\n25cqVaqg0+moWrUqfn5+JCSY1izdtm0b9erVo1SpUjRo0CBT96isYlLMOTdpblfbt2/n448/plKl\nStjZ2dGxY0du3rxp6NeqVSv27dvHtWvXDC57tWrVyvHceXl5MWjQIFasWMGjR49y7H/69Gk6d+5M\n6dKlcXR0pGPHjpw6dcqk399//03btm2xs7OjSpUqzJs3L8truWvXLlq1aoWDgwNlypShR48eXL58\n2ahPSEgIw4YNo1KlSuh0OipUqECvXr24e/dujnM2B9WSUiLJ7AtnTqFnFRWVokpOdVKeHvsfT48b\nhx/oY3P0vgoDUgD3DO3uQGgWY0KAe6mFA9O4hHKDqQRcz0loYVDUlY5c8AJgne5zVpS4A/+3EBUV\nxePHj43aXFxcDJ/Tu/0IIVi3bh0NGjRg3LhxfP/99wDMmjWLoKAgfvvtN3Q6HQChoaE0adIEGxsb\nJkyYgIuLC7t372b48OHExMQwbtw4AGJjY2nXrh2hoaFMnDgRd3d3NmzYwIEDB8xyOdq1axd16tSh\nYcOGZh+zEIKkpCQ6d+5Mu3btWLRoEfb29gBs2bKFhIQExo8fj7OzM3/88QdLliwhJCSETZs2Gfax\nZ88e+vfvT/369Zk/fz5hYWEMHTqUSpUq5Sjf3HOTxieffIK1tTVTp04lPDwcf39/hg4dym+/KRnB\nP/jgA/z8/Hj48CGff/45UkocHR3NOhezZs3iu+++Y8GCBSbWlPScO3eONm3a4OzszIwZM9BoNKxY\nsYI2bdpw9OhRgzUuJCSEdu3aodFomDlzJjqdjpUrV2JnZ2eyz3Xr1jFy5Ei6deuGv78/MTExLFu2\njFatWvHXX38ZzmXPnj25du0aEyZMoEqVKjx48ID9+/dz9+5ds853TqhKigVYWVl2ukYN1OHoILC1\nFVhZweSxDiQlw4r15idbqVGjhqXTpG+XizyOVEyjHuVsmD4+kbOX3AkKdslh5DMuXLhgsdy8IDk5\nuVDkFoZfb04m7vwiMTGxUOTq9fqcO5UguXmOBLJRUhxebojDy8YPAwk373FvxrKsdyllkhDiNNAB\nJa4EoTx9dAC+zGLYMeA1IYRdappbUFzD9CiB20WOkhiTIqVsl9lnlZKBlJIOHToYtQkhSElJyXKM\np6cn/v7+jB8/nj59+lCxYkUWL16Mn58fzZo1M/SbNm0aWq2Ws2fPUqZMGQDGjh1Lv379eP/99xk9\nejTW1tYsX76cmzdvsn37dnr06AHA6NGjjeJisiIiIoKHDx/Spk0bk21RUVFGv/UODg7Y2j4zwsbF\nxTFkyBA+/PBDo3GLFi0y6jdq1CiqV6/OBx98wGeffUb58ko286lTp1KxYkWOHTtmeABv2bIlXbt2\nzfGZytxzk0ZycjInT540PEOULl0aPz8/rl69Sq1atfDx8aF8+fLExsby+uuv53je0uPl5cXAgQNZ\nsWIFU6dOzdQaBTBz5kyklBw7dozKlSsDikWqdu3aTJ06lZ9//hmATz/9lMjISE6fPk2DBg0AGDp0\nqMk5iY6OZtKkSYwbN84o4H/o0KHUrl2b+fPns3TpUh4/fsypU6f44osvmDBhgtE5zCtUd6985OTZ\nJGZMtKOcqwZnJw3vT7Hn9P/y/yH84WM7Xu1wFYAaVSN4qf59bt51ymGUiopKUcZSVy+Dy1fOLAJG\nCyGGCiHqACsAO2AdgBBinhAiva9DAPAY+FYI4S2EaA34A2uklKZ+F0WAkujupZI/PEhMpOWZM3j9\n8Qctz5zhYSG91BFCsHz5cg4cOGBY0h42s+Ott97Cx8eHcePGMWzYMLy9vfnoo48M26WUbN++nVdf\nfZXk5GQeP35sWDp16kRERARnz54FFItE5cqVDQoKQKlSpRg9enSO83jy5AmgKCAZadmyJW5uboZl\n5cqMYWnw5ptvmrSlV1BiY2N5/PgxL7/8MlJKw5zv3r3L+fPnGT58uJGFoHPnzjm6WVlybtIYOXKk\n0UvOVq1aIaXkxo0b2coyl9mzZ5OQkIC/v3+m25OTkzlw4AB9+vQxKCgAFSpUYMCAARw+fJi4uDhA\nuZ4tWrQwKCgAbm5uJsrT3r17iY6OZsCAAUbnQKvV8tJLL3Ho0CEA7O3tsba25tChQ0RFRZEfqJaU\nfOTcxRRCHugp767ogmHhek6fy38l5cI1N3p3elay4MpNF5JT1DhUFZViTW5iTMzoL6XckloT5SMU\nN6+zQGcpZZojtAdK1qi0/jFCiI7AV8ApFIXlB2C2hbMrMEqiJUUIEWhuXyll7/ycS0miz/nzHEt9\nwL4RH0/v8+c5mk3wen7y0ksvZRs4nxXffPMNNWrUIDw8nBMnThgFh4eGhhIdHc2yZcv4+uuvTcYK\nIXj48CEAwcHBmVoeatfOKqfGM9Jcmp4+fWqybc2aNTx9+pT79+8b4k3SY2traxSnkkZwcDCzZ89m\n165dREREGM057SE5ODgYyNwLpXbt2ly6dCnLOVtybtJIrxgAlC1bFsBofv+EGjVqGKwp7733nsn2\nBw8ekJCQkKkC5u3tTUpKCnfv3qVmzZrcvn2btm3bmvTLeD2vXbuGlJJWrVqZ9BVC4OzsDIBOp+PT\nTz9l2rRplCtXjubNm9O9e3eGDh1qkpEst6hKSj6z/3Aiw/opfqAHjiRSEJ4nYRH2hIbZ4+EaA8D5\noMxNhCoqKiqgpLAFMvULk1IOz6TtKtDZEhlCiAnAKillvBCiCnBHFnVNoGiT/tWlAHqltqVl+GoE\nOAFmKzMqEJLBcpJxvThw8OBBkpKSEEJw/vx5GjdubNiW5v46bNgwBg8enOn49G/ac4uzszNubm6Z\n1kFp0qQJoKRQzuwWkBY7k56UlBR8fHyIjo5mxowZ1K5dGzs7O27fvs2IESPyxK03N+cmK1fxvLy1\nzZo1i4CAABYuXEjnzhbddnOFXq9HCMHmzZtxdTWt6Zve3e2dd96hV69e/Pe//2Xfvn3MmjWLefPm\ncfjwYbPcAnNCVVLymfRKyv7DSQUm90KQm0FJuXhNVVJUVIo7+VEnpYBZBHyPkrr4JlAeeJjtiDyi\nJFpS0iuPQogFwBbgTSllSmqbFkXxfFI4MyyelLex4Ua6LFjli2iK2qy4d+8ekydPxtfXFyklkydP\nplOnToY6JB4eHtjb26PX62nfvn22+6patSrXrl0zac+Y4SkrunXrxvr16zl79qxFwfOZcfbsWa5f\nv87mzZvp37+/oX3v3r0mcwYl/XFGrly5YtKWHkvOjSX807omNWvW5PXXX2f58uW88IJxjgx3d3ds\nbW0zPbZLly6h1WoNAexVqlTJ9LxkvJ5eXl4AlCtXLlPLS0Y8PT2ZMmUKU6ZMISgoiAYNGrBo0SLW\nrl1r7iFmiRqTks/89kcScfGSxCTJoWMFp6ScD1JMbbfulSE6JtusoCoqKsWFvK82X5DcB/oIIaqS\nmglMCFElsyU/hJfweJQRwGdpCgpA6udFqdtUzCSwXj1alC6Np05Hi9KlCcyDt8EFyahRo9BoNKxZ\ns4bVq1cjhGDkyGfli7RaLb169WLLli2Zuj6FhYUZPvv6+nLnzh127NhhaIuJieGbb74xay5Tp05F\np9MxfPjwTNPoWmL9SLNYpB8jpWTJkiVGSkClSpWoV68e69atIyYmxtC+Z88erl69mqMMc88NmK98\n2NvbExkZaVbfrJg9ezbx8fEsXLjQSK6VlRUdO3YkMDDQKO1vSEgIP/zwA23btjXUmPH19eXYsWNG\ncTUPHjwwZIJLo2vXrjg4ODB37txMEzWknYe4uDiT9M+enp44ODhkmhY6N6iWlHwmLh6O/JGEjTU8\njSm4H75bd8sQE2fFBdXVS0WlRFACLCmfoMSxLEVRoUyT+CvKS54Xc8wPS4oQohXwLopbVXmgp5Qy\nLUOaFTAX6IpS/DIKOABMk1KGpNvHr0Dr9GKBlVJK4zynOWMF1AEyvk6tg/oy0iLK2dgUWgxKenKj\nKK9evZr9+/ezadMm3N2VrOJffPEFb7zxBqtXrzYEvPv7+3PkyBGaNGnC6NGj8fb2Jjw8nD///JPf\nfvuN0FAl+/jYsWNZtmwZAwcOZOLEiXh4eLB+/XpKly5t1nxq167Nd999Z8g0lVZxXq/Xc+PGDTZv\n3mz0pj87nnvuOapXr86kSZMIDg7GwcGBrVu3GgL00zN//nx69OhBixYteOONN3j06BHLli3jueee\ny/Hh2dxzA+Zfo0aNGhEYGMi7775Lo0aNKF26NL6+vmaNTaNmzZoMGDCATZs2mShHc+fO5dChQ7z8\n8suMGzfOUK0+JSWFBQsWGPpNnTqVgIAAOnbsyIQJE9DpdKxatQpPT0/OnTtn6FemTBmWLl3KiBEj\nePHFFxkwYACurq4EBweza9cuQ2roixcv0qVLF/r160fdunXRarVs3bqVx48fW5zJLCtUJaUA2Pdr\nIrbWBfuwoJcaLl1zU+NRVFRKCvkUOF9QSClXCSE2A1WBc4APStB9QcjOD3cve5QkA2swjfuwAxoC\nc1COtSxKSucdQJP0YoBVKEkH0n4kYrGcb4E1Qggv4GRqW1NgWuo2lWKGOW/phRCGfrdv38bPz4/e\nvXszYMAAQ5+hQ4eybds23n33Xbp06ULlypXx8PDg1KlTzJkzh8DAQEJDQ3FxcaFevXpGD7X29vYc\nOnSI8ePH8+WXX+Lg4MCQIUPo0KED3bp1M+s4evXqxblz51i0aBH79u1j7dq1CCGoWrUqPXv2ZOzY\nsTz33HM5Hru1tTU7d+5kwoQJfPrpp9jZ2dGnTx/GjBljklzA19eXH374gffff5/p06dTq1YtNmzY\nwJYtWzh58qRR3/TnEDD73GQ1z8zax48fz99//83atWtZtGgRXl5e2SopGeeUxuzZs/nhhx9MLFD1\n69fnyJEjTJ8+3VCYslmzZmzZssXIPaxixYocOnSICRMmMG/ePFxdXfnPf/6Di4sLY8eONdrnkCFD\nqFy5MvPnz8ff35+kpCQqVqxIq1atGDp0KKC41g0YMIBffvmFjRs3YmVlhbe3N9u2baN79+5ZHp8l\niOJm1hZCvAicLgzZaRkNLMXdTWBjLbhz3/LAroEDB+ZKJkC1ihHcuudEboo4pjfvFiSFVSelMOQm\nJRWc+196CqtOSmHJLazvVCqNpJRn/skO0u55HnPexrZaRYvGJty6R+gHX+XJPPISIcQw4Pv8Tlmc\ndu78/PxMsvDkxJ07d9IKqOV47oQQetJZUrLo0xg4AVSVUt5NbTsE/CWlnGLR5Ez3rQH8gIkoVh1Q\nim4uAT5P7wZWUki7tqdPn85VBiwVFZXC4cyZMzRq1AjMuLeqlpQC4MGjwnEQv3WvbIHLVFFRUckJ\nKeV6ACFEI8A7tfliUVKk8gEnlB+CjM7pg4QQQ4BQ4P+Aj6WUcZbsWEqpR6lV4y+EKJ3aZuIHI4Ro\nAfxZVOvZqKioqKRHVVJUVFRUigPF3N0rPUKIciiZvtry7KHdKdWyMCBdjZY8obCzewkhbIH5QICU\nMn3hiE1AMEpSgedRFI1awGu5lZWZcpKOPShuaHlTaU5FRUUlH1GVFBUVFZXiQAlSUlAC6B2B56SU\nlwCEEHWB9SixG3kTdZlKYSopqUH0P6JcDaOAeCll+jRJF4QQIcAvQojqUsqbeTKBDNPJh32qqKio\n5AuqkqJiQCCpUiGK52o+Ij5Kw75fC6DyJGBrA80ba/BppWHlxhRu3i6YJyunMtC+hRUvNdQyc14y\niQUUIlKlooZOba2wK2XN58tzEyNrOUJAg7pWdG5nw4UrWgJ3WeRNkmtsbKBVU1u6ttexcmMkFy4X\nThxOyUCAxdm6iuwzaRfAJ01BAZBSXhRC/AfYnx8Cs1M6zpw5w19//WXUFhf3z/9H0ikolYH2Gawo\nmXES5aLVQKklo6KiovKv5d+jpFhZwcyZULMmBAXB3LlQAAG1er0bT5+uQ693R6N5gIPDMDSasJwH\n/kNiYx3Zs2ckMTGlsbd/Qteu32BnZ/r7aGOdTB3PxzxX8xHPeT3C0SGR+AQtHy+UOJWxXG5Ssiu3\nbq0kKakcWu1DXF3HoNWaJvBxc4F2LbT4tNLQsokGu1KC0+f0RERZLjc52ZW7974hMbEcGs1DypYd\nmalMgBrVBR1bW+HT2orGz2vQagUrNyZibyewt/BYk5PduB+6hsRE5dqWKTM802ur0UCj57V0amNN\npzbW1K6hZFd9Y2IUZZ0sf4hMSXEj9MF6kpPdEeIB9vZDMpVbSgdtmtvQuZ0NndrY4FFOS2yc5OXu\n0Tg7WZ6VNCXFjUePvyMlxQMhQrG1HYgQpl45ri4aOrfV0bW9jvYtbXF00PC/C4nM+SzFYrl6fTmi\nnnxPcooHUoai1fbNVGaeU0j3i2yRYPHL/aJrSdEAmWmsSeRDytycLCkvvPCCSZG0u3fvsnjx4lzL\nTKegeALtpJQRZgx7AeWqheTUUUVFRaWk8+9RUmbOhJ9+gqFDlb8zZ8KcOfku9unTdSQnNwNAr6/O\n06frKV3avNR9/4Q9e0YQEqJUDX3yxI09e0bRp88XAGg1epo0uMfztR9Sq+pjrKyMf7x1tikc3ZG7\nApCteqzicnxjAFJSqhIWtgp39z4AODvBoN5aOrTS0vA50+eQRs9rOH/IIRcy1xJ0LU1mNSIi1uDq\n2tOwvZanhtd7WdGxtRXVKpvKHTvEhrFDLK8q3KrHOm7cUuTq9dWIivqWsmVfMWxv+7IVfbrZ0L6l\nFS5lTeWuW5ILLRBo1WMTt+80Tl2rTkzMRhwduwLKs3W/Hjq6d7ShdTMbSumMlSC7UoKzv3jkUm4A\nIQ8UuVJ6kpAQgE7XEYCyZQQjXrfHt0MpGje0RqMxltvgORvun6uaK5nHT6UdqxcpKT9iZdU2V/O3\niEK6X2RLyXL3OggsEUK8LqW8DyCEqAgsBn7Ja2H5VCfFHsXikfZl9xRCNADCUZSMbSjxH90BayGE\ne2q/cCllkhDCExgI7EZJxdwApfjiYSnleYsmq6KiolIC+fcoKTVrKg8ckyfD4sXgVjD1Q/R692zX\n84u4OONiSzExz9ZT9Br+d8mdxEQtcfFWeHuFYad79pY4IVHL8VO5Sxd783Y5o/WUlGfr4ZGwfY+e\nJ0/hSbSkWSMNNunqx9wLlVy5ZnmmzJu3ja+lXm88h6s39GzblcyTaIlPaysa1DWuE3fxagohDyx3\nbbsZnFGu8bU9djIZvR6inkg6tbWiSkVjub+dSCQ+wfKnyBsZ5Er5TG5yMuz8OYHYOMmTJxKf1jaU\nTWe9iIuXHPkjd4l9TOU+U3YioiQ/7IgjKloSGa2jTTNbbG2fXdv7oSmcu2i53BvBrhlacqdgWUwh\n3S/+RYwHfgJuCSHupLZVBs4DgwttVpbRGDjEM/Xx89T29Sj1UV5JbU8r75xWqLIdcARIRKkVMxGl\n5sodFMvL3IKZvoqKikrR5t+jpAQFKW9EFy+GDRugR48CEavRPECvr260XhA4OkQRGfnsYd3e3jjh\nS2y8DacvVOD0hQpoNHo8K0dQr+Yj6tV8hEvZWD79KpmgG5Y/QD+OeABUMaxrtQ+Ntt8NkazfksL6\nLSk42EPLJhp8Wmlp10KDRsCod+Itjg0JC3+AUh9OQaN5aNLn/GU95y/rWbwqCXdXgU9rLR1aWdGq\niZZbdyQjJsdYJhSIiAjNINf42iYlw5E/kjnyRzKzFkBtLw0dU12+GjfQsvuXRFZttNzvPTo6xEiu\nEMZyn0RL/rsngf/uSUCrhSYvWNO5rQ2d29pQy8uKTxY/4ex5y2ND4uPvZZAbarT9bkgK32yK4ZtN\nMdjbCdq1UGJRurTXYW0Nr7/5kNg4y75Tycn3gGrpWkKz6JnHFNL9IlsklsekFFFLipTyTmqdCx+U\nqugAl6SUB/JJXp5bUqSUh8neNS1bt7XUWiltLZrUP6dU6qKioqJS5Pn3KClz5youG25uygPH3IJ5\nWeXgMIwaVTfx6HE57oXex8FhWIHI7dtnGX8cH0Tw3fLoiadr12+y7KvXa7gW7MK1YBf+e6AO5Zxj\n0NnmzuPC1XUMYWGrSEl5FpOSFU9jYO8hPXsP6dFooOFzAjdXwb0Qyx4mypYdSUTEGvT6ZzEp2fEg\nTLIpMJlNgcnodPByYy021lisHJUpM5yoqG8N8UZlygzPtv+V63quXE9g6doEXMoK6tTI3ROkvf0Q\nYmI2IuWzmJSsSEmB3/9M4vc/k/jwsxiqV9HgaGnwTSq2tgNJSAhAymcxKVkREyvZ+XM8O3+ORwho\n9Lw1HuW03Ai2LK5Dq+1LSsqPKBYUJSalQCik+0W2SBAlx90LqWgBP6cu+S2rUFMQFyHiUhcVFRWV\nIs+/R0lJTi4Un3KNJoyta/tjayN4ro05cZN5g719NL/9NJC/LrmzLrChRWMfhtvz96Xc/UBrtY8N\nMSiWoNfDmb8lycmWy9VqHxvFoFhCfDwcPJqSq5hojSbMKAbFEh5HSH49nrtMVxpNmCEGxVJu3taT\nmMs0ZkI8MsSgWIKU8Of/kkhMtPwkC/GoYGJQMlJI94scKZHPzQVDCVU6VFRUVEos/x4lRUVFRaU4\nI3ORgtjilMUlE9WSoqKiolL8yPNUjyoqKioqKioqKioqKv8EVUlRUVFRKQ7IXC4qBkuKpYuKSlGm\nUqVKjBmTddxnfvHLL7+g0Wg4fvx4gcsG8PDwYNy4cYUiu6Bp1qwZvr6+hT2NQkNVUlRUVFSKAyVM\nSRFCaIQQtYQQLYUQrdMveS1LVVIMlMiDKmmsX78ejUaT6TJjxgxDP41GgxCF49KZk1xfX18cHByI\ni8s6T0P//v2xs7MjKioqT2XnF/v27UOj0aDVarl48aLJ9gEDBuCWx+nqC+tYiwpqTIqKiopKcaAE\nFXMUQjQDAlByWmf8FZaA1mTQP6Akx6QI5SmmMvBQShmfU/cCmJJKHiCE4OOPP6ZatWpG7fXq1TN8\nvn79Olptnv6r5BmDBw9m37597NixgwEDBphsj4mJYefOnXTr1o0yZXJX2LgwmTNnDj/88INRmxDi\nX69U5DWqkqKioqJSLMhF4LyZz6RCiP8Afii5nv8HvC2lPJVF3zYoRQzTI4HyUkrTIkWZswL4E+iG\nUp093zWC4qJ05AIBXAOeA4Ky6yildCyQGankCV26dOHFF1/Mcru1tXUBzsYyevbsiZ2dHQEBAZkq\nKYGBgcTHxzNo0KBCmN0/o2HDhmzbto2LFy9St27dwp5OicZsdy8hRIX8nIiKioqKStYImbslx/0K\n0R+lWvoHwAsoSso+IYRrNsMkUBNFqfHAMgWF1LEzpJSXpJSRUsqo9IsF+zGLkuzuJaXUoygnLoU9\nF5WCJX1MipSS1q1b4+HhQXh4uKFPQkICdevWpXbt2sTHPzO03bt3jzfeeAMPDw90Oh3169dn/fr1\nJjLu3LlDjx49cHBwwN3dHT8/PxITE3P8/7Czs6Nnz57s37+fiAjT8gsBAQGUKVOGbt26GdrmzZvH\nyy+/jIuLC3Z2djRt2pSffvopx/Mwbdo0SpUyrVG6YsUKNBoNDx8a35r+7//+jxYtWuDg4ICTkxM9\ne/bk6tWrOcoBxVoyefJk7O3t+eijj8was2TJEry9vdHpdFSqVIlJkybx9OlTk35Lly7F09MTOzs7\nXn75ZU6cOJHp/uLj45k5cyZeXl7odDqqVavGrFmzSEoyLi+we/duWrRogZOTE46Ojnh7ezOnKKbW\nzwZLYlIuCCGyrt6moqKiolIcmQyslFJukFJeBt4EYoEROYx7JKV8mLZYKPMEUCMXc1XJnGnAQiFE\nvRx7qhQboqKiePz4sdGSnvSuRUII1q1bR0xMjFFQ+axZswgKCmL9+vXodDoAQkNDadKkCYcPH2bC\nhAksWbIET09Phg8fzrJlywxjY2NjadeuHQcPHmTixInMnDmTX3/9lenTp5vl1jRo0CASExP58ccf\njdrDwsL45ZdfeO2114ysQUuWLOGll15i7ty5zJs3D71eT+/evTl48GC2crJys8qs/ZtvvuHVTIpU\nPwAAIABJREFUV1/Fzc0Nf39/ZsyYwV9//UXLli0JCQnJ8ZgAnJ2defvtt9m6dSuXLl3Ktu+0adOY\nPHkyXl5eLFq0iJ49e7J06VJ8fX2NFL2vv/6aCRMmUK1aNRYuXEiTJk3o1q0boaGhRvvT6/V07dqV\npUuX8tprr7F06VK6devGggULGDbsWbHws2fP0rOnUj9u7ty5LFq0iO7duxdasoPcYom710xgpRCi\nFzBWShme0wAVFRUVlTwiH2JShBDWQCPgU8MQKaUQ4gDQPLuhwFkhhA44D3wopbTk1+8r4HMhhAfw\nN2D0ClBKec6CfeVISY5JSWUDYAf8TwiRSIaq8lJK50KZVTHkwdMH9NnSh5CnIZR3KE9g/0DK2Zcr\n8HlIKenQoYNRmxCClJSULMd4enri7+/P+PHj6dOnDxUrVmTx4sX4+fnRrFkzQ79p06ah1Wo5e/as\nIR5k7Nix9OvXj/fff5/Ro0djbW3N8uXLuXnzJtu3b6dHjx4AjB492iguJjs6duxIuXLlCAgIMMpC\n9sMPP5CSkmLi6hUcHIytra1hfdy4cdSvX5/FixfTvn17s2RmR1RUFFOmTGHixIksXrzY0D548GDq\n1KnDggUL+OKLL7LdR9p9YcqUKXz11Vd89NFHbN68OdO+9+/f5/PPP+fVV19l+/bthnZPT0/effdd\ntmzZQv/+/UlISOD999+nefPmHDhwAI1GsR/UqFGDCRMm4O3tbRi7du1ajh07xu+//06jRo0M7bVr\n12by5Mm89957NGzYkH379qHX6/n555+xs7Oz/GQVEcy2pEgplwHPo5iULwohcldqW0VFRUWlqOCK\nEqT+IEP7AxQ3rswIAcYCfYDewB3gVyFEQwvkbgO8gbXAKeAs8Fe6v3lKSXb3SmUSMAbF+vUminUs\n/aJiJn229OHYnWPciLjBsTvH6P1D70KZhxCC5cuXc+DAAcPy888/5zjurbfewsfHh3HjxjFs2DC8\nvb2N3JKklGzfvp1XX32V5ORkIytNp06diIiI4OzZswDs2bOHypUrGxQUgFKlSjF69GizjkGr1dK/\nf3+OHj3KvXv3DO0BAQFUqFCBNm3aGPVPr6BERkYSFRVFixYtOHPmjFnycmL37t3ExMQwYMAAo+O2\nsbGhUaNGHDqUMdQua5ydnRk/fny21pT9+/ej1+uZPNn4X3DcuHHodDp27doFwPHjx4mIiOCtt94y\nKCigKIQZFYytW7fSoEEDqlWrZnQM7du3R0ppOAYnJyfDtS7OWBQ4L6W8CbQXQowHAoUQl4DkDH2y\njvL6l+HsJAiPlDm25TX2pRKN1gWSUqWSiI2zyVe5Kioq+Ye5MSYZx+Q1UsqrQHoH7j+EEF4oD8PD\nMh9lQvU8n1g2lHRLipTSNJhAJVeEPA3Jdr0geemll7INnM+Kb775hho1ahAeHs6JEyewsXn22x8a\nGkp0dDTLli3j66+/NhkrhDDEcAQHB1OjhqlXZu3atc2ey6BBg/jqq6/YvHkzfn5+BAcH88cff+Dn\n52fSd/v27cybN4+///6bhIQEQ3teWQKuXbuGlJLmzU2NxEIIypWzzGL2zjvvZGtNCQ4OBqBWrVpG\n7TqdjqpVqxq23759GyGEybm2tbWlatWqRm1BQUHcunUr01TH6a/dkCFDWLduHUOHDuWdd97Bx8eH\nPn360KtXL4uOsbCxOLuXEKIqytuzCGAHGZSUksyiRYss6l+7yikqul3Dtcx9NELPX4ea8iCiKhdv\nNct5cCoZ/RHNoVurX9FqFJNw5fIJzHzrFHt/b0VomPn5u9PfIAqS5OTC+TolJibm3KkEyASydRfI\nT4rTQ1+RRGaf3evp6TPEnDE2QqTE5ZSRljAgBXDP0O4OWHLzOQm0MLezlDLYgn3nCSX9+5eqKA4H\nvICJUsqHQoiuwG0p5YXCnV3xobxDeW5E3DBaL24cPHiQpKQkhBCcP3+exo0bG7bp9XoAhg0bxuDB\ngzMd36BBgzybS5MmTahRowYBAQH4+fkREBAAwMCBxiHOP//8M3369KFjx46sXLkSDw8PrKysWLFi\nBTt37sxWRlbxMRl/6/R6PUIItmzZQtmyZU36p1fmzCHNmrJw4ULef/99i8bmFr1eT6NGjViwYEGm\n97Q0pcbOzo7jx4/zyy+/sHv3bvbu3UtAQAC+vr45ns+ihEVKihBiNEoWmAPAc1LKR/kyqxLCvUc1\naeK937Beqdw1Tl/tkM2IvOHWvYr4tjoCgKtTJDFxpQgNyy5Rj4qKSpEnh5gUhxdfxCHDW9eEO3e5\nv2hxFiNASpkkhDgNdAB+AkPdjQ7AlxbMriGKG5jZpD5UT0Jx+wK4CCyRUl63ZD/mUNItKalpofcA\nx4DWKDGkD4EGwEjgtcKbXfEisH8gvX/obRSTUpy4d+8ekydPNgRmT548mU6dOlGhgpKg1cPDA3t7\ne/R6fY5xHlWrVuXatWsm7ZcvX7ZoToMGDeKjjz7i8uXLbN68GW9vbxNFKDAwkDJlyrBnzx4jl6fM\nrD0ZKVu2LAkJCSQmJhopGrdu3TLq5+XlBYC7uzstW7a06Biyws/Pj6VLl2aa6StNYbhy5QoeHs+8\nZxMSErh9+7ZBeaxatSpSSoKCgoxihxISEggODjaypnh5eREcHEy7du1ynJsQAh8fH3x8fFi0aBEf\nfPABn3zyCcePH+fll1/O9TEXJJakIN4LLADGSyl7qwpKzjyNcyIy+pn14klMWZ7E5H+WyBv3KqPX\nP3uzcP1uZdQaXioqKlmwCBgthBgqhKiDUsPEDlgHIISYJ4QwuBMJISYKIXoIIbyEEM8JIb4A2gFL\nzRUohOiMopQ0Ac6lLk1Rskh2zKPj+jcxH5glpewIpDfRHgTMN92rUM6+HEdHHOX6hOscHXG0UILm\n/wmjRo1Co9GwZs0aVq9ejRCCkSNHGrZrtVp69erFli1bMo2lCAsLM3z29fXlzp077Nixw9AWExPD\nN998Y9GcBg0ahJSS6dOnc/78+UwtOFqtFo1GY2T9CAoKYvfu3Tnu38vLCyklR44cMbQ9efKETZs2\nGfXz9fXFzs6OTz75JFOPgozZ0zIjo9UmzZry448/mpzPTp06odFoWLJkiVH7smXLiIuLo3v37gA0\nb94cJycnli9fbrB0AaxatYrY2Fijsf369ePGjRts3LjRZG6xsbHExSk5M9KnoU4jTTEsLE+Z3GCJ\nJUULPC+lvJtfkymJ3H1UEyfHR4bPBaEsxCXouP+oHJXclVjY63cq57tMFRWVAiB/Yky2pNZE+QjF\nzess0DndiygPlIrmadigWNQroKQqPgd0kFIewXzmA4ullNPSNwoh5qO8DMs5QtgCSrolBagPZFYi\n4CFKcgSVYkZuvn+rV69m//79bNq0CXd3xYPziy++4I033mD16tWGgHd/f3+OHDlCkyZNGD16NN7e\n3oSHh/Pnn3/y22+/GdzMx44dy7Jlyxg4cCATJ07Ew8OD9evXU7p0aYvmVaNGDZo0acKOHTsQQvD6\n66+b9OnevTvLli2jS5cu9O/fn/v377Ns2TLq1KnDlStXst1/9+7d8fDwYMiQIfj5+SGlZM2aNVSs\nWNHIZd7Z2Zkvv/yS0aNH07hxY/r374+Liwu3bt1i586ddO7cGX9//2xlZXZd3nnnHZYuXcq5c+dw\ndX3271ahQgX8/Pzw9/ene/fu+Pr6cuHCBVauXEnLli3p27cvoMSezJkzh0mTJtG+fXv69u3L1atX\n2bRpE9WqVTOSNXLkSH788UeGDx/O/v37ad68OUlJSVy8eJEff/yRo0ePUrduXWbOnMmZM2fo0qUL\nVapUISQkhGXLluHp6UnTpk2zPcaihNlKSuobGhULufuoJvU8jxs+FxTX71amkvsDklO0BIdULDC5\nKioq+UN+Bs6nZm9clsW24RnWFwILLZuJCd5Av0za16K4gOUp/wIlJRIoD9zM0P4CcM+0u0pRx5w6\nJOnrgNy+fRs/Pz969+5tVOF96NChbNu2jXfffZcuXbpQuXJlPDw8OHXqFHPmzCEwMJDQ0FBcXFyo\nV68eCxYsMIy1t7fn0KFDjB8/ni+//BIHBweGDBlChw4djIowmsOgQYM4deoULVq0MAkGB+jSpQsr\nV65k4cKFTJo0CS8vL5YsWcK5c+dMlJSM9U9sbGzYsWMH48ePZ9asWQblQKPRcPr0aaOxw4cPp2rV\nqixYsIAFCxaQlJRExYoVadOmTZYxOhllZ8TFxYX//Oc/+Pv7m2yfN28e5cuXZ/ny5UyZMgVXV1fe\nfvttPv74Y6O+b7/9NkIIFi1axLvvvssLL7zArl27mDx5slE/rVbLnj17+Oyzz/juu+/YunUrDg4O\neHl58d577xmUmj59+hASEsKaNWt4/Pgxbm5udOrUiTlz5hSrlMSimN2IEUK8CJzOsWM+sG7dOovH\nCPS81m4JGpHClkOTkVJr0fjcBM4DuDhFMOLVQG7crcS2XzpbPN7SJAF5hRo4n//82wLn05vPC4FG\nUsp/lD8z7Z5XcdJkbCtVsmhswt273PticZ7MIy8RQtwBpkgpf8zQ3g/4TEpZJY/kvAicHjFiBOXL\nWxYAHRISwtq1a6GInbvMEEJ8huIu1xcl89qLKFaxDcAGKWXxKjNtBmnX9vTp07nKgKWiolI4nDlz\nJq3GS473Vouze6lYhkTDvUc10GiSLVZQ/gmPI52IjHbk+t08+a1XUVEpbPKhmGMhshpYJYTwBNKK\nQLYApqLEyOQ5xe2FnIXMAL5GqVmjRYn30QIBwCeFOC8VFRWVXKMqKQXA3Uc1DCmBCw7B9TuVU4Pm\nVVRUijtFpU5KHvExEA28A8xLbbsPfIhlWcXMoqS7e0kpE1GSH3yEEp/iAPwlpQwq3JmpqKio5B5V\nSSkA7od5otEUvMvJnxfrER3jUOByVVRUVLJDKhrAYmCxEMIxtS26cGdVfBFCvI/iJncHxZqS1l4K\neFdKaZofVUVFRaWIY3YK4oJCCDFNCKEXQhROUEQ+kJxiS2JSqQKX+yTGscBlqqio5BfiWUFHc5di\nkHpcShmd3wpKmiXF0qUY8QGK9SQjdqnbVFRUVIodRcqSIoR4CRgD/K+w56KioqJSpCjmMSlCiDMo\nqYojhBB/kc3spJR5Ggld0t29ULTRzCbcADAtmKCioqJSDCgySooQwgH4DhgFzC7k6RQZhNAjZcEb\nvLRaKIwkUIUlV6OBgk4C9W87x4Ult8SQi5iUoqSkADuAhHSfC2x2+aGkCCFaAe8CjVDS//aUUv6U\noc9HKL9pTijV4N+SUl5Lt90WJVFAf8AW2AeMk1I+NGeOQogInqmvV4Uw+oZoUawrK8zZl4qKikpR\no8goKSiZSf5PSnlQCPGvVlJ0Nk+p6HaNSm5BPAiz4dc/C6LwjsS5dBRelW/jVekO1y5Y89O+pHyX\nqtHAi/W1dGpjRdsW1gyf+ITgu/mvLZTSQatm1nRqY0PN6lq6DwnLeVAe4OKsoVMbW7q2tyXkYTKT\nZxfMS06valZ08ylF1w52bPzxCRt/fJrvMoWAxg1t6e5jR9cOdgz5zwMuX8v/71SJpZhbUtKnwZVS\nflgI8vN6l/YohS/XAIEZNwohpgLjgaHALZQsW/uEEN6pge4AXwBdgT7AE5TfwW1AKzPnMAnFirIW\nxa0rKt22ROCWlPJ3i45KRUVFpYhQJJQUIcQAoCHQON+EWFkhZs9EW6cWyRevwty5UAA1OaKidCxd\n2pbISDucnGJ5++1fKV06PkMvSVnHh1RyC6KSWxCuTvcNW4KCm1Kj8i2L5UZGOeK/+E3CHpfF0fEp\nQ4b8FweHWKM+GqGnknsoXpVu41X5DmVLPwEgIdGalGRJl3aWfz3i4l3Ze3AVMTHuaLUPKFNmBBqN\nsQLgYA9tmlvRqY01HVpa4eKsWIrOnk+mbi0tdWtZlqo5Lt6V335fQ+STckj5AAeHYSYyATzKaejU\nxppObW1o3cyaUjrFX//7/8bTpZ2txccaH+/GsZPfEh7pDoSi0w3MVK53TSu6trelS3sdLzW0RqNR\n5M78NIJXOlkeqxSf4MaxExuIfOKOECFYWfVHiEdGfbRaaN7YFt8OpfDtYEftGtYAxMbpWbVB0qOz\n5cWc4hPcOPL7RmJilePVaF4zkWtvJ/BpXYpuPvZ07VAKdzflO3TuYgK1vKyp5WVtscyTZzYRFV2O\nlJQQhDCVmS9YWaH9YCbUrEXKpYK7X/xbEELcAF6SUj7O0O4EnJFSehbOzMxHSrkX2AsgMq+8NxH4\nWEq5M7XPUOAB0BPYIoQoDYwABkgpD6f2GQ5cEkI0kVKeNGMO61PH3QSOSynVtwAqKiolhkJXUoQQ\nlVDeJvnk6w125kzkf38ieehQ+OknmDkT5uR/faulS9sSFOQOwKNHjnz1VVtmztybulVSudwVGtX+\nBUe7yEzHd2hyIldyW/UI4GqQ8jsfHl6WjRt78tZbAQBoNCk0rnuepvXPobMxLShoa5PEN4vscyl3\nDdHRiq6p11cjKmotZcv2AMClrGD6BB19X7HGxtr0N71hPSs2fFU6FzLX8ehxmn5bnadP11O69LNq\nuHVqaJk73Z7WzTJ/QB7QU8eAnrpcyN1IWPgzufHxAdjZdTJs79zOlrnTSlPTM/N/s7kzylosU5Eb\nQOQTRa6UniQn/4C1dXsArKxg3BuOvDe+DC5lTZU9u1IaAla451puTGza8Xqh129Fq20DQFknDR+9\n58wb/R2xtTW9ts/XtWXbWsuK6aXJDI98JlPKrQjRJlfzt4iZM0kJ/AkK+H6RHSUsBXE1FHekjNgC\nllWsNIOCjkkRQlQHPIBf0u3viRDiBNAc2ILyUs4qQ58rQojbqX1yVFLSjTucTrYOsMmw/UnujkRF\nRUWl8Ch0JQXFn9cNOJPubZQWaC2EGA/Yyryw09esqTxwTJ4MixeDm9s/3qU5REbaZbMuuPOwDqHh\n1ajgeoNKbkFUdL2OrU2cocepC/WIi7f8AfrmHeP6KNHRzxK/6PVaTp5vwKUbXnhVvoNXpdtUKR+C\nlVYJGEhItGbRimhyc9YvBRmf15SUZw/EjyMkfnPiWLs5gU5trPFpbcUL9bQGy8LFqykE7spoZTJD\n5lVXo3W93vgh/PK1FPqPfULTF63o3NaGzm1t8Kz67Ploz8FETp6xXO7FDHKl9DBa33cogeOnwmjf\n0pbO7Wzp3NYWV+dncr9e+4TQR5YHaVy84pJB7rOH/+Rk+PKbaLb+Xyxd2pfC16cU7VvqKKVTrFWx\ncXrmfxmZq/ibjHKVZzCFiEg9b88IY8X6KLr52OPrY0ezRraGa3s5KJGNWy1P4GQq03JFJ1cU0v0i\nR4qu0mEWQoge6VY7CyHSuydpgQ7AzbyWWwiB8x4oV+tBhvYHPPvHcQcSM1Eg0vcxCyGEHeAP9AMy\n/tNA5gqhioqKSpGmKCgpB1CKT6VnHXAJmJ8nCgpAUJDyRnTxYtiwAXr0yHlMHuDkFMujR45G6xlJ\nStYRHFqX4NC6CKHHrcxdKpVTXL+SU7ScON/AYrk2tsYWEkdH0xiE6FgHzl7x5uwVb6ytkqha/h5e\nle7gVfkO/7uYwuHfLXdveRoTClQ1rGu1GX+j4eJVPRevJvDF6gRcnQU+rRXXr8YNtHy3LYHHEZZd\n8uiYUJQXswoajanM5GQ4djKZYyeTed8/lhrVNXRqoygsrs6CRStjLJIJEBsbYiRXiFDTuT2V7Ngb\nz4698Wg00LiBNV3b6+jS3pYUPXy2zPIXnElJ94Hq6eSGmPS5/yCFtZufsnbzU0rpBO1a6OjaoRS+\nHUpx8WoiP+0z/R7mREqKsVwwPd4LV5K4cCUS/68jcXXW0LW9Hd062tGqWSm+2xrN/VDLlDK9/l4G\nmabHmi8U0v0iW4p5TEoq/033eX2GbUkosRvv5LXQnJSUy5cvc/nyZaO2hISELHoXSRYC7YC3gI3A\nf4CKwFhgWiHOS0VFRSXXiKKYZlEIcQilWu6UTLa9CJy2eKdWVorLRs2aygNILnzM161bZ7HYJ090\nBKyvTegjF6xtbbKIScma6KgbxMRZHj/w9KkdGzf2JDraIcuYlKyRbFj3BWHhln839HpXoqLWkpKS\ndUxKVtjagJVVClFPLJOr17vy9Ol69Hp3NJqsY1KywqmMICIygSQLnQ31elfi4wOQ0gMhso5JyQpn\npxRCH1puSZHSjeTkH5CyfJYxKdnhUhYehuVOrl6/FeUlb+YxKVlhYwN2pQQRkZaZcKR0Q8qtKBaU\n3MWk6HNjNsqD+0UqjaSUZ3IzMI20e16VN6egq2CZJ1T8/bvcXrEoT+aRl6TGUDTOGJOSD3JeBE4P\nHDgQd3fL3BwfPHhAQEAAmHHuhBB60mX3SnX3ug40lFKeS9fvV5TftslCiHYoL+nKpremCCFuAYul\nlEvMnWuqi9hQKeWvQognwItSymtCiCHA61JKX3P3VVxIu7anT5/mxRfzNGN1saNatWq0b9+etWvX\nFvZUTDh8+DDt2rXj119/pXXr1oU9HSOK8nkryZw5c4ZGjRqBGffWomBJyYy815ySkwvFp7x06Xj2\n/TgKrSaFrb9Osnh8bhQUAAeHWEMMiuWIXCkoABpNmCEGxVISEiEm1nK5Gk2YUQyKpURGSYsVlDS5\n6WNQLCU3CgqAEI8MMSi5ITcKSprctBgUS0lMhIQEy5UFIR4VTAxKRgrpfvFvQAhhDdwAnIF8VVLS\nU5Av5KSUN4ViWu0AnANIDZRvipLBC5SXbcmpfban9qkNVAEszcjljHJOQckS5pz6+SiwPHdHoVLY\n3LhxgwULFnDgwAHu37+PjY0N9evXp1+/fowZMwadTnEFzzxvQ9HBnPmtX7+e4cOHo9PpuH79OuXL\nG7v2tm3blvDwcM6dO5fFHvJnXiqFS5FUUqSUuX8CU1FRUVEpskgpk4QQzxf2PP4pQgh7oAZKCmAA\nTyFEAyBcSnkHJSHMLCHENRQ3to+Buyg1YtIC6dcAi1LrnUQDXwLHzMnslYEbKH6Rt4HLKLEpJ4FX\ngMyzsqgUaXbt2kW/fv3Q6XQMHTqUevXqkZiYyNGjR3nvvfe4ePEiK1aUvBI4CQkJzJ8/nyVLjA2J\nqkLx76RIKikqKioqKhkoGTEpaXwHjKSA4iXyKXC+MXCIZ1fm89T29cAIKaV/akD7SpRijr8BXdPV\nSAGYDKQAW1Eym+1FiSexlG9RqssfBuYD/5eaeMYaMHGbVina3Lp1i9dff53q1atz8OBBypUrZ9j2\n1ltv8fHHH7Nr165CnGH+0bBhQ1avXs306dPx8LAof4RKCaTgS5mrqKioqFhMWgpiS5ciihXwlhDi\nTyHESiHEovRLXgtLU1IsXXLY52EppUZKqc2wjEjX50MpZQUppZ2UsnP6avOp2xOklG9LKV2llI5S\nyr7mVpvPsJ/FUsovUz8fAOoAA4EXLIltUSkaLFiwgJiYGNasWWOkoKTh6enJ22+/ne0+bt68Sd++\nfXFxccHe3p7mzZuze/duk35fffUV9erVw97eHmdnZ1566SW+//57oz73799nxIgReHh4oNPpqFev\nHt9++63Jvu7du0fPnj1xcHDA3d2dKVOmkJCQYPYLAiEEM2bMIDk5mfnz5+fYPyUlhY8//pgaNWqg\n0+moXr06M2fOJDHRtLTCJ598QuXKlbG3t6dDhw5cvHgx031GRUUxadIkqlSpgk6no2bNmvj7+5sc\nw/fff0/jxo0pXbo0ZcqU4fnnn+fLL7806zhVzEe1pKioqKgUF4qu0mEp9YC0gMlaGbbl+VEWQgri\nAkUIoZNSGjKySCmDgeBCnJLKP2Dnzp14enrStGnTXI1/+PAhzZs3Jz4+nokTJ+Ls7Mz69evp0aMH\n27Zt49VXXwVg9erVTJw4kX79+jFp0iTi4+M5d+4cJ06cYMCAAYZ9NW3aFK1Wy4QJE3B1dWXPnj2M\nHDmS6OhoJkyYAEB8fDzt27fn7t27TJw4kfLly7Nx40YOHjxokatW9erVGTp0KKtXr2batGnZWlNG\njhzJhg0b6NevH35+fpw4cYJ58+Zx+fJltm3bZug3e/Zs5s6dS/fu3enatStnzpyhU6dOJGUIRo2L\ni6N169aEhITw5ptvUrlyZY4fP8706dMJDQ1l0SLl/cnPP//MwIED6dixI/7+/gBcunSJ48ePG86H\nSt6gKikqKioqxYES5O4lpWxXwPJKtJICRAohTqK4e/2KUn0+LvshKpny4AH06QMhIVC+PAQGQibW\njPwiOjraYJHILfPmzePRo0ccPXqU5s2bAzBq1Cief/55pkyZYlBSdu/eTb169UwsJ+mZMWMGUkrO\nnj2Lk5MTAGPGjGHgwIF8+OGHjB07FltbW1auXMm1a9f48ccf6d27NwCjR4/m+ectDz+bOXMmGzZs\nYMGCBSxevDjTPufOnWPDhg2MGTPGEJvz5ptv4ubmxueff87hw4dp06YNYWFhLFy4kFdeeYUdO3YY\nxs+aNYtPP/3UaJ+ff/45N2/e5OzZs3h6ehqOoXz58nz22We88847VKxYkd27d1OmTBn27dtn8bGp\nWIbq7qWioqJSDChh7l4GhBCVhBB5XmU+I3np6lUE8UGJZ2mKEpgfIYQ4KoSYK4ToWLhTK2b06QPH\njsGNG8rf1AfuguLJEyUbtaOjYw49s2bPnj00adLEoKAA2NvbM2bMGG7dumVwdXJycuLu3bv8+eef\nWe4rMDCQV155hZSUFB4/fmxYOnXqRGRkJGfOnDHILF++vEFBAdDpdIwZM8bi+VevXp0hQ4awatUq\nHjwwrXsGioIlhGDy5MlG7e+88w5SSkPMzs8//0xSUpKJe9ykSabZVrdu3UqrVq0oU6aM0bF26NCB\n5ORkjhw5AijnLSYmRlVSCgBVSVFRUVH5lyOE+I8Q4qYQIk4I8YcQ4iUzx7UQQiQJISyqwSKE0Agh\n3k+tOB8MBAshIoUQs4UQ6u+ShUgpj0opP5VSdkIJ0m8HXAPeQ1FeVMwlJCT79XymdOltCPoFAAAg\nAElEQVTSgGJRyS3BwcHUrl3bpN3b29uwHWDq1Kk4ODjQpEkTatWqxfjx4zl+/Lih/6NHj4iMjGTV\nqlW4ubkZLSNGjEAIwcOHDw37rFGjhonMzOZhDrNmzSIpKSnL2JTg4GA0Go2JTHd3d5ycnAzHePv2\nbQCTfq6urpQtW9aoLSgoiL1795oca8eOHY2Oddy4cdSqVQtfX18qV67MyJEjVYUln1DdvVRUVFSK\nA/nk7iWE6I+SmWoMStraycA+IUQtKWWW1UmFEGVQMlkdACyrlAhzeZbd61hqW0vgQ0AHzLRwf9ny\nL3D3QghRC2ibbrEFdqK4f6mYS/nyihUl/XoB4ujoSIUKFTh//ny+y6pTpw5Xrlxh586d7N27l8DA\nQJYtW8YHH3zABx98YCiEO3jwYIYNG5bpPnLjzmUO1atXZ/DgwaxatYqpU6dm2S8vUxPr9Xo6duzI\n1KlTM/3/r1VLCZ9zc3Pj7Nmz7Nu3jz179rBnzx6+/fZbhg0blmlCAZXcoyopKioqKsWB3Lhvmdd/\nMrBSSrkBQAjxJtANGAH4ZzNuBbAJ0AOvWjizYcCotArtqZwTQtwDlqEqKRaRet5KoSgkvwILgHOy\nOB1EUSEwUHHxSh+TUsB0796d1atXc+LEiVwFz1etWpUrV66YtF+6dMmwPY1SpUrRt29f+vbtS3Jy\nMr169WLu3LlMnz4dNzc3HB0dSUlJoX377MvXVa1alQsXLpi0X7582eL5pzFr1iy+++47FixYkKk8\nvV5PUFCQkbXm4cOHREZGGo4x7W9QUBDVqlUz9AsLCyMiIsJon15eXjx9+pR27XIOmbOysqJbt250\n66YUkn7rrbdYtWoVs2fPNsSzqPxzVLO6ioqKSnFBWrjkQGr190bALwYRyoPtAaB5NuOGoxQPnJOr\n41Aqomf29HKZZ9XS84z8SEFcxHgE2AEeqYs7itKiYinlysHRo3D9uvK3AIPm03jvvfews7Nj1KhR\nBhej9Fy/fj3bdLe+vr6cPHmSEydOGNpiYmJYtWoV1atXp27dugCEh4cbjbOyssLb2xspJUlJSWg0\nGvr06cO2bdsyVUDCwp4ZWn19fbl//75RVq3Y2FhWr15t/oFnwNPTk8GDB7Ny5UpCQ0NNjlFKyRdf\nfGHU/vnnnyOEMCgPPj4+WFlZ8dVXXxn1yywgv1+/fvz+++/s37/fZFtUVBQpKSmA6XkDqF+/PqAU\no1TJO1RLSj7iUvo+UTGuhnWtJomyjg8Ji6pYiLNSUVEpluSPu5croAUyRqc+ADJ1JhdC1AQ+BVpK\nKfW5dLf4HzAeyJivc3zqtjylpFtSpJQNhRBOQGugDcr1qSuEOAscklLmqWVKJX/x9PQkICCAAQMG\n4O3tbVRx/tixY2zdupXhw4dnOX7atGls3ryZLl26MGHCBJydnVm3bh3BwcEEprMMderUCQ8PD1q0\naIG7uzsXL17k66+/pnv37tjb2wMwf/58fv31V5o2bcro0aOpW7cu4eHhnD59moMHDxoUldGjR7N0\n6VKGDBnCn3/+aUhBnLYfc8jsf27mzJls3LiRK1euUK9ePUP7888/z7Bhw1i1ahURERG0adOGEydO\nsGHDBnr37k2bNm0AJfbEz8+P+fPn0717d3x9ffnrr78MsSfpeffdd/npp5/o3r07b7zxBo0aNSIm\nJoZz584RGBjIrVu3cHZ2ZtSoUYSHh9O+fXsqVarErVu3WLp0KS+88IIh7kclb1CVFAuwNADMxf4x\nVZxXoBXxICR926/gTkRfXJ6av58PP/zQwlnmDVZWhfPVKKwHA1tb2wKXqdVqC1wmFN6bnjT/5oIm\ns8JexZHcZOvK6+xeqUHtm4APpJTX05pzsav3gF1CiP9v777DpKqvBo5/z5RtdNylCQIqCIqINEXK\n0kGwRGNsMRasSd6omMTyYsXYC7aIGkMAe4/oGzSKgqAoTWIjgNJUYGEpS9m+c94/7uyys/0OU3Z2\nz+d57sPeen4zs8zec39tNLA4uG0Q0AmYcNAFrUIiJR3hUNXdwBwR+RT4DKcJ3nk4I35ZkpJgTj31\nVL766iseeOAB5syZw1NPPUVSUhK9evXiwQcfDBk1S0RC+ma0adOGxYsXc8MNN/DEE0+Qn59P7969\neffddxk/fnzZcVdddRUvvPAC06ZNY9++fXTs2JFrr72WKVOmhFxryZIlTJ06lbfeeovp06dzyCGH\ncMwxx5TNEQJOs7GPPvqIP/zhDzzxxBOkpaVxwQUXMH78+JCYNanqgccRRxzBb37zG2bNmlVp/9//\n/neOOOIIZs6cyT//+U/atWvHlClTuPXWW0OOu+uuu0hNTeWpp55i/vz5nHjiifz73/9m4sSJIddM\nTU3lk08+4e677+a1117jueeeo3nz5nTv3p2pU6fSokULgLKRx6ZPn87u3btp164d5513Hrfddlud\nXqepO0m0L24R6Qssj0fsxYsX135QOV7PPvp2+h9EnJszVeHLHx+jONCiztc477zzXMWMlHjd2FWc\nXClW4nEDXVxcHPOYYElKjPVTVVcjX1VU+p3X9eLrSG1X/Ui9Od+tIOe7L0O2BQryyP1xXbXlCDb3\nygV+Wb5/iIjMBFqo6hkVjm8B7AKKOZCceII/FwNjVXV+HV9XB+D3OLOjA6wCnlTVzXU5v44x+gLL\nzzzzTNLT02s9vrzs7OzSp84H/RlGm4icyYEO80cDO4FFOP1TFqhqxGun4q30s12+fDl9+/aNd3GM\nMXW0YsUK+vXrB3X4brWalCgqCTRlb0E3mqc4Hdj2Fx7uKkExxpgytTT3atGzLy16ht6s5W39ifWz\nHq7+kqpFIrIcGAXMARDn0eIooKpG73twZosv7/c4Q97+EthQ84sIib2ZGD3hb+jNvXAGMfgEeAYn\nKfk6zuUxxpiDZklKlO3O7VOWpOzO7RPn0hhjElb0Zpx/GJgZTFZKhyBOA2YCiMg9QAdVvSjYqf67\n8ieLyDYgX1VXuSmaiLTCGYa4tBH3d8A/VLVyr9SD1NCTFFWtU+9uEbkReCrYNMwYY+o1G90rynbn\nHV/2867c42s40hhjqieEMeN8Ha6rqq8CfwKmAl8CvYFxqro9eEg7nL4ikXstIsNwal2uBloFl6uB\n9cF9EdUIRveqq/8lCqOnGWNMNFhNSpTlF7Unv6gtIkXkFUX077wxpjGJXk0KqvokzvwkVe2rfhgh\nZ/8duB+K+K/AK8BvVbUEQES8wTL8FTjW5fVq1NBrUlyI3Mx3xhgTZZakRJ2wO7cPIuX7mRpjTKN2\nJHBWaYICoKolIvIwcGH8imWMMaa+sCQlBnblHY9H4jOSkzGmYagPQxBH0AqcvigVp8Xuic2TYowx\nBktSYmJffneQ+Ay/aoxpIKLY3CsOHgMeFZEjgc+D207EGSnsRhHpXXqgqn4ViYCWdBhjTGKxJCUG\nFF99vlkwxiSChpWkvBT89/5q9ilO+1gFDnrWU6tJMcaYxGNJijHGJADBfa+2etwLrmssg1mSUmYh\nkBfvQhhjTF1YklKvBTi8M6zbGNuoycnQLkPY9HNs/0i3bgklJUL2ztjG7dLJw0+bAxTGcLJ7Eeh+\nuJc160pqPziCkpOgQ1sv6zfFNm7rlh58PmHrttjGbXAayH2zqsb0W60xJCkicgRwCXAEcI2qbhOR\nk4FNqvotgKpOiGcZjTHGjcYzT4rPB7fdBs8/7/zri01+tnOnnyuvPJpf/rIPV155NDt31hzXI3m0\nSltK1/RnOL7THxibGd5HVFKSzpYtr/LTT/PZsuVVSkoOqfH4NulwzmnC0/d7Wf6ej3YZ4T2DLSlJ\nJzv7LbKyPiU7+61a43Y/XPjdxX7e/HsK899ICytRCAQy2LXrHXbsWMKuXe8QCKTXeLzXCyf283LL\n5BQ++Wczpt0RftycnHfZtWspOTnv1ho3LRVOHuln2tQmfP1xS846JcV90GDcffvmsmfPl+zbN7fW\nuG3SPfz6zBRmP96CtYvTObxzeL/7qm0oKJhHfv63FBTMQzWjxuO7H+7j2iua8f4rGXy9oD3Fxe5v\n+lTbUFT0EYWFqygq+qjWmBETp++LxkREjhCRx0Xkw+DyWPBG27gkIpnA18AJwJlA0+Cu43A/PLQx\nxtQLjecv75QpMGcOXHih8++UKXBH9L+7b7qpG1991RyAzZtTuOmm7jz9dMiEzST5ttMq9Utapq2k\nWcp/Q0YCO6yD8L9Xu09U7nt8OgUF/QEoLu7Mtm3Tad/+7JBjjukOI4d4GDVEOLbngRh79yvjR/gY\nP8J1WB7467NkZQ0AoKSkC7t2PUt6+hll+/0+OLGfh9HDfIwa4qVzxwNx164PcN2Vya5jPvTkTHbs\ncGIGAl3IyfkHrVqdGnJMs6YwcrCfMZl+Rg7x0brlgbgLsoqY+uc093Gnz2bXrtK4Xdm7dyYtWpwS\nckyHdh7GZTpxh5zgJyX5QPLXob2Hv9zYFLemPfUC6/YOBKCkpCu5uc/RtOnJIcccc5SP8SOSGD8i\nmX7H+cu25+YpYzNTGTMs1XXcR//2Kus3nQCA6uEUFr5McvKosv0+HwwekMyEUamMH5nCkV0PxP1+\nfRF//n0L1zEf+9vrITGLi1/B7x/p+jquxen7okZhjO5VX2teRGQcMAdYCXwa3DwY+FZETlXVDyIZ\nrxHUpNwL3KyqD4vI3nLbPwL+J05lMlHWpUsXRo4cyYwZM+JdlAZp9erV9OzZk5dffpmzzz5w//TO\nO+9w8803s3r1aoqKisjLyyMpKSmOJW24Gk+S0q2bc8MxeTJMmwYZsXkim52dVMO60iptGR1avEOT\n5A1Vnn/O6eHVpNz7aJuQ9ZKSA+t+H1xyrofzz/DQqUPlGpNmTYTLL/BX2l4X9z/Rttq4rVvCH69K\n4rSxPlq2qBy3W1cP3bq6r1146MnQmIFA6HqPIz3cdHUqw0/ykZxUOW7mID+Zg9y/3oem1xx3TKaf\n665MpV/vqv+bnX+G+0QBYNpT7SrEPbDu88Hlv07l0vNTq6wxSUsV/ufSZmHFfezZ9iHrqgfitmrh\n4X+vbc7Zp6WR3rpyP+cju/q5+jL37/HjlWK2r+bICIvT90WNGlbH+XuBaap6Y/mNInIvcB8Q0SQF\nEi7pcOtY4Pwqtm8Daq5qNfXOrFmzuOSSqudQvfHGG7n77rsBEKnHvc6AjRs30rVr7d3PRIT169dz\n2GGHHVS8wsJCHnvsMV544QV++OEHvF4vHTt2ZOjQofzpT3/i8MMPP6jrA2RlZXHuuefSv39/nnrq\nKZKSkixBiaLGk6SsXes8EZ02DWbPhtNOi0nY9PRCNm9OCVk/QNiVO4BduQPwe3fSMnUlLdNW0iLl\nWzwep/3RDXcVs36T+7g5e7OAA//hvd5tZT8XFcMzzwd45vkA3Q8/UJvS5xjB4xH27lcu+2M+RWE0\ngdq9Z2u1cXfuhin3FnLrA4UMOM7DqKFeRg/zcWQXJxFb8XUJtz+Y6zrmrpwtITE9nqyQ/f/9PsBF\nV+8nLdVJSMZm+hg9zE/GIU7c2a8V8NqcAvdxd9cc94MFRXywoIg26cKYzCTGDvMzbJCfJmnOH5Y/\n3bGXb1e7nz9n5+7NFeJuLfu5uBimz8pj+qw8uh/uZdyIZMaPSGLg8X68XiE3Tznniu3k5bu/Ydux\n8+eQuCIH4u7KCfDnO3Zzw527OaFvEiePTOXkUakc3d1JTL76rpDJt+x0HTO7Uswtrq8Rljh9X9So\nYSUpPYGzq9g+A7g20sGiUZMiIuuBzlXs+quq/kFEZlJ5Ysr3otQvZDfQHlhfYfvxwM9RiGeiTES4\n88476dKlS8j2Xr16xadAYcjIyOD5558P2fbggw/y888/88gjj4T8H8uIwIOgiRMnsnDhQs4//3yu\nuuoqCgoKWLVqFe+88w7Dhw+PSJLy+eefk5+fz7333sugQYMO+nqmZo0nSbnrLqfJRkaGc8Nx110x\nCXvPPWv4y21+tm47hGYtm3PPPWuqPK6opDXb941k+76ReKSA5inf0TLtS7p2msfr77qfYyWtyW/Z\nt386JSVt8Hq30abNb6s8bs06WLMuwFOz4ZBWkDlIGDnYQ3orYc6/3Xdy9iddRlLSs2VxW7W6rNIx\nJSXw+YoAn68IcNejRXTpJIwZ5mXkEB/bdyjrN7l7vR7vJfh8/yAQaIvHk0WLFlU/gcrNg7kfFTH3\noyJE8ujTy8vYTD+9jvLy5TfF7vuleC7C55tZFrdZs4urPGxbtvLCGwW88EYBKckweKCfccP9HNHZ\ny4yX3A+0EwhcgNf7HIFAOzyeraSl/abK49asK2HNulwe/3surVoKo4c6zb86tPXy/Bvuk0HVcxB5\nGdV2iGwlKencKsoGi5cVsnhZIbfen0PXw7xlCUvO3gDfrnb3Jqv+CpFXUG2PyBZ8vnNclzsscfq+\nqEkDm8xxO9AHWFthex+cp/8RFaXmXv0JHR75WODfwKullwDmAhdzYKA1909D6uZl4D4R+VUwrkdE\nBgMPArOjFNNE2fjx4+nbt2+8ixG2tLQ0zj8/tILvpZdeYvfu3Zx33nkRjbVo0SLmzZvHtGnTuOaa\na0L2/fWvf2XPnj0RiZOV5TyMbNHCffNl417jSVKKi+PSprx162LmvfUHRIpZ+ePjdTonoMnszjue\n3XnH88D08Fo9eL07KvVBqc2OXfDmv5Q3/1VCYWF4ozB5vTtC+qDUxYYflb+9UMzfXiimqMh9Qubx\nZFfqg1IbVfjy6xK+/Np5nYEw5tr0eLIr9UGpTX4BzFtYxLyFRRQXu69FKY1bsQ9KbXbtVl57p4DX\n3imgoCC8+ySR7SF9UOpi/aYSnpy5jydn7iMQxpsssj02fVAqitP3Ra3qb9Lh1t+AZ0TkcOCz4LbB\nwA3Aw5EOFo0kRVV3lF8XkVOBH1R1YbnNBaq63VXg8Pwv8FfgR5zE6bvgvy8Cf4lBfFNPrF+/nuuv\nv56PPvqI/Px8evfuzS233MKECQcq8DIyMrjooot48MEHAed3vVWrVuzfv58dO3bQvLnTj/a+++7j\n5ptvJicnh7S0NLKysrjxxhv58MMP2b59O61bt2bgwIE89thjB91Uq9T333/P9ddfz8cff0xhYSF9\n+vTh9ttvZ8yYMTWe98MPPyAinHTSSZX2eTweWrZsGbLtxx9/ZMqUKbz//vvk5OTQvXt3rr/+ei64\n4IJqYwwaNIgvvvgCESmr0brqqqt48sknw3ilpi4aT5JijDGmvrgT2Av8EbgnuG0zcDvObPQJRUT8\nwK9xai7KGy4iWcAunE7sN6uq+3aPtVDVQuByEZmKU6PTFPhSVSvWVJlqzJo1i8zMzErNqwA2bNjA\nggULuOiii2JappycHHbsCMmFOeSQ6kfM3LZtG4MGDSI/P59rrrmG1q1bM2vWLE477TTeeOMNTj/9\ndAAGDx7MJ598UnbeV199xZ49e/B6vXz66aecfLLzEGzRokX07duXtDRnYJkzzzyTVatWcfXVV9O5\nc2e2bdvGBx98wKZNmyKSpPz8888MGjSIQCDAtddeS4sWLZgxYwYTJkzgnXfeYfz48dWe27lzZ1SV\n559/nn79+uHxVN+f9+eff2bgwIGkpaVx7bXX0rp1a959910uvPBCcnNzueKKK6o8b+rUqbz88svM\nnDmT++67j0MPPZTu3bsf9Os21bMkxRhjEkBDae4lTm/fTsB0VZ0mIs0AVHVvzWeGLwaje50BtABm\nlds2F3gDp5/IETjJ2L9EZJBGqRe/qv6IU5tiXMrMzGTSpEnMmDEjJFHZsGFD2fZYUlVGjQqtuRYR\nSkqqb+Vwzz33sH37dhYtWlTWX+Kyyy6jd+/eXHfddWVJytChQ7npppvYv38/TZo0YeHChXTp0oW2\nbduycOFCTj75ZFSVTz/9lEmTJgFOwrR48WIefPBBrrvuurKYN9xwQ8Re81/+8hd27drFkiVLypq5\nTZo0iWOOOYbrrruuxiQlMzOTE088kSeeeILXX3+dESNGMHToUE455RQOPfTQkGNvuOEGUlJSWLly\nJc2aOQPJXHnllZx55pncfPPNTJo0CV8Vw86PGTOGdevWMXPmTCZOnMjRRx8dsdduqtZ45kkxxphE\npmEu9Y8A3+MkKqjq3mgmKKVKE5W6Li5NAuaqatloEqr6qqq+q6rfquoc4BRgIDA8Yi8qSETeEJE/\nV7H9ehF5LdLxGqIuXbowY8YMJk2axIYNG4DQBKWqGpZoEhGmT5/Ohx9+WLZ88EHNzb/nzp3LwIED\nQzp0N2nShCuuuIINGzbw3XfO9AdDhw6luLiYzz5zWlouXLiQoUOHMnToUBYudForfv311+zevZuh\nQ4cCkJqaSlJSEvPnz2f37t3ReMnMnTuXoUOHhvTDad68OZdddhmrV69m3bp11Z4rInz88cfcfvvt\nNG/enJdeeonf/e53dOrUid/85jfs27cPgJKSEt5++21OP/10CgsL2bFjR9kybtw4duzYwddffx2V\n12fcsyTFGGMSQGlNitulvlHVAE6H+Zpneo1szBqXjRs3snDhwpDlyy+/rNO1ReQwYDROP5uayrAe\nyAaOPOgXVNkw4F9VbJ8b3GfqoHyismDBgrglKKUGDBjAyJEjQ5aabNy4kaOOOqrS9p49e5btB8qa\ncJUmJOWTlGXLllFYWMjChQsREYYMGQJAUlIS9913H3PnzqVt27ZkZmbywAMPlHUkP1iqyo8//lin\n8lcnOTmZW265hVWrVvHTTz/xwgsvMGDAAF544YWy2p/Nmzezf/9+Hn/8cTIyMkKW3/7WGWBo27aI\nj91hwmTNvYwxJhE0rCGIbwQeEJHfquo30Q5WW+1Ip06d6NSpU8i2Xbt2MW/evLpcfhKQRdVJQhkR\n6YiTmEVjHO2mQFUjcRQBzaMQr8Hq0qULt912G8OHD2f+/PlxS1CiyefzccIJJ/DJJ5/www8/sHXr\nVoYNG0ZGRgZFRUV88cUXLFq0iB49eoT0gbnmmms47bTT+Oc//8n777/Prbfeyj333MPHH3/Mcccd\nF8dXVFn79u0599xzOeOMM+jRowcvvfQSzzzzTNkALpMmTap2hLE+ffrEsqimBlaTYowxiSLxm3qV\nmo3T9Ok/IpInIjvLL5EO5rapV12bfAX711wMzAzWEJVubyIi94vICSLSWURGAf8E1gDvR/r1AV8D\nVY3PfS7OSF+mjjZs2MAdd9zB/PnzueOOO8qafiWCzp07s3r16krbV61aVba/1NChQ1myZAkffvgh\nGRkZdO/enVatWnHMMcfwySefsHDhQoYNq1wJ17VrVyZPnsx7773HN998Q2FhIQ899NBBl11E6NSp\nU53LX1fJycn06tWL3Nxc9uzZQ4cOHUhNTUVVK9VSlS6tW7c+6NdjIsOSFGOMMbE2GbgCpxbiquB6\n+SVRjMbpW/OPCttLgN7A28BqnKZgS4FhqhrGNLm1uhO4RURmichFwWU2MCW4z9RB+T4omZmZlfqo\n1HcTJkxgyZIlfPHFF2Xb9u/fzzPPPEPXrl1DOnoPHTqU/Px8HnnkkbImXQBDhgzhueeeY8uWLWX9\nUQDy8vIqDV/ftWtXmjVrFvaw9lWVf+HChaxcubJs2549e3j22Wfp0aNHjZMxrl69ms2bN1favmPH\nDpYuXUrbtm1p3rw5fr+f008/nZdeeok1ayrPW5ednR2R12Iiw5p7GWNMAmgoo3sBqOrMGMeLyuhe\nqvoBoRM6lm7PB6ofiijCVPUdEfkFznwpZwF5wFfAaFVdEKtyJLKqOsmX76MS674p4QwAd+ONN/LS\nSy8xfvx4rr76alq3bs3MmTPZuHEjb775ZsixgwYNwufzsWbNGq688sqy7cOGDWP69OmISEiSsmbN\nGkaNGsXZZ5/N0Ucfjc/n480332Tbtm0Rm5hxypQpvP7664waNYqrr76a5s2bM2PGDLZu3cqzzz5b\n47nLli3j0ksvZeLEiQwePJhWrVqxadMmZs2axfbt23n66afLjn3wwQdZtGgR/fv35/LLL6dnz55k\nZ2ezbNkyFi9ezM8//xyR12MOniUpxhiTCKLYJ0VEfg/8CWgH/Af4g6ourebYwcB9QA8gDdgIPK2q\nj9QhjicY53QgCZgH3KGqeXUrafiiNOpvvaGq/wf8X7zLkagWLFhQZSJSmqgsWLAgpkmK05Kw9mPK\nH9emTRsWL17MDTfcwBNPPFE2meO7775bafjetLQ0jj/+eJYvXx5SkzJ06FBEhMMOOyykn1anTp04\n//zzmTdvHs8//zw+n48ePXrw2muv8Ytf/CIir+3QQw/ls88+44YbbuCRRx6hsLCQ448/nrlz5zJ6\n9Ogarzlq1Chuv/123nvvPR566CGys7Np3rw5ffv25fHHH2fixIllx3bo0IGlS5cydepUXn/9dbKy\nskhPT6dXr17ce++9dSqriQ1JtC9uEekLLI9H7MWLF4d13nEdJ7uacb68SD2hcKuwsDAucYuKotES\nonbhzIZ+sMKdcf5gRapq3q14vMcQv9/loH6quuJgLlD6ndfz9MmkpXd0dW5u9k+sentajeUQkXNw\n5ve4AliC09zqV0B3Va3U9kFE+gBH4Typ3w8MAZ4BrlXVGh93isgtwG3Ah0A+MA54SVUnuXphdVT6\n3g0fPrzSjNO12b17N/Pnz4cIfIYm8ko/2+XLl4cMWWuMqd9WrFhBv379oA7frdYnxRhjEkH05kmZ\njFMTMltV/4vTRyQXp79I5WKorlTVV1R1lapuUtUXcTqDD63q+AouBH6nquNV9RfAqcCvgzUsUROt\njvP1hYh4ReRPIrJERLZGeyACY4yJBUtSoqhV2lKaJB2YfCgtaQOt0pbEsUTGGHOAiPiBfjjNrgAI\nzob+ITCouvMqXOP44LHz63D4YThzd5TG+hAnlepQ50KbqtwGXAe8gjPz/cPAm0AAuD1+xTLGmPBZ\nnxQXKo6jX5tkttDaewOqTpvGXh1uZWfJnTQ9pO7XycuLelPtKsWrKVK8muaUlOlsD+IAACAASURB\nVJTEPGZjatoWz7gNRjiTM9Z+fDpOx++KM7Jl4TTpqpaI/AhkBM+/XVUrjnBVFR9OM6/yigB/Hc4N\nW7Q6ztcjvwYuV9X/E5HbcZrQ/SAiXwEnAo/FtXTGGBMGS1KiqIA+BDQFjzh/k1X9FNIvzqUyxiSs\n+nXfPARnEsETgftE5HtVfaWWcwSYKSLlO0alAE+JyP7SDap6ZiQL2giSlHY4c6UA7MOpTQF4FxuC\n2BiToCxJiaokCulPCosAKKAvSmqcy2SMSUS1DUG8Y90Kdq7/MmRbcVHFSotKsnHm9GhbYXtbYGtN\nJ6rqxuCP34pIO5xmRbUlKbOq2PZ8bYWMhARLOtz6CWgPbAJ+AMYCK4ABQHxGyjDGmINkSUqU5esg\nUiSYpGidmngbY0xltXSEP6RrXw7pGjrK0f4dP/Hd/02r/pKqRSKyHBgFzIGyWdRH4a6JkBdIru0g\nVb3ExTUjphHUpLyF85l9ATwOPC8il+L0Aar+F8AYY+oxS1KirEBPRFUQUfItSTHGhCmKkzk+jNME\nazkHhiBOA2YCiMg9QAdVvSi4/jucJ/b/DZ6fCfwRqHWelHhp6EmKqt5Y7udXRGQjcBKwVlXfiV/J\njDEmfJakRFmA1hTRA9EiArSJd3GMMSaEqr4qIunAVJxmXiuBcaq6PXhIO6D8aB8e4B6gC1CM07zo\nz6r6TMwKbRCRFcAoVd0lIrcCD6pqLoCqfg58HtcCGmPMQbIkJQacZl7xGcnJGNNARHHGeVV9Eniy\nmn2XVFh/AnjCZUniqoHWpPQEmgC7cIYgfgpnfhtjjGkQLEmJgXwdhFiSYow5CEIYzb2iUpLE00CT\nlJXAP0RkEc5H/ScR2VfVgao6NaYli6FVq1bFuwjGGBfc/J+Ne5IiIjcBZwA9gDzgM+AGVV0T14JF\nUDFHUN/GDjXGJBhVZ3F7jgESIulw62LgDuAUnD8wJ+M0v6tIcZryNTTZHo8n/4ILLkiJd0GMMe54\nPJ78QCCQXdtxcU9SgKE4o5EswynPPcC/RaSnqsZnJsOIE+yZpjHmYESx43yD1xBrUlR1NXAugIgE\ncPqnbItvqWJHVTeJyFE4E5IaYxJIIBDIVtVNtR0X9yRFVSeUXxeRi4FtQD8ITjBijDGNXRT7pDR0\nDTFJKSUifpz5Z5rEuyyxFrzJqfVGxxiTmDzxLkAVWuL8ad0Z74LEl+JjA+NHxDaP9HhgYB8vJxwf\n27hpqTB+hJ/OnbwxjZve2sM5p6eQlBTTsHTr6uOMCWkxjenxwAl9kxl6YmxbR6SkCBNGpdHtcH9M\n4xrTGKhqEU6TaWOMaVDiXpNSXnASsUeARar6XUQv7vPBlCnQrRusXQt33QXFVTXfjazt2z1ccUVr\nsrK8tG1bwt/+tpP09EA1RxeRxFekyGKSZTE+2UxqmBPUl5Skk5Pzd0pK2uL1ZtGy5aV4PFU3/2vW\nFIaf5GPMMB8jh/ho3lQYdEpOWHEDgQz27v0HgUBbPJ4smjW7uNq47dsKYzOTGDvcz5CBfrZuC9B/\n3P6wYubnP08g0A6PZyspKb+uNibAMUf5GD8imfEjk+nX28+rc/J58U33cVXbUFDwAqrtENlKcvL5\niGyv8lifD07sl8SEkSmcPCqVI7v6+N0NtTbHrDZuSckrZXG93rOrjdu0iTB6WCoTR6cxbkQq6a09\nHD/qp7DjBgKv4YxIuxWP56xq47Zr42XC6DROGZ3GyKGp7NwdoPugDWHFhNdxJtPeAvyy2pgRFafv\nixopSHVfHTWcYxp2TUrQ28AvsIkbjTENiNSnL2IRmQ6MAwar6pZqjukLLHd98dtugzlz4MILYfZs\nOO00uOMOV5f46Sf3N3dnnJHO0qUHJmIeMKCAt946cHMq5JAiX5DMZyTLMjwSerP89aoSStzemACT\nrnmF/3zbv2zd7/+C1q1PL1vv3FEYPczP2GE+Tuznxe8/0GcmL1/57/cl7oMCl177Cv/5dkDZus/3\nOS1anAKACBx3jJdxmUmMyfTT++jQHHn7jgA/bnYf97LJr4bE9HoXk5Y2rmw9yQ9DTkhi/MhkTh6R\nQqdDQ2tr1m8qZudu92/y5de9FhLX4/mMlJQxZestmwtjMlM4eVQKo4el0KpFaMXlf74tpKjY/f+/\ny697na++OxBX5FN8vhFl6507+jh5lJOYDDsxheTkA59tQYHy9aoC1zEBLv/jGyFx4VO83syytT69\nkjhlTBoTRqXRv09obU32zhLWb3I/wt0VlWIuQmSYq2uE9R0Xge+LoH6quiKcE0uVfucdO/pamrbq\n6Orcfbt+4usPH4lIORJR6Xs3YMAAmjdv7urcPXv2sHTpUkiA905EbsaZUHMezt/HkD8kqvpYPMpl\njDEHo97UpIjIE8AEYGh1CcpB6dbNueGYPBmmTYOMjIiHqEpWlreGdcXPenysxS9rKyUoAMf29BII\nuL/J2rM3dOLIkpK2ZT/7fc51e/f0cMxRnpAEBSA1RTju6PCaXe3Z2zZkPRA4sN6yuXDc0T6OPdpL\nt8MrXz/jEA+HtHI/wEDlmO1C1jt28NKnl58+x/g5tH3lFo5dD/PRuWM473FoXNXQuD27+cviVkxQ\nAI47Jimsz3bvvurj+nxOstD32CSOOyYpJEEBSE4W+vZOJhwV4zo1Ko6WLTz07Z3M8b2SOfqoym3n\n0lt7ad3SfevSyjHbu75GWOL0fVET6zh/cOrTA7kouBTYjdOXs1+FfQpYkmKMSTj1IkkJJiinA5l1\n6e0flrVrnSej06YdeDIaA23blrBpky9k/QChkD4Uah/26u/wsYlk+Yxk+ZwkvkEkwFmX7eezZe5r\nF3bu3AIcVrbu9WaV/VxUDO9+UMy7HxTj8UD/3l5GD/MxJtPHUUd42btP6T9uN7ty3P9Rz8nZHBLX\n4zkQd1eOMuvVAma9WkBaKgw9wc/Y4X7GZibRNsPD0pVFjDl7h+uYubk/V4i5NWT/uo0lPPzUfh5+\naj/prT2MzXSaeo0YnESzph4eeWYft9znvnlbfv5PIXFFQuMuXl7I4uWFTLlnD0d28XHyqBTGj0zh\npP5J+HzCLy7O4r2P3A9gV1z8Y7Vxi4vh7fdyefu9XDyeHQzok8yEUalMGJ3GsT2TyMsP0H3Qj2Rt\nd/87VVISGhcOxN2dE2DGi3uZ8eJeUlKEESelMHFMEyaMTqNjex8rvymg/9gfXcd0vg7Kx4z884sq\nxen7okY2BHHYGnpzL1XtGu8yGGNMpMW9uZeIPAmcB5wGlJ8bJUdV86s4PrzmXhFoYx5Oc6/sbA+/\nvXw7W7Nak942o5Y+KQc4zcCW8OD9tzDjZffNZAKBdHbvrluflPIOO1QYM8zPDxuL+PCT8OLu3Tuz\nTn1SSolA76O9jBuexItv7mPdRnc30IFAOvn5L9S5T0qpJD8MHpjE0BOTuOuRHAoLXYVFNYOCghfr\n1CelvJbNhdGZKWS0hsee3eMuaDBuScmrdeqTUl7njj7Gj0xl89Yi3n7P/cTUqhkEAq9Tlz4p5fU5\nJomJY9J48//28e1qd2+yagbwBgfTJyWs77jI9UmJWHOv40ZcE1Zzr/98/GhEypGISt+7fv360axZ\nM1fn7t27l+XLl0Mjfe+MMSbe6kOSEqDq7p2XqOrsKo4PL0mJgHCSFIAMz7kIhWwLvOn63H79Ktbc\nx0ZxnDoJF7rNFCKkpCS8PjgHo6jIfRIYCYFAGJ2cEjhunL/jLEmJo8aSpIjIjJr2q+qkWJXFGGMi\nJe7NvVS1Pg6DbIwx9U/itECqVxp6cy+gVYV1P9ALZ0j/j2JfHGOMOXhxT1KMMcbUzjrOh6+hJymq\nWmmeFBHxANOBH2JfImOMOXhWi2GMMYmgtOO828UABxKVui61EZHbRCRQYfmuwjFTRWSziOSKyAci\ncmTUXmAFqhoAHgYmxyqmMcZEkiUpxhiTAEprUtwuxn2C4qLm5RugLc5oEu2AIaU7ROQG4H+AK4CB\nOHOXvC8ilcfojp4jsBYTxpgEZV9exhhjTHiKVbW64eauAe5U1XcBRORCIAtnZvhXI1kIEXm44iac\nIfEmArMiGcsYY2LFkhRjjEkEivuO81aTAkS1T0o3EfkZyAcWAzep6o8i0hWnZmVeuevtEZEvgEFE\nOEkBjq+wHgC248xCX+PIX8YYU19ZkmKMMQnCmm+FJ0pJyufAxcBqnFqL24FPRKQXToKiODUn5WUF\n90XaRJwpBfYDiEgXnBqbjaoan/HkjTHmIFmSYowxiSAABFxmKfGZmqbeiUaSoqrvl1v9RkSWABuB\ns4H/ui3jQfon8CbwlIi0xEmgioB0EblOVafHuDzGGHPQLEkxxphEYM29DkpNSUd2djY7duwI2eZ2\nQltVzRGRNcCRwHycfiFtCa1NaQt86erCddOXA6N4nRWMeTzwS2AqzlDExhiTUGx0L2OMSQDRHN1L\nRH4vIutFJE9EPheRATUce4aI/FtEtolIjoh8JiJjI/U6o6G2UbwOOeQQunfvHrJ07tzZVQwRaYqT\noGxW1fXAVmBUuf3NgROAzyL40kqlAXuDP48F3gwOQfw54O6FGGNMPWFJSlRVdYdgjzaNMfWHiJwD\nPATchvP0/T84Q+WmV3PKMODfwMk4T/A/Bt4RkeNiUNx6Q0QeEJFhItJZRE4C3sJpYvVy8JBHgJtF\n5FQRORaYDfwEvB2F4nwP/EJEOgHjcD4fgDbAnijEM8aYqEvY5l7Lly+nb9++8S5GjTT3BdBCdL8z\nqVqH5vMARZpcVOdrBALxaVQuInGJ6/f74xLX44l9vu7zxee/X2FhYVzium0+k+hxIy+cyRnrdPxk\n4GlVnQ0gIlfhdMSeBNxf6YqqFScHnCIipwOn4iQ49U6UOs53BF4EDsEZSWsRcKKq7gief7+IpAFP\nAy2BhcDJqhqN/4BTg2WZBsxT1cXB7WOJTvMyY4yJuoRNUhKCrxe681dlq7r3L0jrF+JYIGNMogpn\ncsbajhcRP9APuLt0m6qqiHyIM1Ru7TGcJxrNgJ3uShc7Ueo4f14drnE7zqhfUaWqr4vIIpxRxson\nivNwaniMMSbhWJISTf5jwZMBgeBcX9IS/BWHszfGmDqITsf5dMBL1UPlHlXHKH8GmhD5uT8iJorz\npNQbqroVpx9M+W1L4lQcY4w5aNYnJYpEPJCceWBD8jBELC80xrgnqmEtUS2TyPnALcCvVDU7qsEO\nUm2d5ysuxhhj4svumKNMkkegea+X/WyMMWFRapz3JGvrSrK2fRWyrbg4r7arZgMlOEPjlteWCk/l\nKxKRc4FngLNU9ePaAsVTY6hJMcaYhsaSlGhLGgwkAQFIHhbv0hhjGqi27frQtl2fkG179/7MsqVP\nVHuOqhaJyHKcoXLnQFkfk1HAY9WdJyLnAc8C56jqewdfemOMMSaUJSlRJp40NOlEoBDxNIt3cYwx\nCSqc5lt1PP5hYGYwWVmCM9pXGjATQETuATqo6kXB9fOD+64GlopIaS1MnqrWy+FurSbFGGMSjyUp\nMSApIyEqo04aYxqNKM04r6qvBudEmYrTzGslME5VgyN+0A7oVO6Uy3E62/81uJSahTNscb1jSYox\nxiQeS1JiIXkEaFG8S2GMSWQaxjwpdTxeVZ8Enqxm3yUV1hOuc50lKcYYk3gsSYkB8baPdxGMMYku\njHlSXNe8NFCWpBhjTOKxJMUYYxKF3TiHzZIOY4xJLA1+npRZs2axYcOGKvdt2LCBWbNmxbZAxhhj\njDHGmBo1+CQlMzOTSZMmVUpUNmzYwKRJk8jMzKz6xCAN7EPz5xLYczcaw34lWrIVzX2Jqy5MjllM\ngB7dPFx9WTLjR/hjFtPng5P6+7j9T6kc3jl2v5JN0mDi6CTuujGNpNi9XNpmeLjwVylce3la7IIC\nRx3h5ZrL0zhjQmrMYnq9cNKAJP5yYwuO6RHDN7kBkkB4i3E/kaNN6GiMMfHX4Jt7denShRkzZnDB\nJZeQ/8c/sis9nVbZ2aQ89BDP/+MfdOnSpdI5WrwJCj5GCz6CwmVAETT5PRBAtcBV/KwsOOssP1u2\nCO3bC2++CW3aVD5ONQDF36D5H0PBx1D8HQDfrSkhOcn96y4pyWDHzhkUF7fF48miRYtL8HgqTwid\n5IeTBvgYm+lnzDA/nQ71sHefMuiUnIOKW1LixG3evOq4LZoLIwf7GDs8iZFDfLRs7mHpymLufjTg\nOm5JSQa7ds8si9m06UVVxgTo2N7DuBFJjBvu56QBfpKThMdn5CGC67iBQAY5ObMpLmmHx7OVtLTf\nVBu399E+xg1PYtyIZPoe69ysn/+73WG9x4FABjl7nqMkGDc19YIq4/r9cFL/JMaPTGbc8CS6HuYj\nN0/pM2pvmHHbsD/3JQKBdohsJSnpXES2VzqueTNh9LAUJoxKZezwFA5p5eU/3xZy+4M7SU4WVzFV\n25Cf/wqBQDtgK17vr6qMGXE+H0yZAt26wdq1cNddUFwc/bg1iWLH+YbO+qQYY0zikUT7IhaRvsDy\n5cuX07dv3zqf1//dd1l+661w4YUwezb9pk5l2SmnlO3XotVo/pxggvB9xMo79LQX+Wxp/7L1wYNh\n0aJgTFUoXITmvwcFCyCwLWpxfb4vaNXqVAD8Pjhjgp+xw/0MH+SnaRN3N47u4n5Oy5ZO3ENaCb86\nNYmxw/2ccLwPny8ycauK2bz5xLL1bod7+dUpSYwdnsQxR0UuL68Y1+tdTNOmJx/Yf4KfX5ycwrjh\nSXRo541q3CZNxgPOvfUZJ6dw8qhkRg1JonmzyNVMVYwr8hnJyaMAaNXCw/lnpjFhVCqDBybj90fn\ns4VP8fmGu7pGcTjJxW23wZw5Zd8XnHYa3HGH++tAP1VdEc6JpUq/8wYe+1uaN+3g6tw9+zaz5Ovp\nESlHIip977p27UpqqrsaxLy8PNavXw+N9L0zxph4a/A1KaV2pac7NxyTJ8O0ac56eb7DkeRMVEtA\nS6BkfYX9R4K0ch1367ZOIetbthz4WURQ//GI5qKUQMF8COwMOX7pyuKwHuBu2JQRsh4ItC37uagY\nFiwuxucTfF5h2Ik+0lIP3FTm5ikrvw3vqXFNcXfsUj5aVITPBz6v0P84L17vgbhbtwVYt7EkojEB\n1m0sYd6iIrw+weeDo44I/bVf80Mx23e6bxdTOW67kPXlXxXRtIng88LY4Um0zQhNVJauLKQwjOlz\naopbXAzzPyvE7wefF0YMTqJpkwOJSn6BsnSlu9rAUusrxFU9EHdXToB/L8jH5xO8PhjULzkkCd2W\nXcJ/v3f/YivGdKbsiIFu3UK+L8ioWI7YE8KYzNGG9wKsJsUYYxJRo0lSWmVnO09Ep02D2bNpdeSR\nIftF/JA0EEkaCNyIFq+Hgo/QgvlOky9/Hzwt7nYdt31HWLex3HqF0YjF0xRSxiEp45wEqehrp5lZ\nwcdQvJrnXy/klTnub+527doKdC5b93iyQvZnbVdefLOQF98sJCUZhgz0MSbTz5hMP23ThT/ensu6\nje5v3Hfv3lJj3DXrAqxZV8ATMwpo3VIYOcSp0Rk52E9hkXLW5Xsoctn1Z8+emmOWlMAXK4r5YkUx\ndz4MXTp5GDc8iTGZfk7q7+eb1SVcdl2O25fKvn2bK8TdGrI/Nw/mflTI3I8KEYE+x/gYPyKZcSOS\n6H20n1fezufvL+a5jrt/f81xt+8I8OKb+bz4Zj7JSTDkhCTGDU9m/IhkOh3q5U+37+ab/7rvX1VQ\n8HNIXJHQuGvXFfPour08+re9tGrhYUxmChNGpTBmeCqBAJz6myzy893d+BUX/xQSE7ZWd2hkrV3r\n1KQEvy847bTYxDXGGGMM0Eiae23YsMFVn5SKNJADhYsheTQi7vK6bdvgzDOdGpT27am2T0qVcYt/\n4vyzBzJvkftajUAgnZycfxAI1NwnpSq9enjx+5QVX7uv1QgE0tmz50Dc6vqkVOT3waD+Pn7YUMyP\nm90lR4FAOvv2zSqLWVOflIqaNRWGn+TnXx/mUejyvj0QSCc39zkCgdr7pFR0aDsPvXp4ee9j9wlo\nIJBOXt7zZXGr65NSlWOO8pGcVMzny93HVc2gsPBlVGvuk1KRMzBCMpt+KuD7De5+l1UzKCl5DacG\nJbw+KWE194pcn5SINfc6odeVNG/isrnX/s188c3TESlHIip977p06UJKSoqrc/Pz80sHXGmU750x\nxsRbg09SSkfxmjFjRkhCUt32+qZNXTOaCIvX70UgEJ/hiEpK3CdkByte73FhOG3MIiCsZCGB4wZF\nLkk5Oswk5TtLUjp37hxWkrJx40ZopO+dMcbEW4MfgnjBggVVJiKlo34tWLAgPgUzxhgXRDWsxdgQ\nxMYYk4gafJ+Uiy66qNp9Xbp0qde1KMYYE8JunMNiHeeNMSbxNPgkxRhjGgSbJyVslqQYY0ziafDN\nvYwxxhhjjDGJxWpSjDEmEQSCi9tzDGA1I8YYk2gsSTHGmAQQTkd46zjvsOZexhiTeKy5lzHGJILS\nPiluFxOV0b1E5CYRWSIie0QkS0TeEpHuFY75h4gEKiz/iuqLNcaYBsJqUowxJiGEk3RYkgJRq0kZ\nCjwOLMP5W3oP8G8R6amqeeWOm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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fa.run_one_step()\n", - "drainage_plot(mg, 'surface_water__discharge', title = 'Discharge')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The basic pattern of drainage is the same but the values for the surface water discharge are different than for drainage area. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Different ways to specify the FlowDirector\n", - "\n", - "**FlowAccumulator** allows the **FlowDirector** to be specified one of four ways:\n", - "1. As a string of the full name of the **FlowDirector** (e.g., ```'FlowDirectorSteepest'``` or ```'FlowDirectorD8'``` )\n", - "2. As a string of the short name of the **FlowDirector** method (e.g., ```'Steepest'``` or ```'D8'```)\n", - "3. As an uninstantiated version of a **FlowDirector** component.\n", - "4. As an instantiated version of a ** FlowDirector** component. \n", - "\n", - "Thus, the following four ways to instantiated a **FlowAccumulator** are equivalent." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# option 1: Full name of FlowDirector\n", - "fa = FlowAccumulator(mg, surface='topographic__elevation', flow_director='FlowDirectorSteepest')\n", - "\n", - "# option 2: Short name of FlowDirector\n", - "fa = FlowAccumulator(mg, surface='topographic__elevation', flow_director='Steepest')\n", - "\n", - "# option 3: Uninstantiated FlowDirector Component\n", - "fa = FlowAccumulator(mg, surface='topographic__elevation', flow_director=FlowDirectorSteepest)\n", - "\n", - "# option 4: Instantiated FlowDirector Component\n", - "fd = FlowDirectorSteepest(mg)\n", - "fa = FlowAccumulator(mg, surface='topographic__elevation', flow_director=fd)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Providing a DepressionFinder\n", - "\n", - "Just like providing the **FlowDirector**, the **DepressionFinder** can be provided multiple ways. While there are presently four different **FlowDirectors** in Landlab, there is only one **DepressionFinder**. \n", - "\n", - "1. As a string of the full name of the **DepressionFinder** (e.g., ```'DepressionFinderAndRouter'```)\n", - "2. As an uninstantiated version of a **DepressionFinder** component.\n", - "3. As an instantiated version of a ** DepressionFinder** component. \n", - "\n", - "NOTE: The current Landlab depression finder only works with **FlowDirectorSteepest** and **FlowDirectorD8** no matter how the depression finder is run. This is because the depression finder presently only works with route-to-one methods. \n", - "\n", - "Thus, the following three ways to instantiated a **DepressionFinder** are equivalent." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# option 1: Full name of FlowDirector\n", - "fa = FlowAccumulator(mg, \n", - " surface='topographic__elevation', \n", - " flow_director='FlowDirectorSteepest',\n", - " depression_finder='DepressionFinderAndRouter')\n", - "\n", - "# option 2: Uninstantiated FlowDirector Component\n", - "fa = FlowAccumulator(mg, \n", - " surface='topographic__elevation', \n", - " flow_director=FlowDirectorSteepest,\n", - " depression_finder='DepressionFinderAndRouter')\n", - "\n", - "# option 3: Instantiated FlowDirector Component\n", - "fd = FlowDirectorSteepest(mg)\n", - "df = DepressionFinderAndRouter(mg)\n", - "fa = FlowAccumulator(mg, \n", - " surface='topographic__elevation', \n", - " flow_director=fd,\n", - " depression_finder=df)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Methods for specifying can be mixed, such that the following is permissible. " - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "df = DepressionFinderAndRouter(mg)\n", - "fa = FlowAccumulator(mg, \n", - " surface='topographic__elevation', \n", - " flow_director='Steepest',\n", - " depression_finder=df)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Using the DepressionFinder with FlowAccumulator\n", - "\n", - "To conclude this tutorial, we examine an example of a Hexagonal Model grid with a depression." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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dznSvRg+ewOERjGuOn8vxc6chw8hkXq2p51cPddDVcjim/Py+U7Ump6dy5vxp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XYGI52RNbmM5j53OMxcfs1EsnP1gvmBSPk6IIg2ihKLprQyUE5KjBgxYsQYOGJOygARSEpB+Lwk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fl1dIbJwxAYT7kmMKBgcnGSFvIfvKZxHwl2Os4X/9ou6DMY8Cob6ipK8DgZJhRk6eVN7naggT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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hmg = HexModelGrid(9,5)\n", - "_ = hmg.add_field('topographic__elevation',\n", - " hmg.node_x+hmg.node_y,\n", - " at = 'node')\n", - "\n", - "fa = FlowAccumulator(hmg, flow_director='MFD')\n", - "fa.run_one_step()\n", - "drainage_plot(hmg)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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gkfWz/N27YdEiWLAAFi0if1Lbqc1+r5djJo3lmElj+e6Zx7GxbB+vrd7Aq6s3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OAAAg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\nC4/fulAxxvB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lVKRFw0wKWIWbT4rINuBDrG5fJws32wv8wf/dkEanlFLhG9gZlMHZzHFE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\nnNEz/I0AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "drainage_plot(hmg, 'drainage_area')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We will put a depression in the middle of the topography, and then see what the drainage plot looks like. " - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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9KBiSlJV0vGJ3JIfR4Plly5Z1WkHzzIa0bNmyAa+8nTDua+Jj62hqjuTrLV2t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\ntJ9WjO4VTvcwEZmCk3R8D2e0qfnAGhH5uqruOcwuKcAu4Nbgt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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hmg_hole = HexModelGrid(9,5)\n", - "z = hmg_hole.add_field('topographic__elevation',\n", - " hmg_hole.node_x+np.round(hmg_hole.node_y),\n", - " at = 'node')\n", - "hole_nodes = [21,22,23, 30, 31, 39,40]\n", - "z[hole_nodes] = z[hole_nodes]*0.1\n", - "\n", - "fa = FlowAccumulator(hmg_hole, flow_director='Steepest')\n", - "fa.run_one_step()\n", - "drainage_plot(hmg_hole)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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AiyLyCfARcBlwBaALAimllB/CnqQYY74WkX8Cj2DXkt8M3GWMeTG8kR27JoxI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\nampqmDdvXvvHw4iIiIh0AQ2czzPeOM6iCCtfjJV8o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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "drainage_plot(hmg_hole, 'drainage_area')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As you can see, the flow gets stuck in the hole. We'd like the flow in the hole to move out and to the boundary. \n", - "\n", - "To route the flow out of the hole, we have two options. \n", - "1. Run the **FlowAccumulator** and then the **DepressionFinder**\n", - "2. Run them together in **FlowAccumulator**. \n", - "\n", - "The options look like the following and they are equivalent. " - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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zfyjt5siGDRto3769X6/jKeHy9Rh/E5F/AE8AE4EPgJOAx7BKvkKyVDdAizkq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Fonwv+XxZ4DRr7dVLK/H0BmZiaxsbFkZGQU3bgYlDVexTyhy8jIcJi4E61Wi4uLC5MnT+b5558v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\nVJjDytU1TL/ry7DjSKqpu1e7qOgQEcks4U/ZJJHgX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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# OPTION 1\n", - "fa = FlowAccumulator(hmg_hole, flow_director='Steepest')\n", - "fa.run_one_step()\n", - "\n", - "df = DepressionFinderAndRouter(hmg_hole)\n", - "df.map_depressions()\n", - "\n", - "# OPTION 2\n", - "fa = FlowAccumulator(hmg_hole, \n", - " flow_director='Steepest', \n", - " depression_finder='DepressionFinderAndRouter')\n", - "fa.run_one_step()\n", - "drainage_plot(hmg_hole, 'drainage_area')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "As you can see the flow is now routed out of the hole and down to a boundary. \n", - "\n", - "# Conclusion\n", - "\n", - "This tutorial went over how to run the **FlowAccumulator**. Consider one of two additional tutorials about directing and accumulating flow in Landlab.\n", - "\n", - "1. **Introduction to FlowDirector**: A tutorial that goes over the different **FlowDirectors** present in Landlab and how to create and run a **FlowDirector**.\n", - "\n", - "2. **Comparison of FlowDirectors**: A tutorial that constrasts the different methods in more detail and over surfaces that are more complicated than a simple sloping ramp. \n", - "\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.13" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/flow_direction_and_accumulation/compare_FlowDirectors.ipynb b/flow_direction_and_accumulation/compare_FlowDirectors.ipynb new file mode 100644 index 0000000..30e38a2 --- /dev/null +++ b/flow_direction_and_accumulation/compare_FlowDirectors.ipynb @@ -0,0 +1,1019 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparison of FlowDirectors\n", + "\n", + "## Introduction\n", + "\n", + "Landlab directs flow and accumulates it using two types of components:\n", + "\n", + "**FlowDirectors** use the topography to determine how flow moves between adjacent nodes. For every node in the grid it determines the nodes to receive flow and the proportion of flow to send from one node to its receiver. \n", + "\n", + "The **FlowAccumulator** uses the direction and proportion of flow moving between each node and (optionally) water runoff to calculate drainage area and discharge. \n", + "\n", + "The **FlowDirectors** are method specific and presently landlab supports four different methods for determining flow direction. \n", + "\n", + "1. **FlowDirectorSteepest** Flow is routed to only one node. The algorithm consideres the link slopes leaving from each node and chooses the steepest downhill link to route flow along. In the case of a raster grid, only the links are considered (Landlab differentiates between *links*, which never cross and are located at North, South, East, and West on a raster grid, and *diagonals* which cross and are located at North East, North West, South East, and South West). For raster grids, this method is also know as D4 flow routing. In the case of irregular grids, all links originating from a node are consideded.\n", + "\n", + "2. **FlowDirectorD8** (raster only) Flow is only routed to one node but diagonals are also considered. \n", + "\n", + "3. **FlowDirectorMFD** Flow is directed to all nodes that are located downhill of the source node. In the case of raster grid diagonals can be included using the keyword ```diagonals=True```. Flow is partitioned between receiver nodes based on the relative slope along the links leading to the receiver nodes. The default method for partitioning is based on the sum of receiver slopes (```partition_method='slope'```). Partitioning can also be done on the basis of the square root of slope which gives the result of a steady kinematic wave(```partition_method='square_root_of_slope'```).\n", + "\n", + "4. **FlowDirectorDINF** (raster only) Flow is directed to two cells based on the slope of the triangular facets that can be defined between a node and its neighbors. The steepest downhill facet is chosen and then flow is partitioned between the receiver nodes at the bottom of that facet based on the relative slopes along the facet-bounding links. \n", + "\n", + "In this tutorial we will go over more detailed examples that contrast the differences between each flow direction algorithm. For information about how to initialize and run a **FlowDirector** or the **FlowAccumulator** or , refer to the other tutorials in this section. \n", + "\n", + "First, we import the necessary python modules and make a small plotting routine. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# import plotting tools\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import cm\n", + "from matplotlib.ticker import LinearLocator, FormatStrFormatter\n", + "import matplotlib as mpl\n", + "\n", + "# import numpy\n", + "import numpy as np\n", + "\n", + "# import necessary landlab components\n", + "from landlab import RasterModelGrid, HexModelGrid\n", + "from landlab.components import FlowAccumulator\n", + "from landlab.components import(FlowDirectorD8, \n", + " FlowDirectorDINF, \n", + " FlowDirectorMFD, \n", + " FlowDirectorSteepest)\n", + "\n", + "# import landlab plotting functionality\n", + "from landlab.plot.drainage_plot import drainage_plot\n", + "\n", + "# create a plotting routine to make a 3d plot of our surface. \n", + "def surf_plot(mg, surface='topographic__elevation', title='Surface plot of topography'):\n", + " \n", + " fig = plt.figure()\n", + " ax = fig.gca(projection='3d')\n", + "\n", + " # Plot the surface.\n", + " Z = mg.at_node[surface].reshape(mg.shape)\n", + " color = cm.gray((Z-Z.min())/(Z.max()-Z.min()))\n", + " surf = ax.plot_surface(mg.node_x.reshape(mg.shape), mg.node_y.reshape(mg.shape), \n", + " Z,\n", + " rstride=1, cstride=1,\n", + " facecolors=color,\n", + " linewidth=0., \n", + " antialiased=False)\n", + " ax.view_init(elev=35, azim=-120)\n", + " ax.set_xlabel('X axis')\n", + " ax.set_ylabel('Y axis')\n", + " ax.set_zlabel('Elevation')\n", + " plt.title(title)\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3 topographic grids\n", + "\n", + "For this tutorial we will consider four different topographic surfaces that highlight the difference between each of the flow direction algorithms. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg1 = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg1.add_field('topographic__elevation',\n", + " mg1.node_y,\n", + " at = 'node')\n", + "surf_plot(mg1, title='Grid 1: A basic ramp')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg2 = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg2.add_field('topographic__elevation',\n", + " mg2.node_x + 2.*mg2.node_y,\n", + " at = 'node')\n", + "surf_plot(mg2, title='Grid 2: A ramp inclined in X and in Y')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg3 = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg3.add_field('topographic__elevation',\n", + " mg3.node_x**2 + mg3.node_y**2 + mg3.node_y ,\n", + " at = 'node')\n", + "surf_plot(mg3, title='Grid 3: A more complicated surface')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparing the different methods for each grid\n", + "\n", + "We can illustrate the receiver node **FlowDirectionSteepest** has assigned to each donor node using a plotting function in Landlab called ```drainage_plot```. We will see many of these plots in this tutorial so let's take a moment to walk through the plot and what it contains. \n", + "\n", + "The background image (white to black) shows the values of topographic elevation of the underlying surface.\n", + "\n", + "The color of the dots inside of each pixel show the locations of the nodes and the type of node. \n", + "\n", + "The arrows show the direction of flow, and the color shows the proportion of flow that travels along that link. \n", + "\n", + "The X on top of a node shows if that node is a local sink and flows to itself. \n", + "\n", + "Note that in Landlab *boundary nodes*, or nodes that are on the edge of a grid do not have area and do not contribute flow to nodes. These nodes can either be *Fixed Gradient Nodes*, *Fixed Value Nodes*, or *Closed Nodes*. With the exception of *Closed Nodes* the boundary nodes can receive flow. \n", + "\n", + "An important step in all flow direction and accumulation is setting the proper boundary condition. Refer to the boundary condition tutorial for more information. \n", + "\n", + "\n", + "## Grid 1: Basic Ramp\n", + "\n", + "As with the Introduction to Flow Director tutorial, let's start with the basic ramp. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg1a = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg1a.add_field('topographic__elevation',\n", + " mg1a.node_y,\n", + " at = 'node')\n", + "\n", + "fd1a = FlowDirectorSteepest(mg1a, 'topographic__elevation')\n", + "fd1a.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg1a, title='Basic Ramp using FlowDirectorSteepest')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Reassuringly we can see that the flow is being sent from high elevations at the top of the grid to low elevations at the bottom of the grid. We can also see that all of the arrows are yellow, and thus all of the flow is traveling on these links. \n", + "\n", + "Now let's see how the other **FlowDirectors** direct the flow on this simple grid. We don't need to specify the surface so long as it is the field ```'topographic__elevation'```." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg1b = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg1b.add_field('topographic__elevation',\n", + " mg1b.node_y,\n", + " at = 'node')\n", + "\n", + "fd1b = FlowDirectorD8(mg1b)\n", + "fd1b.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg1b, title='Basic Ramp using FlowDirectorD8')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For this ramp, the steepest slope is down a link, and not a diagonal, so **FlowDirectorD8** gives the same result as **FlowDirectorSteepest**." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg1c = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg1c.add_field('topographic__elevation',\n", + " mg1c.node_y,\n", + " at = 'node')\n", + "\n", + "fd1c = FlowDirectorMFD(mg1c, diagonals=False) # diagonals=False is the default option\n", + "fd1c.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg1c, title='Basic Ramp using FlowDirectorMFD without diagonals')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Similarly, while there is more than one node below each core node, there is only one node that is connected by a link and not a diagonal. Thus **FlowDirectorMFD** with the keyword ```diagonals``` set to ```True``` provides the same results as **FlowDirectorSteepest** and **FlowDirectorD8**" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg1d = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg1d.add_field('topographic__elevation',\n", + " mg1d.node_y,\n", + " at = 'node')\n", + "\n", + "fd1d = FlowDirectorMFD(mg1d, diagonals=True)\n", + "fd1d.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg1d, title='Basic Ramp using FlowDirectorMFD with diagonals')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When we permit flow along diagonal connections between nodes and flow to all downhill nodes, we see a difference in the directing pattern on this simple ramp. The flow is partitioned between the three downhill nodes, and there is more flow being sent to along the link as compared with the diagonals (the links are a lighter color blue than the diagonals). \n", + "\n", + "One issue we might have with the results from **FlowDirectorMFD** in this case is that the flow on the diagonals crosses. This is one of the problems with using diagonal connections between nodes. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg1e = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg1e.add_field('topographic__elevation',\n", + " mg1e.node_y,\n", + " at = 'node')\n", + "\n", + "fd1e = FlowDirectorDINF(mg1e)\n", + "fd1e.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg1e, title='Basic Ramp using FlowDirectorDINF')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In **FlowDirectorDINF** flow is partitioned to two nodes based on steepness of the eight triangular facets surrounding each node. The partitioning is based on the relation between the link and diagonal slope that form the edge of the facet and the slope of the facet itself. When one of the facet edges has the same slope as the facet, as is the case in this ramp example, all of the flow is partitioned along that edge. \n", + "\n", + "## Grid 2: Inclined plane in two dimentions\n", + "\n", + "Next lets look at all the flow directors but with the inclined plane. Recall that this plane is tilted in both X and Y axes, and that is tilted more steeply in the Y direction. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg2a = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg2a.add_field('topographic__elevation',\n", + " mg2a.node_x + 2.*mg2a.node_y,\n", + " at = 'node')\n", + "\n", + "fd2a = FlowDirectorSteepest(mg2a, 'topographic__elevation')\n", + "fd2a.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg2a, title='Grid 2 using FlowDirectorSteepest')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Flow is directed down parallel to to the the Y-axis of the plane. This makes sense in the context of the **FlowDirectorSteepest** algorithm; it only sends flow to one node, so it an idealized geometry such as the plane in this example, it provides flow direction that is non-realistic. \n", + "\n", + "As we will discuss throughout this tutorial, there are benefits and drawbacks to each **FlowDirector** algorithm. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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fWjMzM5k7bRr3TJlCVVISAYmJzJ02jZ5TphiqhcjIyOCtqVOZNG0alUlJBA4ZwltTp9L7qacaXQuRnp7OnEcf5ZHnnqMiMZE255/PnEcfpc/06Y2uhVi5ciWvPPggU2bMoGLgQNpceCGvPPggfWfOZPgp0kunY8WKFbx0331Me/llyhMTCRo7lpfuu4/o2bMZMWJEozTT0tKYfvfdPDdnDmWJiQRfcQXT776bmDffZORp0lanYunSpTwzcSIz3nqLsgEDCP7d73hm4kRi585l9OjRjdJcsmQJT9x6Ky/PnevWvPZanrj1VuLmz+eiU6TCGosvj5rUFxNHTRzAA0qpNSISDGSIyGLPay8ppV4w60QazbmIz5iVTZs2cf/99xMfGwtVVRAbS/f772fTpk2GzEpBQQGPPPIIAxISwG6HhAQiH3mEgoKCRpuV/Px8pngbk6Qkek6ZQn5+viGzkpeXx1PexmTIEHo/9RR5eXmNNivr1q1jurcxGT6cPtOns27dukablZycHGZ6G5ORI+k7cyY5OTmGzEpWVhazvY3JRRcRPXs2WVlZjTYrmZmZvOltTMaOJebNN8nMzDRkVjIyMpjrbUzCw4mdO5eMjIxGm5X09HTmexuTyEji5s8nPT3ddLOi0GalgTrFQLHncZmI5AHhpohrNBrfKrBtDL6ykN25vjgg+E6svriQYUMLbOMG+Kv3F3ap17EDI3f4ZPHpwIED1Q8//FCvYzt27LgVKPXa9ZpS6rW6jhWRnsAyIB6YBNwMHAZW4x59OdDooDWacxSfGVnRaDRnDhdCNdazHUaT04B2+6X1MWQiEgR8AtynlDosIrOBabgHq6YBLwK3NjJcjeacRZsVjUZTJy6l00ANQUT8cBuV/ymlPvXo7/Z6/XVgoWkn1GjOIbRZ0Wg0J6BrVhqGiAjwJpCnlJrhtb+rp54F4GpgXV0/r9FoTo02KxqNpg4Ep/KpzgYNxuQeKucDE4AcEamZp/8Y8EcRGYjb/20BJpp1Qo3mXEKbFY1GcwIKcPlWG6ZGYeJsoOVQ51DUV6acQKM5x9FmRaPR1IlOA2k0muZCszIrDoeDffv2mapZVVVlqh40zRTTpogTdKy+8vuHppsS7nA4GvwzSgl2pWcDaTSa5kGzMisajaZ54C6wbdlpIL3uj0bjO2izotFo6qDlF9iCTgNpNL6CNisajeYEdIGtRqNpTmizotFo6sSpm8JpNJpmgjYrGo3mBBSCXbXsjwellC6w1Wh8hJb9aaTRaBrFuVBgC3pkRaPxFZrUrIjI/cDtuD/7coBblFJHmvKcGo3GOArRaSCNRtNsaLKvTiISDvwNGKyUigeswPjG6i1atIj8/Pzj9uXn57No0SJDcWo0vsKsWbNIS0s7bl9aWhqzZs1qkvO5sNRr82Vqpi+fbtNoNGeXpv6ksQEBImIDAoFdjRWKjIzkjTfe4MfNm/kmJIQfN2/mjTfeIDIy0pRACwtDWbAgnsLCUFP0AAoKQvjss34UFISYpgmQl9ee+fP7kJfX3jTN3Ny2vP9+JLm5bU3TzMkJ4t13u5GTE2SaJkBWViBvvtmZrCzzmqhlZrbm1Vc7kJnZ2jRNgIwMf155JZiMDH/DWklJSdx22228sXgxL+3ZwxuLF3PbbbeRlJRkQqTHoxQ4laVemy+jzYpG4xs0WRpIKbVTRF4AtgFVwCKlVKOHQWJiYrjirrv4cM4cSBkHqQu4/q67iOnVy3CsO7e3Yvr0i7HbbdhsLh5+eBFRUaWGNAsKOvDUtJFU223YbLFMnbqU6Oj9hmPdsaWKyZPHemJVPP30SmJjDxrSzFsfyEMPDaC62oafX0+efz6TuLjDhjRzcoL4219jqLZb8fNTvPxyHgkJ5YY0AXKyFRMnRlJd7Yefn+K11zaRmFhpSDMzszV//nMY1dVW/P3h3Xd3kpRkPFuZmXGQP46Podpuw89PMW9eKcnJ1Y3WGzlyJA/9+988PHEikjIOlbqA5+bMYeTIkYZjPRHB1cLb7WsjotH4Dk2ZBuoAXAX0AroBbUTkxjqO+4uIrBaR1eXlp76ZHUlOhpQUmPsepKS4nxskKGA/Rw/txWG34nJZcDgs5OWFGVR1caBkH3aH5Zhmbm5nw7G2b7OZvTt2eMUq5OR0NKRpETvFWzZit7tjtduFrKwOhmPdsO4Qdod4NC2sWWN8xMYqh9m0LgO73YrLJTgcwurVxkdtslcXYrfLsetftcp4O30rO8halUa13YLTKdjtws8/tzKsW5aYiKSkoOa+h6SkUJaYaFizLhRQrWz12nwZl8tVr02j0ZxdmnIM92Jgs1Jqr1LKDnwKjKh9kFLqNaXUYKXU4KCgU994WmdkQGoqTJgAqanu5wYICtjP2CFzSR6Yj9WmsFhc2GwuYmNLDKi6SIpK5aqxn2Pz0oyL22Mo1vZtNjOk7xzi4/djteHRVSQkNH4tJYvYiYt4lYtHfo/No+nnp0hMPGAo1pDAVVx98cv4+bmwWBR+fi4GDTI2UmOVw/Tq8CSjRqzBzw+sVoXNphg82NhoTXv/j7h05Kv4+SmsVoWfn2LYMGPrCVnZQaj1fi4YvgM/Pzmme955Rw3pAgRnZaFSU5EJE1CpqQRnZRnWrAuF4FL123wZnQbSaHyDpvxatA0YLiKBuNNAY4DVjRXLz8/nyzfe4Pq77uJIcjKtu3bly//8h663305MTEyD9WqMSnllB8pUIg8/vIi8vDBiY0sMpIDcRiWycyY7Sm9iypRl5OZ2Ji5uj6EUUI1R2X0wHr/2Q3j66ZXk5HQkIWFfo1NANUYluPU2Wofez/PPryUrqwOJiQcMpYBCAlfRp9NsAvxTmDUrnzVr2jFo0GFDKaAaoyLioHPva5kzp4jVq4MYPLjcUAqovf9HhPi/S1T8fbz7bgmrVgUwbFiVoRRQjVFxqAj6DrqZefNK+fnnVpx33lFDKSBwF9NOv/tunpszh7LERIKvuILpd99NzJtvNkkqSE9d1mg0zYWmrFlZJSIfA2sAB5AJvNZYva1bt3L77be7a1T274deveh6++1s3bq1wWbF26gsyRyPw+lPVFSpwTqVX43KT+tvYu/BPkRH7zdcp+JtVLK3/AmwEBt70FCdirdRWbv1fiqPdiMu7rDhOpUao7LrUAo7D15NQkIFCQkVhjS9jcrmA4/jcHUgMbHScJ1KjVHZe+Q+yhwXk5R0xHCdirdR2e96GkUAycnVhk1KDZmZmbzpbUzGjiXmzTfJzMw03awowOXjxbOnQ4+aaDS+Q5MmnJVSjwOPm6H129/+9oR9MTExphgV45xoVMygLqNilLqMihnUNiqYUJxZl1Exg9pGxQzqMipm87e//e2EfSNHjmyyAltnCy+wBT2yotH4Cr5dHddAtFHRRsVXjcqZ5lwYWQFtVjQaX6Hlfxp50EZFGxVtVOqPUoJdWeu11QcRuVRE8kWkUEQeqeP1HiKyREQyRSRbRC43/aLqQM8G0mh8g3NiZEUbFW1UtFFpOGY1fBMRK/BvYCywA0gXkVSl1HqvwyYD85VSs0WkP/AV0NOUAE6CrlnRaHyHFm9WtFHRRkUblYajwMymcEOBQqVUEYCIzMPdg8nbrCigphlPOwx0u24I2qxoNL5BizYrbdscYOyQj002KsrHjMobPmFUbJYyenWYro1Ks0EaMrISKiLebQleU0p5z/wLB7Z7Pd8BDKul8Q9gkYj8FWiDu09Tk6PNikbjG7RAs6IAoW2bA1x5/keUV4aYZFTcH2pDY78msnO2SUbFBVgICd7KkL7vmmRUFKCwiJNBfd4iuPVOk4yKO9ZObVfTp9NbJhkVt6bNUkZM2HOIOE0yKm7d0MDPCfF/3ySj4tb0k52EWh/1KaPidDob/DPuAtt6/25LlVKDT/F6XUK1XcIfgXeUUi+KyHnAXBGJV0o1acGINisajW/QrMyKw+Fg377Gd2QFGJm0lvVFPbn8vMXsPxTMwuW/xe4oM6TZIfgAYaG76dpxN7275vP1z1ezq7Q9YCzWIbHL2ba7N+fHfcr23dGsWHcJCmPdY7uFFuJyWYiNXEVwQDE/Zt1OWWUrQ7EKTmIjl3Coogux4fMpLL6YwuJRgLEeMpGdlrGvLIp+vf6HcjpYs/kBqp0uQ7HaLBV07fAToAgL+pzNpbdTWpFkSBMgvP2n7KsYRr8u06myd2PLgQdQVALG+r14U1VlrHOumSik3sWz9WAHEOH1vDsnpnluAy4FUEr9LCKtgVDAWOvnU6CU0sWzGo2P0KzMilHaB5dxXmIOQxNyKSntyPxFY/Dz9zOsOyJxFT3CtmMRReqyyyk93MOwZtfQbSTF/EJ8nzVsKY7il7wUlMHUj+Aiqe8PBAUcwOnyY3H6BKpdXQzH2jMsg+juyxBRbNg2mq2ll2I09WOzHCGq6yKiw7/kSHV7VhXcjdWvneFYe4R+Q3jIUixiZ8OumyizG+9B0sq2m67tFhDW9msqjvZm2+FHUJi7OnNzxGXeZMF0oK+I9AJ2AuOBP9U6ZhvuLtfviEgs0BrYa1YAJ0OPrGg0vkGLMiujBmVitbqwWl04nFZa+Vdj9HtTWMcSoiI2A1BRFUhg60ow1ugVUAyLSwPAz+ZAKQtWqx2H09hCdz27rqNDsPuLaFVFEK1blVNt8Mu61VJNbI8fsFqcuJQFq8WB4EJh7Ft3ry5L8Pdzd7d1uFrhb6ug4cmK42ll20/3kCVYLA4cztb4WSvA7k4LGqF7h4+xiBPEiQsbVksVDlfLNitKgdOkdX+UUg4RuQf4FrACbymlckXkSWC1UioVeAB4XUTux50iulmdASehzYpG4xu0GLPSpeM+4qLcpmLj1u78mDGI8so2BAYaUVVcMHAlAGWVbViVM4SCbVG0Nnif6tVtI5077MalhIJt/cnYMAIlxoyKxeIgMepHAA6Wh7J240Xs3t+TAIMlFVHhKwhoVYbTZaNw53nk7xiNn78xo+JvO0zPLu5YD5T3ZMOOcZQf6Wo41p6dF2CxOLA7A9lWegm7DoyidYCxG24b/yI6tlnljrVyENsPXIvYzCn+be6YuUihUuor3NORvfdN9Xq8HjjftBPWP64zfUqNRtMIWoxZuXDwGnbs7sSS9GR27Dae+gDo1W0roe33sXztcLIK4nE4jaeURJwM6b+cLcV9SF9/PgfKQgEMmiqI7p6BiOLn3Cso2pWIMqFHhr+tkujw5WwuSSZv62+oqm4PgJ/BWuWoros4Ut2B/J1XsudQHGbMJmrTaied22awrfS3bCu9BIerjWFNgO4d5lN2pC/bD1xP+dFoAAJazF/NyXGvutzye0Zqs6LR+AYt4mO3XVA5azbEsHFrBGbc+Gpo5X+UtxfcwNFq84b8O7bby7LM31Kyr7tpmiIu7E5/UpffhdNl3FDV0D5oFz9m30FZpTnmD8BmqeJgRSR52682nEryJsB/N78U/oOjjhDTNP1te9l9+LccrErCzP9XvkJLXxtIN4XTaHyHFmFWDpUHcag8yHTdDVsatkhifSg9GGa6plIWNu1MMl13z8Eo0zUdrgB27R9ium5p2SDTNasdnah2dDJd1xdQCA6XeWayuaJnA2k0voHPjPOmpaVRVFR03L6ioiLS0tLOUkQazZnl9ddfZ+XKlcftW7lyJa+//nqTnM+F1GvzZWpGV063aTSas4vPmJXw8HDmzZvHypISloaHs7KkhHnz5hEeHm6K/pYtXfnuuyFs2dLVFD2AoqIufPNNEkVF5qVRAAoLQ1mwIJ7CwlDTNAsKQvjss34UFJiXRsnLa8/8+X3Iy2tvmiZAbm5b3n8/ktzctqc/uJ7k5ATx7rvdyMkxd4QuKyuQN9/sTFaWwaIkICEhgXvvvZe5aWm8WlbG3LQ07r33XhISEkyI9HhqZgPVZ/NlzDIrIhLhWYgxT0RyReRez/4QEVksIhs9/562OltErCLSzbO4Yw8RMd4rQaPxcXwmDdS7d29+c+utLJw7Fw4dhNQFXHnrrfQOM55W2bIljNmzr8HhsGKzObnzzk/o2bPYkGZRURdmzrwSu92ted99C+nde7fhWDdt6sBzz431xOri4YcXERVVakizoCCEJ58c5dGMZerUpURHG2v4lpfXnsmTh2G3W7DZFE8/vZJiAIcdAAAgAElEQVTY2IOGNMFtVP7+94HY7Rb8/Hry/POZxMUZm0uekxPEX/8a69F08fLLeSQklBuONSurNRMn9qa62oKfn+K11zaRmNj4JnLDhw/nnhdeYNqkSUhKCio1lSkzZjB8+HDDsdZFSy+wNXnUxAE8oJRaIyLBQIaILAZuBr5XSj3rWW36EeDhk4l4lht4HNgNxzovKGCAWYFqNL6IT30aHU1OhpRxMPc9GDfO/dwwCnXEgcspKGXB4bBSWGi8+HXX9iCcHk2n00pBgfF1eSwWB0cOleJ0WHC5LDgcFvLyjJu17VtcOJ1yTDM3t7NhzfW5wTjsNZpCTk5Hw5oAWzbuxeEAl8uC3S5kZRmfRpy9VnA4FC6XYLdbWLPGjBEbFwU5edjtbl2HQ1i92vioTcXAgW6jMncukpJCxcCBJsR6Iu7ZQPXbfBmzRlaUUsVKqTWex2VAHu41ka4C3vUc9i7wu9NI3QvEKKXilFIJnk0bFc05j0+ZlVYZGZC6AG68ERYscD83hOI3g5fxh8u/wmpzIeLCZnMSFbXDkGqXkF3cfv3b+NmcWCwurFYn0dHGFpG1WByMHvgRl4z6EavNhcXiwmZzERtbYkg3PDSHG1LexM9LMy7OWIdzP2s54694FX9/u0dTkZBgrN09QETHb7l67Dv42RQWiws/P0ViorHlCVrZSrjmtzPw93Nitbrw83MxaJDRrn8uwoNf45JRH+HnB1arwmZTDB5sfLSmzdq1qNRUZMIEVGoqbdauNax5MnTNynFmJVREVnttfzmZpoj0BJKAVUAXpVSx51zFwOm+CWwHDplxbRpNS8Jn0kBFRUX8MG8eV956K0eTk2nVvj0/vPUWncePp3fv3o1QdBuV2F75pG6/nP/7v08pLOxOVNQOQymgLiG7uOy8T9ha0oe//W0h+QXdiY7eZSgFVGNUQoJLKFMX8/DDi8nLCyM2tsRQCig8NIeh/eazYdtoJk9JIze3M3FxewylgPys5QyNno1FHPzzmWWsWduDhIR9hlNAER2/pXfnz6l2/Jnpz2eRldWBxMQDhlJArWwlxIb9kyMdw3j55fWszujIoEGHDaaA3EalfUAaXfs8ypw5m1m9OojBg8sNpYDAXUz7yoMPMmXGDCoGDqTNhRfyyoMP0nfmTNNTQQr0bKDjOd1ijQCISBDwCXCfUuqwSIPNXBHwo4h8CRyt2amUmtFQIY2mJeEzZmXnzp2MHz/eXaOycyeEhdF5/Hh27tzZCLPiZVSWXc723d3p2bPYcJ2Kt1H5MeNSevXeS6/expY38TYq362+kUMVnYiKKjVcp+JtVPK2jSE6er/hOhVvo7Kq4G6iou1ERW8ypAm/GpUNu/7M7kPDiYs7bLhO5ZhRsYdRsGcScfFHiYs3NvrlbVS2HHiUCns8iYmVhk1KDTk5Ocz0NiYjR9J35kxycnLMr1tpASme02H2TB8R8cNtVP6nlPrUs3u3iHRVShWLSFdOvzDjNs/m79k0Gg0+ZFZGjjxxQbrevXubYlTMoLZRMbooIdRtVMygtlExo+FZbaNS7TBnpk5to2IGtY2KSxlb6sDNiUbFbO64444T9g0fPrxJCmwV+HyKpz6YZVbEPYTyJpBXaxQkFfgz8Kzn3y9OE88THr1g91NlPHeo0bQAfMasmIM2Ktqo+KZRORu09JEVMLXd/vnABCBHRGoKiR7DbVLmi8htuEdMrj2ViIjEA3OBEM/zUuAmpVSuWYFqNL7IOWRWtFHRRkUblfqi0GalgTrLOfkf1JgGSL0GTFJKLQEQkQuB14ERhgLUaHycc8SsaKOijYo2Kg3B3W7fpyYLNhilVHNst9+mxqgAKKV+FBFzVuXUaHyYc8CsaKOijYo2Ko1B16ycFYpEZAruVBDAjcDmsxiPRtMsaNlfnbRR0UZFG5XGodBN4c7O2kC3Ap2AT4HPPI9vOZMBaDTNkRY8sqK4ZMRKYnttMtWodA0t4bLzFppqVKwWB6MHfmG6UenRZT1D+31uqlHxt1UwNPod041K7y7f07vzl6YalQD/3cSG/UsblUbQnGtWRCQNWAakAT95OsY2iuY2sqKUOgD87WzHodE0N5qVWXE4HOzbZ6zTaXiXg+za3Y7f/zaHhKgdvLdwJEU7AoDG69qsTjq0K6e1v52rRi+jYGsPFi4bgvtzpfGEddzH3oPtuWbMEjoE7efj71LYf9hiKNbA1hWIQLfQYi5I+I7M/GFkbBgIGOuhEtpuN2VVbbny/I9QLsU3qydwpNpuKNb2Qbs5VBFKbOQqosN/YHXBH9i2p68hTVC0D9qFw9GKYX3eoKyqCxmFf8bpKgcaPwu0beB2DleGE9/jI9q1ziB76z0crOxqMNbjqaqqMk3LG4fD0aifa65mBfcU4AuAa4DnReQokKaUur+hQs3FrIjIv5RS94nIAtxe8TiUUilnISyNptnQrMyKUawWFxNS1lC8N5h+vfby5idD2VVqfMXjoQmFREcWE95lPxs2d+Prn85HGVzkLaD1Ea797Xfs2R9Cl477+eT7q9h/2PiKx8PjV9MmsIKeXbeRnjuIrE3nYXREJaTtXsYMWYjD6YfF4mLx6ps4Um10nRvF4H6LqLa3JqJzPivWpVByMMmgJnTrmEdMxI8E+B+mrCqUtZtvx+kyNqIi4iCp97scruxGp3YbyNl2DwcrYwzH2pypWRuoOaKUKhKRKqDas10ExDZCp9mYFX6tUXnhrEah0TRTWpRZGZa4jdAOlYR2qOT7lX0o2hFC69bGNFv7VzNqcB6BravZf6gNi1YMMGxUAM5PzCYo8AhBgbv4Ku089h82viBf++ADxPXJw2JR7Nobxpr8RKw24zecof2X0y7oEC6X8PXPv+dItfHJCV07FhEWshWAzbvi2bY7Fn+DWRrBSVzPRbQN3Eu1vTVZm8bhxHjqp0foCgJb7SOw1T4Ki8dyqDLKsKYv4Gymqy6LyCagFHgfdyO2vyqlGjWtp7nMBlJK1Sx0NlApNdP7NRG5F1h65qPSaJoPzfPTqBH4+zkYO6IAAKdTaO3vILC13bDuBckbCGxdDcDRaj86hxhd5A7aBZUxKDYfgGq7jbZtKvGzNW6o3psRA37BYnF/U3Q6rbQLMh5r19Dt9AhzT0Y4am9N++D9iBj9NqpI6vvDsWciLgJaGW/UGdllDW0D3csb2B0BtG1TQh0j6g3CZjlCVNdFALiUBT9rFTarOe3zmzOqeRfYzsLdYO2PuOs7/iwifRoj1AwLbP9cx76bz2QAGk1zpMWMrIweUkRwm2rWbujKN2kxlB5wpykCAxuvGdymkvMSN7L/UBu+XxXPuoIeKISAAGOxjkpeC6LIWB/DT2sTqagKIDDQz5BmWMcS+vYoYs+BUH5aO5xtJd3BcKyKYf3TsDv8yC5MJrtwMHaHP4GBxjxuz7B1hLTdTfG+nmRu/A37D3cDMBSr1VJN/8jvOVLdhg3bLqKoZAhK2QgMNHYz7dllCf5+Fezan8TGXZdRebQTAUb/A/gIqvmmgWYCMz2LBt4C/APoDjR45cXmkgYSkT8CfwJ6iUiq10vBmFkY1cRkZGR0ttlsbwDxtKAvw5omxwWsczgctycnJ9e5flaLMCtBgUcJ73KImf+9gO0l7U3THZZQyKIVA1i9rjdOk1ag7RyyH4u4eP2T33HgsDkzaUARH5XHNyvGkL+1L2bM+gGIDCti78EufLvqKqqOmtOXyiIOenTZwPcZf6R4X2/MirVnlww2lwxh484LcDjNmPUD/rbDtA3cxU95kzhcGWGKpu/QfGtWRORF3AW2QcBKYCrumUENopnVrKwAioFQ4EWv/WVA9lmJqBHYbLY3wsLCYjt16nTAUjPMq9GcBpfLJXv37u1fUlLyBlBnMXmLMCtHq22889lgzLrx1bB0dX/sDnPfov2H2vLFj6NN1RRRLEkfZZqhqmHH3h5sLWnU6PpJEVEsy/oDZv+utuxOxukyd5Fah7M1azbdZqqmL9FcR1ZwG5TpSqndRoWai1lRSm0FtgLnne1YDBKvjYqmoVgsFtWpU6dDJSUlJ+0F0aRmRUTaAzVDggq4VSn1s9nnsTvMvUn/qmv+2+Nwmq+plAVnE3w0OJ3GUlN1arrM13TrmmtUAFzKfE1fQSlwupqnWVFKfSQiKSIyyrNrqVJqQWO0mkuBbQ0iMhx4GffsJn/cqa0KpZRZw7BNjUUbFU1j8Py/OWnqsKlzijOBb5RS/YBEIK+xQunp6Wzfvv24fdu3byc9Pd1YhBqNj/Dee++RkZFx3L6MjAzee++9JjmfC6nXdqYRkX8C9wLrPdvfPPsaTDMssH0Fd+HwRiAAuB23edHUk23bttmuvPLK3hEREfF9+vSJGz16dFR2drY5uWEvhg4dGhMfH39syvyyZcsChw4d2qCeBkOHDo1ZtmyZgcrKc4cmMysi0hYYhXtqIUqpaqXUwcbqhYWF8eWXX5J54ADpffuQeeAAX375JWFhYabEu2NHBD/9NIodO8yrTdi2LZylS0ewbVu4aZoAW7Z05bvvhrBlS1fTNIuKuvDNN0kUFRnvS1NDYWEoCxbEU1gYapomQEFBCJ991o+CAuN9aWrIy2vP/Pl9yMszr+YJIDe3Le+/H0lurvEvxrGxsUyePJmP0tN511HNR+npTJ48mdjYBrcYOS0KdxqoPttZ4ApgrFLqLaXUW8Clnn0Nor5G5UynipRShYBVKeVUSr2Nu4+Mph64XC5SUlKiRo0aVbZ9+/Z1mzZtyv3nP/+5c9euXfUa0m1oA8V9+/bZ5s+f7yujXj5NU6aBegN7gbdFJBHIAO5VSlU0RiwiIoJh11/Pj599Bk4HpC7gwuuvJ6KD8f4k9qpg5s37M9XVflitTm644W26d99++h88BTt2dOW/747naLUfNpuLW275Hz167DQcq6PSxZw5V1Nd7YfN5uTOOz+hZ89iQ5rbt7Xn5VmXUV3tj9Xm5L77FtK7t7FygMLCUKZPvxi73YrNNoCHH15EVFSpIU2A7VusPPXUBZ7rj2Xq1KVERxvrzpuX144pkwdTbffDZlM8/fRKYmMb7auPsbXwMA89dD7V1X74+fXk+ecziYtr/HTy5ORkbn3ySWZMmYKkjEOlLmDStGkkJycbjvVEmm+BrYf2/NqWuV1jRZpLzYoXlSLiD6wVkem4i25b9KrL331Hm++/J3jMGMouvphG3R9qWLhwYbDNZlMPPfTQ3pp9I0aMqAK3kbnzzju7//DDD+1ERP39738vvuOOOw4sXLgweNq0aV07d+5sX79+feCmTZty//Of/4TMnj27i91ul0GDBlX897//3WqznXi7vOeee3Y/++yz3a677rrj/rArKyvlpptuiszOzg60Wq1Mnz59+7hx48rKy8tl/PjxvQoKClr37dv3yJEjR479kX366adtn3zyyW7V1dUSGRl5dN68eVvatWvnuuuuu8K//fbb9larVV144YWHX3vttR1G3iNfpSnTQDZgEDBbKZUEVACP1D5IRP4iIqtFZPXp2o3bhwyBceNg7nswbpz7uUEiwkoJtPljt/uhlBWn08rWrb0MaVqtTgItTux2G0pZcTgsbN4caTjWqIhNVJfj0bXgcFgpLDS25lEr/yo4chC73YZLWXA6rRQUdDMc676SozgcFlwu9/Xn5RkfAQtqXcrhvbuwV9twuSw4HBZyczsbVHWxZ/su7A6rR1PIyeloONZ2AYXs3LzlWKx2u5CVZdxYVyYlQUoKau57kJLift5EKFW/7SzwTyBTRN4RkXdxfxF6pjFCzXBkZQLuz+V7cH9mRuBeVqBF8t13tLnySqKnTyf8yiuJ/u47Y8YsOzs7IDExsc5GSP/973/b5+TkBOTl5eV+//33BVOnTu2+detWP8/PtXn++ed3btq0KXfNmjWtP/7445DVq1dv2LBhw3qLxaJeffXVOj8URo4cWe7v7+9asGBBsPf+5557rjNAQUHB+vfff7/oL3/5S8/Kykp54YUXOgcEBLgKCgrWT506tXj9+vVtAIqLi23PPPNM12XLlhWsX78+b9CgQZXTpk3rsnv3butXX33VYePGjbkFBQXrn3nmGWPfTH2YpjQrO4AdSqlVnucf4zYvx6GUek0pNVgpNfh0/Sv80tNhwQK48UZYsMD93AARYaVMSFlGZGQRFosTESdWq5PIyMavyG61OrlmzBIu+81SLFYXIk5sNhe9em01FGtUxCYuG7GYTmGHsVpdiLiw2ZxERTXeZLfyr+KK8z9m5PDVWK0Ki8WF1eokOnqXoVj791zBH8d9gM3mwmJxYbO5iI0tMaQZ1LqUkQPeZHDSJqw2dUw3Lq7OKfn1xEVcj48YN+ZzbMc0FQkJxtpatAsoJKHHywwYcBibH1gsLvz8FImJxtaSAgjMzITUVJgwAVJT3c+biOaaBlJKfQAMx70y8afAeUqpeY3Uam5mZZA7LHVYKfWEUmqSJy3UIvn+e4LtdiwuFzgcWL7/nuDT/1TjSEtLC77uuuv222w2IiIiHMOGDStfvnx5IMCAAQMq+vXrVw3wzTffBK9bty4wMTExtl+/fv2XL1/etqio6KQ1L4899ljxM888c1xOfsWKFUE33XTTPoCkpKQj3bp1q87JyWm9fPnyoAkTJuwDGDZsWFV0dHQlwI8//thm06ZNrYcOHdqvX79+/efNm9dx27Zt/iEhIc5WrVq5xo8fH/nuu++2DwoKal4V4WeQJksDKaVKRGS7iMQopfKBMbiL4RrF9u3bWfXll1x4/fXYhwzBz2Zj1YcfEnrFFURENLzOpMao5G/uxqbiYG644W22bu1FZOTmRqeAaoxKWOg+fvglmVtueZ/NmyPp1WuroRRQjVH5JTeZCld77rzzEwoLuxMVtaPRKaAao2K1ONldEcu99y2koKAb0dG7DKWA+vdcQVLfH1ixLoWHHvqOvLwwYmNLDKWAaoxKeVUo1f6DmTp1Kbm5nYmL22MgBeQ2KuEdMyjefwdPPfULOTkdSUjYZygFVGNUSsuSCOoyguefzyQrqwOJiQcMpYDAXUz71tSpTJo2jcqkJAKHDOGtqVPp/dRTpqeC3LOBmldPLxGp/WWnxql3E5FuSqk1DdFTSjW72UC4e0z8S0SWAfOAb5VSxttbN1PGjKHspZdwORxYbDZcY8bQ6BW0ARISEqo+//zzOocwT2U6AwMDXV7HybXXXrvv3//+d70+tFNSUsr+8Y9/hC9fvvzYqNCpziVyosFXSnHBBRccXrBgwQnflNeuXZuXmpradt68eR1mz57deeXKlQX1iaul0dR9Vv4K/M+Tgy3C3W2yUZSUlHDFFVe4a1QKC6FDB0KvuIKSkpIGmxVvo/Lpd0NRykL37tsN1al4G5X3v/otpQc70KPHTsN1Kt5GZdU6d9qrZ89iQ3Uq3kZl4fJrqTraht69dxuuU/E2KpuLBxAVVWq4TsXbqKzInYDT5U909H6DdSq/GpXVG+9gf3lfYmMPGq5T8TYqG3bdBFiIizts2KTUkJeXx1PexmTIEHo/9RR5eXlNUrfS/Mo5jmuWVhsF/Kahgs2tZkUpdYuI+AGX4e5o+x8RWayUuv0sh9YkXHwxFQsXUmBWzcq4cePKpkyZIi+++GLoAw88UAqwdOnSwPLycsvo0aPLXn/99U733HPPvj179th++eWXoFmzZm3Pzs4+bkj/0ksvPfz73/8+6rHHHtsdHh7u2L17t/XQoUPW6Ojo6pOd9+GHHy6+7777ekRERFQDXHDBBeXvvfdeSEpKSll2dnar4uJi/wEDBhyp2T9u3Liy9PT01gUFBYEAF154YcUDDzzQY926da3i4+OPlpWVWTZv3uwXGRlpLy8vt1x//fWHLrzwwvLo6OgEI++PL9OkZkUptRYYbIbWkDrqUyIiIkwxKkapy6iYQV1GxSh1GRUzqG1UzKAuo2KcE42KGdRlVMzmxhtvPGFfcnJyExXYNr+mcEop02fFNDezAqCUsovI17gNWABwFe4pzC2Siy+mwqhJqcFisZCamrrprrvuivjXv/4V1qpVK9W9e/ejL7/88vbLLrusfMWKFUGxsbFxIqKeeOKJHT169HBkZx/fIDg5OfnI5MmTd44ZMyba5XLh5+enZs2ate1UZuX6668/9OSTTx4bAXvooYf2TJgwITI6Orq/1Wplzpw5WwICAtSDDz64Z/z48b2io6P7x8XFVSYkJFQAdOvWzTFnzpwt48eP711dXS0Ajz/++M527dq5rrzyyqijR48KwFNPPWVs5ocPI83pj7VLly7qhhtuMFUz0GtxILOMindtjVlGJbDWIkZmGRXvWM0yKrVjNcuoeMdqllE5PlZzjErt2iqzjErt99UsbrnlFvLy8hrkPFpHhaue0yfW69j8ax7PUEqZ8qXkVIjIM0qpxzyPxyqlFhvR69Wrl3r88cfrdewtt9xypq7xUmA87unKPwIfAot8JRWUlZW1JTEx0fi0P805SVZWVmhiYmLPul5rXknpJkSPqOgRFV8dUTlbqHpuZ5BLvR4/Z1SsmfZZuRn4HIhWSv1ZKfWVrxgVjaYpaTmfrKdAGxVtVLRRaSDK3NlAInKpiOSLSKGInNDCwHPMdSKyXkRyReR9U6/nJDQ3s6KUGg9kAiMBRCRARJpshoxG4yu0iIUMT4U2KtqoaKPSOJRJawOJiBX4NzAW9wyedBFJVUqt9zqmL/AocL5S6oCI1NVAp7OITMK9CmbN41/jVWpGQ2NrbrOBROQO4C9ACNAH6A68ins2pUZzztKizUpkt/1MSPnFVKNi8yGj0tq/iivO/9InjEpw4H5GDnhPG5VmhIkDCkOBQqVUEYCIzMNdNOrdyuAO4N9KqQPuc6u6Gui8Dsf6cHg/bjTNqWbPw924369VAEqpjScxbhrNOUWLMytWqxOn00pkt/3cca15RsVqcSICf7z8J8JCD5piVKwWJ06XlX49t3DZiGWmGBURF4LC36+a3/9mAVaLMsWoWCwOXC4biX1/IanvclOMikUcuJSN4MD9XDx4LuVVnUwxKm5dC4OiviC8Y5YpRqUm1g5tikjo8ZpPGZWGrncCv64NVE9CRWS11/PXlFKveT0PB7xnMewAhtXSiAYQkZ9wrzT8D6XUN8fFpNQT9Q2oPpyNdX/qwVGlVHVNLw4RsXHGS4M0muZHszIrTqeTffuMdQ+95ZpNrMrqyO1/KCAztwP/WxiF58tao+nV/RB9ehwkuucBunQ8zH/eH8HufS7ASKyKP12ZybqNYaRclMnS1bEs+aW3QU1IjNmCUsL5SfmgnMxdcBkVVUeAI43W9LPZuXh4OgcOBzO0/xoWrfwNG7aEG451eMIvFJeG8ZtBP7L/UDsW/3IFDqehnlC0CThMfO+1+PsdJaJTHj9kjGf3gRDjsfZfwJaSOJKjPmZnaRyrC64AjHek9eZ0y02cURRQf7NSepqZMnUJ1b4B24C+wIW4Ux9pIhJvZPHT+tAMzcpSEXkMCBCRscBdwIKzHJNGc9Zp/l8LG0Bkt3JGDd3DA7flsXZ9B16fH2VCrwjF7y4u5KqLC4noephZ/x3E7n3G690GxBQzqP8ubkxZw/c/R7Hkl3jDmjarkzHD1vH7sauwWZ28/fmFVFSdegmD+jA4Lo/E6I1cOHgNC5ddwIYtDVoFvU4CW1cwqF8WV43+koNl7UhdejkOZ70WRj11rP1+ZkDUavp2z+Prlb9j94GehjVD2u4iqnsWY5LfZ9ueGFYX/J4W9qdTJyauDbQD9xo3NXQHaq/psAP4QillV0ptBvJxm5cmpbkV2OJeP20vkANMBL4CJp/JAHwdq9Wa3K9fv/41W35+vv+yZcsCb7755oa3Oq+D8PDwhOLi4hO+6B86dMhyww039IiIiIiPjY3tHxcXF/viiy8aWnJ+1qxZHW+66aYeANOnT+/0yiuvNGrhsvz8fP9XX321zmXq8/Pz/UUk+emnnz6Wbrzpppt6zJo1q97nys/P9+/bt29cY2KrLy3qE/cPl20DwGKBLp2qaBd80h4+9Sa+7z6iIg9iEWjl7ySiq7Fv/u74XFw2aoP7sUB4l8P4+9kN6w6JL6R920osAoEB1XTqYLxzakCrIwwfsI6aDtHhnfdgEadh3WHxq/GzORCB4MAK2rYx/r52aLuX6B65iIBYXHQJKcb4CLoiqe8PAIhA28D9tPYrNxxr80dQrvpt9SAd6CsivTzdrMcDqbWO+Rx3bxFEJBR3WqjouIhE7vX8e77BizuGy+Wq13amUEq5lFKvK6WuVUr9wfO42Q3/NGdatWrl2rBhw/qaLSYmpnrUqFGV77zzTpM2VLvhhht6dujQwblly5Z1eXl56xcvXrxx//79J5iaxqRlAR566KG999xzT6OGiDdu3Njqww8/rNOsAISEhDjmzJnT2XsV6OZGizEr/aMOEh99CLtD+GZZV2a8FcvBwydde6peiCiuuti9hljR9rb8538D+SW762l+6vQMG7CdTh0qqTpi48ul/XgvdRDVdmOjCq38qxk9JA+A/M1defvz0Wze2cVwrCMG5tDa305ZRQBfLz+PRT8Pw6WshjTbBx8kvk8eSsH6ohg+/WEc+w+f9O+o3gzt/xMicKAshO/Sr2RtwVDqzkDUn64di+jacQtOp5X1W4azZM14jtjbGo7VJzCp0YqnT8g9wLdAHjBfKZUrIk+KSIrnsG+BfSKyHlgC/F0pVfuDuWa5jpcNXJV3XM1mZEVEckQk+2RbkwdwFvnuwIE2jxYVhX134IA5MwDqYOHChcEXXXRRFMDNN98c8eCDD3YF+OSTT9oOHjw4xul0smvXLtsll1zSJz4+PjY+Pj520aJFbQBKSkqs559/ft/Y2Nj+f/rTnyLr+v+Qm5vbau3atW1mzpy502p1fz5269bN8fTTT5fUnH/YsGHR48aN6xUTExMHcPHFF/eJi4uLjYqKinvhhReOjcDMnDmzY8+ePWfwrzQAACAASURBVOOHDBkSs2LFiqCa/ZMmTeo2derULjXnGzlyZN+4uLjY5OTkmMzMzNYA11xzTc+bb745IikpqV/37t0T3n777Q4A/+///b/w1atXB/Xr16//E088cULBdkhIiOOCCy4o+/e//33CaMqKFSsCEhMT+0VHR/cfO3Zsn71791oB0tLSAmNiYvoPHDiw34wZM45pOhwOJk6c2D0+Pj42Ojq6//PPPx8KsHXrVr/BgwfH9OvXr3/fvn3jvvnmm6Da5zoVzapmpbGIKK65dBvLV3fi88UR7DtozKTUMGxAMRaL4rUPE8ja0AmjNz4Afz8HFw0r5MdfevPDyigqj7iLSf0MTn65YFA++w4G88GKAWzd1clwnADtgsqJ61PEkvRBrM6NxeE057/LeQN+YUtxD1ZkDWPfoUaNap5AWMcddGy3h6WZYynYFmfKzC9QDIz6kcKdiWRvGkXlkXYABBjPVjV/lLnt9pVSX+FOaXjvm+r1WAGTPNvJyBORLUCnWjdw8Ug0uOK7GQ1aXHm2AzgbfHfgQJsrs7Oj7UpZXtq+3bVwwICCizt0MNR6/+jRo5Z+/fr1B4iIiDi6ePHiTd6vv/zyyzuTkpJiR48eXf7AAw/0+PLLLzdarVYmTpwYMWnSpN2XXHJJ+caNG/0vueSSvkVFRbmPPPJIt/POO6/8hRdeKJ43b167Dz744ITUztq1a1vHxsZW1hiVusjOzm6TmZmZW7O68//+978tXbp0cZaXl0tSUlL/G2+88cDRo0ctzz77bLeMjIy8kJAQ54gRI2Li4+Mra2vdfvvtka+99trWhISEoz/88EObO++8s0fNAoe7d+/2W7169Ya1a9e2vvrqq6NuueWWA08//fTOF198scuSJUtOuoL31KlTiy+77LK+995773EdiG+++eZeL7300rYrrrii/L777uv28MMPd3vrrbe233bbbT1r9k+cOLF7zfH/+te/Qtu1a+dct25dXlVVlQwZMqTfuHHjDn/wwQcdxowZc+i5554rcTgclJWVNehDukWYlQ7tqnn74//P3pnHRVXuf/z9zAzCsIhsgggCIiggkEuK5lK5tIm3Mm1T0zY1u9lut1/7ctVudW+2eO3etNTqVprl0mJqYblgKOIGgiIi4ogssi+zPL8/BgiV/Rx0tHm/Xuelc2bOZ74zzMz5nOf7fb5PKDkGdY15cZkjr38wGIsqJz4rnu4VLPp8CEUl6rVW1wgLWSd82LSjL2oYqjpcnSv4cOXNVNWoY/4AOjlUk5Lel9zT/qppgnUW1Bcbp2NWoe6lDhenYrYdiKe47E86c9RmzuNWpJR3CiH8sI7CjG/p8a3UVEMGIcQSrIYjT0rZt3bfS1inZJ+ufdiztaatsTiONdAKAsKklBuFEHouk9/pxthUVORmlFJjAUxSajYVFbkpNSt1aaCm7ndzc7MsWrQo64Ybbujz8ssvH4+KiqoG2Lp1a+eMjIz6Ir+ysjJtUVGRZseOHW5ff/31YYA77rijeMaMGS3mwefOnev37bffehYWFury8vL2AsTExJTXGRWABQsW+K5fv74LgMFgcDhw4IBTbm6uQ1xcXKm/v78J4NZbby1MT093aqhdXFysSU5Odp04cWJo3b669YQAxo8ff0ar1TJgwICqgoKCVv8g9unTp+aKK64oX7x4cf0wd0FBgba0tFR70003lQE88MADBRMnTux57v577723YPPmze4AGzdu7JyWlua8Zs0aD4DS0lLtwYMHneLi4spnzJgRbDQaNbfddlvR0KFD2zSj4LL4EhSecaQQ9U6odaQeUeeqvyGGfPVTCBap4chxP9V1T+Spf5KuMTqqblQATub3UF2zvKqL6pqXFraXvpZSGoDY2tqX8Nrdh6SU7Sr6UnFk5WPgPWDZOfv/KaV8s7Uif7amcKM8PEr/efy4xSSlRieEZZSHh/LitVawZ88evbu7uyk3N7f+ZC6lJCkpKdXV1fW8D4VG0/wFa2xsbFVqaqqz2WxGq9WyYMECw4IFCwzOzs796h7j7OxcX/y0bt06t4SEBLekpKQ0Nzc3y6BBg3pXVlZqAOqmrTeF2WzGzc3N1JQhc3Jyqo+/rZ/vF154wTBp0qTQwYMHN/t3kFI2GaeUUrz11lvZEyZMOK9ocsuWLYdWrVrlPm3atJBHHnnkVFtqcC6ZmpX9+/djMBjO2mcwGNi/f/9FisiOnQvLypUrOXeF2L1797Jy5cqOeUIbXBwIQAgxEsjA2hX3AyBdCDGiPVpq1axIKbcAhe2J4RxmA1cBJbW6GcBlO7Q32sOjfF1MTPpTPXqcUCMF1BrS09M7vf/++367du06uGnTJvfNmze7AAwbNqxkwYIF9e/1tm3b9ABxcXGlS5Ys8QL48ssvO5eUlJyX6+nbt291TExM+Zw5c7rXFdBWVFQ0uVDwmTNntO7u7mY3NzdLcnKyU0pKigvAiBEjynfs2OFmMBi01dXVYvXq1ec18/L09LQEBATULFmyxAOsReLbt29vdtqnu7u7uaysrMViw379+lWFhYVVbtq0yR3Ay8vL3LlzZ3NdfclHH33kNWTIkDJvb2+zq6ur+ccff3QF+Pjjj+tHY8aMGVO8aNEin7qVovfu3etYUlKiSU9P79S9e3fjE088kT958uT83bt3tym9cMmYFW9vbxISEkirrGRfdDRplZUkJCTg7a1oZlg9BkMIu3dfh8EQoooeQG5uEDt3jiI3N0g1TYCcnEC2bh1BTo4qM/EAyM7uTkLCULKzu6ummZXVjY0bryQrS3lRckMyM3354Yd+ZGYqLyCu4/Bhb9au7cvhw+p8nupIT/dk9eo+pKcrLyAODw9n/vz5rN23jy8dHFi7bx/z588nPDy85YPbigQsonXbhedtYKyUcqSUcgRwHfDPtopIKS/EbKCHa4tklwghWtNFslpKWZ8q+DM0hRvt4VE+r2dPw4UwKhaLhWnTpgW//vrrx4ODg43/+c9/smbOnBlUUVEhPvzww+O7d+92CQ8PjwwNDY167733fADmz5+fu3XrVtfIyMiIH3/80b1bt26NTjNdsWJFVmFhoS4oKCg6KioqYvjw4eHPP/98TmOPnTBhQrHJZBLh4eGRzz77rH9sbGw5QFBQkHHu3Lm5cXFxEcOGDQuPiYk5r14F4PPPP89cunSpd+/evSPDwsKiVq1a1eww8KBBgyp1Op3s3bt3owW2DXn++edPnjp1qr6KcunSpUfnzp0bEB4eHrl37179/PnzcwE++uijrEceeaTHFVdc0Uev19d/Rh977LH8Pn36VEVHR0eEhYVFPfDAA0FGo1H8+OOPbpGRkVERERGR3377rcfTTz99qrk4zqVJ53cx8Pb2ljfddFOT96dVVrJzwwYYHw9r1jJo7Fj66JvvI+Ls3LJ5O306iDVrHsNk0qHRmImP/xd+fkebfLy+hecEq1H5+uuZmEw661pCExbh73+syce3Jk6A/Dw/lnz8ICaTFq3WzN13LyUgoOkZea2JNTu7Ox8vvQujSYdOZ2b69E/p0eOEolizsrqxaNEETCYtOp2ZWbNWERx8stljWhNrZmZX3nlnHEajNdZHH11Hz55Nf+ZbE+vhw94sWDCmNlYLc+duoFevple5b02cABkZ7rzyyjUYjVbdF15IIDy86Yvv1sS6dt8+Fs+fX/8dmPHMM8RHRzd7zKOPPkpGRkabXIVjcID0e+GRVj02+765u1poCqcqQoi95xbTNravJQIDA+Vjjz3Wqsc+8cQTx4CGH4pzu/QihAgG1jWoWfGtPUYCrwLdpJT3Nvc8Qog3gDPAVOCvWJvCHZRS/l+rAr3IpKSkZMXGxjb95bFjpxlSUlK8Y2Njgxu775IZWQEwDhoE8fGwfAXEx1tvK0SnNdPdyx2LWYuUWiwWLbm5yq9UzdVdsVismmazlpycXoo1nZ2q8dALzGZNve6xY8pHgkyVjpgtGqTUYDJpOHpU+UjQiePeWMyiVlPL4cMBLR/UIpKa0ora16/BbNaSnq68/iU7ywmzWWCxWF9/aqry+h+NxkjZ6VxMxj90DxxQPppf2b8/jB9v/Q6MH2+93VHYaBoISBJCfCSEuLp2+w+wqz1CbUgD5UspBzbYPmyF9ikppVlKacG6llFrfrDsTeHs2GmES8qsOOzcCWvXwuTJsHat9bYCdFozD96+j3Gjf0VozAhhRqMx4++frkg3tncuj0z/Bp3WhBBmtFozAQFNzhhrFc5O1dzzlwSGDf4drdZSrxsU1PQIUGuIi9nH9Imr0Wqtr1+nsxAS0vQIUGvo4nqGmXctx8HBhEZjRqcz06tXo6OhbUAy/IqN3Hr9erRaCxqNBa3WTHj4uY1Q24ZPl2ymT/gIB50ZjcaCTmchIsLQ8oHNoNEYGRq5gjEjfkGnk/W6UVGNrc3XNvS7d8OaNTBlCqxZY73dUUjRuu3CMws4ADwCzMG6IOLM9gh1ZJ8VIUTD/OctQIsFdi01hRNCrGpXMHbsXOJcMrOBDAYDKQkJDBo/HmNsLA7V1aSsWUOXkSPx82v7lXCdUenhX8Lqn7SMG/cOubnh+PunN5sCaonY3rncFZ/Mpu29uPmWf5OTE0ZAwOFmU0AtUWdUdFoz+7K8uOuupRw7FkJQ0NFmU0AtERezj6sH7mb9lquYNu1zjh4NIiTkWLMpoJbo4nqGCaPWUFTqzqxZKzmUHkyvXjktpoCax2pUwgJSOZxzM3PmrCc93Z/w8NxmU0At4dMlm2v7/4/jeb156umNpKZ2IyLC0GwKqCXqjIq7i4HqTjfx/AtbOHCgK1FRec2mgFrD3r17+Xz+fGb87W9U9u+PPjKSz+fNI+iZZ4iJUWf164YI28kQn4WUshpr3crbCnXUnLr8OdZ1jbyFEDnAi8DVQogrsI4/ZWEdKVFKTxU07Ni55LhkzEp+fj4jR47ET6+HfftAr6fLyJHk5+e32aw0NCrvfNKfk6dd8fM7qsikwNlGZcPWcPz9s/H3z1ak2dCoLP3masoq9AQEHFdkUuBso7LvcC969DihyKTA2UZlTcKNBPY4TWCP0y0f2Cx/GJXvd9zMyfwe9Ox5SpFJgbONyvb98fTqVUCvXsoWO2xoVLbsu4/Siq6EhxcqNil1pKen88wzzxATHQ1GI0RHE/TMM6Snp6tvVi5eiueCopZZkVLe2cjuj1QRP+epOkDTjh2b55IxK337nr/Qn5+fnypGRQ3ONSpq9KhozKiowblGRQ3ONSpqLErYmFFRg3ONilQhG9qYUVGb22677bx9MTExHTKqAhdtps8F5UKu+2PHjp32c8mYFTWwGxW7UblUjcpF4U9wDW9LsyHt2LHTNJdUga0S7EbFblTsRqWN2OhsICFEuBDiP0KIDUKIzXVbW3VsaSHDNqBu06bLEK1WO6BPnz6RdduhQ4c6bdmyxXnatGmqNKbq3r179MmTJ8+60J8wYUJw3YJ9dSxfvrzLyJEjm/2hbUyrPSxcuNBLo9EMSExMrD9ZhIWFRR06dKjVq84tXLjQa+rUqeq3AleJP8XIit2o2I2K3ai0EcnFmunTGr7C2oL+P0CL67Q0h40ZkdagrAjuT0BjawP17t27ZsSIEY02WFODu+66q/CNN97we+qpp+qr87/44gvPSZMmqVOw1gp8fX1rXnnllW7r16/PvFDPeSFp8hdbCPFdbZOjSxq7UbEbFbtRaR9Ctm67CJiklIuklDullLvqtvYIXYIjKzYVjBpszNzo8reNf/PbmLlR3ZVoG7Bu3Tq3a665phfAtGnTAp988sluAKtWreo8cODA3mazmdzcXN11110X2rdv34i+fftGbNiwwQXAYDBor7rqqrCIiIjIu+66K6ixz8Nf/vKXkszMTKdjx445AJSWlmq2bt3qdtddd50BGD16dGhUVFREr169ot58883z2mQfOnSoU1hYWFTd7RdeeMH38ccf9wc4cOCA4/Dhw8OioqIiBgwY0Ds5Odnp3OMBRo0aVZyenq5PSUk5b6G8xYsXe4aHh0eGhYVFzZo1q75N+TvvvOMVHBzc98orr+y9bdu2+pNjU+/F+vXrXetGrCIiIiKLioouWHamuSf6GNgghPg/IYR6S9leQHQ6i92o2I2K3ai0FxtNAwFrhRAPCSG6CSE867b2CF2Advt2mmFj5kaXcZ+NC39j2xvdx302LlwNw1JdXa2pO6GOGTMm9Nz733333RPffPON59q1a92eeOKJHp988kmWVqtlxowZgY8//vip/fv3p65evfrIzJkzgwGeeeYZ/yFDhpSlpqYeHD9+/JmTJ0+el1rR6XRcf/31Z5YtW+YB8Pnnn7vHxcWVenh4WAA+/fTTrAMHDqTu2bPn4OLFi30NBkOL6/TUcf/99wd98MEH2QcOHEj9xz/+kTNr1qxGfxw1Gg1z5swxvPzyy2etb5KVleXw0ksvdf/ll1/SDx48eCA5Odll+fLlXY4dO+Ywf/58/23btqX9+uuv6enp6fUnnabei7feestv4cKFx9LS0g7u2LEjzdXV9YJ9OZpMA0kpvxRCrAdewNoxcjlgaXC/oh4HHY1OZ+GvUw/Rw79cVaPSP/IUd8UfUNeo6Gu45y87VTcqw/qncvXAfaoaFY/OJUwYtUF1o3LtlQmEBWSoalR8PU9wbf/VqhoVrcbI0Mj/Xf5GBdvtswLcU/vvUw32SdrYg8QGR01ag83m5trDpsxNbkaLUWORFkwWk2ZT5ia30T1HK1ojqLE0UEPc3NwsixYtyrrhhhv6vPzyy8ejoqKqAbZu3do5IyOj/se3rKxMW1RUpNmxY4fb119/fRjgjjvuKJ4xY0ajqcfJkycXzp07N+D555/P+/LLLz2nTJlS3wthwYIFvuvXr+8CYDAYHA4cOODk5+fX4ussLi7WJCcnu06cOLHedNXU1DT5GZgxY0bBm2++2S0tLa3eUP32228ucXFxpf7+/iaA22+/vTAhIcEVrIs01u2/9dZbC9PT052aey/i4uLKnnzyycBJkyYV3nnnnUWhoaEX36zUYgTKAUfAjQZmpSMwmUwUFCjrdTEwuoyUVGeenZ1Lj27VvPxOL3IM1UB1uzWd9SYC/Krw7GJk2q3HWLc5gG9+8kLpIqsxfYrIzHblkckHEcDbS/pTUl4BtD+12tWrHGkRXBGZx+ghR/jiu1iSDngAyt7XiJ6nOF3kwp3Xb+d0YWdWrIvDaDpvBfA2EdI9jxN5Hlw/LIXeQcf4YsMosk+6KIpVCAvB/icxmnRcH7eRw8d78lPiUKQsUhRrsP8xjp/qTvzwH3DTF7Dm14mcKdUqivVcKisrVdNqSN0qsG3GRmtWpJSqrTZqa2ZFCOECVNa26EcIoQGcpJR1PwpzL1pwHcConqNK/7njnxaTxaTRaXSWUT1HlV6I592zZ4/e3d3dlJubW3+1JaUkKSkp1dXV9bwPhUbT8oXOmDFjyu69916H7du363fv3u26Zs2aTLCmoBISEtySkpLS3NzcLIMGDepdWVl5lqBOp5MNR/Cqqqo0AGazGTc3N1Nz5qshDg4OPPzww4ZXXnmlvqdHc59xIRr/jjf1Xvz973833HzzzcXffvut+9ChQyN++OGH9H79+lW1JjalNFezcj2wB3AG+kspX5RSvly3XYjg2ore0cIj00+x4G/HCQ2q5v/eDCDHoHyUYvzoPO6blMNfpx5j9QZfvvkpAKUXON4eVTx0dzpzHzyATid555P+lJSfl2pse6zXHuHeifsZP+oIK76NJOmA8gL40MB8Jt2Qwqw7tnO6yJUV64ZjNCmrzRZIbhiezL23/EJM+DE+XTec7JPKV2eOCTvM2CE7mTR2I+nHevBT4jVIqWxEpZOuhjGDNzNx9Gq8u+SzbutEzpR6KY7VpmltCujizAZyEEI8IoRYWbs93N5UtQ3WrGzC+ptbhzOwsUG8Gy5kMB3N6J6jy9fdtS79qaFPnVh317p0paMqrSE9Pb3T+++/77dr166DmzZtct+8ebMLwLBhw0oWLFhQP1S6bds2PVhHH5YsWeIF8OWXX3YuKSlpNIWj0WiIj48vmj59esg111xT7OzsLAHOnDmjdXd3N7u5uVmSk5OdUlJSzkt1BQQEmAoLC3UGg0FbWVkpfvzxR3cAT09PS0BAQM2SJUs8wJq23L59e7MntYcffrjgt99+61xYWKgDGDFiRHliYqLbyZMndSaTia+++srz6quvLhsxYkT5jh073AwGg7a6ulqsXr26flXwpt6LAwcOOA4aNKjy9ddfN0RHR5fv37+/0fqZjqC5X/H/AyZKKZ9p4Optmr+MLaJLZzO9gqrZmuTKmRLlk5083Gu4ceRpgrpXkV/UiT0HO6PGSOytY4/j2MlCQLdKtib5UFWjPNbg7sX0izxNj26lZOW4k3Wis2JNkNw0Mg03lxpcXWrYuTcQs0V5OiU6PBs/72L8uxaRcawbBcXK03Q6rYnh/ffg6V6ClIKDR3oiVRgd6N9nD85OVfh65pOR3YvKqtatkH3JY6NmBVgEDAA+qN0G1O5rMzZoVpyklGUN4ivjbPNy2TG65+jyeaPnGS6EUbFYLEybNi349ddfPx4cHGz8z3/+kzVz5sygiooK8eGHHx7fvXu3S3h4eGRoaGjUe++95wMwf/783K1bt7pGRkZG/Pjjj+7dunWraUp/ypQpBYcOHdLfeeed9cPuEyZMKDaZTCI8PDzy2Wef9Y+NjT3vdTo6Osonnnji5KBBgyJGjRrVq1evXvWjFZ9//nnm0qVLvXv37h0ZFhYWtWrVqi7NvUYnJyf54IMP5tWZlaCgIOMLL7xwYuTIkeERERFRMTExFZMnTz4TFBRknDt3bm5cXFzEsGHDwmNiYurP8029F2+88UbXsLCwqN69e0fq9XrLbbfdVtyW918JwpaGQbt06SKHDRvWrmPd3UwsnncUZydJSamGL9d78d0v7nTqpOwk+MAd2Ywaav3c7Uh254t13ThT5tHCUc0T2K2clx7Zi0YD+YWOfL0hkL2HeiAVmSDJo/fsJiz4DGaLYNtuf75LCMFobvZz3SLR4Se552brRIvcPDfWJ0Rw/FQQSgybVmPmkck/4NG5nBqjlm3Jvdma3BuNTpm5iovZxzVXWhf2O5brx8+/96e4QllbCmenCu4Z9ymdHExUVjuxc/8AMk4MwGJRf9a/s3PHnJNefPFFjh492qY/mGNgoAx47LFWPTbziSd2SSkHtiu4diCESJFSxra0ryX8/f3lfffd16rHvvbaaxfkNQohtgJ/lVLurr09AHhPSjmko59bDVJSUrJiY2Pbv7iWnT81KSkp3rGxscGN3XfZ9FmZNK4QrYAv1nmy+kcPKiqtI3WdWt0S53z8fau4Jq6QAxmufL6mG4ePWUfv9AozS7fdkE15pY61mwP4ebsvJrMGZ2dlIwBRvQoICz7D7gNdWbs5lLxCZ8WxajQWbhiRRuEZPT/81pvkg92RCMWxXtn3CJ1dK9i5L5Rffo+sLyjWK/g06h2rGBKzj1MFHvzy+wAyT/gDAqXn/0FRSQgBifsHsDv1CmpMndArCfRSwnYnwZiFEKFSyiMAQoietKPfipTSFmf6PAp8JYSoW068G3D7RYzHjh2b4LL41fX2NCIlPPhsCEXF6r2kof2LWLC4JympbqhVhN8zsJRjOS78+7MwKqvUiVUISUSvAt74z0CO5bqrogkQ1esU25KD2L4nCLO51TPtmsXRwYi3RynvfXY9BWfcVNEEiOiZxYbtcRw4EoJafys3lxIsUsPHa++m4s+S+qnlIvZQaQ1PAT8LITKx/rGDgOntEbKlkWUAKeXvQog+QG+sry1NSmm8yGHZsXPRuSzMSkGRjv/+T/0ppKt+8FOl5qEhR3NcyTyu3kkaAAkrf1BnGnVD9qf7KUxNnU+NUce6hAGqagLsTq37bVeP0nI3tuxuX1ryssB2ZwNtEkKEcfYJvV3T/WzFrAghrpVSbhZC3HrOXWFCCKSUX1+UwOzYsRE63KwIIbRAEnBCSjmuvTpHjhzB3d0db+8/mv/l5+dTXFxMaOh5fX9UQW2j0mGaHdR6oSN0OyrWjmk/YVsn6/Xr19OzZ08iIiLq96WmppKZmclNN92k/hPaxnm8nmZO6KHtPaHbilkBRgKbgfhG7pOA3azY+VNzIUZW5gCpgKLqSXd3d5KTkwkbPRrT4MHoEhPJSE6mX79+qgRZUBBGXl4UXbsewMsrQxXN06dDMRgi8PNLxcfniCqaAAZDCLm54fj7p+Pnd1QVzdzcIHJyehEQcBh//2OqaObkBHLsWAhBQUcJCDiuiiZAdnZ3jh4NIiTkGD16nFBFMyurG4cPB9CrVw7BwSdV0QTIzPQlPd2f8PBcevY8pUirZ8+evP/++9w8Zw6VAwag37WLb95/n9mzZ6sU7dnYYBpI1RO6LTWFk1K+WPtvu9JZduxc7nSoWRFCBAA3Aa8DjyvR8vb2Jmz0aA5s3QqenrB1K1GjR+PdRFObtlBQEEZCwguYzTq0WhMjR76i2LCcPh3Khg1z6zXHjl2gimExGEJYt/ZRzBYtGo2Z+Ph/KTYsublBrFo1C7NZi1ZrZsKERYoNS05OIJ9+Or1e8+67l6piWLKzu7N06d2YTFp0OjPTp3+q2LBkZXVj0aIJ9ZqzZq1SxbBkZvryr3+Nq9d99NF1igxLREQEN8+Zw/J334Xx42HNGqbMmUNEWJjiWBvFNs7j9dSd0IFXpJRnfeiFEO1qFGcrZqUOIYQjMAEIpsHvs5TylYsVkx07tkBHL0L0L+BpmplXIIR4UAiRJIRIqqlpcvo6AKbBgyE+HlasgPh4620VcNL1REotoMVs1pGXF9XiMS1RWBBer2mx6DAYIlo8pjW4OPhgkRqk1GKxaMnNDVesWVQQiLRYNc1mLTk5ylvzZx8LxmLR1mseO6ZO09HC015YzAIpNZhMGo4eVTY1GSAz0x+zWVOrqeXwidtF1gAAIABJREFU4QAVIoV8gwOWWl2zWUt6ur9izcoBA2B8PCxfDuPHW293BBKEpXXbRWBVI/tWtkfIBtcG+hb4C2DC2j28brPTSrKzs3Xjxo3rGRgY2Dc0NDRq5MiRvfbu3et47mKBarNw4UKvqVOnnrdWyMKFC700Gs2AxMTE+rmZYWFhUYcOHWr1XNWmtP9MdJhZEUKMA/JaWg1VSvmhlHKglHJgpxbmGesSE2HtWpg8Gdautd5WSFy/Ip6Z/SM6rQkwo9Wa6Nr1gCJNV2cjT8/6jk4ORoQwo9GY8PNLVRzrmKuymDHle7Rac62uGX//dEWa3h5lPP7A1zg4mBDCjFZrJiDgsCJNgeTuW7/HsVMNGo1VMyhIeboqwPcUs6d8hq42Vp3OQkiIshEgrdbEtAlf1ceq05np1StHcayh3dOYPnE5OgcTGo0FrdZMeHhuywe2gH7XLlizFqZMgTVrrLc7ChtrCieE6COEmAC4CyFubbBNA9rVSdMGm8IFSClvl1K+IaV8q267kAFcylgsFsaPH99rxIgRpcePH99/5MiRA/PmzTvRsK3+xcDX17fmlVdeUd6i+09MR6aBrgLGCyFuxPpD0lkIsUJKObk9Yvn5+WQkJxM1ejSmsDB0V11FxsaNuPbrd1bRbVuI61dU20K/imHDX1WlZsXV2chTDxxEp5PcdNM8Mo9Gq1KzMuaqLMaPOsLybyK56aZ3VKlZ8fYoq2+hf9ttH3A0q7fimhWBJP6aJGLCszmS7cf2pP6q1KwE+J6qbaEfxLRpn5GZGaK4ZkWrNRE//Ae8u+TzxGPL2Z0SqUrNSmj3NK4Z+D270+J45JHvVKtZSU1N5Zv332dKXc1KUBDfvPMO3WfPPqvoVi1ssGalNzAO6MLZdSulwANtFbOlmpUGbBNCREsp913sQC4YGze6sGmTG6NGlTJaWRfbdevWuel0Ovn000+frts3dOjQSoCGIxkVFRVi6tSpQXv37nXWarW88cYbx+Pj40uTkpKcpk+fHmI0GoXFYmHVqlVHoqOjqz/44APPRYsW+RqNRtG/f//yZcuWHdPpdLzzzjte//znP7v5+PgYQ0NDqzp16tToB2rUqFHFiYmJbikpKY6xsbFnzVxbvHix51tvveUnpRSjR48+s2jRohNAk9q5ubm66dOnB504caITwNtvv509duzY8vXr17s+8cQTPcC65s+2bdvS6lZ9vhzoMLMipfwb8DcAIcTVwJPtNSoAxcXF9OvXz1qjsnMnCIFrv34UFxe3y6z8YVR8Wfm9H15eGYrrVBoalQWLI3FxPUZ0tPJi1YZGZefebvj5HVVcp9LQqCxZdSU+XXPw6apsRKGhUfl03XA0jmVcddUWRZpwtlFZ/+tQAgNPEhiozFA0NCpfbx6Pp085o0f/rjjWhkZl96Eh9Ox5SrFJqSMzM5PZs2dba1RKSiAsjO6zZ5OZmdkhZsXWkFJ+K4RYB8yVUv5dJU01ZBQjhNiHdZxKB0yv7SFTjXVKmpRSxlzM+DqMjRtdGDcuHKNRwz//aWHdunQlhmXv3r362NjYFpeHqVv3Jj09/WBycrLTjTfeGHbkyJH97777rs9DDz10atasWYVVVVXCZDKxe/dup5UrV3omJSWlOTo6ysmTJ/f497//7RUfH18yf/58/127dqV6enqahw4d2rtv376NPrdGo2HOnDmGl19+udvXX3+dVbc/KyvL4aWXXuq+a9euVB8fH9Pw4cPDly9f3mXEiBHlTWnPmDEj8PHHHz913XXXlWVkZHS67rrrwjIzMw+89dZbfgsXLjw2duzY8uLiYo2zs/NlY1TgEuqz0tj0ZG9vb1WMihpTVM81KiVlClrnNuBco6IG5xqVGqPyj8G5RuXoCXX63pxrVJQuSgjnG5XCEk8VIj3fqKhNY9OTIyIiOs6o2MZ5/CyklGYhxBjgsjIrWEeM/nxs2uSG0ajBYgGTScOmTW5KR1daw7Zt21z/+te/5gH069evyt/fv2bfvn1OQ4YMKX/zzTe75eTkdLrjjjuKoqOjq3/44Qe3/fv3O8fGxkaAdUXkrl27mrZs2eISFxdX6u/vbwK49dZbC9PT05tMR86YMaPgzTff7JaWllZ/cvjtt9/O0rj99tsLExISXMG6gGJj2lu3bu2ckZFRX/9SVlamLSoq0sTFxZU9+eSTgZMmTSq88847i0JDQy8rs9LRBbYASCl/UdJjRU3sRsVuVC5Fo3LBse0C221CiPeEEMOFEP3rtvYI2UqBrZTyWN0GeGEtsh0PeNXuuzwZNaoUBwcLWi3odBZGjSpVIhcdHV2ZkpLSYrvppkzqzJkzC7/99tvDer3ecsMNN4SvWbPGTUopJk6cWJCWlnYwLS3tYFZW1v633347F6zpltbi4ODAww8/bHjllVf8WoqjOW0pJUlJSal18eTl5e318PCw/P3vfzf897//PVZZWakZOnRoRHJy8gVbEflCcEHMiq1gNyp2o2I3Km3AxgpsGzAUiAJeAd6q3d5sq0hri2sv5OiLEOIF4BOshsUbWCqEeO6CBXChGT26nHXr0nnqqRNKU0AA8fHxpTU1NeKtt96qH3JPSEhwXr9+/Vkr2g4bNqxsxYoVngB79+51PHnyZKeYmJiqgwcPdoqIiKh+7rnn8saOHXtmz549+uuvv75k3bp1HidOnNABnDp1Spuent5pxIgR5Tt27HAzGAza6upqsXr16hZXuH344YcLfvvtt851KyKPGDGiPDEx0e3kyZM6k8nEV1995Xn11VeXNac9bNiwkro0FsC2bdv0AAcOHHAcNGhQ5euvv26Ijo4u379//2VlVi6ZNJBS7EbFblTsRqX1CGyywBYAKeU1KmqpJaUWdwL9pJRVAEKI+cBu4LWLGlVHMnp0uVqpH41Gw5o1a4489NBDgf/617/8HB0dZUBAQPW77757VoX/008/nTdlypSg8PDwSK1Wy+LFi7P0er1cvny551dffeWl0+mkj4+Pcd68ebm+vr7m55577sSoUaPCLRYLDg4OcuHChdmjRo0qnzt3bm5cXFyEj4+PMSYmpsJsNjd7YnFycpIPPvhg3vPPPx8IEBQUZHzhhRdOjBw5MlxKKUaNGlU8efLkMwBNaX/44YfH77///h7h4eGRZrNZDB48uHTo0KHZb7zxRtdt27Z11mg0Mjw8vPK2224rVuM9tRWELX1Zu3TpIocNU3ctFmdnZ9WNil6vV92oONcuD6y2UdHr9aobFWdn5w4xKnq9XnWj4uzsrLpR0dcuZa22UXFWukR0E7z44oscPXq0TR96vX+gDL6vdX0c0157fJeUcmBzjxFCXA+8A2iB/0op5zfxuNuAr4ArpZRJTTzGHXgRGFG7KwFro7g2/Th37dpVTpw4sVWP/eCDD1p8jWoghPgeuFNKeab2dhdgha2k0VsiJSUlKzY2Nv9ix2Hn0iQlJcU7NjY2uLH7Lvs0kH1ExT6iYh9RaQfyj5WXW9paonZ9sPeBG4BI4E4hRGQjj3MDHgFaaqC0BOt05Um1WwmwtC0vrw5bSwNhnQF0QAjxsRBiKbAfKBNCLBRCLLyQgdixY0tc1mmgqwaW8tepJ1U1Km4uJp56IP2SMCo+nhXMumP3JWFUenQ7zaSxv6pqVHRaE/HDN9uNSntR7xw9CDgspcwEEEL8D2sB6cFzHvcq8AbwZAt6oVLKCQ1uvyyE2NOewGxpZLmW1bVbHb9cpDjs2LEpLjuz4uJsprxCy1UDS3nyAbWMisRFb0ajgecePoxOJ9RJ/ehNVFTquHHkCcaPylbFqOi0ZoSALp2refQe9YyK3rGGqmoHJly3l5jwXFWMilOtZo9u+UyJV8+oOHWqxmTWMmH0z3h3KVLFqDg6VFNtdCS8RwbXDNx0SRkVk8nUruPaMNPHWwjRMGXzoZTywwa3uwMNawZygLPWyhBC9AMCpZTrhBAtmZVKIcQwKeVvtcdeBVS2OtpapJQXupV+i0gpP7nYMdixY4vYlFkxmUwUFBQo0nhmZglbkzrx2APlfLJSz+drHIBCRZqD+1XSL6qKKyKrEUiemd+DMyWKZtih1UqeuDeH3ftdmHB9PotW9ODX3zsByl7/jVfn0amThbHDCjhxypGFn4RSY1RWZ+XqbGRK/GHOlHaiX0Q+H3wWS0aWVnGsd9yUxsk8F8aPOkLyQR9W/dQHKYsUafp5lzCi/xFcnWvw7lLCkq+v5nSRVBirZEr8r6Qd9ee6IclsTY7ht+RwhZrnU1nZ5vNtx9L6QYf8Fuo5GrtSqFcXQmiAfwLTWvl8s4BPamtXBNYv+D2tPPbsIGxsZEUIEQbMw5ouq5/NIaXsedGCsmPHBrAps6KUK2NrGDrQyNCBRlZ87cRH/9Pj7Kws9aMRkvtuP0NIoImTeVrmvORLVY3yt23s8GL69q6kb+9K3v3Yl627laco9E5mbrnuFG4uZtKPOvPG4hA0Wq1i3XHXniA24gxmM7z1USTHTiqPtatnBUP756LVSJL2d2XFmkicnJSn6W4ckUZkrzwqqhx4/9OhlFa6K9YMDTxFWJCBsCADW5L6sDXlCsWaNo+605JzgMAGtwOAhgsluQF9gV9qe0v4AWuEEOMbK7KVUu4BYoUQnWtvl7Q3MFszK1hrb17Eat6uAaajRv7ajp1LnMumwFYIycwpf3Q6vjLWiLen8iHe0cMrCAm0DqN7eZgZEF2lWNPJ0cId8X9clQ8ZUIqTo1mx7vhRebi5WHX8favpFdRi1+kW8fKo4tohBgC0WhgUm49Go/x9jb/2CFqN9UQRElCCn7fymYs9AwqI7JUHgJOjkagwA0rPuALJ2KF762+H9jiFq7Py9/VSQK0CW+B3IEwIESKE6ATcAaypu1NKWSyl9JZSBkspg4EdQKNGBUAI4VVbbPoL8LMQ4h0hhFd7XqMNFtjqpZSbsM7UPCalfAm49kIGYMeOLXLZjKxcO7SGPqFm8gsFS75wZt0mR8xmgZLZoJ0cLNxzWzEWC2za6swnK905la9Dr2/52OYYP7oID3czOQYHln/tzfbdrjg7KxsB8ehs5MZr8jCaBBt+9eabDb6UliuP9ZYxx3HQSY5ku/LV9z04lOmOs7MyjxvkX0z/qDwqq7Rs2BrMzzsCMZq0CmOV3DjSurJ16pGufLelDydPd1Y8stY3PJtuPmcoKXfi58QoklNDcHTqmCnGNodK52gppUkI8TDwI9apy0uklAeEEK8ASVLKNc0rnMf/gC1AXZHt3cAXwOg2xqWaERFCLMHaMj9PStm3dp9nbVzBQBYwSbac56yqTYtl1L5nJwB1qtj/JGi12gFhYWH1OdVvv/32cEZGhuNbb73l+/PPPytbUr4ZYmJi+tTU1GiKi4u1VVVVGl9fX2Pd8/fu3bumpeNXrFjR5bXXXvOXUmIymcTs2bNPPf74401OA3/77be99+/fr1+yZMnx48eP62688cYwk8kkFi5ceGzMmDEdvmTBheayMCs6neSuWypZ/KmeL9fqqapWZ9R0/JgyjmY78Nw/vDl6XJ1ZP51dTVwdV8L7y7qycas7LfQQajW3Xm8gcU8XvvrOj9OFjqpoBnYrJzignPeWhbPrgCfqjEZLbrr6KJu29+DHX4Mpr1Rn5fa+YQaEgA8+H0Lm8XZdZJ+HVmNmWL9D/LQ9mh0pYRhNl8XXpdWo2UpfSvkd8N05+15o4rFXtyDnKaV8tcHt14QQN7cnLhULbD8G3gOWNdj3DLBJSjlfCPFM7e25Leg8CjhjncL9KtZUULvqcWyd5557znfw4MEV8fHx9QWAa9eudUtMTHR+7bXX2r36p6OjoyUtLe2smWYZGRnq/Cg2w969e9MAFi5c6JWUlOSybNmy7NYeW1lZKR5//PEeO3fuTA0ODjZWVlaKjIyMVp901q5d2zkiIqLiyy+/vGyXZrgs0kBd3CSPv9yZZSudVTMqALv2OfHcmz6qGRUAZ72Fx14N4sctXVQzKhqN5IctPnywIkg1owJgNgte+Fcsuw54oVba3MnRzP/W9+brDWGqGRWA/CIX3l1xlWpGBcBZX83H347k110Rfzqj0upW+xen5ONnIcQdQghN7TYJWN8eIbXSQFLKLZxfyf8XrK3zqf23WUNV249mkpSyTEqZI6WcLqWcIKXc0Y6XZvMMHjy4YurUqT3Xrl3rBlajMnXq1J6DBw/u0DzrqVOntKNHjw4NDw+PjI2N7ZOYmKgHCA8Pj8zPz9daLBa6dOlyxXvvvecFcPPNN4d88803bklJSU7R0dERffr0iQwPD4/ct29fq39sP/jgA8/w8PDIsLCwqIcffrj7ufcXFhZqpZR07drVBKDX62VMTEw1wPHjx3Vjx44N7du3b0R0dHTEpk2bXBoeu2XLFudXX321+08//dSlT58+kVVVVZdljdNlYVbyizQUl6r/UtQ0KXUYTneiukbdWC0WwQmD+stA5OY5Y7Go+7mvqtZRWKwwN9UIhvzOqF2HWFruTGVVh1+Q2SSiDdtFYAbwGVBTu/0PeFwIUSqEaFOxbRvMircQIqnB9mAr5H2llCdrn+ckLaRzpJRmYIBoy+p4lzDx8fGly5Yty5w6dWrPRx991H/q1Kk9ly1bltlwpKU9VFdXa/r06RPZp0+fyDFjxoSee//TTz/tHxsbW5Genn7w1VdfPXHPPfeEAAwcOLBs48aNrrt27XIKCAio/u2331wBkpOTXa655pryd9991+ehhx46lZaWdnDv3r2pISEhLaZ2AI4cOeLw+uuvd09ISEjfv3//wcTERNfPP//8rMr/7t27m0aMGFESGBgYEx8fH7J48WJPs9lafzhz5swec+fONezfvz915cqVR2bOnBnc8NgRI0ZUPPXUUydvueWWwrS0tINOTk42VzWuBpfM5WJubi4uLi64u//xNy4uLqa8vBx/f/+LGJkdOxeGzZs3ExgYSFhYWP2+jIwMjh8/zrXXdkANpo3+5Ekp3VTSaUvNSkvTs9UiGfhWCPEVUF93IKX8+gI89wUnPj6+9J577jn9zjvvdJszZ85JpUYFGk8DNWTnzp1uq1atOgwwfvz40gcffFBXUFCgHT58eFlCQoJrVlZWp/vvvz9v6dKlPkePHnVwd3c3ubu7W4YMGVL+5ptvdsvJyel0xx13FEVHR1e3Jp5ff/3VZejQoaXdunUzAUyaNKkgISHB7c477zyrp8SqVauyEhMT9d9//33nt99+22/z5s1uX3zxxbGtW7d2PnLkSP3VaHFxsbasrOxPYWgbcsmMrLi4uJCRkYHByYkTI0dicHIiIyMDFxeXlg9uBcXFkWRl3Ulx8XldwNtNUVEfDh+eSFFRH9U0AQoKwkhNvZmCgrCWH9xKTp8OZd++cZw+fd6FSLsxGELYvfs6DIYQ1TQBcnOD2LlzFLm5Qapp5uQEsnXrCHJyAlt+cBvIzu5OQsJQsrPPG/ltM4GBgSxbtoxfjx9no68vvx4/zrJlywgMVDfmOlScDaR+bEKMF0K8Wbu1e92cDp4NdEoI0a023m5AXiuO8cTawOdaIL52uyTWBWoPa9eudfvkk0985syZc/KTTz7xqUsJdSSN/T2FEHLMmDGlO3bscNu6davr2LFjS728vEwrVqzwiIuLKwOYOXNm4bfffntYr9dbbrjhhvA1a9a0KlYpZauNxeDBgytfeumlUz/99FP6999/71EX7549e1LT0tIOpqWlHczLy9vr6upqo5cSHcclM7Li7u5OwLBhZCUnQ2AAJCcTPGwY7lXKpxKbanqTkvIPTCYHNBoj/fo9hbt7k8a8VRQV9eH331/DaHRAozERF/d/eHikKY5VmoP5dcvzGE0OaLUmRo58BS+vDEWap0+HsnHj05iMDmi0JsaOXYCPzxFFmgZDCOvXz8Fk0qHRmImP/xd+fkcVaQKcOhXI6tUzMRp1aLVmJkxYhL+/spqynJxAPv9sGkaTVfPuu5cSEHC85QNbitXgw8cf34XRqEOnMzN9+qf06HGi3XphYWGMffBBVi9ZAvmnYc1abnnwQcI6yKzY6shK7UrEVwKf1u6aU9vR9pm2anXwtOQ1WItj59f++20r4pnekQHZEnU1KnWpn1GjRpWqlQpqjri4uNKlS5d6/eMf/zi5bt06Nw8PD5Onp6fF09PTUlRUpDMajSIyMrJmyJAhZe+//77fm2++mQ1w8ODBThEREdVRUVF5mZmZjnv27NGPHz++xThHjBhR9txzzwUYDAatl5eXeeXKlZ6PPfbYWQXEhYWFmsTEROcbbrihDGDnzp3O/v7+NQBXXXVVyYIFC3xefPHFPIBt27bphw4damMdJDueS8asAJgHD4aAAFi+AiZPxty9OyQkKNLs7GqmZ/cwftumA7RYLJKioljFZsXPKxSL5Q/NgoJoxWbFz6eazo7dMNfqms2QlxelyKwIIfH36orFokOixWIBgyFCsVmpruiBxaxFSqtmbm64YrOi05rp6qbHbLLqms2Qk9NLsVmpKvPAbPlD89ixEMVmRe9UhavOhNmkQUoNJpPk6NEgRWYFoHrgQMjPh+XLYcoU6+1T7Z440TRS3dlAKnMjcIWU0gIghPgEa/qkzWZFrdlAQojPgaux1rbkYG3sNh/4UghxH5ANtLjEcxOLFRZjneLdotm5lEhMTHRuaEzqalgSExOdO9KsLFiwIPeuu+4KDg8Pj9Tr9ZaPP/64/ofpiiuuKK+rFbn66qtL582b13306NGlAMuXL/f86quvvHQ6nfTx8THOmzcvt4mnOIvQ0FDjs88+e2LEiBG9pZRi7NixZ+64446zUkBSSjFv3rxus2bNcnRycrK4uLiY//vf/2YB/Pe//82+9957e4SHh3ubzWYxdOjQ0qFDh7Z6ptHlwiVlVrSJiZCcDJMnw9q1aPv1U6TX2dXMG8+eZt/BnbzzobXxm0ZjwsMjRZHurdcXEtbjZ9b+MB2zGTQaM15e+xRp+vlU8/xfD/PDZg+EMAMCrdZE164H2q0phGTqLZloLDUs+990LEKg0Zjw80tVFGto4BkmjfmWzQk3Y6kRaDRm/P3TFWnqtGam3ZJEzokC3v/oXizSjFZrJiBAWduEvr2yuW5QBt+s/QsWi0CrNRMUpMxU6Z2quOuGDexKiUKjvR+LNKPTWQgJUT6r0DEpCdasgSlTYM0aHL294U82slJLF/6YfdOuNsVq9lmRUt7ZxF2j2ijlBPQBvqq9PQE4ANwnhLhGSvloO0O0ORqbnhwfH1+q1KhUVFQkn7tv3LhxpePGjSsF8PX1NW/atKnRq7Fvvvmm/ss/ZsyYcovFsqvu9rx58wzz5s0ztPT8jzzySAHnrMUxe/bswtmzZze57ouXl5d5y5YtjV51+vv7m3744YfMc/c37MHSXD+Wy4VLxqwUFxeTk5RE8LBhmLt3R9uvHzm//YY+LOysotvWUmdUHHSSz9ae5IornqKoKBYPjxRFoyq3Xl/I1FvzeWepjiuvfI6Cgmi8vPYpGlWpMyon8xzZsK2UkSNfIS8viq5dD7R7VKXOqAzpl8+/lnozeswCDIYI/PxSFY2qhAae4aG797An1Ycbb3yHEyd64++frmhUpc6o+HctYc1mPbdOWEROTi8CAg4rGlXp2yub28Ym8svvkdxx58ccOxZCUNBRRaMqdUZFCAvpuf5Mn/4ZR48GERJyTPGoSkZGBhuWLeOWBx+keuBAHL292fDhh/hNnXpW0a1aXKx6lFYwD0gWQvyMdULSCOBv7RGywXb7vYBrpZQmACHEImADMAZQdsVjx84lzCVjVsrLywkLC7PWqNSmfvRhYZSXl7fZrDQ0Kk++3pWiYi3u7gcVp37+MCp+/Ly9Mx4eaaqkfuqMyj8+DKG6RouXV4bi1M8fRqUPaZnu+PgcUZz6aWhUVqyJxNc3C1/fLEWaDY3Kv/8XR16hG/7+xxSnfhoalV9+jyIg4LgqqZ86o/LZd9dRUaWnR48Tik1KHcePH2fq1KnWGpVTpyAwEL+pUzl+/HiHmBVbHFmpndb7GxCHtW5FAHOllC1e8TaGDZqV7oAL1tQPtf/3l1KahRCtmn1ix87lyCVjVhqbnuzu7q6KUVGDc42KGjRmVJTSmFFRg3ONShsK4JukMaOiBucaFTVozKioTWPTk8PCwjrGqGCbIytSSimE+EZKOYAG6wsp0FMhKlV5A9gjhPiFP0aN/i6EcAE2XszA7Ni5mFwyZkUN7EbFblQuVaNywbl43Wlbww4hxJVSyt+VCtmaWZFSfiSE+A4YhNWsPCulrCvkfOriRdZqLBaLRWg0Gtt6Y+3YPBZrB9ImK97/NGbFblTsRsVuVFqPwKZnA10DzBRCZGFtnCawDrrEtEVESqnm2kBqciUwvPb/ZqBVs05shP2nT5+O9PHxKbYbFjutxWKxiNOnT7sD+5t6zJ/CrNiNit2o2I1KO7DdU80NagnZ2shKIz1kHhFCDJVStquA+EJjMpnuNxgM/zUYDH25hJqO2rnoWID9JpPp/qYecNmbFbtRsRsVu1FpH8L2TuROwEysM2b2AR/VzZppL7ZmVmi6h8wlYVYGDBiQB4y/2HHYufy4rM2Ku5vFblTsRsVuVNqDbdasfAIYgV+xjq5EAnPaK6ZmnxWVUdxDxo6dy43L1qy4u1l45+USHHRCVaNy+7gSpt5arKpR6da1huf/ekJ1o3L/pByG9CtS1aiEBZfw0N1pqhuVGXfsxb9ruapGJbZPLreNTVbVqDg7VXHXDb9e3kalFhucDRQppYwGEEJ8BOxUKmiDZkW1HjJ27FxO2JRZMZlMFBQUtPzAZpgUDxt/hbeeB40G7ntST0HRGUWaPl4WInpZCOkhufd2I6+/68oPvxg5p0lhm7n5uiqS9jrw6uMlZJ9w4IW33KmqVhZrn9BqTGbBuFFlXDWwglfe6c6+QyaFsUquG1FMdq4jj07PIXFPF/79mS9SNtmQsVUM6VdE2hFXpk/Kxr+Yqc8MAAAgAElEQVRrJfMXR3Eyr0ZRrJ0czAyMLsRkEtw9LoPvt4TwXYKfIk2Aq/qfICXNhxkTk7FY4N//G0JZRQVQoUi3IZWVHbPch8nUvkyJDRbYGuv+I6U0WVuuKMPWCmyllJ/XTlu+snZXu3vI2LFzOWFTZkUpXh4wdzbMngZlFXDPHKioUv6DNmOykWFXWvD2lLz4Vic2b3NUrBkWYuLxB8opKhYcO6HlpX96U1WttB5N8sCdxfj7mnB1sfDcm96kH3VWHOuQ/mVMn5gPQrJjtxv/+aKH4hEVnc7CXeNz0WpBo5G88m4vikqUxzr6KgNjh53EzcXImk0B/LStp2LNzi7VTLgugxtHHqWySse//zeUsgrlnwGbx+YGHYgVQpTU/l8A+trbdbOB2jzUaYMjKwBDgGFY/wJaYPXFDceOnYvPZWVWZk0FF2fr9vtP1pEVpYQEWvjLWDNaLeSeEpSWK9cEmDm5Aq0WvD0lG3/TocJFIoNiq4iJsDa5zDjqgMmkXFSrlUy5NR9nvQWzGbJzO6ERYFb4Gz9mWD4+XtYL5b1p6qR9XJyN3HT1CZz1ZsortBScccT6e6/sfbh+5FEcO5lx7GQmPcsDYYP5EdWRtpcGklKqk8v9Q8/mzIoQ4gOsBcSf1+6aIYQYLaWcfRHDsmPnonPZmJVAf7j9L9b/p2fC2p8gLx+cFV6sz55mRKuFyir44Wctu/cp/73sH20krr/1RJ18QMfmrZ2orFLmrDRCcl/tQp4lpRo2bXUh/WgndAr/wqOvKibAzxrrjmRXEpNdMVuUnfz1TmZuGWtdw+x0oQO//u7ByTxHnJyUxTruGqtRMZth515v9h/qglKj4uNZwbD+1jYXJ0658vs+X0rL/wSjKmCLIyuqY2tmBRgJ9JW1gdXOBrKvCWTnT89lY1bm3Gc1Jws/shoVNVLRMRFmRsSZWfWdjsUrdOQXWg2FXlFNpeShKeUcztLy7+XObN/tAAjFpuraqyrw9zXx2TdufLGuMxWV1liVmBXHThbuHF/AvkN6lq3y5lCm9YUrjTX+2jyEgGVf+/PTb94YTcqHwLy6VDNqiIHf93ny9Q89MOSrFOs1RzhT6si6n3vy+z4/pBTo9SoMg9k4AtsbWekIbNCsHAJ6AHWLXwUCey9eOHbs2AaXhVnx94V9afDsAqipUU+3b28Lk2Y4kZWjXm+jyDATK7/Ts2FLJywKRyjq0GgkPp5mpj3ejYIz6o2Ux0RUsPBjP3bvd0bpCEUdeiczNUYNj7wcSWWVerH2CS1m/uIoMo+rk1IC8OpSSWaOO8u+icJk/hP2t7K9E7nq2KBZ8QJShRB1M52uBLYLIdYASCntPUzs/Cm5LMxK7in45Cv1dT/7xkF1zYMZDhxs/4LJjWKxCD5fo8406ob8nuKqumZllZZvfvJVXXfrrq6qaxac0fNLYg/VdS8JpE3OBlIVG223/8LFDsCOHVukwy4XhRCBQoifhRCpQogDQoh2N28CKCwspKLi7GmiFRUVFBYqmz5rx86lwvbt28nKyjprX1ZWFtu3b++Q5xOW1m2XMnVFti1tFzCeBCANcKvdUqWUCXXbBQvEjh0boyPHtk3AE1LKCCAOmC2EiGyvmJOTEwaDgSJ3dwqvv54id3cMBgNOSqsyaykvj+HUqXspL2/TWmjNUlralxMnplJa2lc1TYDi4kiysu6kuLjdb+d5FBX14fDhiRQV9VFNs6AgjNTUmykoCFNNE+D06VD27RvH6dOhqmkaDCHs3n0dBkOIapoAublB7Nw5itzcIMVa3bp1Y/Xq1fx++jRbg4P5/fRpVq9eTbdu3VSItBFkK7dLGFszK0KISVib3U0EJgGJQojbLlgAduzYKB2WBpJSngRO1v6/VAiRCnQHDrZHz9nZGY9+/cjPyIA+fSAjA+9+/XAuLlYca3l5DJmZi7FYHBDCSGjoDFxclNW0lZb2JTX1XSwWHRqNiYiIv+Lm1uSCkq2mpCSC5OR/YLE4oNEY6dfvKdzd2/WW1lNU1IfExNcwmx3QaEzExf0fHh5pijQLCsJISHgBs1mHVmti5MhX8PJSnv86fTqUDRvm1uuOHbsAH58jijQNhhDWrXsUs1mLRmMmPv5f+PkdVRxrbm4Qq1bNwmzWotWamTBhEf7+x1o+sAmCg4MZNnkyG774AiorYM1axk6eTLCPj+JYG8NeYHtR+D/gSillHoAQwgfYCKy8qFHZsXORuSBVg0KIYKAfkNjIfQ8KIZKEEElms7lZHTlkCMTHw4oVEB9vva0C4SH9AAdAh5QOlJUNVKwp5BUIdIAOi0VHSUl/5ZpCEtGzN1aPqcVi0VFUFKtYV0sfkHWaWgoKohVrFhREYm2LocVs1pGXp067ex09oFbXYtFhMEQo1izID0VaNEhpff25ueHKAwUcRZd6XbNZS05OL8WaNVdeCePjYbn1O1Bz5ZUtH9QeJNYC29ZslzC2NrICaOqMSi0F2FcvtmOn478EQghXYBXwqJSy5Nz7pZQfSikHSikHarXNzw4R27fD2rUweTKsXWu9rZB7Jhp55uHtaDRGwIQQRlxdkxRpBnQzM//ZLegcrJoajYnOnXcr0hRCMufeIqbf/hsajale18MjRZFuRK9KXnziJ3S6Ok0zXl7K2jo4OFh49P6fcOxkRAgTWq2Jrl0PKNIEGBSTz1Mzv0OrMyGEGY3GhJ9fqiJNV+caHn9gLQ6djLWaZvz90xXHem1cBvffuR6t1owQ/9/encdHXZ17HP+cWZLJZBmyEGICEpbYYFQIpYTF1hXFXVxaRdyuVm1dWnev2kXRttpW6621lWv19opttS6tIGrBolcQWSQqArEBDBgChCyETDJJZjn3j0kgQCCTOb8xM+F5v17zkhknD8+EJPPNOed3ThC7PcjQoRuM6yatXAmv7/0eSFq50rjmwSgd2S1RRRpUvuKw8qZS6m2l1FVKqauAN4AFX2UDQsSjmF4NpJRyEg4qL2itXzWp1draSuOmTeSUlqIzM1FFRTSWl5Ocl4c7ys00rrzYz81X+/npY+soLLwer3cCaWmrjKaAhh4R5MnZTXxZs4ajx9xMXf3XychYbTQF1BVUTpnayv2/qmbs2DtpbBxLZuYnRlNAY0b7+MkPq/lw9S4mfOM+6uqOIzt7jdEUkNMZ4o5rv2B4gY833/sx6ypKyc1dazwFNPG4Oq6/tJLX3xnKKac8yvbtY8jLW280BZTm7uCWK8qx2UJcMOMxNmwsIT//38ZTQCdPqmT68Z/z1wXjmHHBH6iuHs3QoRuMpoAgvJh2yWuvcdqsWXR84xskud0smTuXwTNmUFhYaFR7f4rEXzwbiTi8GkgDTxPebl8Bcwiv+RPisBazsKLCp4z9kfBq9sdM67W1tZGXlxdeo/LWWwAk5+XR1tYWVVjZG1SSmL/IQWrqp8brVPYGFTt3PpxBsmstBQVmIwr7BpUcPlnnwuNZZ7xOZW9QSeO/nstj0KDPGTToc6Oa3YPK7CdHo9Vmxowxe4OGfYPKPxYNY/DgjcbrVLoHlSf+NJ4MTzXjx1cb99o9qKxeN5T8/M3GIaXLtm3bmDFjRniNSlUVDB7M4Bkz2LZtm+VhZSBM8UQiDtesTNNa3w3s+eVOKfUAcHf/tSRE/4vlyMpU4HJgjVLq487H7tVaRzWkmZWVdcBjbrfbkqBihf2DSlu7+SZqPQUVK+wfVEKGhxLCgUFl63Zret0/qFhh/6Bi1fb5+wcVq03uYY1WYWGh9UGlUyJP8UQqXsKKUup7wPeBkUqp7r81pQNL+6crIeJHLK8GWoJV255aSIKKBJVEDCr9Ij7ex2Mmzg4y/DPwJvBz4J5ujzdrrWUzKXHYGxA72EZKgooEFQkqkZORla+O1roJaAIu7e9ehIhHh01YkaAiQUWCSh9oIBgfb+SxFIcLbIUQPTgswooEFQkqElT6TkZWhBDxYsBvNiRBRYKKBJUoWbgpnFJqulLqc6XUBqXUPT38/9uUUuuUUp8qpd5RSpmfT9CLON1nRQjRgwEdVq6dieVBZVh+KGGCSslR7ZYHlaQYBZXJpY2WB5X0VL8EFQNWbQqnlLIDvwPOAI4GLu3hnLByYILW+jjCW8s/au2r6ZmEFSESQ1xNAwUCAerr641qDMu38WVNiJuvcXHbdW7ueNDPK2/4jGrabJA3WJGUBE//IplNmxU33BPA12a2SL8gD2p2wAO3w8lT4JYfJbPq0xagJeqaaW6NzQYjh4d4+M523luWxM+edBIKmfWaNzhIQ5ONX9zTzLAjgtz+UC5btpr1mpsTYGe9nW+V+bjpynr+Oi+bv85zE95hPHq52X7a2hW33VyN1oqf/mY0Tc1ewBt1zcFZ7exsSOb8aTuYfvw2nnlpNMvKU4x77c7nM/s6PZjejrHokbWHFE4ENmitNwEopf4KnEe3c8K01ou7Pf9DYJZlf/shSBARIjHEVVgxpRQ8+3g6H6zyc8MVLm65v4V5Cw+9hX8kLjjTzrcm2SgrtfPFlhDfv9eOr82spjsF5vwSVq+Bs0+FH/w4mVWfmvd65cV+PBlwxkkBFn9g55HfpxEKmY2o5A0O8tCdzez22hhdGODOnw1hy1anca/Xz9zFzgY755/uZe5rGbzyZrZxzZKiVi4+q4GsQQFsNpj929E0NZv1qpTm1muqWL8hjTNO2NkZVGJzeGC8UICK/I08RynV/YyKOVrrOd3uFwBfdrtfDZQdot41hC/jjTkrw4pSqgpoBoJAQGttfsiYEAIYYGHlvOlJjDvGwbhjHDz6u1Ze/Ed71Fvxd0lOhttvcJA/xMaWrSGuu7MDfzDFuNcrL4ZRw8O3Ox7EkqCSkxVi5owAKS4oX2vjwceTcCaZT/1ce2krY4qCBIJBbrwvw5KgUjyqnW+VhUcSFr7vZu6rGaQYf1o1V15UR/GoNrwtNm6dPZzmVvNep4zfxchhPkYO8/HSG3kDPqh0UZFfDVTXyxtzT1+EPRZXSs0CJgAnRPqXR0trHYurgU7SWtdZXVSIw92AWbPidMK9t+wNJhPGOsjLNX95V14cDioALpfihMnmoSLTE15PAxAKwfETwZ1i/hve9bPCQQUge5BmbIn5D+LRhQFOP6EDAB2Cb5V1YLeb9qq55pKmPfeG5Qc4siBgWBMmlXopHhUe8rLZoKzUi+lchsMR4jtnb9tz/6gRLQxK7zCqmRB0H269qwa6L0QaCtTs/ySl1KnAfcC5Wuv26JuPnKxZESIxDJiRlcsvSmbEkXY+/izAg4+18P7y8JufycBKRjrceJUDb4vm6ecDPPPnAK0+jEcAbrgCUt3w/nL49dNQsQHcbrMRkMKhIc47PUBdA8x5wcnf33IQCCrzXme1AvDWu0k88xc322rtxr1OOK6NcUe3U73NwbMveXh/RQpg1qvNprnigjr8AViweBB/eyOL3V6Hca+nTqknN7uDDZvd/Pn1I1hXmU5KSpJRzcRg6dlAK4EipdQIYCtwCTCz+xOUUqWED/CbrrWuteov7k0fgkhvU10Qjm7/VEpp4Oke/r8QIkoDIqykuuGCM5O59rZmXv9nh2U/Y6+d6eCVBUGefNZPwy5rahYcAccWw1U/hA9XW1MT4Krv+JnzgpMXXnXga7PmlIPxx/hBwX/c7qGyypovFaU0F0z38sSzmbz5birBoDW9njJlN5VVLh54Yig76synfgBSXEEmj9/F488WsvxjD3F4ekRMWbXPitY6oJS6CXgbsAPPaq3XKqUeBFZprV8HfgmkAX8Ln4HKFq31udZ0cMjeIn1qb1NdAFO11jVKqVxgoVKqQmv9f2YdCiEAVDwNcTocDu3xePr8cZkeRXOLJtDDTILJmpXB2bCzh4s9UgyGALIzoWHXgb+0mvRpt2nS02FX04Fvpia9Zg0K0bDrwKk0k15TXCG0hrb2A+ua9DooI8Cu3QcGKpNe01MDtPrsBPdboGzS56GYrq86mFdeeYXa2to+Ja2M9AI9sfT7ET33nffv/ygRF5O63W49evToiJ67Zs2aPr1GpdRPAa/W+ldRtieE6GZAjKw0NsUmcPUUVEzVN1pfMxhS7Grq/Xl91VNQMeVri80yqZ6CiqnmlgHx7REdDWqA70Rv5XoUpVQqYNNaN3f++TTgQUuKCyESZ4Gtz+fD7/fv85jf74/Z3hRCxJvy8nK2bt26z2Nbt26lvLw8Nn9hSEd2S2ChUCiiWwSGAEuUUp8AK4A3tNZvxbR5IQ4jCRNWHA4HXq8X35Ah+GbMwDdkCF6vF4fDmt9+29vHs3v3jbS3j7ekHoDPN46Ghuvx+cZZVhOgpeU4duz4D1pajrOsZnPzMWzdegXNzcdYVrOp6Wiqqi6lqWn/zUrNNDYWs2HDxTQ2FltWs76+iPXrz6e+vsiymgA7d45izZqz2blzlHGt3NxcFi5cyJrmZlaPGcOa5mYWLlxIbm6uBZ0eSGkd0S2RWXU1kNZ6k9Z6bOetRGv98FfQvhCHjYQZ53Y6nbiKi/HV1EBHO9TUkFJcjHPHDuPaWYO+zvqKv+APOFHKT07OJSQnm61+bWsbx44df8LvD9csKLiSlJSPjXvNzz2GhYufJtDZ66hR15Oa+qlhryVU/vu/6PA7sdkCjBlzM+npnxnVbGo6mk8++SXBoIOqqgClpXfi8azr/QN70dFWxKpVD9HREe510qT7yMysMKpZX1/Ekvd/hD/gZP36ACec8CDZ2ZXGvQY7hvLOO3fR0eHEbg9w2mmPMHjwxqjrFRQU8PULL2Tp/PlgUzB/PlMvvJCC9HTjXnuU4EEkEvG0Zk8IcXAJM7ICwJQpcM458PxcOPvs8H1DhcMUZ558PMGQE3CgtZP29slGNZWCKRPKCAX31vT5DrVhZ2TGlQSZOLaUULdevV6zdY1JSZpJY0sIdvYaCjnYvdt8dCkz/Wi0dqB1uGZj41jjmhlpAcZ+bTiBgAOwEwrZqa8/1rhujmc4wZADre0Egw5qa0uMa+bl+BiRn9OtVwfbt48xruufOHHv98A554Tvx4IGQhHeEpQcZChE4kissPLBBzBvHlx2GcyfH75voHCY4sU/JFM47EO09gMBlPKTnLws6ppKwQN3wHWzloPaWzMlZblRr+NKgvx2djspKav26TUtbVWvH3swSUmaX9zTzDmnfwgqAASw2QJkZJiNKp04qZUf37oYm21vzczMT4xqZqQFeOiOaiZPWIna02uQ7Ow1RnXPn7aDm65a1NlrELs9QG7uWqOaeTk+7rp+LV8r+hSlgigVxGYLkJe33qgugHPFivD3wKxZMG9e+H4MKCKbApJpICHEVyFhpoH8fj9tFRWkFBeDywX5+bRVVOBIS8Pp7Pu+Gl1B5YstIX799HJyci6hvX0yycnLop4C6goq50yDG+7+mCOOuBKfr4yUlOVGU0BdQeVfS+28OH8do0Zdj9c7gbS0VVFPAXUFldGFAW758SaKi29m9+7xZGSsNpoCOnFSK/fcWM/c1/wcd9ydNDaOJTPzE6MpoK6gYlPw6sJ6ysrup77+WLKz1xhNAZ0/bQffPmsbT8118s1vzqa2toTc3LVGU0BdQWVbbQrvrfJz2mmPsH37GPLy1htNAUF4Me1HCxcy9cIL8X/jGzi15qNXXiFr2jQKCgqMavfI+q3o404MttsXQsRAwoSVQCBAWlpaeI3Ka68B4EhLIxAI9DmsdA8qV9/aga8NkpNXG61T2TeowPJySEn52HidSveg8sDjSYRCitTUT43WqewbVDKoqnaQnv6Z8TqVvUElg7mvevB41hmvU+keVO7/9VB27XaQmVlhvE5lb1A5kiWrssjOrjRep9I9qDzxP8V0+O0MHrzROKR0qa2tZdq0aeE1KuvXQ3o6WdOmUVtba31Y6ZoGGuBk1ESIxJAwYaWnjbicTqclQcVUT0HFCj0FFVM9BRUr7B9UrNBTULHC/kHFCj0FFauVlpYe8FhBQUFsRlXo06nLCUmmeIRIHAkTVqwgQUWCSqIGlX5xGLyRS1gRIjEcNmFFgooEFQkqfWHpQYZxS8KKEInhsAgrElQkqEhQ6SONhBUhRNwY8GFFgooEFQkq0VHBgf1GrrWWq4GESBADOqyMPNJ2WAeV5AQKKp70IA/dsUOCSjw5DEYdZGRFiMQw4MKKUuGfsSOPtPH3//FYFlRUZ3b4+b1Oy4JKV6/jj8XCoKJRCpKc8NhP2hldqC0JKkpptFaccnw799zotSSodNX0pAd59N6d2JSyJKh01b34zHq+fVa9JUGlq+YRuW3cdf3GwyCokPCHFEZCwooQiSGuwkowGKShocGoxgN3ZfHi3728+mwBFRva+M51jbT6zH4gFY92MGFcEmXjkzjv9GQu/V4TS1cEjGoC/Og2N/98t4M5j2bw5r+C3DnbZ7wP18lTbfgD8N3LHIwqtHHFLYqNm5uMajrscOPVULkJfvJD+O8XnMx5IQDUG9W99Dw/qz6189Bd7WgN379vEI1NZr1mpIc4+5R2HHbNzPN8PPqHLN5Zqo17veriJt5dlsL9N+5ky9ZkZv82l46OXUY19xerE8QDgWi+VmWBrRAifsRVWDE1criTu2/K4tbrM1lR3sa5l9egcRnX/cntHk7+ZjJKwUXX1LPyE/NTCr5Z5uCWa1K4dqaLef9s556faeOgYrPBXTc6GT5U4W2Fmd9rp3q7+eu/8Cy45hKw2+GpP8FzL/V9x+D9pbk11870c9PVfmp2KK6/24Wv3fzzevkFPi44ow2nAx76bRpLVqYa1ywY4uc7Z+/mgunNVGxI4uGnCujoSKyTKqJyGLyRS1gRIjEMqJ+4s+/OxulUpLptBAMwyGP+8srGJ3HO6Smkum00ezVDcs1rKgU/vi38JupOUYAixTxTcP50O2OKbLhTFK2tmsHZ5uteUlzhUZWkpPB7lzsFHHbzH/BXXOwn0xOu396uGOQxrzlkcJCLzmrDlQxt7YosT4jwfIaZq77dhMMBKS5NMKRITTkMFmVqIBiK7JaguhbYRnITQvSvATOyMv64ZC6ZkQ7AP97yct/P66nZHqSHjW/7ZPbd4XUZ1TUBZj++m1fm+0hONit67mlJjDvGQTCo+fNr7fzyKR8trWZpJTkJbr8h/M/5+cYQj/zOzwerQsav/4qLITcb2trhf/8G//1nCBou/s3J0lw2Izw1Uf6ZjSf+6GTTZptxr9de4iPJCbubFX96OYVX33ThcJr1etTIdk6cFJ6eWbIyhede8tDYNGC+bQ5Bgx74b9IysiJEYhgwP3V/dm82S1b4uGd2HctWWXDZD3DGyS6Ki5zc+7NdzHneS1u7eU2HA/7zFjdvLOrg4SdaqdwUBMDtNqt7+UUObDa4/YEOXl0QtOQMukEeuPo78NI8ePI5qK3Dkl6/O9PP1u2K3z6bxPsrbID5CNDIIwOcOLmd519xMffVFLyt4REwh9GMlebaS5r4tCKZZ/7iYf2GZADjUJUwDoM3cgkrQiSGARFWjhzq4Mk/NjF/YYuldTPSbRx34jZ27bbuB9rRR9m5+T4vKz82X6DbxW6HpmbNiRe2025BoOoyZjTMvBE2bbauZppb8/FaG4885bTk8uwuw/KDXHrTIOoarLs6J29wkJcXpLPiYxdWBKqEIlcDCSHiyIAIK1uqA2yptu7Nv8uL/2i1vOan64KW1wwG4W/zrK+77CPLS+JtVby52Povu/c+TLa85vadDrbvHBDfItEZ4G/kcpChEIkjpgtslVLTlVKfK6U2KKXuieXfFS2/308wuO8bfTAYxO/3R13T5/Md8PF+v9/40tTm5mba2vad4mpra6O5uTnqmg0NDbS27hvKWltbjS4hr62txev17vOY1+ultrY26poANTU1NO13aXNTUxM1NTVR19y8eTONjY37PNbY2MjmzWbDSRs3bqSurm6fx+rq6ti4cWPUNSsqKg74HNbW1lJRURF1zUPSOrJbAusKLL3dhBD9K2ZhRSllB34HnAEcDVyqlDrauPDw4TBzZvi/FrDZbHR0dOAvKMD/7W/jLyigo6MDmy36T43D4cDr9eIbMgTfjBn4hgzB6/XicJj9lu50OmloaKA5O5vd55xDc3Y2DQ0NOJ3RL8xwuVxs376dRo+HhunTafR42L59Oy5X9At+3W43VVVV7ExNZcepp7IzNZWqqirchotdUlNTqaysZLvLxdYTTmC7y0VlZSWpqdFfnpyRkcFnn31Gtd1O1dSpVNvtfPbZZ2RkZBj16vF4KC8vp0prNkycSJXWlJeX4/FEv5FeVlYWy5YtY4Pfz/rx49ng97Ns2TKysqzZmXcfWoeH7CK5JTC5GkiIxBDLMe6JwAat9SYApdRfgfOAdVFXHD4cdjWGNxRpbAzfN/wN2G634xg9msDOneEfvLW1OEaPxr51a9Q1nU4nruJifDU10N4ONTWkFBfj3LHDqFeXy0X6scfSVFUFxx4LVVV4jj0WV330G5653W4yS0upq6yE4mKorCSntBS3weZsaWlpDCkro2btWhg5EtauJb+sjLQWszVFHo+HoccfT1V5OQwdCuXlFB5/PJ626BdUZ2ZmMuLEE/n3ihUwZAisWMFRJ55IpuGbcE5ODkWnnsrapUshKwuWLqXk1FPJUdGvfcnNzaXkzDMpX7wY0tJg8WJKzzyTXIOwekiHwYiCjJoIkRhiGVYKgC+73a8GyvZ/klLqOuC6iCpOnRoOKnPnwmWXhX+YGoaVPXWDwb11HQ546SWzmlOmhINKV02XC157zbzXKVPguGPh+bkwaxY6PR3mzTMqqSdPDgeVuZ01MzPhrbeMaoYmTw4Hlc6aoSFDYNEio5oAwbIyGDZ0z+sPFhTAe+8Z1QxMmhQOKp29BkaMgKVLjXsNlJVBdtaeXgNFRbBihVFNf1lZOKh09uovKYHVq4177dEAfyOXKR4hEkcsw0pPv0Ie8JNBaz0HmAOglDr0T46lS8MjKpddFn6Dzsy0pFGWLlpJqBAAAAgfSURBVIXa2r11c3PNa37wAdTUhGvOnw/5+eY1u+pWVcGsWTBvHqqw0LikWrYMKiv31iwqMq5pW7YM1q7dU9NWUmJcE8C+fDmUl++pay8tNa7p+PDDcIjorOmYONGCTsGxfHn4a6ur7tSpew+ZipJz+XJYvHhPTafXCzEZWdFyNZAQIm7EcoFtNTCs2/2hQPQrISE8ipKZGf6NLzPTklGVYDBIYMMGHLm5OBwOHLm5BDZsOGDRbV/4/X7aKipIyc8nxeUiJT+ftooKo0W70LmYds0aPIWFZKSn4ykspHnNmgMW3fZFa2srjeXl5BQVkZ2ZSU5REY3l5Qcsuu0Lr9fLjuXLyS8pIW/IEPJLStixfPkBi277qqmpieolSygsLWVYQQGFpaVUL1lywKLbvmhsbOSLd9/lqIkTGTliBEdNnMgX7757wKLbvqqrq6Ny0SJKpk7la0VFlEydSuWiRQcsuu2L2tpa1i5YQOlJJ3FMSQmlJ53E2gULjBcu90iD1qGIbolMFtgKkRhUrL4RlVIO4N/AKcBWYCUwU2u99hAfY3kzKb3s4OX3+7HZbNjte/fnCAaDhEKhgy5c7a2mz+fD4XDs8/F+v59AIHDQj41k8Wlzc3N4PUy3xa9tbW34/X7S09Oj6rWhoQGXy7XP39/a2kpbW9tBF2721mttbS1ut5u0tLQ9j3m9XlpbW8k9xKhVb73W1NSQmpq6zyLVpqYmWlpayD/IyFVvvW7evJmMjAwyu43SNTY2snv3boYfZBF3b31C+Gogj8dDTk7Onsfq6upoampi1KhRUfVaUVFBVlbWPp/D2tpaGhoaKC4uPujHLVq0iIaGhj4N6Xgcg/XkjPMjeu7bjc98pLWe0Jf68cBut+tI/i0BWlpaEvI1CjFQxCysACilzgR+A9iBZ7XWD/fy/K88rMRLTdMrZQ5GerW+11j0CbH7vEYVVuw5enLauRE99+3dzyXkG7nNZtORXvXm8/kS8jUKMVDEdMcrrfUCYEEs/w4hRIwcBtMfMsUjRGI4jLfnFEIcij4M9heRsCJEYpCwIoToQeLvThsJCStCJAYJK0KIA8lBhkKIOBLTs4GEEIlJAzoYjOgWid7OCVNKJSulXuz8/8uVUoXWvqIDaa0t3W4/Ec5CEyJRSVgRQhxIa9ChyG69iPCcsGuARq31aOBx4BGLX1GPrNpnJWZnoQkhgPibBqoDItnpLafzub0yPenYgpoR9WpyyrGFIv68xgHpNXJRnfqprZsGiuScsPOAn3b++WXgSaWU0jGep7GwvPVnoQkh9oirsKK1HhzJ85RSqxJlzwPpNTak19hqpvHtRaGXcnp/JgAupdSqbvfndB6j0SWSc8L2PEdrHVBKNQHZxDbkva21/ipfoxAiSnEVVoQQ8UFrPd3CcpGcExbRWWJW6ofXKISIkqxZEULEWiTnhO15TudRHR4gLuZGI2T9WWhCiD0SNazM6f0pcUN6jQ3pNXGsBIqUUiOUUknAJcDr+z3ndeDKzj9fBPwr1utVLBbJaxRCRCmmZwMJIQT0fE6YUupBYJXW+nWllAt4HiglPKJySddi1UTR17PQhBCRk7AihBBCiLiWcNNAibLxklJqmFJqsVJqvVJqrVLqB/3d06EopexKqXKl1Pz+7uVQlFKDlFIvK6UqOj+3k/u7p4NRSt3a+W//mVLqL52jB0IIIfooocJKgm28FABu11qPASYBN8ZxrwA/ANb3dxMReAJ4S2tdDIwlTntWShUAtwATtNbHEJ4auKR/uxJCiMSUUGGFbhsvaa07gK6Nl+KO1nqb1np155+bCb+pFvRvVz1TSg0FzgKe6e9eDkUplQF8C/gjgNa6Q2u9q3+7OiQHkNJ5dYsbuTpECCGikmhhpaeNl+IyAHTXec5JKbC8fzs5qN8AdwGRHYLSf0YCO4HnOqesnlFKpfZ3Uz3RWm8FfgVsAbYBTVrrf/ZvV0IIkZgSLawk3MZLSqk04BXgh1rr3f3dz/6UUmcDtVrrj/q7lwg4gPHA77XWpUALEJfrlpRSmYRH/UYA+UCqUmpW/3YlhBCJKdHCSkJtvKSUchIOKi9orV/t734OYipwrlKqivC02slKqbn929JBVQPVWuuuEaqXCYeXeHQq8IXWeqfW2g+8Ckzp556EECIhJVpYSZiNl5RSivDaivVa68f6u5+D0Vr/p9Z6qNa6kPDn819a67gcAdBabwe+VEp9rfOhU4jfg+K2AJOUUu7Or4VTiNPFwEIIEe8S6mygzgPObgLeZu/GS2v7ua2DmQpcDqxRSn3c+di9WusF/djTQHAz8EJnWN0EXN3P/fRIa71cKfUysJrwlWHlyE62QggRFdkUTgghhBBxLdGmgYQQQghxmJGwIoQQQoi4JmFFCCGEEHFNwooQQggh4pqEFSGEEELENQkrImKdJ0l/oZTK6ryf2Xl/eH/3JoQQYuCSsCIiprX+Evg98IvOh34BzNFab+6/roQQQgx0ss+K6JPOIwQ+Ap4FvguUdp6ALYQQQsREQu1gK/qf1tqvlLoTeAs4TYKKEEKIWJNpIBGNM4BtwDH93YgQQoiBT8KK6BOl1DhgGjAJuFUpdUQ/tySEEGKAk7AiItZ5evDvgR9qrbcAvwR+1b9dCSGEGOgkrIi++C6wRWu9sPP+U0CxUuqEfuxJCCHEACdXAwkhhBAirsnIihBCCCHimoQVIYQQQsQ1CStCCCGEiGsSVoQQQggR1ySsCCGEECKuSVgRQgghRFyTsCKEEEKIuCZhRQghhBBx7f8BEcsPyEeevYsAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg2b = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg2b.add_field('topographic__elevation',\n", + " mg2b.node_x + 2.*mg2b.node_y,\n", + " at = 'node')\n", + "\n", + "fd2b = FlowDirectorD8(mg2b)\n", + "fd2b.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg2b, title='Grid 2 using FlowDirectorD8')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**FlowDirectorD8** consideres the diagonal connections between nodes. As the plane is inclined to the southwest the flow direction looks better here, though as we will see later, sometimes **FlowDirectorD8** does non-realistic directing too. " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg2c = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg2c.add_field('topographic__elevation',\n", + " mg2c.node_x + 2.*mg2c.node_y,\n", + " at = 'node')\n", + "\n", + "fd2c = FlowDirectorMFD(mg2c, diagonals=False) # diagonals=False is the default option\n", + "fd2c.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg2c, title='Grid 2 using FlowDirectorMFD without diagonals')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As **FlowDirectorMFD** can send flow to all the nodes downhill it doesn't have the same problem that **FlowDirectorSteepest** had. Because the plane is tilted down more steeply to the south than to the east, it sends more flow on the steeper link. " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg2d = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg2d.add_field('topographic__elevation',\n", + " mg2d.node_x + 2.*mg2d.node_y,\n", + " at = 'node')\n", + "\n", + "fd2d = FlowDirectorMFD(mg2d, diagonals=True)\n", + "fd2d.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg2d, title='Grid 2 using FlowDirectorMFD with diagonals')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When **FlowDirectorMFD** considers diagonals in addition to links, we see that it sends the flow to four nodes instead of three. While all of the receiver nodes are downhill from their donor nodes, we see again that using diagonals permits flow to cross itself. We also see that the most flow is routed to the south and the south east, which makes sense based on how the plane is tilted. " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+/mZwTVtHDy3LC7OD7VFh8uTJ2jL61R69evWKynM0GI4VoiayAlA3ebJ9QV20CLKz7ecRsivZsyJqt27SpOa+hnmn3kTtpInNfK2NgN2arCzE76tkZ1MTRqTisM2JEyE7G22yOXFi2DYBqv2+NtmtjoCvVS1sVkXAJkDViSci2bO+tnviiRGymR1Rm20j+IJcopVgoyo96YbOYPimElViJf7zzyEnB+bMgZwc+3mE7GrO0ojajc/Pb+5rixqWUEnI/6KZrwkRsJu4di2ak4PMmYPm5JC4dm34Nr/4AgJtfvFF2DYBklr4mhQBX5Nb2EyOgE2A5HXr0JylX9ttURsVus2ciNpsCwUsDW6JZiIlVkRkqIgsF5FCEdkgIjf6198tIiUi8oV/+W63n5TBcAwSNaOB1q9fz0sPPcTlt9xC3eTJxI8Zw0sPPsiQm24Kq75i3bp1/PP++7nm17+27Z5wAv/84x8ZfvvtnBjiXWt+fj6L5s7lhjvvpG7SJOKzslg0dy4j7rwzrFqIvLw8nrnrLm6eO5faSZNImDqVZ+66i1H33htyLURubi4Lf/1rbn/gAWqyskg87TQW/vrXjJ43L+RaiNWrV/PYLbdw5/z51EycSOKZZ/LYLbdw/MMPM62D9FJnfPzxxzz0i18w99FHqc7KIuncc3noF78gfcECTj311JBsrly5knnXX88DCxdSlZVF8gUXMO/66xn79NNM7yRt1RErVqzgvmuuYf4zz1B14okkf//73HfNNWQsWsQZZ5wRks3ly5dzz+WX8+iiRbbNCy/knssvZ/ySJZzVQSosVKI5ahIsEYyaeIFfqurnIpIM5InIu/5tD6nqg5E6kMHwTSRqxMqWLVu46aabmJCRAXV1kJHBkJtuYsuWLWGJlaKiIm6//XZOzMwEjwcyMxl+++0UFRWFLFY2bdrEnYHCZNIkRtx5J5s2bQpLrBQWFnJvoDCZOpVR995LYWFhyGJl/fr1zAsUJtOmMXrePNavXx+yWCkoKODhQGEyfTrHP/wwBQUFYYmVtWvXsiBQmJx1FukLFrB27dqQxUp+fj5PBwqTc89l7NNPk5+fH5ZYycvLY1GgMBk8mIxFi8jLywtZrOTm5rIkUJgMH874JUvIzc2NuFhRjFjpop1SoNT/uEpECoHBETFuMBiiq8A2FKJlIrtv+uSAED2+RuNEhl0tsB1/Yoy+sKx/UPtOHL4rKotPJ06cqB988EFQ+x533HHbgf0Bq55Q1Sfa2ldERgAfAROAm4FLgUpgDXb0pSJkpw2GbyhRE1kxGAxHDguhEefRdqPb6UK7/f3BCDIRSQJeAX6hqpUisgCYix2smgv8Gbg8RHcNhm8sRqwYDIY2sdSkgbqCiLixhcr/qeqrfvt7ArY/CSyL2AENhm8QRqwYDIZWmJqVriEiAjwNFKrq/ID1A/31LAD/Baxv6/UGg6FjjFgxGAxtIPg0qjobdJkI91A5DZgDFIhI0zj93wA/FJGJ2PpvG3BNpA5oMHyTMGLFYDC0QgErutowhUQERwOtgjZDUW9G5AAGwzccI1YMBkObmDSQwWDoKfQoseL1eikvL4+ozbq6uojag+4ZYtodfoLxNVo+f+i+IeFer7fLr1EVPGpGAxkMhp5BjxIrBoOhZ2AX2B7baSAz74/BED0YsWIwGNrg2C+wBZMGMhiiBSNWDAZDK0yBrcFg6EkYsWIwGNrEZ5rCGQyGHoIRKwaDoRWK4NFj++dBVU2BrcEQJRzbv0YGgyEkvgkFtmAiKwZDtNCtYkVEbgKuxP7tKwAuU9X67jymwWAIH0VMGshgMPQYuu3WSUQGAz8HTlLVCYATmB2qvXfeeYdNmzY1W7dp0ybeeeedsPw0GKKFRx55hJUrVzZbt3LlSh555JFuOZ6FI6glmmkavtzZYjAYji7d/UvjAuJFxAUkALtDNTR8+HCeeuopPty6lbdTU/lw61aeeuophg8fHhFHN29OY+nSCWzenBYRewBFRam89to4iopSI2YToLCwD0uWjKawsE/EbG7Y0IsXXhjOhg29ImazoCCJ554bREFBUsRsAqxdm8DTT/dj7drINVHLz4/j8cdTyM+Pi5hNgLy8GB57LJm8vJiwbU2aNIkrrriCp959l4f27uWpd9/liiuuYNKkSRHwtDmq4FNHUEs0Y8SKwRAddFsaSFVLRORBYAdQB7yjqiGHQcaOHcsF113HiwsXQvYsyFnKxdddx9iRI8P2NW9zCo/dfy7qdeJ2W9x22zuMGbM/LJtfbkrlnrmnY3mcuN0Z3HXXCtLTD4Tt67sFMTz2u1NQrwOXS/nDH1aTkXEwLJtrNyTzq1smYnkdxLhH8Kc/5TN+fGVYNgsKkrj+Z+PwehzEuJVHHy0kM7M6LJsAH3/u5mf/O9L/WSlPPLGFrKzasGzm58fx458MxOdxEBsDzz1XwqRJ4Wcr3/zYw3VzBqBeJzExyuLF+5kypTFke9OnT+fWv/6V2665BsmeheYs5YGFC5k+fXrYvrZGsI7xdvtGiBgM0UN3poFSgO8BI4FBQKKIXNLGfleLyBoRWVNd3fHFrH7KFMjOhkXPQ3a2/TxMyvGyZFMvLK8TVQder4PCwgFh2bRUeXl9Ar4Amxs29Avb12JvDS984cbncWBZDrxeoaDguLBsetTiidVefF4HajnweIS1a1PC9vX11Q48nq9tfv55+BGbSm8jD75/CJ/XgWUJXq+wZk34UZsn36vGG+Drp5+G305/Z10lv3+9xP9ZCR6P8MknsWHbrcrKQrKz0UXPI9nZVGVlhW2zLRRoVFdQSzRjWVZQi8FgOLp0Zwz3HGCrqu5TVQ/wKnBqy51U9QlVPUlVT0pK6vjCE5eXBzk5MGcO5OTYz8OgHC/PufYxMGMX4vQhDguXyyIjoyxkm5Yq/7L2ciDjK5xOH4htc/z4vWH5WuytYUFtMRkT9iNOHw6HhculZGaGPpeSRy3+enATnrFbcDotxGHhditZWRVh+bq6eg9fDFuD02WB2DYnTw4vUlPpbeR32z8l6YQdOA5/VspJJ4UXrXmx9Es2Dv4MV4Cvp5wS3nxCO+squXHdvxkzueLwZ+V2K9/6VkNYdgGS165Fc3KQOXPQnByS164N22ZbKIKlwS3RjEkDGQzRQXfeFu0ApolIAnYa6GxgTajGNm3axBtPPcXF111H/ZQpxA0cyBt/+xsDr7ySsWPHdtlek1BJUSc/GuXhwUtepf/+kZw5aX/IKaAmoZKnVVw3Lpnc699i3Ya+XHZGbVgpoCahMsHdi/8e72b7j14hq2E800+qDDkF1CRUtntq+N204bxw/dvs2TyAy84jrBTQ6uo9PLZvI7NPHk7ifXksWObhzguTycwMXQA0CRWP+nj4OyP47e63iN03mksviAkrBfRi6Zc8W1LAb8+byvZea3nhjUb+fPWQsFJATUJlaHwv7v/BBLILXydTpvLjmfFhpYDALqadd/31PLBwIVVZWSRfcAHzrr+esU8/3S2pIDN02WAw9BS6s2blUxF5Gfgc8AL5wBOh2tu+fTtXXnmlXaNy4ACMHMnAK69k+/btXRYrzYSKL41YHCQOKWXa5ErG9A4tVB8oVC5zDGKMI4GdI/dSlbaD9PT+IdmE5kJlTtww6rwWCUNKmZHpYlhyaOmKQKFyS+oJDHYl0HfkdvqN2sf48aEXLDcJle/3Gc7/9BlJ8QmVpB1YzwkTphLqVy1QqMwdMY0UVxwpI/Yy6VSLrPGh1ys1CZVfjpjKuWkjWJ6xi0FVG5g0KfQC62ZCZfz/I97pJmloGbNOL2HK8cNCtttEfn4+TwcKk3PPZezTT5Ofnx9xsaKAFeXFs51hoiYGQ/TQrQlnVf0d8LtI2DrvvPNarRs7dmxEhEq4tCVUIkFLoeKQ8EPubQmVSNBSqEgEfG1LqESClkIlErQlVCLNz3/+81brpk+f3m0Ftr5jvMAWTGTFYIgWors6rosYoWKESrQKlSPNNyGyAkasGAzRwrH/a+THCBUjVIxQCR5VwaPOoJZgEJEZIrJJRDaLyO1tbB8mIstFJF9E1onIdyN+Um1gRgMZDNHBNyKyYoSKESpGqHSdSDV8ExEn8FfgXGAXkCsiOaq6MWC3O4AlqrpARE4A3gRGRMSBdjA1KwZD9HDMixUjVIxQMUKl6yhEsincycBmVS0GEJHF2D2YAsWKAk3NeHoTRrfrrmDEisEQHRzTYqXC4ePFSAsVokuoLIwWoeJr5P7d64xQ6TFIVyIraSIS2JbgCVUNHPk3GNgZ8HwXcEoLG3cD74jIz4BE7D5N3Y4RKwZDdHDM1awo9o9PhcPH4sSqToVKvc9iW40HgBqfxc5aT5v7WSgWyhuOg0EJlc2V9TRYiioUHqzDauNHsWndNq0LSqjsr2+kpKbe/9hDSXXrfiCqiqWKRy2erN0WlFBZt+8QPlW8llKw71Db5+/3Nbe+PCihsv1QDXv9vm47VM2+2ta+Ntms9DXyx7IvOhUqlqXkluxDgTqPl3VlbTfEa7L76v4tQQmVDWXlHKqzG7Z9sXsf1Q2tvwNNNkvqq4ISKpX1jeTv2ouiHKitZ31peNM3hIPP5+vya+wC26Cbwu1vauzoX1q2KGjrS9LyH+KHwN9VdQjwXWCRiHT775NpCmcwRAc9KrLi9XopLw+9IyvA5ykwqhreHgjJDTCjMoZqraC9PqeqsKwC6i1Yvq+Wc5MhoUX/sgNOiz1ui7IYi8J4Hz+oTibFV0c57Tc621rp4ZNDXgD+U1pBP1/r/i0fxdYy2uvmpcQqxmoC361NpKK2/eZxjT6Lpzfb3WX/+VUZV47oTXlDTbN9vpI6HAifOKrYLR6ucQ0h7lDHvuaVVJBfbttx+rwMcnibbfep8r51gP4Sw2KrjPNi+nOmrxcHDrTva3VNA0+u3Q7AXz79kntOHk15XXNfVzTu43hnEv+o24EX5dbU8ViHaiinpi2TACzdUMzWgzVsragiVn0MbqEVqi0v/6nbi4XyavVOrknLYLIkd/i9KtlfzrNrigB4dOUXPHD2JBqqm19fX64oZlpif/5Yls/g2CRuHTiR2oOVtNeSTlV54L3V1DZ6WfjxWn717RMZGNNxBKquLrzOuZFEkaCLZ4NgFzA04PkQWqd5rgBmAKjqJyISB6QB4bV+7gBVNcWzBkOU0KPESrhUumBtHyjoDWkNcF4ZxMR3fIEQgWExsLEenMDgNibH/STZw84YC0tgVkUMw4MI+4+Md7LKL1ZGxLf+0d/u9LA6rp48red4Twz/JSk4OqkRiHU6GJbgZluthz5uB8fFNLdrobzrrKQCL26ES719GeDuvMnd2F5x5PnFytjeraMaa7SSD7UCVeUsSeW7sf07Tf30T4ghJdZFRYOX0b3jiXU2v0muUx9vN+whR8tIcbj5ecJoejs7n5l4Qt/efHXQ9jUzrfV8Q2/VlLC8dg8eLC7tNZrTkwd2anN83z64HILXUrIGpLQ6tzJPLa8f3M4bh3YyOjaZ3w6bSpyj438dEWHyoDTe21KC2+lgfL/w51s60liRC7zmAseLyEigBJgN/KjFPjuwu1z/XUQygDhgX6QcaA8TNTEYooNjKg30eQpYIngdglOhMcizG+a/Rg5yg7vFNbjU7aM4zsLjgFgLah3B/biluB30cdnGRsY3d0RRVsTZ9+QesWPknlZR8bYZk+T2/41pdVEtkFr2igePKHE4qJbgwv8jk2NxCbgdwsik5mKlUS3etcrx+f3zogRzLyoinJBiz/XU9DeQDxr2Ua0+GrGIxUGNBudrk0DpnxBLv4TmQqzc18D7tWW2TXFSY3mDuhjFuZyMO862O7F/a1GxpKIYH0qD+nCJg1qft9U+bTF5kD3JZGa/FGJdEYtSHBFUwacS1NK5LfUCNwD/BgqxR/1sEJHfi0i2f7dfAleJyFrgn8ClegSUhEkDGQzRwTETWdkfA1uS7R/OYTXKlAOQGGSqfqDbfiOGtbixV5SPk+0LU6IPTql2c3y9E4Lscj8izsH2eos+ruZipcjloczlQxQmeGI4rT6e2PjglNWYxBjeo5Yxic2jOx6UD5z2nD5p6uIcX29GanBTB8Q4HIxKjkOwBUsgq/QgVfhwIZwmfTjTkYIzyILajNQ78KezAAAgAElEQVRE/lN2kBNSEputr7Q8fNBo3zSPdCbw/dhBDHQGV1Dbzy9SxrcRVXm9ehdelARxcn7iYM5M6DwC1ERW/1S+OlBFempzu8UNlayusTMRUxLSuDhlNKnu4Hwd3zeFGKeDyYNCb+F/NInkJIWq+ib2cOTAdXcFPN4InBaxAwbv15E+pMFgCIFjRqysSYV+9crUAzCgi/PQuQSGxLQWK9tiLfa7LE6tcnFijQt3F4dyjox3trqw+1A+iqtljMfN6fXxpFld+wj6xDgZHOdiaEJzsbLGUY0FZHtTyNIEnF30dWyvuFYX9hr18ZFVwUnSi3MdqfSRro16Gd0rnhHJcaTENX/dWw17SHW4yY4dyARXry6PJpqQ1qtVCqjEW8ua+nJmJAzk/MTBJHaSpmlJVv8Uviw/hLtFuuqfB7aQHtubH6aOZmxcny7ZjHE5ObF/KpMGRp9YsWddPqYCr21ixIrBEB0cE2KlygXjKmF4bdvDDoJhYgIktYjU14vy031xxIV4hzko1kFci0jFXqePGXWJDPWFPtz13P6JzUSQDyVWHfzM25+YEDN76b3iaakZSrSe/3UOYYCENrmjy+HgeyP7NVtXpz5GOBP4QdzgoCM0LTl5QAoDE5tHN8q8ddyblkWqMzRf0xJiuWDM4Gbr9nrqmNFrCJMT0kIenv1fJ4wgNSE0n442x/rcQCbFYzBED8eEWEn22ks49G3jncioD+/tcYrQt8UIkIG+8N/yAXHNbTgRJmtiO3sHR6+Y1jUV6Y7wbAIMaVEDEy9OTolJDc9mG7NNT4k7LiybACP6NK+t6eeOp587tJmtmxiV2jpdFQ0ogteKrjqbUDCjgQyG6CBq4rwrV66kuLi42bri4mJWrlx5lDwyGI4sTz75JKtXr262bvXq1Tz55JPdcjwLCWqJZkyBrcEQHUSNWBk8eDCLFy9mdVkZKwYPZnVZGYsXL2bw4MGdvzgItm0byHvvTWXbts6HugZLcXF/3n57EsXF/SNmE2Dz5jSWLp3A5s2Rq4UoKkrltdfGUVQUXtQjkMLCPixZMprCwq7VenTGhg29eOGF4WzYELmoRUFBEs89N4iCgtYjl8Jh7doEnn66H2vXht89ODMzkxtvvJFFK1fyeFUVi1au5MYbbyQzMzMCnjYnkqOBejKREisiMtQ/EWOhiGwQkRv961NF5F0R+cr/t9Mx7CLiFJFB/skdh4nIsAicqsEQ1URNGmjUqFH8v8svZ9miRXDoIOQsZebllzNqwICwbW/dNoAFC/4Hn9eJy+Xj2mtfYcSI0rBsFhf35y9/mYnXb/MXv1jGqFF7wvb1y81pPPjAefi8Dlwui9tue4cxY8LrjlpUlMo9vz/DbzODu+5aQXp6+w3fgqGwsA+//e0peL0OXC7lD39YTUbGwbBsgi1UbvnVJLwewe0ewZ/+lM/48ZVh2SwoSOKGn2Xg9Thwuy0efbSQzMz22ggGT/4X8fzvNaPweBy43coTT2whK6u9NnKdM23aNG548EHm3nwzkp2N5uRw5/z5TJs2LWxf2+JYL7CNcNTEC/xSVT8XkWQgT0TeBS4F3lfV+/2zTd8O3NaeEf90A78D9sDhLgEKnBgpRw2GaCSqfo0apkyB7Fmw6HmYNct+HiaK8u6uQXh9TlQdeL1ONm8eErbdNZv74/Hb9PmcFBUNCtumB+XFL5PxeBxYlgOv10FhYfhi7b31vfF4v7a5YUO/zl/UCXnrUmg8bFMoKAi/pgTgpVwnjR7Bshx4PMLateE3W1uxJt5vU/B4HHz+efgRG0uVvy2vocFv1+sV1qwJP2pTM3GiLVQWLUKys6mZODFsm21hjwYKut1+1BKpyIqqlqrq5/7HVdj9ZAZjT9j4nH+354Dvd2LqRmCsqo5X1Uz/YoSK4RtPVImV2Lw8yFkKl1wCS5faz8NAUT7s5aHqxG2I04eIhcvlY8yYXWHZLXF62Jz1FQ6nD8TC6fSRnh7eJLIelBed+9HxW21fHRYul0VGRllYdtdaVXw1bgOOw+dvMX58eB3Oqy0vG45fi7js83e5lMzM8KZRALs77ZbR62xfHRZut5KVVRGWzVJPLblDV+Pw++p2W0yeHF6kxlJlQWkBe0YVIE4fDof9Hpx0UvjRmsQvvkBzcpA5c9CcHBK/+CJsm+1halaaiZU0EVkTsFzdnk0RGQFMAj4F+qtqqf9YpUBndwI7gbYn6DIYvsFETRqouLiYDxYvZubll9MwZQqxffrwwTPP0G/2bEaNGtVle01CpTDex0Vp+1j2o1dILR3CKeN2hZUCKnF6WJJYxYkjGphw5Wt8WTSYH0zeG1YKqEmolIqHy4c38NSPXmFc5WhOztwXVgporVXFYquM88emUnz1UvYVD+bi06rDSgFVW14erd1CYrpy3W8+ZMmH8dw4Q8nICE8AvFVTwqvVO7n2pNEsu2IZ7j0juegsb1gpoFJPLfeWfs7x4xM4+85PyFnu4neze4WVAmoSKh8dKuEP50zl3u3/Yqwni/85R8JKAYFdTPvYLbdw5/z51EycSOKZZ/LYLbdw/MMPRzwVpGBGAzVnv6qe1NlOIpIEvAL8QlUrQxjyXgx8KCJvAA1NK1V1flcNGQzHElEjVkpKSpg9e7Zdo1JSAgMG0G/2bEpKSrosVgKFyqyKGIY2OkkcUsrksaWMCK45ads++oXK8Z4YvluXyGfD91DXfzej+oduNFCo/NTbl2R1kjCklDOH1TAoPvReLU1C5SxJ5VxHKq+M2EvfEftIHx56gW2TUPGh/DxhNBVjD5HWuJ70caOxZ14KjSahclmv0Zwa35dVw4uYMKWO8aNCT4E1CZWB7gRu6Z/F594DDPJuIzNzasg2A4XKHcOmkpmYRtLQjXxnSi+yhoWfrisoKODhQGEyfTrHP/wwBQUFka9bOQZSPJ0R6ZE+IuLGFir/p6qv+lfvEZGBqloqIgPpfGLGHf4lxr8YDAaiSKxMnz691bpRo0ZFRKhEgpZCpbNJCYOhpVDph5u6oGbm6ZiWQiXUhmeBtBQqvRxuKgiz+Q2thUokaClU4hzhfwfaEiqR5qqrrmq1btq0ad1SYKsQ9SmeYIiUWBH7n+hpoLBFFCQH+Clwv//v6534c4/fXrL9VMPPHRoMxwBRI1YiQbQLlUhwpIRKJDBC5ehyrEdWIKLt9k8D5gAFItJUSPQbbJGyRESuwI6YXNiRERGZACwCUv3P9wM/UdUNkXLUYIhGvjFixQgVI1SMUAkexYiVLtpZRfuzfZzdBVNPADer6nIAETkTeBI4NSwHDYYo5xshVoxQMULFCJWuYbfbj6rBgl1GVXtiu/3EJqECoKofikj4814YDFHOMS9WjFAxQsUIldAwNStHhWIRuRM7FQRwCbD1KPpjMPQIjulbJwUjVIxQMUIlFBTTFO7ozA10OdAXeBV4zf/4siPpgMHQEzlmIysKfJwGX3UiVHzaXLF5FVwd/P6Wun28nljXqVDxBvzAeVVxQrtCwYvyahBCxWMpgb+bXktxOdp3dr3U8qp1oFOh4rG02WN3BzZr1MdTQQgVT2B4Xe3nbkf72vjdhr0sbSjtUKhYqlgBb4DHZ+F2tm9zj7eOB/cXdipUPL6vfbVU8Vnart1ghYrHZ+EMeB8bfT5inNHTt6Qn16yIyErgI2Al8B9/x9iQ6GmRFVWtAH5+tP0wGHoaPUqseL1eysvD63R6MMFJ71ofa4cnsiMpjjO315NQU0t7Vr0KH9EbD07yq31UVDcwWuqb7eMTqIoRPA5h+fBYhlfDKfsaqPi6Z1MrPm90U+Jz0qDCK7trODu2gZZaYX8M9PHA+/2hXIX/OhCL01vZrq8HvbDcP5DxzZJKpiTCsBadGGocigKlMT7+3dvDt+rjmNygHKD9Rm9vlzdS1mBfsF/a3MB3jmvd3qHM4aWXOngxsQp1CD/19sXT0L6vm6sbWbnfboK2YN02sgclkxrT/GJdRiN9cfOJo4r3HJVc5OzP2FoH5bVtW1VVnt28j/31XnJ3l3OopobzBvVptU8JDcThYKFvF/2dcVzuHkJNxUFq2vF1VWkFn+05RL3Xx93L87l2wlBiWoiVHb5ahjjiWVy/izzPQX6eMpZB9UJ5fdu+Nnh9PPz5Fhq9Pl5bX8y+ikNMH9JxBKaurq7D7aHi9YY2hLynihXsIcDfBv4H+JOINAArVfWmrhrqKWJFRP6iqr8QkaXYWrEZqpp9FNwyGHoMPUqshIslkDu6F73qvOzpHcO3iioZ4Os4ReESiFULCxeHcNGf1jdpRakudic5KY93MKTKx+kHnJ3mzwY4fRR67WP3cVithEqdA94ZAKmNUB4D/10Ry3Hejq32dkKjPwhQ4YNBbZzaZ0keqh3K9liLk2pcnOaLRzpJUw2McVBU6wNgUkxrH/Y6vOQkVONG8KFc5u1HcidN3oYnuPlXo22zUbWVUFGUt52HiEP4Uur5vi+FKe6O5+QREfrHu9le00itz2JGUutmexu1hg+sA1TiJU1iuCZhJLHSsa9j+yTy+tZ9ACTHuFoJFa9aPFu7nUHOOAq9VdyYMo5xMb07tBnrcpLoduFVpaS6nhOOi9wM0UeCprmBeiKqWiwidUCjfzkLyAjBTo8RK3xdo/LgUfXCYOihHFM1K9v6xlET56Q0JZbRe+o4rtoT1OsG0ghAMl6SpPnogEYHbEhzsyfJSaxPmbjHE9Sb1t9h4fLfIA1x+lptX5sCdS6hJEE4qQJSvZ1fGES+jqQMiWmdrqpwWmyI97EtzmKAx8GkGlenQgVgRPzXZzQyvvXZfRRXx0GnxX6Hj3PqE0kK4h1wO4ThCbaaGpPYOlKzWRrY5mjgS0c9mZrAeE3o1CbA2F7xAMQ4hBFJsc22+VR5y9rPLhrwoHzP0bdToQLQNz6Gvv5uwCektB548R9POfu1kXXeSv5fTF+O70RUNTEhzd5vYGIcx8VHXzNSnzqCWo40IrIF+BfQH7sR2wRVnRGKLcuyglq6G1VtmuhsoqquCFyA7pmt0mCIIo4ZseJ1wKZB9gVPLMXrEDzO4O4MB2CLmoG0Fjcb09w0+lVBjA8OxQZn0ykw0OnDjdLX0fzHrsoFhf7rnctSalzgCfImdrj/mtcy/QPwSbKHppthp8IhZ3B3jb1dDlJdQppb6OVqkf5weih22+9LvArlDl/QPXSPT7KdHJPU3FkL5T3noWbPq2gt6NpiRFIsMQ5hTHJcq3qdPK1kn/8zjMdBmTYGfeeckWLPiJyR2nxm5Dr18XaDPa+TA6hVH7UaXFol0y9WmkRLNKE9u8D2EewGaz/Eru/4qYiMDsVQDyyw/Wkb6y49kg4YDD2RYyYNtHlAPA1uB4MPNJCxq4Ykfw1GMLNrJIhFb/UywB9haaLWJWw6zkVio0XWXg/DD/nsOEV8cD4Ndtr7t9RMeSl2UjrjkDLxICT4ICYhSGHlhhhpLVbK3BZb4izSPMJpVW6GNjrsqEqQA3VGxjtpWVerKCvianErTG2IY2pDPLEIzo4qkAMYnegmziEMiW/+NVsvdewRDyOtWM6xejNYg486uPxCZWzv5imgRrV41yonESfnOFI5WXrjEgl69NMJKYkUH6qld0xzXz9o2Ee1+pjs6sPMuAH0dcQSH+Top9T4GAYnxR0WLdGG9tw00MPAw/5JAy8D7gaGEMIEVD0lDSQiPwR+BIwUkZyATcnQbmlYjyMvL6+fy+V6CpjAMXQzbOh2LGC91+u9csqUKW3On3VMiJUGl3AwwcUZGw+SUhNaMeFwGkhtMZdNUaqLiXs8jKnwEmSQohmDnL5W/63lMaAC/7MTeofgqkNgUgIkBBhWlPXxXs476Ca93hlU6qclo+IdtGzAudnlYYDPxX/XJpMYQrg/2e3k1OPicQQIBi/KRkctl3jTGK2xIfk6rncco5Obi5U1WsnJ0pvTHSnEStd9HdErnin9mouKSstDiVXHrxKPZ5gzuDRVS6YNTGVE79Bee3TpuTUrIvJn7ALbJGA1cBf2yKAu0cNqVj4GSoE04M8B66uAdUfFoxBwuVxPDRgwIKNv374VDoejx7y5hp6NZVmyb9++E8rKyp4C2iwmPybEitNSTtlcFVa3k1HUt4osTNjnwRXGv1u8wPAW9Sq9PXBWZ/OudsKEFnWlCpxV6cYZxjvQP6b1IOwRXjfHe8OrtZiS0txZBS7yHRdWb5oJKQk4W0RMTpJexHQwNLoznCJ8q3/zkUVx4uTqhJEh2wQ4fUhaM7EWTfTUyAq2QJmnqnvCNdRTxIqqbge2A9862r6EyQQjVAxdxeFwaN++fQ+VlZVNaG+fbhUrItIHaAoJKnC5qn4S6eO4IlD/1lZrkXCESnt2u8NmJJrStXVBdUfAbktR0R02AWJCiKa0stvije0Om9GCKvisnum7qr4kItkicrp/1QpVXRqKrZ7Wbl9EpgGPYo9uisFObdWoarTkEh1GqBhCwf+9afdHt7tzig8Db6vqOCALKAzVUG5uLjt37my2bufOneTm5obnocEQJTz//PPk5eU1W5eXl8fzzz/fLcezkKCWI42I/BG4EdjoX37uX9dlemCB7WPYhcNfYVfHXYktXgxBsmPHDtfMmTNHDR06dMLo0aPHn3HGGWPWrVsX2/kru8bJJ588dsKECYeHzH/00UcJJ5988tiu2vjoo4+iMU98xOk2sSIivYDTsYcWoqqNqnowVHsDBgzgjTfeIL+igtzjR5NfUcEbb7zBgAEDIuLvrl1D+c9/TmfXrqERsQewY8dgVqw4lR07BkfMJsC2bQN5772pbNs2MGI2i4v78/bbkygu7h8xm5s3p7F06QQ2b45sO/qiolRee20cRUWpEbNZWNiHJUtGU1jYp/Odu8CGDb144YXhbNgQ/o1xRkYGd9xxBy/l5vKct5GXcnO54447yMjocouRTlHsNFAwy1HgAuBcVX1GVZ8BZvjXdYlghcqRThWp6mbAqao+VX0Wu4+MIQgsyyI7O3vM6aefXrVz5871W7Zs2fDHP/6xZPfu3UFVxXe1gWJ5eblryZIl0RL1imq6Mw00CtgHPCsiWUAecKOqttdItEOGDh3KKRdfzIevvQY+L+Qs5cyLL2ZoSkrYjq7fN5ycFy4FrwOn08ePf/wsQ4bs7PR1HbF152CeffbHWF4nbpePyy77P4YNKwnb1xUl/Vi64H9QrxOXy8e1177CiBGlYdncuLUvf/3LzMM2f/GLZYwaFV45wObNadz3wLn4PE7cbovbb3uHMWP2h2UT4LNNvZg/93TU48TtzuCuu1aQnt5+d95g2FjYm1//9mR8HicxbuUPf1hNRkbIuvow/17r5MHbs8DrxO0ewZ/+lM/48ZUh25syZQqX//73zL/zTiR7FpqzlJvnzmXKlClh+9qanltg66cPHG7L3HGHvg7oKTUrAdSKSAzwhYjMwy66PaZnXX7vPRLff5/ks8+m6pxz2m00HRTLli1Ldrlceuutt+5rWnfqqafWgS1krr322iEffPBBbxHRX/3qV6VXXXVVxbJly5Lnzp07sF+/fp6NGzcmbNmyZcPf/va31AULFvT3eDwyefLkmn/84x/bXa7Wl8sbbrhhz/333z/ooosuavaPXVtbKz/5yU+Gr1u3LsHpdDJv3ryds2bNqqqurpbZs2ePLCoqijv++OPr6+vrD/+Tvfrqq71+//vfD2psbJThw4c3LF68eFvv3r2t6667bvC///3vPk6nU88888zKJ554Ylc471G00p1pIBcwGVigqpOAGuD2ljuJyNUiskZE1nTWbtwzdSrMmgWLnodZs+znYbIv3sGqijGo14mqE5/Pyfbt4RVVegXe3zccy+cEdeD1Oti6dXjYvn4V6+OjnYOwvE5UHXi9TjZvHhKWzVqxeG1r2mGbPp+ToqJBYfv69pcp+Lz2+fu8DgoLw4+A7ddGnl8fh+VpOn8HGzb0C8umpcr/5bsP++r1CgUFx4Xt61eNlTz7qWJ5nFiWA49HWLs2fGFdO2kSZGeji56H7Gz7eTehGtxyFPgjkC8ifxeR57BvhO4LxVAPjKzMwf5dvgH7N3Mo9rQCxyTvvUfizJmkz5vH4JkzSX/vvfCE2bp16+KzsrJq29r2j3/8o09BQUF8YWHhhvfff7/orrvuGrJ9+3a3/3WJf/rTn0q2bNmy4fPPP497+eWXU9esWfPll19+udHhcOjjjz/e5o/C9OnTq2NiYqylS5cmB65/4IEH+gEUFRVtfOGFF4qvvvrqEbW1tfLggw/2i4+Pt4qKijbeddddpRs3bkwEKC0tdd13330DP/roo6KNGzcWTp48uXbu3Ln99+zZ43zzzTdTvvrqqw1FRUUb77vvvvDuTKOY7hQru4Bdqvqp//nL2OKlGar6hKqepKonxcd33MDEnZsLS5fCJZfA0qX28zDYF++w5/oZvhVx+hDx4XT6GD489BnZvWLP9aPjt+Nw+kB8uFwWI0duD8vXr2J9/LtPI1kjSvy+WrhcPsaMCV1k14rFksQqEjO243D5QCycTh/p6bvD8nWVo5Jd44twOptsWmRklIVlc782stBXwpATSnG4fIjDwuWyGD8+9KFVliov1u/iQPomnC4LxMLlUjIzw2tr8VVjJX85+CUTJx60PyuHhdutZGVVhGUXICE/H3JyYM4cyMmxn3cTPTUNpKr/BKZhz0z8KvAtVV0coq2eJlYm225ppareo6o3+9NCxyTvv0+yx4PDssDrxfH++yR3/qrQWLlyZfJFF110wOVyMXToUO8pp5xSvWrVqgSAE088sWbcuHGNAG+//Xby+vXrE7KysjLGjRt3wqpVq3oVFxe3W/Pym9/8pvS+++5rlpP/+OOPk37yk5+UA0yaNKl+0KBBjQUFBXGrVq1KmjNnTjnAKaecUpeenl4L8OGHHyZu2bIl7uSTTx43bty4ExYvXnzcjh07YlJTU32xsbHW7Nmzhz/33HN9kpKSelZF+BGk29JAqlomIjtFZKyqbgLOxi6GC4mdO3fy6RtvcObFF+OZOhW3y8WnL75I2gUXMHRo1+tMmoTKkCof02KLqfzRSyTt6E/W8M0hp4CahMr+GPhBUgn5l7zIlm3D+M7xxWGlgJqEytQaF1n99rH1R68wYu8QstJ3hZwCahIqXpQrB1Wz9LLX2L91CBdM3BNWCmiVo5L3HJXMHuWk7qa3eeWzFC479RBjxoQuAJqESl9xc+k44S+Xvo6zdDizplWGnAJqEiq5ngpumpjCxls+4M3Vidx0PmGlgJqEyuTYVC6bmsz2Oa8yqmY83/12fVgpILCLaZ+56y5unjuX2kmTSJg6lWfuuotR994b8VSQPRqoZ/X0EpGWNztNSn2QiAxS1c+7Yk9Ve9xoIOweE38RkY+AxcC/VYNsmRyFnH02VQ89hOX14nC5sM4+u43J2bpAZmZm3b/+9a82Q5gdic6EhAQrYD+58MILy//6178G9aOdnZ1ddffddw9etWrV4ahQR8dqq1GlqvLtb3+7cunSpa3ulL/44ovCnJycXosXL05ZsGBBv9WrVxcF49exRnf/Gv0M+D8RWYc9v0VIoVqAsrIyLrjgAialpHDy5s1MSknhggsuoKys63fszYRKSSMOIHFIKZmn/iciQuW7pZDigbShuxl62mcREyqnVNs1YglDSvnWWbkRESqza3qRpA5Sh5WRfsaaiAiV7/tSmKiJDBu1l7RTcxk9Zl/nL26HZkLFMYgYcdB7WBmTz1sXEaHyvwmjSHclMXRMOQO/vSZyQqXXaBwiJA0t46zvbQpbqAAUFhZy7733cuHUqfzU5eLCqVO59957KSwMeZBdh/TANNCfO1hCmgCwp0VWVPUyYAzwEnZH2y0i8tQRc+AIc8451CxbRtGvfkXJsmUUhVuzMmvWrKrGxkb585//fLiqf8WKFQlvvPFG0hlnnFH18ssvp3q9Xnbv3u367LPPkqZPn97qeDNmzKhctmxZSklJiQtgz549zqKiog4bTt12222ljz766OFc97e//e3q559/PhVg3bp1saWlpTEnnnhifeD63NzcuKKiogSAM888s2bNmjVJ69evjwWoqqpyrFu3LvbQoUOOAwcOOC+++OJDjz/++M7CwsJv7Mihbu2zoqpfACdFwtbUNupThg4d2uWoSltCJVzaEiqRoC2hEi5tCZVI0FKoRIK2hEq4tCVUIkFbQiXSXHLJJa3WTZkypZsKbHteUzhVjfiomB5YYIuqekTkLexBWfHA97CHMB+TnHMONeGKlCYcDgc5OTlbrrvuuqF/+ctfBsTGxuqQIUMaHn300Z3nn39+9ccff5yUkZExXkT0nnvu2TVs2DDvunXNGwRPmTKl/o477ig5++yz0y3Lwu126yOPPLIjPT29sZ3DcvHFFx/6/e9/fzgCduutt+6dM2fO8PT09BOcTicLFy7cFh8fr7fccsve2bNnj0xPTz9h/PjxtZmZmTUAgwYN8i5cuHDb7NmzRzU2NgrA7373u5LevXtbM2fOHNPQ0CAA9957b3gjP6KYY6KDbbAYoWKESrQKlSONctSGJbeLiNynqr/xPz5XVd8N12ZPEysiMgOYjT1c+UPsppoXHU2foo0RI0Z43nzzzeK2ti1cuHAXX6cPAZg5c2bVzJkzm6WfrrrqqoqrrrqqwyKzzz77bFPg8w0bNhwOcSYkJOgrr7yyreVrkpKSdNmyZW36lp2dXZWdnd0qTFpQUNA9odMoo2clpbsRI1SMUDFCpWtokMsRZEbA4wfCNdZD+6xcCvwLSFfVn6rqm8dyzYrBECzfCLFihIoRKkaodBGN7GggEZkhIptEZLOItGph4N/nIhHZKCIbROSFiJ5PO/Q0saKqs4F8YDqAiMSLSLeNkDEYooVjPg1khIoRKkaohIZGaG4gEXECfwXOxQ7B54pIjqpuDNjneODXwGmqWiEibTXQ6SciN2NPD970+Gt/Ved31beeNtqYp6YAACAASURBVBpIRK4CrgZSgdHAEOBx7NGUBsM3lmNarJQnufgkwkLFJ/BRlAiVOlFyokSolOPhOV+ZESo9iAgGFE4GNqtqMYCILMYuGg1sZXAV8FdVrbCPrW010HkSDvfhCHwcMj2tZgW4Hvv9+hRAVb9qR7gZDN8ojjmx4hNwql+opPfqVKg0qrCLGBQ4hItSVQZKawXi81+PPhoaS0UQQmWr10mNCl4VCj0uxrm8tLym+bCnVN2aCMuDECoHvVDqP+ZuD1jAgBa7WygKNAr8K7UBC+lUqKyr9lJn2T/aBdVeMpNafy28KC6ET2PqWOGo61So7Kz1sKvOTrV/WdXI0AQ3x8U427RZjoe/u/bTT2I6FCqWKqv3VeNR5WCjl7UHashKbe2DVy0cCK9Ze8n3VXUqVDYcqKa0tgFV+LjsIJPSkol3NffVoxZucbDFW82Cqq2dCpVqj5cv9hzCUthVXUfsfieZaUdnCpGuzncCX88NFCRpIrIm4PkTqvpEwPPBQOAohl3AKS1spAOIyH+w/y3uVtW3m/mkek+wDgXD0Zj3JwgaVLWxqReHiLg44qVBBkPPo0eJFZ/PR3l5eN1Di8b3p29ZFYXHDyJ1TzXpmw/RWd/Qot7D8TgdfEU88ZXllHubd2s+mBxDRe9YDvSJpTIWvl14EKveR0eeHnQmUhxjT7S3q95Hv8bmeyuQNyqJgRWNrOmXzPh9Hsbsq+3Qpk/hE1IBIbcWZlBBuTQPY2/tbV9kC49zY1lwwW6hwVdBQwd2yxrd7PDaqifR28CghuYqzCOw+jjo5YE1veCcQzEMra+nnPp2bXp9sML/xr+/t4Y5qVDe4tq3OsnDwEYH7/duJKXRwaz6OKo6+bQ2HWhgX73Fvnrv/2fvzOObKrM+/nvuzdo2Tfd9pU26t1a2shWdsoyjZRxxFxmYcQRH3kFxwZlRXBnBARdcGHQGRsDXUUFle90ArQICUygt3Qule9O9aZsmaXLv8/6RpnZPmqQQsN/P537a3Nx7cm6We3/3Oec5B57UgBY60IcOwuGsWA8doSgU6nEf5wNvtR4to7wDWk0PsupMkwF+qGlBjJDD4Hrd+9hWJPIu+IhtQSLjhkUGD7S1jl7n5ZsKFfQcj8OVTQgRULQMI4IH+GGh3cRlhQKwXqw0U0pHK1EwnKHBF2ABAAWAG2AKffxACEm0p/mpNTihWMkihPwFgJQQMh/AHwEcuMI+TTDBFeeaSrDtchejIdQD+VNC4NWoQUxevVUN7L17TFP8WZ6DfJBQoQBKJ8lRGilHh5sIU/Ma4a7jLNr05X+6iPpyQy9CdZ4i1HhL8N8oGZR1WiQ3WY4nsQTwg2k7dxjhMkiocATI9RPix2AReAbIqNDBxbKrCGa5Yf83UyAHSmVAtheQ3gTE6SxrXHcW8OwdnAgRmnzvj4ahyHExYr9nDzyNDG5pF0FkxacVKf1pxCNSwg55/phEi9MiHQqFeizWyBBJJRZthkqFEPW+dLTb0JGtWtKDHKYbu9hmxFEp7mD8rQr9xLibXlvCEIS5ObxD/bjjwKJwNTD1uDETAmBwT4caAPsopQZK6SUAJTCJl3HF2RJsYeqf1gTgPIAVAP4PwNOX04GrHZZlJ8fGxsabl5KSEtH333/vsmzZsrGXOh+G4ODgpPr6+iEnQbVazdx3331hoaGhiXFxcfEJCQlx/YvT2cKWLVu8ly5dGgYAr7zyiu9bb71lU+OykpIS0T/+8Y9h29SXlJSICCGT169f3xduXLp0adiWLVusfq2SkhKRQqFIsMU3a7mmxMolpa/pH0KgdRGiR2zdwJGXQdP7t3vIG9LkJUGbXAIQAo4l6HAbtZBhH1LKQcabaggNFis8AQpDXPt8VbuwMFj5SQSiZ8Df/pR5CdAtYgBCoGcJ1GLrjPoxPISgEIHClxkogHQMkOdh8hMAGiUAZ+WodJho4N/+nHYzwMgAIEAnS9HBWmfTLFB8hQRugoGCoYkxIl/YAxBTiKxOYOwNio2OgCGIcDU5GT3o86WgOMyoTQ8I0AwjumCFAgQQIzf1uop2l4C96vJaCChv3WIF/wWgIIRE9nYUvhvA/kHbfA5TbREQQnxgCgsNqEdBCFnd+3eWnQfXB8/zVi2XC0opTyl9j1J6B6X09t7/nW74x5kRi8V8cXFxoXmJiYnpSU9P7/73v/89rgXV7rvvvghPT0+uoqIiv6ioqPCbb74pa21tHXIRsiUsCwBPPvlk06pVq2wKPZSVlYk/+uijYcUKAHh5eRm3bdvm178LtLNxzYiVNm8XtPu4gvA8gi+1IvFMDcR6674UcqMWAp6Dt6FrwHoKoCzSw7RNhx7X5zcjqHHYhp7D4sdp4c73QIKBJ7tKHwk0EhYCI4/4ag2mlHdCaOX5MAA9ACgCMXAkpocB8n1MowJBnRwyKnQI0FhnlCFAEMshiOXADPqqnvMADAyBi5FidjMwoxlgrRqvAsJ7r/uhg8RKG8ujQMoBFIjrZvGbVhG8jdZ9Fd0EBL5CMmCExcz3Ei1AAC+Owa+73ZCml4BY6Wu0mxBSliBIMvDccpHocYnRg6XATM4N93E+cCfWieBQVxGkLEGM++gNOp0WBxVa6a0TsgrAVwCKAHxMKS0ghLxACFnUu9lXAFoIIYUAvgXwBKV08Il5ee/fN+04qv5+Oc3ICiHkPCEkb6Rl3B24ghxua3P9c3l5wOG2Nsdk6w/DwYMHZTfeeGM0ACxbtiz08ccfDwSAvXv3uk+ZMiWG4zjU1dUJFi5cGJWYmBiXmJgY9/XXX7sCgEqlYmfNmqWIi4uLv/fee8OH+z4UFBSIz5075/rGG2/Usqzp3BQUFGRcv369yvz606dPV2ZmZkbGxMQkAMC8efOiEhIS4qKjoxM2bdrUNwLzxhtveEdERCROnTo15sSJE33JdmvWrAlat26dv/n15syZo0hISIibPHlyTE5OjgQAFi9eHLFs2bLQ1NTU2JCQkKQdO3Z4AsBf//rX4OzsbLfY2Nj4559/fkjCtpeXl3H27Nmdb7/99pDRlBMnTkhTUlJilUpl/Pz586OamppYAPjhhx9cYmJi4q+77rrYV199tc+m0WjEihUrQhITE+OUSmX83//+dx8AqKysFE6ZMiUmNjY2XqFQJHz55ZdjmvHgVDkrtkIBVCh84FerRnhZMyS6sSlXAsDb0NU3wmKmzt8FlADXFTTDr0Vr5WXvJ/w43ZB9jAxQGihFtKobyjotRNzYToQSQhFADfDEwGMs8hFC1sMjtdoAv+6x3wkGs9wQXzsFwEU3YEoLRUIHIBjjOdtXYBIs0kE65KSbEeF6BjO6hPCxUqT0J1LKYtIgsVLNGtDAGrGw2wVJBjGYMX5aUa4iVHcbB4R3eFAcYdS4jnfBDZw7PMb4c2EJgdJdimh3y6Eop4M6ttw+pfT/YApp9F+3rt//FMCa3mUkigghFQB8B13ASa+JZBv8Gusu48UtV9qBK8HhtjbXW/LylAZKmdeqq/mDycml8zw97Sq9r9frmdjY2HgACA0N1X/zzTcX+z//5ptv1qampsbNnTu367HHHgs7dOhQGcuyWLFiReiaNWsaFi5c2FVWViZauHChory8vOCpp54KmjFjRtemTZvq//Of/8g//PDDIaGdc+fOSeLi4rrNQmU48vLyXHNycgrM3Z0/+OCDCn9/f66rq4ukpqbGL1mypE2v1zMbNmwIOnPmTJGXlxc3c+bMmMTExCF3yA888ED4u+++W5mUlKQ/evSo60MPPRRmbnDY0NAgzM7OLj537pzkN7/5TfTy5cvb1q9fX7t582b/b7/9dsQO3uvWrau/6aabFKtXr27uv37ZsmWRr732WtXNN9/c9cgjjwStXbs2aPv27dW///3vI8zrV6xYEWLe/vXXX/eRy+Vcfn5+kVarJVOnTo3NzMzs+PDDDz0zMjLUGzduVBmNRnR2do7p5H9NiBW9RABlvgquXSO2brBIuLYVQjrwIi/u4TEzW2Xz8JM77YGQGxgy0IhZzClWw6XH9qHlZGgGzCziAfhpOCQ3GsYsqMwEDZOr0s0Ct9cAYhtdZQiQNuheSU8okrtZBBtG/lFbIs6VhfugJBgewB86PSC08R1wFTCY5T1wBKQDHG7lvOAP26eS3xDgDhfBVTqA6TTXcROU0nsIIQEwjcIssrS9lTYdYQaEkO0wCY5GSmli77rnYJqSbe7k+Zde0TacH5X9bIUDUFBKDxNCpLhGztPDcaStTWaglOEBGClljrS1yewVK+Yw0EjPy2QyfuvWrRU33XRT7PPPP1+dkJCgB4Djx4+7l5WV9Z0Eurq62La2NubkyZOyTz/99AIA3H333eoVK1ZYjAOvXbs2YN++fV6tra2CxsbGPABITk7WmIUKAGzcuNH/0KFDHgCgUqmEBQUFkrq6OmFaWlpnUFCQEQBuu+221tLS0gF3O2q1msnJyXG74447oszrzP2EAGDRokXtLMti8uTJupaWFqtPXrGxsT3XXXedZtu2bX3hopaWFrazs5O9+eabuwDgD3/4Q8sdd9wxafD63/3udy1Hjx6VA8Dhw4fdi4uLXfbv3+8JAJ2dnWxhYaEkLS1Ns2LFigiDwcDcfvvtbTNnzhzTjIJr4kcw1pGU4ZDyQxNcfdpGnu1iDQSACx34vZZrrct3GA23QYm1DIBAK0M+IyEe5hrvP9oUIitxH6RJxJTYJVQAQD7MxT+cs782jcegqdVjHUkZDi8r86acE+cLX1NKVQBSenNflL2rSyilNlU8cuDIyr8BvAVg56D1r1FKre4I/XMrCpfh6dn5WnU1b6SUERDCZ3h6dlrey37OnTsnlcvlxrq6ur4TB6UU2dnZRW5ubkO+FAwz+g1HSkqKrqioyIXjOLAsi40bN6o2btyocnFxSTVv4+Li0neSPnjwoCwrK0uWnZ1dLJPJ+GnTpsVotVoGAIiF/DaO4yCTyYwjCTKJRNLn/1i/3+vWrVPdeeedUdOnTx/1c6CUjugnpZRs3ry5avHixUNazX///fcle/fulS9btizyT3/6U8NYcnCumlu+/Px8qFSqAetUKhXy8/OvkEcTTHB52bNnDwZ3iM3Ly8OePXvG5wWdsDkQABBC5gIog6kq7jsASgkh6bbYclTOCqX0ewCjz2W3jocBzALQ0Wu3DMA1WxRunqen5mBycukTYWG1jggBWUNpaano7bffDjhz5kzhkSNH5EePHnUFgNmzZ3ds3Lix770+ceKEFADS0tI6t2/f7g0AH3/8sXtHR8eQu63ExER9cnKyZvXq1cHmBNru7m4y0nenvb2dlcvlnEwm43NyciS5ubmuAJCenq45efKkTKVSsXq9nnz22Weeg/f18vLiQ0JCerZv3+4JmJLEf/zxx1ET4+RyOdfV1WXxLjE1NVWnUCi0R44ckQOAt7c35+7uzpnzS/71r395z5gxo8vHx4dzc3PjvvrqKzcA+Pe//903GjN//nz11q1bfc2dovPy8sQdHR1MaWmpKDg42PDYY481L1mypPns2bMulvzpz1UjVnx8fJCVlYVirRbnk5JQrNUiKysLPj52zQzrQ6WKxNmzC6FSRTrEHgDU1YXj9OkM1NWFO8wmANTUhOL48XTU1DhkJh4AoKoqGFlZM1FVFewwmxUVgTh8eCoqKgIdZhMAysv98eWXqSgv93eYzQsXfHDgQCIuXHDM98lMaakXPvssFqWlIybiW41SqcSGDRtw4Px5fCwU4sD589iwYQOUSqXlnccKhWnamjXL5edVAAsopXMppekAFgJ4baxGKKWXYzbQqt4k2e2EkCEXnmHQU0r7QgU/h6Jw8zw9NS9PmqS6HEKF53ksW7YsYv369dURERGG9957r2LlypXh3d3d5N13360+e/asq1KpjI+Kikp46623fAFgw4YNdcePH3eLj4+P++qrr+SBgYHD5hvs3r27orW1VRAeHp6UkJAQN2fOHOUzzzxTM9y2ixcvVhuNRqJUKuP/8pe/BKWkpGgAIDw83LB27dq6tLS0uNmzZyuTk5OHndHx4Ycflu/YscMnJiYmXqFQJOzdu9djtOOeNm2aViAQ0JiYmGETbPvzzDPP1Dc0NPRNi9ixY8eltWvXhiiVyvi8vDzphg0b6gDgX//6V8Wf/vSnsOuuuy5WKpX2fUcfffTR5tjYWF1SUlKcQqFI+MMf/hBuMBjIV199JYuPj0+Ii4uL37dvn+eTTz7ZMJofgxlR+V0JfHx86M033zzi88VaLU5//TWwKBPYfwDTFixArHT0mRYuLpbFW11DJA4deAQ8x4JhOGRmvo6AgEsjbi+18JqASajs2fsQeI4Fy3JYvHgrgoIqR9zeGj8BoLwuFB/vWt5n9777diAkZOQZedb4WlUVjH/tuA+8kYVAwGH58g8QFlZrl68VFYF4Z+ticL02H3poLyIi6kfdxxpfL5b74fXXM/vsPvLIQUyaNPJ33hpfL1zwwYaNC2A0MBAKeaxd+zWio5tH3N4aPwGgsMQT61+8AZyRgUDAY926LCiVI998W+PrgfPnsW3Dhr7fwIqnnkJmUtKo+zzyyCMoKysbk6oQR4TQgHV/smrbqt+vPWOhKJxDIYTkDU6mHW6dJUJDQ+mjjz5q1baPPfZYJYD+X4rBVXpBCIkAcLBfzop/7z4UwIsAAimlvxvtdQghrwBoB7AUwP/AVBSukFL6V6scvcLk5uZWpKSkjPzjmWCCUcjNzfVJSUmJGO65q2ZkBQAM06YBmZnArt1AZqbpsZ1wBDhjTAXHCUApC55nUVdn/51qYUsMON5kk+NY1NRE221TxwLfqRV9vnIci8pK+0eCTtSHg+NYUMrAaGRw6ZL9I0H55cEw9tlkceFCiOWdLEBBceiSb59djmNRWhpkt90fi31gMDJ9x19UFGC3TQPlsTtfCoOBAc+b7BYU2D+ar73+emDRItNvYNEi0+PxwknDQACyCSH/IoTc0Lu8B+CMLYbGEAZqppRO6be8a4XtBkopRynlYeplZM0Ja6Io3AQTDMNVJVaEp08DBw4AS5YABw6YHtsBR4BzCT5gU6pBWA4gHBiGQ1BQqV12az1FaJmtAtNrk2U5hISMOGPMKnQscDRcApfYShCWA+m1Gx4+8giQNeTKgZbJlX2+CgQ8IiNHHgGyhnaWR8X15b02eQgEHKKjhx0NtRoKiq+k3ehMNNklhAfLclAqBxdCHRuVRI/ShOJ+vvKIi1NZ3nEUDJTH+3w9+Lhy02fFmOwmJAzXm29sSM+eBfbvB+6/H9i/3/R4vKDEuuXy8xCAAgB/ArAapoaIK20xNJ51Vggh/eOfvwFgMcHOUlE4Qshem5yZYIKrnKtmqoJKpUJuVhamLVoEQ0oKhHo9cvfvh8fcuQgIGPudsFmodLiJkN6dgxP3iCG54AWl//lRQ0CWqPUUITtKhuS6C4i4431U10ZjZkDuqCEgS5iFCs8ANwnKceDevQio8kFs+MVRQ0CWyJWbSugv4GpRsuRjtFaE4gZF+aghIEu0szw+9dIjyL0e0x/cg8MFoVicWGMxBDQaZqFSKNRjSVAHvrz/UzC1ochIbhg1BGSJSqLHB2wzUqOlmL3qEL4754vfz1aPGgKyhFmo1FM9Ho0jeHPJpwhuj0bGlPZRQ0DWkJeXhw83bMCKP/8Z2uuvhzQ+Hh++/DLCn3oKycljLjFiEeI8EeIBUEr1MOWtvGqnHUdOXf4Qpr5GPoSQGgDPAriBEHIdektBwTRSYi+THGBjggmuOq4asdLc3Iy5c+ciQCoFzp8HpFJ4zJ2L5ubmMYuV/kJlal4j3LqNcA2uR7RnLvx7bJ85ZxYqyjotYuu6cSG4BnxYM4L0tt9R9xcqGRU6MEYCl5B6XB9SDC9i+5Rts1BJbwIUXUBjSB08Q+oQJra9Vo1ZqHgYGWS2i9AapoKPXIVwO3JL+wuVxRoZwjkh5KH1iFQ2YpLc9unKZqESS6W4lfNEYWQTAtwqEB1tu7P9hcqDbDD8iRiuIbWYPUMHpeeYEt+HpbS0FE899RSSk5IAgwFISkL4U0+htLTU8WLlyoV4LiuOEiuU0nuGWf0vhxgf9FLjYHOCCZyeq0asJCYmDlkXEBDgEKHiCAYLFUcMjg8WKlIjRu2ebC2DhYojGCxUhA4IDwwnVBzBYKEy1mq3wzGcUHE0t99++5B1ycnJ4zKqYmqw5Hx1VhzN5ez7M8EEE9jOVSNWHMHVLlQcwYRQuTqFyhXhZ3AP70yzISeYYIKRuaoSbO1hQqhMCJUJoTJGnHQ2ECFESQh5jxDyNSHkqHkZqx1namQ4BhxbtOkahGXZybGxsfHmpaSkRPT999+7LFu2zCGFqYKDg5Pq6+sH3OgvXrw4wtywz8yuXbs85s6dO+o00OFs2cKWLVu8GYaZfOrUqb66CgqFIqGkpGSYnvcj21i6dGmYvb6MFz+LkZUJoTIhVCaEyhihuFIzfazhE5hK0L8HwK7+FU4mRKyh6ko74OwM1xsoJiamJz09fdgCa47g3nvvbX3llVcCnnjiib7s/I8++sjrzjvvdERVY6vw9/fveeGFFwIPHTpUfrle83Iy4sgKIeT/eoscXdVMCJUJoTIhVGyDUOuWK4CRUrqVUnqaUnrGvNhi6CocWXEqZxzB4fLDrn8+/OeAw+WHXS1vbRsHDx6U3XjjjdEAsGzZstDHH388EAD27t3rPmXKlBiO41BXVydYuHBhVGJiYlxiYmLc119/7QoAKpWKnTVrliIuLi7+3nvvDR/u+/DrX/+6o7y8XFJZWSkEgM7OTub48eOye++9tx0A5s2bF5WQkBAXHR2dsGnTpiFlsktKSkQKhSLB/HjdunX+a9asCQKAgoIC8Zw5cxQJCQlxkydPjsnJyRm2jXtGRoa6tLRUmpubO+RktG3bNi+lUhmvUCgSHnroob4y5W+88YZ3RERE4tSpU2NOnDjhZl4/0ntx6NAhN/OIVVxcXHxbW9tli86M9kL/BvA1IeSvhBDHXDUuMzxDJoTKhFCZECq24qRhIAAHCCF/JIQEEkK8zIsthi5Duf0JRuFw+WHXW/73FuUrJ14JvuV/b1E6QrDo9XrGfEGdP39+1ODn33zzzdrPP//c68CBA7LHHnss7P33369gWRYrVqwIXbNmTUN+fn7RZ599dnHlypURAPDUU08FzZgxo6uoqKhw0aJF7fX19UNCKwKBAL/85S/bd+7c6QkAH374oTwtLa3T09OTB4APPvigoqCgoOjcuXOF27Zt81epVFZ3c33ggQfC33nnnaqCgoKiv//97zUPPfTQsKEahmGwevVq1fPPPz+gv0lFRYXwueeeC/7uu+9KCwsLC3Jyclx37drlUVlZKdywYUPQiRMnin/44YfS0tLSvhDSSO/F5s2bA7Zs2VJZXFxcePLkyWI3N7fL9uMYMQxEKf2YEHIIwDqYKkbuAsD3e96uGgfjDc8QFKYGQWNBqHAgoP0uYHrCQkxHHllW+UiRZ4VQ0fXTgXowEIEfcVu9gOBHK4SKnpK+D4AC0FECySi3toU+ApyzQqho6cD/paNcz9UC4AsrhEp3v68wB0DHA5IRpDEFxbfuBpQIuVGFCk8pdP3sajgKV3ZkZ2tYA/awbRaFSpeR77vm6jkehBCImOG3NYDiAyuEip77yVEKoNPAQSa0r9v05cZZ66wA+G3v3yf6raMYYw0SJxw1sQanjc3ZwpHyIzIDb2B4ysPIG5kj5Udk8ybNs6tH0HBhoP7IZDJ+69atFTfddFPs888/X52QkKAHgOPHj7uXlZX1XbC7urrYtrY25uTJk7JPP/30AgDcfffd6hUrVgx7gViyZEnr2rVrQ5555pnGjz/+2Ov+++/v6yi8ceNG/0OHDnkAgEqlEhYUFEgCAgIsHqdarWZycnLc7rjjjj7R1dPTM+J3YMWKFS2bNm0KLC4u7hNUx44dc01LS+sMCgoyAsBdd93VmpWV5QaYmjSa1992222tpaWlktHei7S0tK7HH3889M4772y955572qKioq68WOnFAEADQAxAhn5iZTwwGo1oabG6Y/SwdAZ5wlXVjuq5sdDJxIj9vgz6Tt2IU355EJRFXAcjIbgg8YafphteHQN9MApZaGUSGKRClMd6I+xiC3wvtIzaYrVaHohmkQt4MDjNeCC+qWzINq2+rpC163B+aghAOUw924huA4+RAqs6RoAc9zCAAU7wrojvqoeHUTtgG41UAFCgwUeKMj8prr/UBa8WPUZ7V3NE3mjtvTjr9MB1hqFbq+RCuOk4HIuVw10HzKrsRsco5/lGKsB/IQPAYE8rj19ADSkZ+PVpcGHgpeNx1l+ECgmLBfWAm65jVF+/1Imh5hl0GHh0dmuRKjIMeJ4HUCcFBDzwdSAwSSfAHDWPtlE+rSItcKYb0FHgn+VtuNMTGKxVLok5hOoZHPLsQQtHcZfGHQK+Cy0YXgUaKcWuej30PMUX1a2YIRciwW30n5tWqx31eVsxd4EdM06as0IpdVi3UWcTK4QQVwDa3hL9IIQwACSUUvNpYe0Vc24cyJiU0fnaydd4I29kBIyAz5iUYXuhqzFw7tw5qVwuN9bV1fXdGVFKkZ2dXeTm5jbkS8EwlqMd8+fP7/rd734n/PHHH6Vnz551279/fzlgCkFlZWXJsrOzi2UyGT9t2rQYrVY7wKBAIKD9R/B0Oh0DABzHQSaTGUcTX/0RCoVYtWqV6oUXXuir6THad5yQ4X/jI70Xf/vb31S33nqret++ffKZM2fGffnll6Wpqak6a3yzl9FyVn4J4BwAFwDXU0qfpZQ+b14uh3NjhRMwqEuLQsWCJOi83BB+OB/SztHfRwYUUl0XQBgYBSLING1DtlEp/FB1XQjKp4QjsKQBYRdaLN7eeGg7YGSF4BkW7vqhvz+dVIiilCDkTQsFzxBMzW2E2DC6FpTwRgh504WHgsDdOPTiVhYhR26cN8oi5UgspFew/gAAIABJREFUbUVYi+XKLL6cDgbCwkBY+PBDbTbJhMiJlOFYrBxuOg43VOohsHCO94GxT9lKwQ8RKhTAmUARDkdIUOHB4oZKPYKs+Mr7MzyMINCBIJgdeoNTJgN+9DYJlXANME8ttBj6CROZRpQoAF/BUKHSQygOy3uwx1uPZgGPuzTu8OFHHyUREAI/EQGFaZQpUnp1japYHQK6MrOBhISQPxFC9vQuq2wNVTthzsoRmM65ZlwAHO7n79eX05nxZt6keZqD9x4sfWLmE7UH7z1Yau+oijWUlpaK3n777YAzZ84UHjlyRH706FFXAJg9e3bHxo0b+xp4nThxQgqYRh+2b9/uDQAff/yxe0dHx7A/ZoZhkJmZ2bZ8+fLIG2+8Ue3i4kIBoL29nZXL5ZxMJuNzcnIkubm5Q0JdISEhxtbWVoFKpWK1Wi356quv5ADg5eXFh4SE9Gzfvt0TMIUtf/zxx1E7qa5atarl2LFj7q2trQIASE9P15w6dUpWX18vMBqN+OSTT7xuuOGGrvT0dM3JkydlKpWK1ev15LPPPuvrCj7Se1FQUCCeNm2adv369aqkpCRNfn7+sPkz48FocvGvAO6glD7VT9U7Na1xQeCkIui83eBe2QyBzmB5J6BPoEh1XRByA/fpkQjREO0LrVwKkbYH8oYOq8Zh3Xo0YDmTsPDQdQx5vkLhA17AoFsmhn9tB1jOuhOit8H0W/YyaIZ8eO0yERp8XdApE8GjowfyDuuq0fpyvQKFUvhyAxUDBVAY4gK9kIFeyCCsWQ/GClcZAvjD9F4GYKgfFXIW7RIGbVIGQZ0c3HqsO36zQBGDwocZKICMBDjrCXSICAgForqsGzN3ZQGf3tNP+DAT/c66GqFjgCYhRbSOhauVIw5mgeIvInAZJVzltDipWAGwFcBkAO/0LpN7140ZJxQrEkpp33Bd7//2lz92YuZNmqd5ed7LqsshVHiex7JlyyLWr19fHRERYXjvvfcqVq5cGd7d3U3efffd6rNnz7oqlcr4qKiohLfeessXADZs2FB3/Phxt/j4+LivvvpKHhgYOOKJ9f77728pKSmR3nPPPX1DuYsXL1YbjUaiVCrj//KXvwSlpKQMOU6xWEwfe+yx+mnTpsVlZGRER0dH952IP/zww/IdO3b4xMTExCsUioS9e/d6jHaMEomEPvjgg41msRIeHm5Yt25d7dy5c5VxcXEJycnJ3UuWLGkPDw83rF27ti4tLS1u9uzZyuTk5L7r/EjvxSuvvOKnUCgSYmJi4qVSKX/77berx/L+2wNxpmFQDw8POnv2bJv2NYqFuPDr68ELWbA6A3zya+BZpoKbZFQRatqXEaB40hT4tdbAr3Vgw72K1FA0R3gDADxr2xFcWA9PzroE6HLPMKglMlxXXzDgotklEyNnZjhACMRaAyJKmxGuNlp1Ye1gJciRhyGuqx5+/VoDUAD/TfZFm4cEhFKE1GsQVaWGB2td8uePYj8QCqT1DGwNUOspwn+j3QEA7t1GJFRrEGEUWuVrFRUhGzLciHZ4kp9GQTgCHIyWQCNiwPIUcc1GxLUY4C62/FnxFPhUK0UQy2HmoNYAuXIg29vkWaCWYmorEM5ad54/owFytMASr4G5NRqGYpePDgYGkPDA1C4hplI3CKx4B7o5in/W6ZDmLsA0K1oDuLiMzzXp2WefxaVLl8aklsShoTTk0Uet2rb8scfOUEqn2OScDRBCcimlKZbWWSIoKIj+/ve/t2rbl1566bIcIyHkOID/oZSe7X08GcBblNIZ4/3ajiA3N7ciJSXF9uZaE/ysyc3N9UlJSYkY7rlrps5Kc2IIKAF88qvhXVgH1mB9+QUBb4SLrhMyzcC8Bq1MjOZwL8iaOhFcUA+3tl7hKbV8UQVMIyoD03dNVCh9IDBwCLvYisCqdjCUglh5oZJxOog5AzwNA8V5s6cEbR4S+Dd1Q1Ghhqu2N0/BOlfhx+kw+DaZJ0BRsAtc9BziarsR0qIHAUBcrBtxD4ABUnDwGFQKo8xTgG4hgaLVgMQmw5hmPjEECGI5hAwKAekYIM8D8NKbREqwtndUxcrrf5gIqDMMTQL+r6sBFMDULgGu1wggogSC0TKQ++HCEgSImKsvBGTGeSfBcISQKErpRQAghEyCDfVWKKXOONPnEQCfEELM7cQDAdx1Bf2ZYAKn4JoQKwYXEQCK6H1nIbQy9DMYL3UDJPqB0a7WYE8oTpTDvbHTphR8d10HGDrwZNghl8CtQ4/Y3HoIjGM/URIAkdpmCOnA2SbNXhJMz2mAR6dtjQh9Oe2QY6z3ECGySYeIRh1YGwbgRIQigXajfw6XgQE6xQQ3X9DB3crQz2BCWQ4Bg8RKuRswo8X60M9gfARA3KDoawfLgwGwtFkCVxv75CS7sfARXn0hoCtYQ8UangDwLSGkHKaPOxzAclsMOdPIMgBQSv9LCIkFEAPTsRVTSm07qU0wwTXENSFWBN09CDhTYZcNeWfzkItcULHKrnmCAspDPihfRabWwV1tX/K03zCdoWMvttvlq2yY82FQW4/d8yRDB+WrCHhgar19594QlsPgJPa4DvvmdBICRA2KmMk4gvROq6tVD0uMCztixr3T47yzgY4QQhQYeEG3qcens4gVQsgvKKVHCSG3DXpKQQgBpfTTK+LYBBM4CeMuVgghLIBsALWU0ltstXPx4kXI5XL4+PxU/K+5uRlqtRpRUUPq/ozdTyvX2Wv3arHpMLuDjIyHzfGySxxg1ZFC5dChQ5g0aRLi4uL61hUVFaG8vBw333yzw16nD+e4jvcxygU9ytYLurOIFQBzARwFkDnMcxTAhFiZ4GfN5RhZWQ2gCIC7PUbkcjlycnKgmDcPxunTITh1CmU5OUhNTXWIky0tCjQ2JsDPrwDe3kNrothCU1MUVKo4BAQUwdf3okNsAoBKFYm6OiWCgkoREHDJITbr6sJRUxONkJALCAqqdIjNmppQVFZGIjz8EkJCqh1iEwCqqoJx6VI4IiMrERZW6xCbFRWBuHAhBNHRNYiIqHeITQAoL/dHaWkQlMo6TJrUYJetSZMm4e2338atq1dDO3kypGfO4PO338bDDz/sIG8H4oRhIIde0J2pKByl9NnevzaFsyaY4FpnXMUKISQEwM0A1gNYY48tHx8fKObNQ8Hx44CXF3D8OBLmzYOPA+5cW1oUyMpaB44TgGWNmDv3BbsFS1NTFL7+em2fzQULNjpEsKhUkThw4BHwPAuG4ZCZ+brdgqWuLhx79z4EjmPBshwWL95qt2CpqQnFBx8s77N53307HCJYqqqCsX3HfeCMLAQCDsuXf2C3YKmoCMTWrYth7LX50EN7HSJYysv98frrt/TZfeSRg3YJlri4ONy6ejV2vfkmsGgRsH8/7l+9GnEKhd2+DotzXMf7MF/QAbxAKR3wpSeE2FQozlnEihlCiBjAYgAR6Hd+ppS+cKV8mmACZ2C8mxC9DuBJjDKvgBDyICEkmxCS3dMzenKocfp0IDMT2L0byMw0PXYAlbrJ4HghABYcJ0BjY4LFfSxR2xTfZ5PnBVCp4izuYw35miRwvACUsuB5FnV1SrttlqsUMHImmxzHoqZm1K7mVlFZGTnAZmWlY4qO5lWHw2hkQSkDo5HBpUvhdtssvRAMQ59NFhcuhDjAU+DYRb8+uxzHorQ0yG6b2smTgUWZwK5dwKJFpsfjAQUIb91yBdg7zLo9thhywt5A+wD8GoARpurh5mUCK6mqqhLccsstk0JDQxOjoqIS5s6dG52Xlyce3CzQ0WzZssV76dKlQ/r2bNmyxZthmMmnTp3qm5upUCgSSkpKrE6IG8n2z4lxEyuEkFsANFrqhkopfZdSOoVSOkUkGv2zE5w6BRw4ACxZAhw4YHpsJ63BHuie3wEi4ADCgWWN8PMrsMumQcii6xdtfTYZxoiAgCK7fS0PkUEzqwFEwIEQDgzDISio1C6bXWIGjXNU/Y6fQ0jIBbtsUgBdk2tAhD/ZDA+3P1ylEgO10yr7fBUIeERG2jcCZASFKvVSn68CAYfo6BrLO1qgSKhHZfKF3s+KB8tyUCrrLO9oAemZM8D+A8D99wP795sejxdOVhSOEBJLCFkMQE4Iua3fsgyATZU0nbAoXAil9C5K6SuU0s3m5XI6cDXD8zwWLVoUnZ6e3lldXZ1/8eLFgpdffrm2f1n9K4G/v3/PCy+8EGh5ywlGYjzDQLMALCKE/AqmE4k7IWQ3pXSJLcaam5tRlpODhHnzYFQoIJg1C2WHD8MtNXVA0u1YaA32QPmUcESWnIXkLhZskTvC5KftCgEZhCzOTw2BhKlBym3voakuFslux+wOAZWHyFAWKUdqaT4K7tkLj1I3RAYU2hUC6hIzOBYrh5+uCl5374a6MhxTA8/bFQKiAE4HidAur8eNy3fifEkM5ocV2h0CUolNJfRjNbXwuO9joCoEM6Iv2RUCMoLikGcPDL41WPiHT5BbEIY7ku3PWSkS6nFQqsEvwnicvHcv/BrDMStRZXfOSlFRET5/+23cb85ZCQ/H52+8geCHHx6QdOsonDBnJQbALQA8MDBvpRPAH8ZqzJlyVvpxghCSRCk9f6UduWwcPuyKI0dkyMjoxDz7qtgePHhQJhAI6JNPPtlkXjdz5kwtAPQfyeju7iZLly4Nz8vLc2FZFq+88kp1ZmZmZ3Z2tmT58uWRBoOB8DyPvXv3XkxKStK/8847Xlu3bvU3GAzk+uuv1+zcubNSIBDgjTfe8H7ttdcCfX19DVFRUTqRSDTsFyojI0N96tQpWW5urjglJWXAzLVt27Z5bd68OYBSSubNm9e+devWWgAj2q6rqxMsX748vLa2VgQAr776atWCBQs0hw4dcnvsscfCAFNi/4kTJ4rNXZ+vBcZNrFBK/wzgzwBACLkBwOO2ChUAUKvVSE1NNeWonD4NEAK31FSo1WqbxIpZqASWNCCoWIWOSfUIFP0Ij07biy+ahQrPECSfrkaTrw6C0Fb4NjpGqCSWtMKvSYdLIfVIkFXBnbN9CrRZqLjpOKSVdaAgsBaegbUIMozWnnF0zEKlQm7q9SP0rkb9zA4Ej9ry0TJmoRKuAeY0AV+F1CM4vAZhQhsb9OEnodIs4PGbVjFaghug8mhAb7FimzELlZl6KWbppTgfUo9pSc2Y5Gr/T628vBwPP/ywKUelowNQKBD88MMoLy8fF7HibFBK9xFCDgJYSyn9m4NsOsKM3RBCzsP0ExIAWN5bQ0YP00Q3SilNvpL+jRuHD7villuUMBgYvPYaj4MHS+0RLHl5edKUlBSL7WHMfW9KS0sLc3JyJL/61a8UFy9ezH/zzTd9//jHPzY89NBDrTqdjhiNRpw9e1ayZ88er+zs7GKxWEyXLFkS9o9//MM7MzOzY8OGDUFnzpwp8vLy4mbOnBmTmJg47GszDIPVq1ernn/++cBPP/20wry+oqJC+NxzzwWfOXOmyNfX1zhnzhzlrl27PNLT0zUj2V6xYkXomjVrGhYuXNhVVlYmWrhwoaK8vLxg8+bNAVu2bKlcsGCBRq1WMy4uLteMUAGuojorw01P9vHxcYhQccTk0sFCRdTD2TgwPZD+QiW4sRsGYn/kbrBQEfAA7CyyOlio+HfzaHVAlHGwUHFE3HKwUPHimFE7PVvLYKHiaIabnhwXFzd+QsU5ruMDoJRyhJD5AK4psQLTiNHPjyNHZDAYGPA8YDQyOHJEZu/oijWcOHHC7X/+538aASA1NVUXFBTUc/78ecmMGTM0mzZtCqypqRHdfffdbUlJSfovv/xSlp+f75KSkhIHmDoi+/n5Gb///nvXtLS0zqCgICMA3Hbbba2lpaUjnvVXrFjRsmnTpsDi4uK+EZ5jx44NsHHXXXe1ZmVluQGmBorD2T5+/Lh7WVlZ3wmmq6uLbWtrY9LS0roef/zx0DvvvLP1nnvuaYuKirqmxMp4J9gCACil39lTY8WRXDah4gAGCxVHMKxQsZPhhIojuFxCxRGMt1C57Dh3gu0JQshbhJA5hJDrzYsthpwlwZZSWmleAHjDlGS7CIB377prk4yMTgiFPFgWEAh4ZGQMrXg5BpKSkrS5ubkWm2yMJFJXrlzZum/fvgtSqZS/6aablPv375dRSskdd9zRUlxcXFhcXFxYUVGR/+qrr9YBY6ujJBQKsWrVKtULL7wQYMmP0WxTSpGdnV1k9qexsTHP09OT/9vf/qb65z//WanVapmZM2fG5eTkXLaOyJeDyyJWnIUJoTIhVCaEyhhwsgTbfswEkADgBQCbe5dNYzVibXLt5Rx9IYSsA/A+TILFB8AOQsjTl82By828eRocPFiKJ56otTcEBACZmZmdPT09ZPPmzX1D7llZWS6HDh1y67/d7Nmzu3bv3u0FAHl5eeL6+npRcnKyrrCwUBQXF6d/+umnGxcsWNB+7tw56S9/+cuOgwcPetbW1goAoKGhgS0tLRWlp6drTp48KVOpVKxeryefffaZpyX/Vq1a1XLs2DF3c0fk9PR0zalTp2T19fUCo9GITz75xOuGG27oGs327NmzO8xhLAA4ceKEFAAKCgrE06ZN065fv16VlJSkyc/Pv6bEylUTBrKXCaEyIVQmhIr1EDhlgi0AgFJ6owNtOcqUo7gHQCqlVAcAhJANAM4CeOmKejWezJuncVToh2EY7N+//+If//jH0Ndffz1ALBbTkJAQ/Ztvvjkgw//JJ59svP/++8OVSmU8y7LYtm1bhVQqpbt27fL65JNPvAUCAfX19TW8/PLLdf7+/tzTTz9dm5GRoeR5HkKhkG7ZsqUqIyNDs3bt2rq0tLQ4X19fQ3JycjfHcaNeWiQSCX3wwQcbn3nmmVAACA8PN6xbt6527ty5SkopycjIUC9ZsqQdAEay/e6771Y/8MADYUqlMp7jODJ9+vTOmTNnVr3yyit+J06ccGcYhiqVSu3tt9+udsR76iwQZ/qxenh40NmzZzvUpouLi1VCpWjSFAQ2VViVYCuVSq0SKrXuAVBLZIhvtDy7yKW367IloWIgDE54RiNVbV2CrVQqtUqo5Aq9AAApViTYuri4WCVUWqkA30GOW9AKkRVXPqlUapVQ+UInRjDLIdmKBFsXFxerhEqZDvhRAyy1IsFW2tt12xqh8o8aLW70FCLGigRbFys7b4+VZ599FpcuXRqTPpcGhdKI31tXx7H4pTVnKKVTRtuGEPJLAG/AlB31T0rphhG2ux3AJwCmUkqzR9hGDuBZAOm9q7JgKhQ3ppOzn58fveOOO6za9p133rF4jI6AEPIFgHsope29jz0A7HaWMLolcnNzK1JSUmyfpTDBz5rc3FyflJSUiOGeu+bDQBMjKhMjKhMjKjZAf+q8bGmxRG9/sLcB3AQgHsA9hJD4YbaTAfgTAEsFlLbDNF35zt6lA8COsRyeGWcLA8E0A6iAEPJvQsgOAPkAugghWwghWy6nIxNM4Exc02EgdZg3ah0tVEQsiq4SoaKRCJB9lQiVRhcGWY4WKgT4ZkKo2I7jrtHTAFyglJYDACHkPzAlkBYO2u5FAK8AeNyCvShK6eJ+j58nhJyzxTFnGlnu5bPexcx3V8iPCSZwKq45scKJWLA9nEmozFJaFCocw6LRKwSUMOh08QCAIaEgCoATsqAEKJ0dDVghVFRuvtAIpTASAarkQQhV1w3xwSBgIDTyqI70QoUVQqWLFaFBZOoH2SB2h7GHgZdx4PYcAUAIdCIW/03xhcwKoVImcIeWCPr+Vxg7hmzTwxIIOYpzEW6osUKoNFAh6mGaoVcKKcKoHu5k4PvVwwBCHmhyYfBdmBgRFoQKT4GzBiF6KEErz6DYIEDsMKEgPQOwFDjsD7RZIVTKdECNwdQT4scu4HoXQDxocx2hkFCCUokRX0sNFoWKlqPI7jCCB1Cp4wEYrQoFjQdGo231aMYw08eHENI/ZPMupfTdfo+DAfTPGagBMKBXBiEkFUAopfQgIcSSWNESQmZTSo/17jsLgNZqb3uhlF7uUvoWoZS+f6V9mGACZ8SpxIrRaERLi30VL9oyp0F8qQGdsxRw/W8pxOdrLJYk6/BXgmdYqN19IagqAdfVPuD57lBvaIPk0AV5glIekV/lo1NnGNWmjhdCHRYMAOjq4tE66LgoIajMiIdbfTsalT6IOFMFSXXbqPU+KID6Saa+NXViOdzrytDCDbwQqaJ8wbMMmiZ5Q9KhhfJcPdTc6HeP3e5CtLvLAQAumja0dAz0wiBkUZIUALHeiEYvEa4/3wSBWj+qrzxhUe5pqo1ziRcioL16yPaF0Z5w7TagLFQO/+ZuJFRp0Taqp4Ba6I0ugRBdHANvbQtauIFiTS1lURYoRY+AgVoowLxLOlB99+jvKxXgAkzHX6szQKnvQFf/5wF8FyZGSCeHbLkQ17UBse3daMHoI2AVWgmMlEFxN4dwToMW3egXRq12zNfb8cX6QYdmC/kcw90r9FknhDAAXgOwzMrXewjA+725KwRAK4DfWrnvQCecbGSFEKIA8DJM4bK+2RyU0klXzKkJJnACnEqs2Is+1Ac9kf7oifSHS/YFuJ4qBbEiaVHc1gCDmwcYgx7CQUKFEqB1ajQMXm4QdGgReCAbAisqqLl0tACUAoTAtWNovllbtB+6/eXo9pcj8OQF+NR3DWNlIASAm6YNandfSHVdEAwSKkYBg/pYf3AiAVxbNIj+8RJYkdiiXQ9tB+rdA3r/H5qjWB3lhTY/N4CnSMyugbcVhXNFlIPMqEWnQAovg2bI1UojFaAm0BWUEAQ0diOxpBVEajmk4sdroYILQCl8hkkwLgxxRYOHCEIjjzlFasgZy8fvBSNE4NEDBoEYKkJVrgzqZSzqZSzimwy4vtO6n00Iy6HNyEACCm/Gue7gLeLYack1AEL7PQ4B0L9RkgxAIoDvemtLBADYTwhZNFySLaX0HIAUQoh77+OhQ4FW4mxiBabcm2dhEm83AliO4cXeBBP8rLhmEmwpgK5ZP1Xy7AnzBe9q3TRzSZupZ4u4rXHIWaErOhAGL9MUfaOrGNpgL6tsspwB4m41QHlIOwfe1/MCBk1JP527O0O9wQms+yjcNaaxB5lm6BiESukHTmS6kOpkYmg8rZtd4mrohoAzQMgZ4GIYeHevkwpQF2YKj4EhaA6Ugbfy1Ondoxnwtz9lEXLQ3qJH7e4iaFysEwA+nA6gFJ68HqJBzbyb3QRo8DCFngwsQb2nyKrrLSFAAEwdv81/zVAA5/x/arCpcmOgsbLabzDL9f0dQ+0op8FRCbYA/gtAQQiJJISIANwNYL/5SUqpmlLqQymNoJRGADgJYFihAgCEEO/eZNPvAHxLCHmDEGJTowQnTLCVUkqPwDRTs5JS+hyAX1xOByaYwBm5ZkZW9IogGP08wGh0cD1VCmlhFQhPAStGVgTdHWD0WojbBjaa41kGbZMnAZTC7YIKHmfKIezSAVaMAACAq7oZhFKwg0ZAWmKDwElFEHVo4XeuErLqVrBWTlt1624HKN8nWsz0SARojPID4Xj4XWpGQEkDhD2cVb4SAB66DhBKh4i1ymgfUIaBrF2LiNImeLRqwVjpq7ehC5XUG56GgeGSdpkIDb4uEBh5RFZ3ILy2CyxPAanlxqgi8PDk9fDjB46qUAAFoa4AAP/2HsTXaCDXclaNrAFAAAxoghByDMyrqZSzaJMykBp4JDUZMKmNg6uVn78Xw0NK+D7RctXhoGs0pdRICFkF4CuYpi5vp5QWEEJeAJBNKd0/uoUh/AfA9wDMSbb3AfgIwLwx+uUwIUII2Q5TyfxGSmli7zqvXr8iAFQAuJNSainSqesNi5X1vme1APws7DNBP1iWnaxQKPruuvbt23ehrKxMvHnzZv9vv/3Wvpbyo5CcnBzb09PDqNVqVqfTMf7+/gbz68fExPRY2n/37t0eL730UhClFEajkTz88MMNa9asGXEa+KuvvuqTn58v3b59e3V1dbXgV7/6lcJoNJItW7ZUzp8/f9xbFlxurgmxQhkCzeQouJ4ohuu5chDj2C4OBICktR5iddOA9Z3xIRC1dsHr61yIWi2HaQbj0tGMwWd8o1gAdYQPAk9dhMfFRpAxnixZnoNnRxPEPQMFQH1MADzr2hFUpIK42+LvYgge2g6QQb52ycTolEsQl1ML74auMY9Fu3I98Nd3QNBvBIQCuBjujvCaTkyq6oDIOPbwiB+vgy83cASovndEZXZxO3w6x55Q6g8DWtEzYASEI0CRtxApDT2IaTFCMMbrGiFAGMsh8CoVK44spU8p/T8A/zdo3boRtr3BgjkvSumL/R6/RAi51Ra/HJhg+28AbwHY2W/dUwCOUEo3EEKe6n281oKdRwC4wDSF+0WYQkE25eM4O08//bT/9OnTuzMzM/tK7B84cEB26tQpl5deesnmFuVisZgvLi4eMNOsrKzMcjzYTvLy8ooBYMuWLd7Z2dmuO3furLJ2X61WS9asWRN2+vTpooiICINWqyVlZWUiy3uaOHDggHtcXFz3xx9/fM22ZrgmwkC8VATPz0/BLbtszELFjFvtBTD8wH2lta0IsFGoAIBQr4GstX6gr0IWk77Ig+eFhjELFTP+LVUDhAMlgF95EyLPVNkkVADAXd8JmX5gWw7CU0w+XgEfG4QKYBKBkdqBNwZGliC+rA2x5e02CRUACDZq4EoHChJXPYf0IrVNQgUAhIQiZtCEEj1L8ItKHRKaxy5UzCQKDRBchSEgq0vtX5mUj28JIXcTQpje5U4Ah2wx5KgwEKX0e2BILv+vYSqdj96/owqq3no0d1JKuyilNZTS5ZTSxZTSkzYcmtMzffr07qVLl046cOCADDAJlaVLl06aPn26Y2o3jEBDQwM7b968KKVSGZ+SkhJ76tQpKQAolcr45uZmlud5eHh4XPfWW295A8Ctt94a+fnnn8uys7MlSUlJcbGxsfFKpTL+/PnzVgvrxleWAAAgAElEQVSgd955x0upVMYrFIqEVatWBQ9+vrW1laWUws/PzwgAUqmUJicn6wGgurpasGDBgqjExMS4pKSkuCNHjrj23/f77793efHFF4O/+eYbj9jY2HidTnc1nnEsck2IFVajB6Oz7SLdZ8M4dH9bRYoZAlPuygCbXXownH13c4MTawkFpJ16u2yylAc76KTsqumxu+S6iA4UgEKOQqq3b6RBBH6IeJJrObuzEMWDDtbFSCG2c1BEcpWeNsgYlivACgD/C6Cnd/kPgDWEkE5CyJiSbccgVnwIIdn9lgetMO9PKa3vfZ16WAjnUEo5AJPJWLrjXcVkZmZ27ty5s3zp0qWTHnnkkaClS5dO2rlzZ3n/kRZb0Ov1TGxsbHxsbGz8/PnzowY//+STTwalpKR0l5aWFr744ou1v/3tbyMBYMqUKV2HDx92O3PmjCQkJER/7NgxNwDIyclxvfHGGzVvvvmm7x//+MeG4uLiwry8vKLIyEirLjoXL14Url+/PjgrK6s0Pz+/8NSpU24ffvihvP82wcHBxvT09I7Q0NDkzMzMyG3btnlxnOnks3LlyrC1a9eq8vPzi/bs2XNx5cqVEf33TU9P737iiSfqf/Ob37QWFxcXSiQSp8sadwRXTRiorq4Orq6ukMt/+ozVajU0Gg2CgoKuoGcTTHB5OHr0KEJDQ6FQKPrWlZWVobq6Gr/4xTjkYDrpKY9SKnOQnbHkrFianu0ocgDsI4R8AqAv74BS+ulleO3LTmZmZudvf/vbpjfeeCNw9erV9fYKFWD4MFB/Tp8+Ldu7d+8FAFi0aFHngw8+KGhpaWHnzJnTlZWV5VZRUSF64IEHGnfs2OF76dIloVwuN8rlcn7GjBmaTZs2BdbU1IjuvvvutqSkJKvuEH/44QfXmTNndgYGBhoB4M4772zJysqS3XPPPQOmXu7du7fi1KlT0i+++ML91VdfDTh69Kjso48+qjx+/Lj7xYsX+2aLqNVqtqur62chaPtz1YysuLq6oqysDCqJBLVz50IlkaCsrAyurq6Wd7YCtToeFRX3QK0eUgXcZtraYnHhwh1oa4t1mE0AaGlRoKjoVrS0KCxvbCVNTVE4f/4WNDUNuRGxGZUqEmfPLoRKFekwmwBQVxeO06czUFcX7jCbNTWhOH48HTU1oZY3HgNVVcHIypqJqqohI79jJjQ0FDt37sQP1dU47O+PH6qrsXPnToSGOtZnMw6cDeR43whZRAjZ1LvY3DdnnGcDNRBCAnv9DQTQaMU+XgBaYJoBlNm7XBV9gWzhwIEDsvfff9939erV9e+//76vOSQ0ngz3eRJC6Pz58ztPnjwpO378uNuCBQs6vb29jbt37/ZMS0vrAoCVK1e27tu374JUKuVvuukm5f79+63ylVJqtbCYPn269rnnnmv45ptvSr/44gtPs7/nzp0rKi4uLiwuLi5sbGzMc3Nzc9JbifHjqhlZkcvlCJk9GxU5OUBoCJCTg4jZsyHXWVH0wwKt3cnIzd0AahSAYQxITX0CcvmIwtwq2tpicfL038AbWTCMEWlpf4WnZ7HdvtZp4vHj938Bb2TBskbMnfsCvL0tN0ocjcamKHz9zVPgORYsY8SCBRvh63vRLpsqVSQOHHwEHMeCZThkZr6OgIBLdtkEgJr6cOz99CFQIwuW5bB48VYEBdmXU1ZTE4rd//s78EYGLMvhvvt2ICSk2vKOFiirCcbuHfeBN7IQCDgsX/4BwsJqbbanUCiw4MEH8dn27UBzE7D/AH7z4INQjJNYcdaRld5OxFMBfNC7anVvRdunxmprnKcl74cpOXZD7999VvizfDwdcibMOSrm0E9GRkano0JBo5GWlta5Y8cO77///e/1Bw8elHl6ehq9vLx4Ly8vvq2tTWAwGEh8fHzPjBkzut5+++2ATZs2VQFAYWGhKC4uTp+QkNBYXl4uPnfunHTRokUW/UxPT+96+umnQ1QqFevt7c3t2bPH69FHHx2QQNza2sqcOnXK5aabbuoCgNOnT7sEBQX1AMCsWbM6Nm7c6Pvss882AsCJEyekM2fOdLIKkuPPVSNWAICbPh0ICQF27QaWLAEXHAxkZdlnUyxEjetCUE4IgAHPU7S1pdgtVqrYWeB5QZ/NlpYku8WKzlWEEm4OeM5kl+OAxsYEu8QKBVBIp5p8pQx4HlCp4uwWKxdb48D1s1lXp7RbrHAE+FGbYDp+ajr+mppou8VKbkMUOI7ts1lZGWm3WNEywDdN4eCMJrtGI8WlS+F2iRUA0E/5//bePbqt+7r3/PwODh4E+H6LlETqQUkWJVu0rLdjO4ntOK6V1HGcxo7iuybtTW5ubtPcudNpbzrrzr2d1XHTZjq9a9pm1ctJ09pp0jiOE9tx/JAjO5YsS5ZM2bKe1IOS+H6BIB4EiHPOb/4AKAsESYAAKALU77PWWcLjnI0NQMT5nr33b+/bYGgInnoKvvzl2P3+jBdOzIzM7WqgHHM/sElKaQEIIf6ZWPpkzmIlV6uBhBA/Bu4iVtvSRayx218CPxVC/D5wGUg54nmGYYU+Yku8U4qdQuLQoUPua4XJZA3LoUOH3PMpVr7zne/0PProo81r1qxZX1RUZP3whz+8+sO0adOm4GStyF133eV//PHHG++++24/wFNPPVX5zDPPVOm6LmtqaqKPP/54zwwvkcCqVaui3/72t7vvuOOOtVJKce+9945+8YtfTEgBSSnF448/vuTrX/+60+VyWR6Px3zyySc7AZ588snLX/nKV5avWbOm2jRNsXPnTv/OnTvTXmm0WCgosWI7dAja22HPHnjhBWxtbVnZM512+u5vo+hSJ+LXJtKUaMKgouL9rOwOrW/E9PgQBw2ktKEJk6qq41nZDHscnPnYakqPn2XYdgfSlNg0g9raExnblMC51jrM5j7EXhMpJZpmUF9/KitfvaUORu4cQjtoYEkdzWbS0HA2K5umgEMtpdg8VxC/ivlqs5ksXZpd24RLpTYGtnehvW5ixW02NWUnqsY1+PUSKL7pEsJmginRdYsVK7JfVeg8cgSefx6+/GV4/nmc1dVwg0VW4pTz0eqbstl2nIlc9lmRUj4yw1OfnKMpF7AOeCZ+/yHgBPD7QoiPSym/laGLecd0y5N3797tz1aohEKh9qmPPfDAA/4HHnjAD1BXV2e+/vrr016N/eIXv7j6x3/PPfcELcs6Onn/8ccf73v88cf7Ur3+N7/5zWFInPDxjW98Y+Qb3/jGjJNfqqqqzN/+9rfTXnU2NDQYL7/88oWpj1/bg2W2fiyLhYIRKz6fj64jR2i+/XbMxkZsbW107d9PUUtLQtFtukwKFWnTWHHql9i+4ME87qTW8VZWUZWh9Y0MbFrOyoNvUnXfMMMjt7CCl7OKqkwKFVcgQvPAfsxHK3B9oNNY2Z5xVGVSqAw0lLL56CEqPxdlrGsF68sOZhVV8ZY6OLqhhubhc6z/zD9wbPg2tlW8Q31d5gJgUqj43Dr3GCd5+5GfYHUu4ZaGE1lFVS6V2nh7qYPbBjuZeOQpjl1u4VNNJ7OKqkwKFSngYU83P3n0Z1R0L+HWVZ1ZR1U6Ojp49V/+hQe/+lUit92Gs7qaV594gvrHHksous0VC1WPkgaPA+1CiH3EFiTdAfzXTAzlYbv91cAnpIytzRdCfA94FbgHyO6KR6EoYApGrASDQVpaWmI1KvHUT1FLC8FgcM5i5VqhUv+r99DHJ3Cv76HUOIF7KPMTyqRQaTh4jvKLg1h1neir/FScy41QWX3wIlJquJt7WWkdxx3JbGn1tUKl9WgX5SPjlDZcoXTJFWq8mUcXJ4VK3fA4G86M4K8PUb1WUue9mPFV+rVC5fbTPkrCJiWNPdTWn6dhmunQ6TIpVDYMRtk4aHB5aRd1S70sFakajM7MtULl/l4oMsGztJdNKy+xXM++MdyVK1d47LHHYjUq/f2wbBn1jz3GlStX5kWs5GNkJb6sdz+wnVjdigD+REqZ8op3OvJQrDQCHmKpH+K3G6SUphAiu/4ECkUBUzBiZbrlyWVlZTkRKrlgqlDJBVOFis20MLTsFnBNJ1RywVShkot1ddMJlVwwVajkgumESq6ZbnlyS0vL/AgV8jOyIqWUQohfSCk3c818oSzs5cCrnPJXwDEhxBt8FDX6v4UQHmDvQjqmUCwkBSNWckGhC5VsUUKlcIXKdWfhutOmwztCiC1SynezNZRvYkVK+X0hxEvAVmJi5dtSyslCzj9eOM/SxrIsS2iall8frCLvsSxLADOe6G4YsaKEihIqSqikjyCvVwN9HPgPQohOYo3TBLGgy81zMSKlzOVsoFyyBfhY/LYJpLXqJE/4cHBwcH1NTY1PCRZFuliWJQYHB8uAD2fa54YQK0qoKKGihEoG5O+p5tO5MpRvkZVpesh8UwixU0qZUQHx9cYwjD/o6+t7sq+vbwMF1HRUseBYwIeGYfzBTDsserGihIoSKkqoZEamgzbnCyGEC/gPxFbMHAe+P7lqJlPyTawwcw+ZghArmzdvHgA+s9B+KBYfi1qsWC6HEipKqCihkgn5WbPyz0AUeItYdGU98EeZGstln5Uck3UPGYVisbFoxYrlcuB9cDsihVCxbDqW7ojdERrRohLs4zP3JBq9uQlvGkIlUlQM8eGpkaISHOP+GU/qkRIXl9MQKlHdganZ4n7biNhdOKPTjxuQwKVNSxlJQ6gE7UWAACEJ2ovwRGfe11dexIk0hEpIs2OIWBR4QuhYWDhnuAg2BbS3VhNIIVQk4Bf2q7fHhJ1SGZ12X4CuSgdH0xAqPmljcmZzQGo4kdhnWAoTtsG+NITKhIRIfCSICYxagvICS+Hn4Wqg9VLKjQBCiO8Dh7M1mIdiJWc9ZBSKxUReiRXDMBgeHk694yxYm9cgTl/GfHgXICl++nV8wZnnB0kE0U9+HnQ7vhUbsL1/ANsUH6ziIsy6cqzqMiJbVlH62jHM013M5mm4uY5IzXJA0Fe3kuKjv0naJ7ShCceVIbyfaMPhDVD56vuMGjNHVEzdwcCtsYaYnUvWUXXiAI5gQtdmwjWlCEviv6mRwLIKlu87idk/NquvA8vXE3DFLuAmwhFq+7qmfEYwuroOpy/E5c2rqegZZcnRy8zYjhEIOYu5uKwVgKOly1h78T10K1EwjDSWUzwcoPPW5YTcOre8c4mJ4MSsvp6sbSEk7Ph1nXAoRIM/cW9TEwzVl6BZktMrq1h1aYyGy7O//35HCWc89UjgDVnC9tELSSLsSr2H2uFxjmysQVgmu077CBmS0Aw2JbDP1UAUOBRxcHN0GNOcPbI1Pj4/4z4MI7OIUh4W2F5VplJKQ4jsY3r5VmArpfxxfNnylvhDGfeQUSgWE3klVrJFelxYn9oCd90CkSi2H76CZs3+gyaQaIM9WMtWgxRoA8lN4SK3t2KsrEcWF+H61WGKLqQenmof6iGycgMA+lBv0vPRmlL8d21EG49gGwlQ9/pxtFmECoDNmMAe9BEtqUSL374WCXi3riZaWoTltFP3yvt4RlMPenSPDRGoWHL19lT8yyrpv7UJEJRcGab5/Z6UqZ+iSACbaWDoDooiwSShYmmCrtYGpAZSCNbuP4fbSF2PVz4+RtDhAQTl4eSmcD1NFXQ3VxB12Fh+bpjVvakFQGU0GMt4CEHlRDDpvUXsGmdWlXO+qRTdkNx+2ofLmP2KXADVZpge3QNSUm1mP3DzupN3QQduEUJMfukCKIrfn1wNVDpXg3kYWQHYAdxO7BuwAc8trDsKxcKzqKq1rTtvAacdSj2I3pGraZhUaAOx9urCO4AwEtNFZlUJ0Y3NyBI3YiyEiMycdkiwGRhFhGPX3fah5JWHgZ03gSawPC7sQ760fXV5Y+M0nN6BpJPq+NIqwksqMD0u7KNBRJpXje6xYZAWWBbuKZEKKQQDm5qw7DqWTcPpGyedgecCKA6OAlASSO4KO7iimgmPg2iRA7cv/YjCpEBxGBMUTUlXRe0aV1ZWEnXq6IaFMxxN63xrlxZlRsxW1URyV+DzTaWYNo2IU6c0MEG6RTq18UhKhRXBnodn/lmRsTRQOtt1c0lKm5SyNL6VSCn1a25nJFTS3a4XQoh/IFZEfJzYMs6vCSH+/ro5oFDkKYsmsiIrSpC3rY3d6fciPrgA/hC43SmPFYM9YJpo/ckzYSJ3bARNg6iB/eRl9CuDoKX+2ARgH+4lWlmPNiUCMrG0iommWgDs3cM4O3rQoulVaTq9/fiX34RrNHEGmBQwsnUVAFo4SvG5PhxDfnA4U9rULBNXYDQWZbIS/RhdVctEaREAJV0jlFwZRpPpadzS4AijZbWUBhMTRoau0bu2DgBHaIKqK15c/ggUFaW0WRQdx2FMUBYeS07VrKzCtNvAklT3+qkYCiJsqd8/QFU0yJjuoiKamNgJunS66osBKA5MsGQghDOanlqptsIIKa+KloKjwPRVJuRhZOVOYIOMOxZfDaRmAilueBaNWLE+0Qb+ENpv2hEfXJjTskthGoiRPrSBxFoNo7EKY3UD9mPncR44gRaIh/KL0vvY9KEekFbCSVUC/l3r0YfGKD5wCseleIQkDVEFoI8H0ENjOH2Jxb2BVfUYpW7Kjl2k/P1LaYufSdxjQ4gpZyfLpjF48zLc/T5q2y/hHo5HHdL0tTjkwxkJ4ZhSBNzfUosUsPSDbmovDqFZc/iugLLwGOXhKbU6Lp2e5eVU9flp7hjEHYxHwNJzlcqJIKO6G9uUz+BccxnOCZOWTh9LBkKxZmlpiCoAHUmlFaHGKrwUkCAvC2xzTh6KlTPAcmByQucy4IOFc0ehyA8WhViRZR5EzxDaLw8gjMzWkdounEAEE2sgzCWVeL7/CraRzCaW694BhJGYNjLqynG/fxHXma6MTgYCKL10MiHFI4XA9DhZ+tO30UOZLc/2jA0x9VI6WF/GknfOUdwzmtHyZE1aLBnqTDjW0DU002LjKyfRU9TozERVyItnIjEC4qtyc/PhK5T6MhMGbmuCxnBiuirkslE+FmHjmWEyXcizwhjDk10rkIUj/07kOScPxUoVcEoIMbnSaQtwUAjxPICUUvUwUdyQLAqxInxBxMGTWdnQpimCdR7pyMqmsEx0X2LBqr1/FHv/aFZ2nVNsCikpf//SDHunh30iOVVR0p35BOJJikOJERDdsFhyNnWB8myUTASTHqvrznwCM8REYKWRKIDcYZOmnswmW09SbRXooFyZl6uBckqettv/bwvtgEKRj8xbga0QYpkQYp8Q4pQQ4oQQIuPmTQAjIyOEQoknk1AoxMjIbAtoFYrFw8GDB+ns7Ex4rLOzk4MHD87L6wkrva2QybcCWynlm8BpoCS+nZJSvjm5XTdHFIo8Yz5XAxnAf5FS3gRsB74hhFifqTGXy0VfXx/esjJG7rsPb1kZfX19uFyunDgbDN5Mf/9XCAbnNAttVvz+DXR3P4bfvyFnNgF8vvV0dj6Cz5fxx5mE17uOc+cexutdlzObw8MtnDr1uwwPt+TMJsDg4CqOH3+AwcFVObPZ17eC9977FH19K3JmE6Cnp4nDhz9JT09T1raWLFnCc889x7uDgxxobubdwUGee+45lixZkgNPp0GmuRUw+SZWhBBfINbs7mHgC8AhIcTnr5sDCkWeMm9pICllL9Abv+0XQpwCGoGM8jVut5uKtjaGOjpg3Tro6KC6rQ23z5f64BQEgzdz/vwTSKkjRJRVq76Gx5NdTZvfv4FTp/4/LEtH0wxuuukPKSmZcaBk2oz61nOs/a+xLDuaFqWt7Y8pK8suBeb1ruOdd/7iqq/bt/8ZFRWns7I5PNzCm2/+N0xTx2YzuPPOP6eqKru0GsSEyquv/slVu/fe+x1qas5nZbOvbwUvvPgtLNOGppns3v231NdfzNrXnp4mnn3265imDZvN5KGHvkdDQ+bpuubmZm7fs4dX/+3fYDwEz7/AvXv20FxTk7Wv06EKbBeEPwO2SCkHAIQQNcBe4GcL6pVCscBclz4rQohmoA04NM1zXxVCHBFCHDHN2Ytj5Y4dsHs3PP007N4du58DfBWfRuIAdKS0EwjclrXN0YntWDJm07J0xsZuzdqmBLrL7onbtWFZOl7vLVnb7QvfhiXtcZs2hoc3Zm2zf3ADpqUDNkxLZ2CgNWubAOeDmzCv+qrT13dT1jav9K/FNHWkjL3/np412TsKtPvWYcTtmqaNrq7VWduc2LIFPrMbnor9DUxs2ZL6oEyQxAps09kKmHyLrADapFCJM8wi64elUGTCvBfYCiGKgWeBb0kpk6ogpZRPAE8AuFyuWX8VxMGD0NEBe/bACy8gWrJPL0S2rUNviCCOmciohRBRiouPZGXTKPPAnSbibwykYUMTBqWl72VlUwLDt6/DJocQb8V81TSDior3s7IbqikhcmsIcdxEGhJNmFRVZdfWwdIEkU94EWcsZBRsmkFt7YmsbAIM1pfgXzmCOGgipUTTDOrrT2Vlc8Ku4b1jEHEk/v41k4aGs1n7emZJEf6yXsTrJhgSm81k6dJzWdt1vPsuPP/C1b8Bh9sNKrKSEXk6yPDXQohXgB/H7/8e8NIC+qNQ5AXzKlaEEHZiQuVHUsqfZ2MrFArhvXCB6rY2ZEUFoqUFb3s7zvp63Gn2/ZhKZNs6IndupPyl53A8rBE+olFivZpVCsgo8+B9aAee0dOs+sT/g9+3mWr/M1mlgCaFSmB1Pcv3voL9ETe8a1DtPpRVCihUU8Llj6+n5soHlDzwBP6elTTZXs8qBWRpgnPbVyDKBtn8O3/DJe8u1ttepaoyuxTQYH0Jp29ZwppzH1D6MBgX6lhT8W5WKaAJu8a7G2twi252fv4JzvVsZEfFO1mngM4sKeJUo5tdF8/w3hefwdNZzfqGU1mlgCBWTLv/uee4d88eJrZsweF2s//pp6l58EGam5uzsj0VQeEXz6ZDHq4GksA/Emu3L4hdyG1fUI8Uijxg3sSKiE0Z+z6xava/ydZeOBymvr4+VqPy8ssAOOvrCYfDGYmVSaHieukwjg8vwT3dlKx+F1v3hYx9nBQqttEgFc8fJrJsHa7VQYqP5kao1L3yPs7BAO7beqka3Y8jkPkS6EmhUnJlmIZ3zjG4zElJ/SUqLmcvVEJlRazdfw5ZbCd4k4Oq8x2QxTlhUqgsPzdM0/lhAg3dlFecpMbfn/rgGZgUKlIItnwwwGhNkLGmcepHcyNUNl8MsGw4wpmlvayvO0mDOdPIw/Tp7e3lwQcfjNWodHZCTQ01Dz5Ib29vzsXKYkjxpEMeRlbukVL+CXD14k4I8T+AP1k4lxSKhWc+Iyu7gC8Dx4UQx+KPfVtKmVFIs7KyMukxt9udG6GSA6YKlUyb013LVKFS1OvF0u1Z250qVHIR7p8qVIr8EUKu7H2dKlRywVSh4oxa4Mje7lShkmt2TFOj1dzcnHuhEmexp4Egf8SKEOLrwH8EVgohrg3tlgAHFsYrhSJ/mM/VQPtJe+Tb9aOQhUouuF5CJRdcN6GSA+ZbqCwI+XEenzfyrGblX4FfA48Df3rN434ppWompbjhWRQdbNNFCRUlVJRQSR8VWbl+SCl9gA94ZKF9USjykRtGrCihooSKEipzQAJmfpzI55M8LLBVKBTTcEOIFSVUlFBRQmXuqMiKQqHIFxZ9syElVJRQUUIlQ3LYFE4IcZ8Q4owQ4pwQ4k+nef5/FUKcFEJ8IIR4XQiR/XyCFKTbEE4JGoVi4VnUYsW6fUNKoTL1ZyjVz5JZUZyWUJFTbs9mN12hMldfw3VlaQmVqb7OhmXT0hIqc/V1pLE8pVCZ+jmmsjlht6UlVObqazpCZa428xEh09tS2hHCBvw98GlgPfDINHPC2oHbpJQ3E2st/1e5fTfTo8SKQlEY5FUayDAMhoezu6IWlaXIkTEcd2/B9cnNmD/dh//omZkPsDtx7foUumYjUrsMIxwhenZKUzghoMwDug399+5AGxzF+tHrjESNGc1q67cgSirB7mS0ZTPWO68m7SPLi8EXwHpgB3JVHe5nfkvo8iAzdeSwSiowm9YCMFLThG08jDbQnWjTYQdNYFaVErr3FlznenDuPcbILL+342s3Y9hjAyG7q5spOnM0aR+zpAgtFGH0gS2YJU7qXzxKaDQ4o6/h8lpCnlhn1YvlyyjuOot93J+wT7TYhR4IE1xZy+BtTdQcv0Lx8S5m+h8ggYGmjUTQGNaLCOmlVPYn90WZ8DjRDJNLn2xFWBZr958jEDEIzGB3uKyOMWcRJvCeo5ql/eewWYkiNOJ24AxN0Lumlu5GN2s/6MPdOzajr4awcbFyGSbQadnxhaE2OPv/7fHx8Vmfz5RUYyymJbdDCrcC56SUFwCEED8BPss1c8KklPuu2f8dYE/OXn0WlBBRKAqDvBIrWSPA/Qe7MTu6cHx8M+M/ehn78c7Zj4lGEA4nQrejNzQTOfLbZLO3rkFbuwyxYglyyIf2432IWYQKgPQNobXGZgzJvsvJzzt0zD13Iy4PIDeuxP2zt9AvD87+9vxeZEVt7PiaRsSxt5L2iWxbiyxyEl2/HHtHN6X7jqe8+hXhIFZjbIKx1pccgTJLihi9/za08ARGdSlLXmrHMRqc1abDP4J3Tez9TxSXo08RKgAjW1ejByOMtS6jvP0iNaf7ZvcT0EwD0+HCdLgoH0j2NVhbylBrI0aRA6kJ1u0/hz0y+3flHvfTW7sSAEuzJQkVCZzf2kzJcID+VTWs/aCP2t6kyREJ6NLE0HSk0BhzlbJ8tGfW/fMNAYj0T+TVQohrZ1Q8ER+jMUkjcOWa+13Atlns/T6xZbzzTi7FihCiE/ADJmBIKbMfMqZQKIBFJlbst65FX16Pvrye8EtvEz10EnsaTeOMrgvo9cuwAmNYo0OJT+o2bJ/aiigvRg6PYf7zyziELaVN2d+FNE2EzYbsST6pyh3roaYcWVOO9rM3UwoViIMdtYoAAB5WSURBVJ+s+69gNa1FjPQhjGjC81axi4kta8CuY+saxPXrdxFOV0q79qEeIqtujr3doeSTamD7Woy6crAsKn72No6x1DUammng8I8wUVaNy9uf1HAnXFNKaGUdAMUdvZS3X4SiopR23WND+KsawLIoCiSmyyQwsKmJ8ZoStIjByl+/j12m/q5cEyHs0QhRu5OSYHIKbmRpOaEKN6EKNw0ne1MKlUnKx8cIOItxGhFcRjitY/IJkf5qoKEUJ+bp+i1Na1wIsQe4Dbgz3RfPFCnlfKwG+riUcij1bgqFYi4snpoVm4bzgds/utu8BFFWnNahxpXYfBmjK7nVvrZzA6I8bsehI9YuT88fI4oc7EaaBnKgK+Ep6XZi7YpPNrYkcnUj0pGebtTitrT+rqTnIrtawa7HX8OF2Vidns3gGGI8gBbyo4WmpGqqSwmvWxp3HCKr6pEivV5/Tm+sHb5zNLEtvgS8Wz6aQDxR5iZa7knLZlFgJC5URtCmRED8SysZrymJvynwL6tMK5Mh4KpImSpWLE3QvX7J1fuBSg8RZ2oBBFAe9gFQNj6Wf90RUyHnsKWmC1h2zf2lQJIqFkLcDfwZ8Bkp5XWpWlY1KwpFYbBoIiuOXTdjqynHuNxH+BdvYZ6Np17SiKxI/yjWmBeja8pQvCIH2iduRUYmsN44hvXW+zBhpBUBAGIRFSnBTExDWHfcAk47oqMbbe9RRN8IIs2xAWKoF0wDrf9KwuNmZQnRm1cgAuM4D5zE/sEFhCXT8lUA9qFekDLppBrYuQ4A1+kuit85jW1sPG1fXd5+AsvW4vQl1mqML60k3FCB7gtR+e553J0DsddNw1fNMikKjOAeS7x4lQIGNi0H06LybB/VJ7rQI0bavpYEvQTdpTijiRGQweYqJjxO3CNBlp7opXQogDPN799lRHAakauipbDI6Wygd4EWIcQKoBv4IvDotTsIIdqIDfC7T0o5kKsXTsUchEiqVBfEpNurQggJ/OM0zysUigxZHGLFace+eR2h779A9NjZjAoDoxdPY/YlRiu0j92CdfQs1m+OQnDuYXzZ2wkyMcwsy4uRjVVoP3wF7WLvnG0Ky0S7eBIxnlguOrF9Hc4DJ3G8ezZlPc106EM9iCkf3MTSKkBQ+ePfYh9KL/WRYDMSwt13EXHNZyCBsdblVB04TcnpnrnURVzFMzaUJFZGV9ZSNBJg+b5TOIJzvyj3jPso8yeKKlPXGFlazspDF6no8c05OiKAqpCXksjs9T35Sq76rEgpDSHEfwJeAWzAD6SUJ4QQfw4ckVI+D/w1UAw8E5uBymUp5Wdy48GsvqW7a6pUF8AuKWWPEKIWeE0IcVpKmVwEp1Ao5ozIpxCnruuyrKxszscJjws5PgHT5J/THnSo62BMOckXF0EgeYVGUZpX1gDY9ITIivS4IBROOhHMZSCjtOmIa20KgXQ50MaTT9Lp+iqFBsgE8WC6ndhCyTbn4qul2RLSNZbdBhK0aZZ8p+urpWloU75rw2VHD0eT9p2Tr0JDu0ZYRR02bFETbcp3NZfv3xQaNpleXUQmQznT4dlnn2VgYGBOWqu0pFFubfuPae37+lv/x9FCLCZ1u91y9erVqXcEjh8/Pqf3KIT470BASvndDN1TKBTXsChqVmQwPK1QmRNThQpMK1TmzJQUkAgmC5W5IqbalHJaoTInm9JKinJMJ1TmytS6Ei1qTitU5mYz+bueTqjM2e4UUWGfSBYqcyVdoZJ3SBBWeluhksumcEIIjxCiZPI2cC/w4Ty/BYXihqFgxMr4+DjRaOIJKRqNzltvCoUi32hvb6e7O7GvTnd3N+3t7fPzgpZMbytgLMtKa0uDOmC/EOJ94DDwKynly/PqvEJxA1EwYkXXdQKBAON1dYw/+CDjdXUEAgF0PTdlN5HIrYyNfYNI5Nac2AMYH9/EyMjXGB/flDObAMHgzfT3f4Vg8Oac2fT7N9Dd/Rh+/4ac2fT51tPZ+Qg+39Rmpdnh9a7j3LmH8XrX5czm8HALp079LsPDLTmzCTA4uIrjxx9gcHBV1rZqa2t57bXXOO73895NN3Hc7+e1116jtrY2B54mI6RMaytkchVZkVJekFLeEt9apZR/cR3cVyhuGAqmwNZut+Nat47xnh6YiEBPD0Xr1mHv7099cAoiRXcw1PcDpGFDiCjV1V/E6XwvK5uh8CZ6+p5CGjpCTNDY+O8oKjqWta++4ju4dOK7SENDiCirVn0Nj+eD1AfOwlhwI6fO/B3SsKFpUW666Q8pKckugu3zree9Y99FWjpaZ5S2tj+mrOxk6gNTMBRo5fDh/yvuq8H27X9GRcXprGwOD7fwxm//TyzThu2UwZ13/jlVVR1Z+3rFv5Y39/5vWIYNm2Zw773foabmfOoDZ6CxsZHNDz3EgRdfBE3Aiy+y66GHaCwpydrXaSlwIZIO+VSzp1AoZqZgIisA7NwJu3fDU0/DAw/E7mdLdRnR9Y8hTTugI6WdSGRHVialgFDTw0jLDtiQ0s74+GwNO9PDaKzGt+SzSFO/6msgkF1do7RpDDR8Jm7ThmXpjI1lH13qF7uQ0g4yZtPrvSVrm4ZT50LZJ67x1cbw8Mas7Z63tmFZOkgbpqkzMNCatc2Qx85xbRuWoV/9DPr6bsrabnTr1o/+Bnbvjt2fDyRgpbkVKGqQoUJROBSWWHn7bXjhBfjSl+DFF2P3s6G6DP1rn8FVexxhMwEDIaI4nQczNikFWLt34rrLjxAGCBMhohQVHcrKVaOxmtDDH8PjOZLga3HxkZTHzuirTWP0gS0423oRtpivmmZQWppdVCmwsg7zd8IIzQBhoWkGFRXvZ2XTcOpc+mQr7jWdsfcvTDTNpKrqeFZ2e9fUMnHXCJoWe/82m0Ft7YmsbIY8do5vWU5FU8c1vhrU15/Kyi6A/fDh2N/Anj3wwgux+/OAIL0UkEoDKRSK60HBpIGi0Sjh06cpWrcOXC5oaCB8+jR6cTF2u33uBuNCRQ750Pf+mOUP1+A7aGIP/jLjFNCkUJEbV+L+0Q9ZtvMS45EdOHt+kFUKaFKo2M92U3zyfWyPNhF+K0iJ7c2MU0CTQsWoLmXJWz/FdV+QYO9qqsK/zCoFFFhZx+BdrdS376dm+xl69d9hafBZykoyTwFNChWEYN3Fl3F8Tidyvoalzt9mlQLqXVNL9/ol3HT0II33DXJlbCut+qtZpYAmhUpRMELryDuYj5RgP1PKyqr2rFJAECumPfraa+x66CGiW7Zgl5Kjzz5L5T330NjYmJXtacl9K/q8Yx7a7SsUinmgYMSKYRgUFxfHalSeew4AvbgYwzDmLlauESrmD16CqEFRQzdi2RsYFzO7+r1WqGg/2ovW2UfR+g7c9RFMb26EiuvX74LuwL20l9Llv0KbOscoXV+vESoVzx1EHwngWd+Jp7YT98nshUp5+0Uq2i8yUekluqGWsndPxUa7ZcC1QqXp9RPo4Sieli5qio9RMc3E5XSZFCorjl6m6ooXrfYi4VZJ1YUcCZWj3dgsibuxlyb3YarGRzO2O8nAwAD33HNPrEbl1CkoKaHynnsYGBjIvViZTAMtclTURKEoDApGrEzXiMtut+dEqGTLdEIlF0wVKkLKTJrzJvo6jVDJBVOFSi6YTqjkgqlCJRdMJ1RyTVtbW9JjjY2N8xNVYU5TlwsSleJRKAqHghErOaHAhUq2KKFSuEJlQbgBTuRKrCgUhcGNI1aUUFFCRQmVOZDTQYZ5ixIrCkVhcGOIFSVUlFBRQmVuSJRYUSgUecPiFytKqCihooRKRghz8b2na5FSqtVACkWBsKjFilZTnnOhQiEJFd1WMELFdNnpUUIlv7gBog4qsqJQFAaF1RQuHUTsH62mHM8ffSG1UHE4sS1pAgTC7cFWO8PKChHbbJ+7My2hIuqXg90BQiAaV0y7j4z7KpfXpiVUpLsEWVYVu+0pxSqtTN5nctNthD63Ky2hEq1uQGoaUtOIVjdM/9rxf8MtDWkJlai7FMPlid0uLsNwume0abrs9N7fllKoSCBYVhNbVWvTCZUkv/9r7Q62NqYlVIJFpRg2BwB+dxmmZpvRZrjYmZZQMYQNn7MYgKjNjt/hmfH18xLJDTHIUDWFUygKg7yKrJimycjISFY2yh++m+DbH1D/hw8T6R5k7O+eQU7MfpW+9NOPIpwuXJvvoP+XTzE+PJzwvG1JNY6VjdhXL0Xf1ELgez/H7Lgyq01342pK1sRazBvL1zD6QXKnWddnP0b0+AU8X7obefwCoWf2EZrth9E3RvHvfR0BmJs+RvCXP8TyJX5eYt1yMC20O25BVJei/9Ov8Q36ZvVVa2pFq10GwMSYD2s4sSus1ATWXZsQA6NYn2rD+fYJrAMnGZ7OWBwrYmLcfAcAI2u2YH/tJwgzUTBGNregXx5g/N7NYFmUPfs2vvGJWX0NLN+A6S5lwl1KZHQk6buyXHbG1y8HTRC4eTk1b56Ec32z+hqu0PEujbXY76pqoubYvknNe5WRzSspvtBP386bcI4GWPLGaUbNmVMIErh80y5MzcaV8kbqLxxjwj+bF8zbBHHDyCSiqApsFQpF/pBXYiVb9NpKynffQdmndxE530X/d/8Fl5b6LYYunqF003YsI0r4cnKX0ZLP3YWjdSUCgfd//gTb5YGUNiOXOijZec/V21OxrVmO856tOO5sI9p+FvHzt1KfHIwoZn8XekMz1thoklBBCGyf3g5VpRCJYvzj89j94ZS+yt5LsKr1o9tTn7+1BblrA1ITaG++j/Nw6sZpIjAKIT+4SxDDvUlCRTrsTOxcT+SOjWhjQdw/fgObTB3osw/1YlbUAaAP9SQ9H7ythdDGZrBplL7WTnEaqR+HbwgsEzQbTu9AklCJlhbhu6WJsQ3LcQ74WP7WWbRZhArEAnGesSHGqpciLBNXIDcpqOvKDXAiV2JFoSgMFlUaqOILdyN0G5rLAZaF5k5uJDcdoQuxrrXhyxeQRmIUxr5qKa5b16E5HVjhCFp5cVo2Td8IxmjsSnqic8rJXYDrdz8Wu+mIN7VzpKcbja4LCf8mmG1rQSypitmMRBElyamX6ZD9XUgjGtsGuhOfs+tYd20C3Ra72HbYkdrU03kyAtD6uwDQBrqSno9sW4t0O2PvO2rGbqfBpEDRgmPYxhNTW2ZJEaFbmsFuQxgGltuZVhM9zTJxjsW+K9do8hRv722rQNOQdhtCSkx7cppoOtxjsQ7DRf4RNFlghZwSMK30tgJlssA2nU2hUCwsi0asOFY0ULwzlnYJHjnJ8L+8iOkdS+vYcNdFrIkI4xeT58yUfP4TAJgjYwSe/Q3hw+nPuIlc6sAYGcT0J7Zat29ag768HmlZTBz4gPAL+yGSXkGpcWVSrEyJAOk2bJ+KTeCVfSOYLxxAnu+eevj0WCZyoBvZ3xWLMFyD3LEeStwQNRBvf4j22w8QadYpaAOxVNmkaLn6ch4XE1vWAGC7Mohrbzu2ofS+K9t4AC04Nm1UJbBtLdhsiPAEnkNncX/QmRQlmQmntx9hRHGMJaZqItUlBFfGIjnuzgEq3zmLPc3iX1fAizDNq6KlsJAgrfS2AkbVrCgUhcGiSQNV/t69hM90MvKvrxDpuDy3g02T8UsdhC4kihXnLS3ojTWM/XQvod8cmfNqosiljuRhcJqGc/cuou93EH5+P1Z/PJXjTjMKEhzD6O/CnBIB0XbEVtIY//Yb5Htn5xzClz2dScdItxNrRyvi6Fm0fccQ/lDc1/T+24jhfsRIPyIcTHg8sms92mgQ55sfoJ/vTVtQTKIP9WAfThQr0aoSIquX4D7SgefIObSJuX1XTu8AE6VVCcXNEhjZuhpnr5fKd8/hGogLqmlGP0yHJi2KAsMFKlZQaSCFQpE3LAqxoleX43v1Hcbfy3wCr+/wm5iBxKt7UeRk8E//HhlKXfcxHdG+K8hwYtGk1ljN+FOvYF5MjgykS+TdNxJFkCaQ4xGMv/pXMDKbGCh7LyWLlfpKbN9/CTE0e4HuTAhpYTtxONGmw47eNYTrtfaMl2c7+i6hhRK/K7PcQ9VT+7AFM/uu9IlxirvPJTxmFLsoO36ZoivDcxZUk1T0d6IbsxcN5yWTq4EWOUqsKBSFwaIQK8bQKMZQdlNtJwaSxUP4ncwnEANgWRgjicW41pXUxbkpzU6xiSWRR85kZzQcSnpIu9CbnU1AG5uyWmkiiv3kHCNfU7AFk8WT63z2/W7sUwSQPRDGHshM/EziHPdndfyCsshP5CrFo1AUDvNasyKEuE8IcUYIcU4I8afz+VqZEo1GMc3EaIRpmkSjmTclGx8fTzo+Go1mvTTV7/cTDieePMPhMH5/5ifEkZERQqFEoRIKhbJaQj4wMEAgkFj8GggEGBjITqj19PTg8yUKFZ/PR09P5lGqS5cu4fUmrtTxer1cupS8KmounD9/nqGhxPTP0NAQ588nrzZLl9OnTyd9hgMDA5w+nXlEcVakTG8rYFTNikJRGMybWBFC2IC/Bz4NrAceEUKsz9pwUxM8+mjs3xygaRoTExNEGxuJfuELRBsbmZiYQNMy/2h0XScQCDBeV8f4gw8yXldHIBBA17MLZNntdkZGRvBXVTG2ezf+qipGRkaw2+0Z23S5XPT19eEtK2PkvvvwlpXR19eHy+XK2Kbb7aazs5NBj4f+u+9m0OOhs7MTd5p1OTPh8Xjo6Oigz+Wi+8476XO56OjowOPJvOFaaWkpH374IV02G527dtFls/Hhhx9SWlqala9lZWW0t7fTKSXntm6lU0ra29spKyvL2GZlZSUHDx7kXDTKqVtv5Vw0ysGDB6msnL45XlZICaaZ3lbAqNVACkVhMJ9poK3AOSnlBQAhxE+AzwLpL6eZSlMTjHpB08Drjd3P8grYZrOhr16NMTgY++EdGEBfvRpbd5oraabBbrfjWreO8Z4eiESgp4eideuw9ycvi50LLpeLko0b8XV2wsaN0NlJ2caNuIZnbzY2G263m4q2NoY6OmDdOujooLqtDbcvszoVgOLiYuq2baPnxAlYuRJOnKBh2zaKg8HUB89CWVkZS2+/nc72dli6FNrbab79dsrCmadqKioqWHHXXZw9fBjq6uDwYdbcdRcVWZ6Eq6urabn7bk4cOACVlXDgAK133021yLT6BWpra2m9/37a9+2D4mLYt4+2+++nNguxOis3QERBRU0UisJgPsVKI3Btm9cuYNvUnYQQXwW+mpbFXbtiQuXpp+FLX4r9mGYpVq7aNc2P7Oo6/PSn2dncuTMmVCZtulzw3HPZ+7pzJ9y8EZ56GvbsQZaUwAsvZGVS7tgREypPx21WVMDLL2dl09qxIyZU4jatujrYuzcrmwDmtm2wbOnV9282NsKbb2Zl09i+PSZU4r4aK1bAgQNZ+2ps2wZVlVd9NVpa4PDh1AfOQnTbtphQifsabW2F997L2tdpWeQncpXiUSgKh/kUK9NdQib9MkgpnwCeABBCzP7LceBALKLypS/FTtAVFTlxlAMHYGDgI7u1tdnbfPtt6OmJ2XzxRWiYfuZORnY7O2HPHnjhBURzc9YmxcGD0NHxkc2WlqxtagcPwokTV21qra1Z2wSwHToE7e1X7dra2rK2qb/zTkxExG3qW7fmwFPQDx2K/d+atLtrF2QRWQGwHzoE+/ZdtWkPBGBeIiuFP/cnHZRYUSgKg/kssO0Cll1zfymQeSUkxKIoFRWxK76KipxEVUzTxDh3Dr22Fl3X0WtrMc6dSyq6nQvRaJTw6dMUNTRQ5HJR1NBA+PTprIp2IV5Me/w4Zc3NlJaUUNbcjP/48aSi27kQCoXwtrdT3dJCVUUF1S0teNvbk4pu50IgEKD/0CEaWlupr6ujobWV/kOHkopu54rP56Nr/36a29pY1thIc1sbXfv3JxXdzgWv18vFN95gzdatrFyxgjVbt3LxjTeSim7nytDQEB1799K6axdrW1po3bWLjr17k4pu58LAwAAnXnqJto9/nA2trbR9/OOceOmlrAuXp0WClFZaWyGjCmwVisJAzNcfohBCB84CnwS6gXeBR6WUJ2Y5JufOFKVo4BWNRtE0DZvtoxbqpmliWdaMhaupbI6Pj6PresLx0WgUwzBmPDad4lO/3x+rh7mm+DUcDhONRikpKcnI15GREVwuV8Lrh0IhwuHwjIWbqXwdGBjA7XZTXPzRaIJAIEAoFKJ2lqhVKl97enrweDwJRao+n49gMEjDDJGrVL5eunSJ0tJSKq6J0nm9XsbGxmiaoYg7lZ8QWw1UVlZGdXX11ceGhobw+XysWrUqI19Pnz5NZWVlwmc4MDDAyMgI69atm/G4vXv3MjIyMqeQTpleI3eU/m5a+77iffKolPK2udjPB2w2m0znuwQIBoMF+R4VisXCvIkVACHE/cDfAjbgB1LKv0ix/3UXK/liM9uVMjOhfM29r/PhJ8zf55qRWLFVyx3Fn0lr31fG/qkgT+Sapsl0V72Nj48X5HtUKBYL89oUTkr5EvDSfL6GQqGYJ26A9IdK8SgUhcGi6GCrUChyj7wB+ososaJQFAZKrCgUimko/O606aDEikJRGCixolAoklGDDBUKRR4xr7OBFApFYSIBaZppbemQak6YEMIphPi3+POHhBDNuX1HyUgpc9puvxBmoSkUhYoSKwqFIhkpQVrpbSlIc07Y7wNeKeVq4P8FvpPjdzQtueqzMm+z0BQKBZB/aaAhIJ1Ob9XxfVOS7aTjHNhMy9dsphznkLQ/1zxA+Zo+GU39lLlLA6UzJ+yzwH+P3/4Z8HdCCCHnOU+TQ/O5n4WmUCiukldiRUpZk85+QogjhdLzQPk6Pyhf5xc/3lf2Wj+tTr0nAC4hxJFr7j8RH6MxSTpzwq7uI6U0hBA+oIr5FXmvSCmv53tUKBQZkldiRaFQ5AdSyvtyaC6dOWFpzRLLJQvwHhUKRYaomhWFQjHfpDMn7Oo+8VEdZUBe5EbTJPez0BQKxVUKVaw8kXqXvEH5Oj8oXwuHd4EWIcQKIYQD+CLw/JR9ngf+Xfz254HfzHe9So5J5z0qFIoMmdfZQAqFQgHTzwkTQvw5cERK+bwQwgU8BbQRi6h8cbJYtVCY6yw0hUKRPkqsKBQKhUKhyGsKLg1UKI2XhBDLhBD7hBCnhBAnhBB/tNA+zYYQwiaEaBdCvLjQvsyGEKJcCPEzIcTp+Ge7Y6F9mgkhxH+Of/cfCiF+HI8eKBQKhWKOFJRYKbDGSwbwX6SUNwHbgW/ksa8AfwScWmgn0uB/Ai9LKdcBt5CnPgshGoFvArdJKTcQSw18cWG9UigUisKkoMQK1zReklJOAJONl/IOKWWvlPK9+G0/sZNq48J6NT1CiKXA7wBPLrQvsyGEKAXuAL4PIKWckFKOLqxXs6IDRfHVLW7U6hCFQqHIiEITK9M1XspLAXAt8TknbcChhfVkRv4W+N+B9IagLBwrgUHgn+IpqyeFEJ6Fdmo6pJTdwHeBy0Av4JNSvrqwXikUCkVhUmhipeAaLwkhioFngW9JKccW2p+pCCEeAAaklEcX2pc00IFbge9JKduAIJCXdUtCiApiUb8VQAPgEULsWVivFAqFojApNLFSUI2XhBB2YkLlR1LKny+0PzOwC/iMEKKTWFrtE0KIpxfWpRnpArqklJMRqp8REy/5yN3ARSnloJQyCvwc2LnAPikUCkVBUmhipWAaLwkhBLHailNSyr9ZaH9mQkr5X6WUS6WUzcQ+z99IKfMyAiCl7AOuCCHWxh/6JPk7KO4ysF0I4Y7/X/gkeVoMrFAoFPlOQc0Gig84+0/AK3zUeOnEArs1E7uALwPHhRDH4o99W0r50gL6tBj4Q+BHcbF6AfhfFtifaZFSHhJC/Ax4j9jKsHZUJ1uFQqHICNUUTqFQKBQKRV5TaGkghUKhUCgUNxhKrCgUCoVCochrlFhRKBQKhUKR1yixolAoFAqFIq9RYkWhUCgUCkVeo8SKIm3ik6QvCiEq4/cr4vebFto3hUKhUCxelFhRpI2U8grwPeAv4w/9JfCElPLSwnmlUCgUisWO6rOimBPxEQJHgR8A/x5oi0/AVigUCoViXiioDraKhUdKGRVC/DHwMnCvEioKhUKhmG9UGkiRCZ8GeoENC+2IQqFQKBY/Sqwo5oQQYhNwD7Ad+M9CiCUL7JJCoVAoFjlKrCjSJj49+HvAt6SUl4G/Br67sF4pFAqFYrGjxIpiLvx74LKU8rX4/X8A1gkh7lxAnxQKhUKxyFGrgRQKhUKhUOQ1KrKiUCgUCoUir1FiRaFQKBQKRV6jxIpCoVAoFIq8RokVhUKhUCgUeY0SKwqFQqFQKPIaJVYUCoVCoVDkNUqsKBQKhUKhyGuUWFEoFAqFQpHX/P/WCoZkEH4sQwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg2e = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg2e.add_field('topographic__elevation',\n", + " mg2e.node_x + 2.*mg2e.node_y,\n", + " at = 'node')\n", + "\n", + "fd2e = FlowDirectorDINF(mg2e)\n", + "fd2e.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg2e, title='Basic Ramp using FlowDirectorDINF')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Here **FlowDirectorDINF** routes flow in two directions, to the south and southeast. The plane is steeper to from north to south than from east to west and so more flow is directed on the diagonal to the southeast. \n", + "\n", + "## Grid 3: Curved surface\n", + "\n", + "Finally, lets consider our curved surface. " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg3a = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg3a.add_field('topographic__elevation',\n", + " mg3a.node_x**2 + mg3a.node_y**2 + mg3a.node_y ,\n", + " at = 'node')\n", + "\n", + "fd3a = FlowDirectorSteepest(mg3a, 'topographic__elevation')\n", + "fd3a.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg3a, title='Grid 3 using FlowDirectorSteepest')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Flow on this surface using **FlowDirectorSteepest** looks realistic, as flow is routed down into the bottom of the curved surface. " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg3b = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg3b.add_field('topographic__elevation',\n", + " mg3b.node_x**2 + mg3b.node_y**2 + mg3b.node_y ,\n", + " at = 'node')\n", + "\n", + "fd3b = FlowDirectorD8(mg3b)\n", + "fd3b.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg3b, title='Grid 3 using FlowDirectorD8')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Near the bottom left of the grid, the steepest descent is on a diagonal, so using **FlowDirectorD8** gives a different drainage pattern. " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg3c = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg3c.add_field('topographic__elevation',\n", + " mg3c.node_x**2 + mg3c.node_y**2 + mg3c.node_y ,\n", + " at = 'node')\n", + "\n", + "fd3c = FlowDirectorMFD(mg3c, diagonals=False) # diagonals=False is the default option\n", + "fd3c.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg3c, title='Grid 3 using FlowDirectorMFD without diagonals')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Permitting multiple receivers with and without diagonals give an additional two different drainage patterns. " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg3d = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg3d.add_field('topographic__elevation',\n", + " mg3d.node_x**2 + mg3d.node_y**2 + mg3d.node_y ,\n", + " at = 'node')\n", + "\n", + "fd3d = FlowDirectorMFD(mg3d, diagonals=True)\n", + "fd3d.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg3d, title='Grid 3 using FlowDirectorMFD with diagonals')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Again we see flow paths crossing when we permit consideration of flow along the diagonals. " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg3e = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg3e.add_field('topographic__elevation',\n", + " mg3e.node_x**2 + mg3e.node_y**2 + mg3e.node_y ,\n", + " at = 'node')\n", + "\n", + "fd3e = FlowDirectorDINF(mg3e)\n", + "fd3e.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg3e, title='Grid 3 using FlowDirectorDINF')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally we see yet a different drainage pattern when we use **FlowDirectorDINF** and flow is routed along an adjacent diagonal-link pair.\n", + "\n", + "## Comparison of Accumulated Area\n", + "\n", + "Before concluding, lets examine the accumulated drainage area using each of the **FlowDirector** methods and the third grid. For an introduction to creating and running a **FlowAccumulator** see the tutorial \"Introduction to Flow Accumulators\". \n", + "\n", + "Often we do flow routing and accumulation because we want to use the accumulated area as a proxy for the water discharge. So the details of how the flow is routed are important because they influence how the drainage area pattern evolves. \n", + "\n", + "Lets begain with **FlowDirectorSteepest**." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from landlab.components import FlowAccumulator\n", + "\n", + "mg3 = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg3.add_field('topographic__elevation',\n", + " mg3.node_x**2 + mg3.node_y**2 + mg3.node_y ,\n", + " at = 'node')\n", + "\n", + "fa = FlowAccumulator(mg3, 'topographic__elevation', flow_director='Steepest')\n", + "fa.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg3, 'drainage_area', title='Flow Accumulation using FlowDirectorSteepest')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we see that flow has accumulated into one channel in the bottom of the curved surface. " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fa = FlowAccumulator(mg3, 'topographic__elevation', flow_director='D8')\n", + "fa.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg3, 'drainage_area', title='Flow Accumulation using FlowDirectorD8')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When diagonals are considered, as in **FlowDirectorD8**, the drainage patter looks very diferent. Instead of one channel we have two smaller channels. " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg3 = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg3.add_field('topographic__elevation',\n", + " mg3.node_x**2 + mg3.node_y**2 + mg3.node_y ,\n", + " at = 'node')\n", + "\n", + "fa = FlowAccumulator(mg3, 'topographic__elevation', flow_director='MFD')\n", + "fa.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg3, 'drainage_area', title='Flow Accumulation using FlowDirectorMFD without diagonals')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Flow is distributed much more when we use **FlowDirectorMFD**." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg3 = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg3.add_field('topographic__elevation',\n", + " mg3.node_x**2 + mg3.node_y**2 + mg3.node_y ,\n", + " at = 'node')\n", + "\n", + "fa = FlowAccumulator(mg3, 'topographic__elevation', flow_director='MFD', diagonals=True)\n", + "fa.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg3, 'drainage_area', title='Flow Accumulation using FlowDirectorMFD with diagonals')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Adding diagonals to **FlowDirectorMFD** gives a channel somewhat similar to the one created by **FlowDirectorSteepest** but much more distributed. " + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg3 = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg3.add_field('topographic__elevation',\n", + " mg3.node_x**2 + mg3.node_y**2 + mg3.node_y ,\n", + " at = 'node')\n", + "\n", + "fa = FlowAccumulator(mg3, 'topographic__elevation', flow_director='DINF')\n", + "fa.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg3, 'drainage_area', title='Flow Accumulation using FlowDirectorDINF')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, **FlowDirectorDINF** gives yet another pattern for the accumulation of drainage area.\n", + "\n", + "\n", + "# Conclusion\n", + "\n", + "This tutorial compared the different methods in more detail and over surfaces that are more complicated than a simple sloping ramp. It also described how these different **FlowDirector** methods change the patterns of accumulated drainage area. \n", + "\n", + "Next consider one of two additional tutorials about directing and accumulating flow in Landlab.\n", + "\n", + "1. **Introduction to FlowDirector**: A tutorial that goes over the different **FlowDirectors** present in Landlab and how to create and run a **FlowDirector**.\n", + "2. **Introduction to FlowAccumulator**: A tutorial that describes how to use the **FlowAccumulator**." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/flow_direction_and_accumulation/the_FlowAccumulator.ipynb b/flow_direction_and_accumulation/the_FlowAccumulator.ipynb new file mode 100644 index 0000000..1bc4d19 --- /dev/null +++ b/flow_direction_and_accumulation/the_FlowAccumulator.ipynb @@ -0,0 +1,692 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Introduction to the FlowAccumulator\n", + "\n", + "Landlab directs flow and accumulates it using two types of components:\n", + "\n", + "**FlowDirectors** use the topography to determine how flow moves between adjacent nodes. For every node in the grid it determines the nodes to receive flow and the proportion of flow to send from one node to its receiver. \n", + "\n", + "The **FlowAccumulator** uses the direction and proportion of flow moving between each node and (optionally) water runoff to calculate drainage area and discharge. \n", + "\n", + "In this tutorial we will go over how to initialize and run the **FlowAccumulator**. For tutorials on how to initialize and run a **FlowDirector** and a brief comparison between the different flow direction algorithms or for more detailed examples that contrast the differences between each flow direction algorithm, refer to the other tutorials in this section. \n", + "\n", + "First, we import the necessary python modules and make a small plotting routine. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# import plotting tools\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import cm\n", + "from matplotlib.ticker import LinearLocator, FormatStrFormatter\n", + "import matplotlib as mpl\n", + "\n", + "# import numpy\n", + "import numpy as np\n", + "\n", + "# import necessary landlab components\n", + "from landlab import RasterModelGrid, HexModelGrid\n", + "from landlab.components import FlowAccumulator\n", + "from landlab.components import(FlowDirectorD8, \n", + " FlowDirectorDINF, \n", + " FlowDirectorMFD, \n", + " FlowDirectorSteepest)\n", + "from landlab.components import DepressionFinderAndRouter\n", + "\n", + "# import landlab plotting functionality\n", + "from landlab.plot.drainage_plot import drainage_plot\n", + "\n", + "# create a plotting routine to make a 3d plot of our surface. \n", + "def surf_plot(mg, surface='topographic__elevation', title='Surface plot of topography'):\n", + " \n", + " fig = plt.figure()\n", + " ax = fig.gca(projection='3d')\n", + "\n", + " # Plot the surface.\n", + " Z = mg.at_node[surface].reshape(mg.shape)\n", + " color = cm.gray((Z-Z.min())/(Z.max()-Z.min()))\n", + " surf = ax.plot_surface(mg.node_x.reshape(mg.shape), mg.node_y.reshape(mg.shape), \n", + " Z,\n", + " rstride=1, cstride=1,\n", + " facecolors=color,\n", + " linewidth=0., \n", + " antialiased=False)\n", + " ax.view_init(elev=35, azim=-120)\n", + " ax.set_xlabel('X axis')\n", + " ax.set_ylabel('Y axis')\n", + " ax.set_zlabel('Elevation')\n", + " plt.title(title)\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Topographic grids\n", + "\n", + "For this tutorial we will consider one topographic surface. Here it is plotted in three dimensions. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg.add_field('topographic__elevation',\n", + " 3.*mg.node_x**2 + mg.node_y**2,\n", + " at = 'node')\n", + "surf_plot(mg, title='Grid 1')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initalizing and running the FlowAccumulator\n", + "\n", + "To instantiate the **FlowAccumulator**, you must pass it the minimum of a model grid that has a field called ```'topographic__elevation'```. \n", + "\n", + "Alternatively, you can pass it the name of another field name at node, or an array with length number of nodes. This is the surface over which flow is first directed and then accumulated. \n", + "\n", + "**FlowAccumulator** will create and use a **FlowDirector** to calculate flow directions. The default **FlowDirector** is **FlowDirectorSteepest** which is the same as D4 in the special case of a raster grid. There are a few different ways to specify which **FlowDirector** you want **FlowAccumulator** to use. The next section will go over these options. \n", + "\n", + "**FlowAccumulator** can take a constant or spatially variable input called ```runoff_rate``` which it uses to calculate discharge. Alternatively, if there is an at_node field called ```water__unit_flux_in``` and no value is specified as the ```runoff_rate``` **FlowAccumulator** will use the values stored in ```water__unit_flux_in```.\n", + "\n", + "In addition to directing flow and accumulating it in one step, **FlowAccumulator** can also deal with depression finding internally. This can be done by passing a **DepressionFinder** to the keyword argument ```depression_finder```. The default behavior is to not deal with depressions internally. \n", + "\n", + "Finally, if the **FlowDirector** you are using takes any keyword arguments, those can be passed to the **FlowAccumulator**. For example, **FlowDirectorMFD** has to option to use diagonals in addition to links and to proportion flow based on either the slope or the the square root of slope. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "fa = FlowAccumulator(mg)\n", + "\n", + "# this is the same as writing:\n", + "fa = FlowAccumulator(mg, \n", + " surface='topographic__elevation',\n", + " flow_director='FlowDirectorSteepest',\n", + " runoff_rate=None,\n", + " depression_finder=None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The **FlowAccumulator** has two public methods: ```run_one_step()``` and ```accumulate_flow()```.\n", + "\n", + "Both use the values of the surface provided to identify flow directions (and in the case of directing to more than one receiver, proportions) and then calculate discharge and drainage area. Both store the same information about receivers, proportions, and other calculated values to the model grid as fields. The difference is that ```run_one_step()``` does not return any values while ```accumulate_flow()``` returns the drainage area and discharge as variables." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "fa.run_one_step()\n", + "\n", + "(da, q) = fa.accumulate_flow()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can illustrate the receiver node **FlowDirectionSteepest** has assigned to each donor node using a plotting function in Landlab called ```drainage_plot```. We will see many of these plots in this tutorial so let's take a moment to walk through the plot and what it contains. \n", + "\n", + " The background image (white to black) shows the values of topographic elevation of the underlying surface or any other at_node field we choose to plot.\n", + "\n", + " The color of the dots inside of each pixel show the locations of the nodes and the type of node. \n", + "\n", + " The arrows show the direction of flow, and the color shows the proportion of flow that travels along that link. \n", + "\n", + " The X on top of a node shows if that node is a local sink and flows to itself. \n", + "\n", + "Note that in Landlab *Boundary Nodes*, or nodes that are on the edge of a grid do not have area and do not contribute flow to nodes. These nodes can either be *Fixed Gradient Nodes*, *Fixed Value Nodes*, or *Closed Nodes*. With the exception of *Closed Nodes* the boundary nodes can receive flow. \n", + "\n", + "An important step in all flow direction and accumulation is setting the proper boundary condition. Refer to the boundary condition tutorials for more information. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "drainage_plot(mg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this drainage plot, we can see that all of the flow is routed down the steepest link. Next a plot of the drainage area shows how the flow would move. Next lets make a similar plot except that instead of plotting the topographic elevation as the background, we will plot the drainage area. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "drainage_plot(mg, 'drainage_area')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we print out the drainage area, we can see that its maximum reaches 64." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + " [ 64. 64. 7. 6. 5. 4. 3. 2. 1. 0.]\n", + " [ 0. 56. 7. 6. 5. 4. 3. 2. 1. 0.]\n", + " [ 0. 48. 7. 6. 5. 4. 3. 2. 1. 0.]\n", + " [ 0. 40. 35. 6. 5. 4. 3. 2. 1. 0.]\n", + " [ 0. 4. 28. 6. 5. 4. 3. 2. 1. 0.]\n", + " [ 0. 3. 21. 6. 5. 4. 3. 2. 1. 0.]\n", + " [ 0. 2. 14. 12. 5. 4. 3. 2. 1. 0.]\n", + " [ 0. 1. 1. 6. 5. 4. 3. 2. 1. 0.]\n", + " [ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]]\n" + ] + } + ], + "source": [ + "print(mg.at_node['drainage_area'].reshape(mg.shape))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is the same number as the number of core nodes. This makes sense becaue these are the only nodes in Landlab that have area, and in our model grid they each have an area of one. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "64\n" + ] + } + ], + "source": [ + "print(mg.number_of_core_nodes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can rain on the surface, store that rain in the field ```water__unit_flux_in```, and then re-run the **FlowAccumulator**. As an example, we will 'rain' a uniform random number between 0 and 1 on every node. \n", + "\n", + "Since we already ran the **FlowAccumulator**, under the hood our grid already has a field called ```water__unit_flux_in``` and we need to set the ```noclober``` keyword to ```False```." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rain = 1.+5.*np.random.rand(mg.number_of_nodes)\n", + "\n", + "plt.imshow(rain.reshape(mg.shape), origin='lower', cmap='PuBu', vmin=0)\n", + "plt.colorbar()\n", + "plt.show()\n", + "\n", + "_ = mg.add_field('water__unit_flux_in',\n", + " rain,\n", + " at = 'node', \n", + " noclobber=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, we re-run the **FlowAccumulator** and plot the discharge. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fa.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg, 'surface_water__discharge', title = 'Discharge')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The basic pattern of drainage is the same but the values for the surface water discharge are different than for drainage area. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Different ways to specify the FlowDirector\n", + "\n", + "**FlowAccumulator** allows the **FlowDirector** to be specified one of four ways:\n", + "1. As a string of the full name of the **FlowDirector** (e.g., ```'FlowDirectorSteepest'``` or ```'FlowDirectorD8'``` )\n", + "2. As a string of the short name of the **FlowDirector** method (e.g., ```'Steepest'``` or ```'D8'```)\n", + "3. As an uninstantiated version of a **FlowDirector** component.\n", + "4. As an instantiated version of a ** FlowDirector** component. \n", + "\n", + "Thus, the following four ways to instantiated a **FlowAccumulator** are equivalent." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# option 1: Full name of FlowDirector\n", + "fa = FlowAccumulator(mg, surface='topographic__elevation', flow_director='FlowDirectorSteepest')\n", + "\n", + "# option 2: Short name of FlowDirector\n", + "fa = FlowAccumulator(mg, surface='topographic__elevation', flow_director='Steepest')\n", + "\n", + "# option 3: Uninstantiated FlowDirector Component\n", + "fa = FlowAccumulator(mg, surface='topographic__elevation', flow_director=FlowDirectorSteepest)\n", + "\n", + "# option 4: Instantiated FlowDirector Component\n", + "fd = FlowDirectorSteepest(mg)\n", + "fa = FlowAccumulator(mg, surface='topographic__elevation', flow_director=fd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Providing a DepressionFinder\n", + "\n", + "Just like providing the **FlowDirector**, the **DepressionFinder** can be provided multiple ways. While there are presently four different **FlowDirectors** in Landlab, there is only one **DepressionFinder**. \n", + "\n", + "1. As a string of the full name of the **DepressionFinder** (e.g., ```'DepressionFinderAndRouter'```)\n", + "2. As an uninstantiated version of a **DepressionFinder** component.\n", + "3. As an instantiated version of a ** DepressionFinder** component. \n", + "\n", + "NOTE: The current Landlab depression finder only works with **FlowDirectorSteepest** and **FlowDirectorD8** no matter how the depression finder is run. This is because the depression finder presently only works with route-to-one methods. \n", + "\n", + "Thus, the following three ways to instantiated a **DepressionFinder** are equivalent." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# option 1: Full name of FlowDirector\n", + "fa = FlowAccumulator(mg, \n", + " surface='topographic__elevation', \n", + " flow_director='FlowDirectorD8',\n", + " depression_finder='DepressionFinderAndRouter')\n", + "\n", + "# option 2: Uninstantiated FlowDirector Component\n", + "fa = FlowAccumulator(mg, \n", + " surface='topographic__elevation', \n", + " flow_director=FlowDirectorD8,\n", + " depression_finder='DepressionFinderAndRouter')\n", + "\n", + "# option 3: Instantiated FlowDirector Component\n", + "fd = FlowDirectorD8(mg)\n", + "df = DepressionFinderAndRouter(mg)\n", + "fa = FlowAccumulator(mg, \n", + " surface='topographic__elevation', \n", + " flow_director=fd,\n", + " depression_finder=df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Methods for specifying can be mixed, such that the following is permissible. " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "df = DepressionFinderAndRouter(mg)\n", + "fa = FlowAccumulator(mg, \n", + " surface='topographic__elevation', \n", + " flow_director='D8',\n", + " depression_finder=df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using the DepressionFinder with FlowAccumulator\n", + "\n", + "To conclude this tutorial, we examine an example of a Hexagonal Model grid with a depression." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "hmg = HexModelGrid(9,5)\n", + "_ = hmg.add_field('topographic__elevation',\n", + " hmg.node_x+hmg.node_y,\n", + " at = 'node')\n", + "\n", + "fa = FlowAccumulator(hmg, flow_director='MFD')\n", + "fa.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(hmg)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "drainage_plot(hmg, 'drainage_area')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will put a depression in the middle of the topography, and then see what the drainage plot looks like. " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "hmg_hole = HexModelGrid(9,5)\n", + "z = hmg_hole.add_field('topographic__elevation',\n", + " hmg_hole.node_x+np.round(hmg_hole.node_y),\n", + " at = 'node')\n", + "hole_nodes = [21,22,23, 30, 31, 39,40]\n", + "z[hole_nodes] = z[hole_nodes]*0.1\n", + "\n", + "fa = FlowAccumulator(hmg_hole, flow_director='Steepest')\n", + "fa.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(hmg_hole)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "drainage_plot(hmg_hole, 'drainage_area')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see, the flow gets stuck in the hole. We'd like the flow in the hole to move out and to the boundary. \n", + "\n", + "To route the flow out of the hole, we have two options. \n", + "1. Run the **FlowAccumulator** and then the **DepressionFinder**\n", + "2. Run them together in **FlowAccumulator**. \n", + "\n", + "The options look like the following and they are equivalent. " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# OPTION 1\n", + "fa = FlowAccumulator(hmg_hole, flow_director='Steepest')\n", + "fa.run_one_step()\n", + "\n", + "df = DepressionFinderAndRouter(hmg_hole)\n", + "df.map_depressions()\n", + "\n", + "# OPTION 2\n", + "fa = FlowAccumulator(hmg_hole, \n", + " flow_director='Steepest', \n", + " depression_finder='DepressionFinderAndRouter')\n", + "fa.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(hmg_hole, 'drainage_area')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "As you can see the flow is now routed out of the hole and down to a boundary. \n", + "\n", + "# Conclusion\n", + "\n", + "This tutorial went over how to run the **FlowAccumulator**. Consider one of two additional tutorials about directing and accumulating flow in Landlab.\n", + "\n", + "1. **Introduction to FlowDirector**: A tutorial that goes over the different **FlowDirectors** present in Landlab and how to create and run a **FlowDirector**.\n", + "\n", + "2. **Comparison of FlowDirectors**: A tutorial that constrasts the different methods in more detail and over surfaces that are more complicated than a simple sloping ramp. \n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/flow_direction_and_accumulation/the_FlowDirectors.ipynb b/flow_direction_and_accumulation/the_FlowDirectors.ipynb new file mode 100644 index 0000000..0ec9c69 --- /dev/null +++ b/flow_direction_and_accumulation/the_FlowDirectors.ipynb @@ -0,0 +1,556 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Introduction to FlowDirectors\n", + "\n", + "Landlab directs flow and accumulates it using two types of components:\n", + "\n", + "**FlowDirectors** use the topography to determine how flow moves between adjacent nodes. For every node in the grid it determines the nodes to receive flow and the proportion of flow to send from one node to its receiver. \n", + "\n", + "The **FlowAccumulator** uses the direction and proportion of flow moving between each node and (optionally) water runoff to calculate drainage area and discharge. \n", + "\n", + "The **FlowDirectors** are method specific and presently landlab supports four different methods for determining flow direction. \n", + "\n", + "1. **FlowDirectorSteepest** Flow is routed to only one node. The algorithm considers the link slopes leaving from each node and chooses the steepest downhill link to route flow along. In the case of a raster grid, only the links are considered (Landlab differentiates between *links*, which never cross and are located at North, South, East, and West on a raster grid, and *diagonals* which cross and are located at North East, North West, South East, and South West). For raster grids, this method is also know as D4 flow routing. In the case of irregular grids, all links originating from a node are consideded.\n", + "\n", + "2. **FlowDirectorD8** (raster only) Flow is only routed to one node but diagonals are also considered. \n", + "\n", + "3. **FlowDirectorMFD** Flow is directed to all nodes that are located downhill of the source node. In the case of raster grid diagonals can be included using the keyword ```diagonals=True```. Flow is partitioned between receiver nodes based on the relative slope along the links leading to the receiver nodes. The default method for partitioning is based on the sum of receiver slopes (```partition_method='slope'```). Partitioning can also be done on the basis of the square root of slope which gives the result of a steady kinematic wave(```partition_method='square_root_of_slope'```).\n", + "\n", + "4. **FlowDirectorDINF** (raster only) Flow is directed to two cells based on the slope of the triangular facets that can be defined between a node and its neighbors. The steepest downhill facet is chosen and then flow is partitioned between the receiver nodes at the bottom of that facet based on the relative slopes along the facet-bounding links. \n", + "\n", + "In this tutorial we will go over how to initialize and run a **FlowDirector** and briefly compare the different flow direction algorithms, for information on how to initialize and run the **FlowAccumulator** or more detailed examples that contrast the differences between each flow direction algorithm, refer to the other tutorials in this section. \n", + "\n", + "First, we import the necessary python modules and make a small plotting routine. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# import plotting tools\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import cm\n", + "from matplotlib.ticker import LinearLocator, FormatStrFormatter\n", + "import matplotlib as mpl\n", + "\n", + "# import numpy\n", + "import numpy as np\n", + "\n", + "# import necessary landlab components\n", + "from landlab import RasterModelGrid, HexModelGrid\n", + "from landlab.components import(FlowDirectorD8, \n", + " FlowDirectorDINF, \n", + " FlowDirectorMFD, \n", + " FlowDirectorSteepest)\n", + "\n", + "# import landlab plotting functionality\n", + "from landlab.plot.drainage_plot import drainage_plot\n", + "\n", + "# create a plotting routine to make a 3d plot of our surface. \n", + "def surf_plot(mg, surface='topographic__elevation', title='Surface plot of topography'):\n", + " \n", + " fig = plt.figure()\n", + " ax = fig.gca(projection='3d')\n", + "\n", + " # Plot the surface.\n", + " Z = mg.at_node[surface].reshape(mg.shape)\n", + " color = cm.gray((Z-Z.min())/(Z.max()-Z.min()))\n", + " surf = ax.plot_surface(mg.node_x.reshape(mg.shape), mg.node_y.reshape(mg.shape), \n", + " Z,\n", + " rstride=1, cstride=1,\n", + " facecolors=color,\n", + " linewidth=0., \n", + " antialiased=False)\n", + " ax.view_init(elev=35, azim=-120)\n", + " ax.set_xlabel('X axis')\n", + " ax.set_ylabel('Y axis')\n", + " ax.set_zlabel('Elevation')\n", + " plt.title(title)\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Topographic grid\n", + "\n", + "For this tutorial we will consider one topographic surface. A separate tutorial exists that compares multiple grids and highlights the difference in flow direction and accumulation between the different methods. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mg1 = RasterModelGrid((10,10), spacing=(1, 1))\n", + "_ = mg1.add_field('topographic__elevation',\n", + " mg1.node_y,\n", + " at = 'node')\n", + "surf_plot(mg1, title='Grid 1: A basic ramp')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Initalizing and running a FlowDirector\n", + "\n", + "To instantiate a flow director, you must pass it the minimum of a model grid that has a field called ```'topographic__elevation'```. Alternatively, you can pass it the name of another field name at node, or an array with length number of nodes. \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "fd = FlowDirectorSteepest(mg1, 'topographic__elevation')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The **FlowDirectors** are method specific, so if you want to do D8 flow directing, you must use **FlowDirectorD8**.\n", + "\n", + "All of the **FlowDirectors** have two public methods: ```run_one_step()``` and ```direct_flow()```.\n", + "\n", + "Both use the values of the surface provided to identify flow directions (and in the case of directing to more than one receiver, proportions). Both store the same information about receivers, proportions, and other calculated values to the model grid as fields. The difference is that ```run_one_step()``` does not return any values while ```direct_flow()``` returns the receiver array in **FlowDirectorSteepest** and **FlowDirectorD8**, and the receiver and proportion arrays in **FlowDirectorMFD** and **FlowDirectorDINF**. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0 1 2 3 4 5 6 7 8 9 10 1 2 3 4 5 6 7 8 19 20 11 12 13 14\n", + " 15 16 17 18 29 30 21 22 23 24 25 26 27 28 39 40 31 32 33 34 35 36 37 38 49\n", + " 50 41 42 43 44 45 46 47 48 59 60 51 52 53 54 55 56 57 58 69 70 61 62 63 64\n", + " 65 66 67 68 79 80 71 72 73 74 75 76 77 78 89 90 91 92 93 94 95 96 97 98 99]\n" + ] + } + ], + "source": [ + "fd.run_one_step()\n", + "\n", + "receivers = fd.direct_flow()\n", + "\n", + "print(receivers)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can illustrate the receiver node **FlowDirectionSteepest** has assigned to each donor node using a plotting function in Landlab called ```drainage_plot```. We will see many of these plots in this tutorial so let's take a moment to walk through the plot and what it contains. \n", + "\n", + " The background image (white to black) shows the values of topographic elevation of the underlying surface or any other at_node field we choose to plot.\n", + "\n", + " The color of the dots inside of each pixel show the locations of the nodes and the type of node. \n", + "\n", + " The arrows show the direction of flow, and the color shows the proportion of flow that travels along that link. \n", + "\n", + " The X on top of a node shows if that node is a local sink and flows to itself. \n", + "\n", + "Note that in Landlab *Boundary Nodes*, or nodes that are on the edge of a grid do not have area and do not contribute flow to nodes. These nodes can either be *Fixed Gradient Nodes*, *Fixed Value Nodes*, or *Closed Nodes*. With the exception of *Closed Nodes* the boundary nodes can receive flow. \n", + "\n", + "An important step in all flow direction and accumulation is setting the proper boundary condition. Refer to the boundary condition tutorials for more information. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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30MKFC7Vdu3Y6LS1NH9uxQ6elpWm7du104cKFJ/xPTQiG3NNd19O9/Y1N17p0AyX1DdeMXZ1rVAjRLpIBAwbooUOHalRCtY2mmHKqlJAJsF2+fDmzZ8/mvPPOsxZ0707S7NksX778p2WNRO7pruvp3v5Q07UqFEK6i6emqBqvicEQCkhjulgHDx6sZiJDg8FZBg8ezIoVK2pleST1i9D/zulQo7oDuu9eqaq1ny2xgRkwYIAuXLiwRnXbtm0bkm00GE4VQsazYjAY6g8vQhnuhlYj6Jh0+wZDaGCMFYPBUCVeNd1ABoOhcWCMFYPBcBwmZsVgMDQmjLFiMBiqQKjQkMpsUGt8owwMBkPjxxgrBoPhOBTwhlYapjrhpLEiIrcDN2DtvnXAdapa4tgGDIbTmFP/bmQwGOrEqZ7BFpxLCiciXYBbgcGqmgy4gXFBVt9gOG1oVJ6VsrIydu/e3dBqGAynFGVlZbX+j6rgUTMaqJaEAc1ExAM0B/Y6KdxgOJ1pVMaKwWBoHFgBtqe247WWMSvtRMQ/CdRMVZ3pJ2uPiDwB7AKKgc9V9XPntDUYTm+MsWIwGKrg1A+whVrFrByoLimciLQGLgPOBA4D74rINar6RuBaGgyGU/9uZDAYao0vwLYmJZRxKmYFOB/Yrqr7VdUDfACMDKryBsNphPGsGAyGKqkwSeFqwy5guIg0x+oGGgOYuUMMBocwxorBYDgORfDoqX17UFXHAmxV9TsReQ9YBZQDq4GZ1f/LYDDUlFP7bmQwGOrE6RBgC87mWVHVvwF/c0ygwWA4SlCNFZMkyWAITRQx3UAGg6HRELRXJ6eTJE2fPp2lS5ces2zp0qVMnz49ID0NhlChvq8BE2BbqwBbg8EQRIJ9p/ElSQojwCRJ/fv35+abb+aVL7/k+dxcXvnyS26++Wb69+/viKIrV0bw/PNRrFwZ4Yi8YMkMltxQkRksuaGga7CvAX9UoUJdNSqhjDFWDIbQIGjdQE4nSRo5ciS3P/MMD/zxj0jqpWjaJzwybRojRwY+OnDlygjGjWuDx+MmPFx5++0DpKTUPuvn8TLb4vEI4eFRjsi05EpI6GrJbIfHg8PtD6Vj5ayuwbwGjkfwhngq/ZNhDBGDIXQIZjeQf5KkzkALEbmmino3icgKEVmRm5tbrczC/v2R1FT09TeQ1FQKHXqj/PbbJng8UFEheDzCt982cUimUFHhckwmwLJvw4KkK47qGgyZP8mVkDhWwTivgnUNVEaBMg2rUQllvF5vjYrBYGhYgunDrVGSJFWdqaqDVXVwmzZtqhUYuXYtmpaGjB+PpqURuXatI4qOGFFKRHg5breX8HBlxIhSh2RW4HaXOybTknuEiHBPkHStcFRmeLgGof2+Y+W0rt4g6urcsQrWNVAZRfBqzUooY7qBDIbQIJivRY4mSVq6dClP/+lPPDJtGoX9+xN5wQU8/ac/ET99esBu8JSUMubNvpnPl/4vg4d3c6QLICWljI/feYNly9z0G3aRIzItucV88e61fLrkUYaOiHZM10/eeYbF3/Zm4PARjsl87+0VrP1uCcnDLmdQijOnWkpKGZ/O/gsLl15CyvAkx3T98J3/Y8WynfQddqWDx6qMebMn8fnSWxk8PCZgucG8BqrCDF02GAyNhWDGrDiaJGnt2rVM978pn3ce8dOns3btWkdu1CMGr6PPoHUUa8eAZfkYOngPZw/5ngMVP3NMJsCIwWvoNWAHHhIdkzls8HaGDd7BYW+KYzIHp+Rx8bAZZJf/HCXKMbnDB29mwKDWFGqcYzKHpOxnzJBX2FfxC8dkAowYnE6fQesp1g4Bywr2NeCPAt4QD549GcZrYjCEDkHtcHYySdLNN9983LKRI0cGKbjQYGh81O81IFSc4gG2YDwrBkOoENrRcQaDISicDp4VMMaKwRAqnPp3I4PBUGtUBY+6a1RqgohcJCKbReQHEbmvivXdRORLEVktIuki8nPHG1UFZjSQwRAaGM+KwWCoEqcSvomIG3gBuADYDSwXkTRV3eBX7a/AbFWdLiJ9gE+BWEcUOAEmZsVgCB2MsWIwGI5DwcmkcEOBH1R1G4CIvI2Vg8nfWFGgpf09mgCyXdcGY6wYDKGBMVYMBkMVSG08K+1ExD8twUxV9R/51wXI8vu9GxhWScaDwOci8kegBVaepqBjjBWDITQ47WNWhEIiZBWguDhEBOmOyG0iyxGKAKWpLAYC7/d2s4dw+QGAMNlDGFsClgnQRL5B8CCU0USWnvwPNSCMLYSJ9XIcLpm4yXZAagVNZQngxSVFNJHlDsiECNbi4jACRMhKhMKAZQr59nkFLnKJYF3AMuuKx+Op9X+sANsaJ4U74EvsaJfKKQqqctFUthJ+A7yiql2BnwOvi0jQ708mKZzBEBo0Ks+Kx+Nh9+7d9bxVpX/Xf+CSAqLdL5K57zYOF1efSbcmdGy5mrZt3gPAXfYOu/edGbBMlxQzqJsVm9ja/Rjpe/5BiSfw/RXbdiHNohYBkJ8fxu7cbgHLbBZ+kL5dHgOgjevPrNr1L7wauK4JHd4iotkWImQLublh5OR3Clhm6+bbiTvjRQCivFNYu+dJ4HCAUpX+XR/DJUeIdk8nc9/tHC5uHbCu9YUiNQ6erQG7gRi/3105vpvnd8BFAKr6rYg0BdoBPzqlRGVU1bHgWRHpDbzjt6gHMFlVn3FkAwbDac5p71kB4XDRAAC8Gk5+SbIjUg8XDfzpe/EAR2R6tRkFJVYiuBLPGZR4Ojsi19d+gMPFA6upWXOKPV0o9bQDIL8kEa82dUSu/748VOSMrnnFyXjtOW4OFQ+kakdAbfE7r7zh5Jf0cUBm/eLFVaNSA5YDcSJypohEAOOAtEp1dmFluUZEEoGmwH4Hm1MlTnlWVHWzqg5Q1QFAClAEfBhs/Q2G0wVjrPDTAzq/uA9edWYSu5LyTpR4rKylhx16qFqyrAeg9dB2JgAyv6QPXm84Fd4I8kucyoor9oPf2fb7DJRiTydKy53JNuzVpkfb7eixstufV5Lk2HlVX6hChUqNysllaTlwCzAP2Ig16idDRB4WkVS72p3AjSKyFngLmKj10P8SpG6gMcBWVd0ZBJUNhtOSRtUN1FDklyRQ4W3imAfEx+GiAUQ3W0dpeeCp1n0cKh5Id944xhsSKF5tQl5JEiCoRjgm93DRADq2/MJRXUvLO1Ls6eioTLCMlKgmWygo6e2YzPySRCq8EY4aQPWJk5MUquqnWMOR/ZdN9vu+ATjLsQ3WXK+aVj1ZELE/47AMLoPB4BDGWAFUI8grTnb8AXioeCBeh3dxWXl7CkriKChJcFSu9UB1Nr16QUkCBSVxlFW0c1Tu4aKBjhsAh4sG0LLpRpRwx2SqRpBfkszh4v6OyawvrFmXT33Hay2MlQOqOvhklexurlTgz4HoZTAYjsUYKzZ781Ipq2jrqMzCknjKKyIdlQmwM/ca1OFDZz1QnX04KeHszL3GUZkABwrPotjTxVGZZRXt2Js31lGZAHsOX4anIvCA7YbgVJ8bKEgjfS4GVqnqPqcFGwynM8ZYsSkqC3y0TmWUMIo9gY+sqUwwdA3WAzUYugZjn0JwdA2GzPpAEcq9jo0GarQEIZX+bzBdQAaD44SMn/eNN95g5cqVxyxbuXIlb7zxRgNpZDDUL/V9DXiRGpVQxskAWxFpjjWlwAdBVdpgOA0JGWMlMTGRv/71r7y7fDmvlpfz7vLl/PWvfyUx0ZnRK+vWRfLqq51Zt865bptgyAyW3FCRGSy5oaBrsK8Bf5wcDdSYcdJYUdUiVW2rqnk1qS8ibhHpbE/i2E1EguMyNBhOAUKmGyglJYXrH36Ypx54AFJTIS2NOx55hJSUlIBlr1sXyR//mIjH4yI83Mu0aRvp2zewLKbBkBlKup7u7Q+G3GBeA1VxqgfYNmR2Wntagb8B+/gpvbUC/RpEIYOhkRNSd6OigQOtm/Trr0NqqvXbAVatakl5OXi9gsfjYtWqlif/Uw1kejzOygRYs7op5eXquK7lDutqtV/weoXycnGs/cHW1cljZZ1Xzh6rYF0DlbFGA9U43X7I0oDp9m8Deqtqkqr2tYsxVAyGExBSxkrz1ashLQ3Gj4e0NOu3AwwalE9EuAe3u4LwcC+DBuU7IzOiAre73DGZACkpubauXkd1DY8od7794V7c7nLCwtSx9lv7NTSO1U/nlXPHKljXQFWYmJWgGitZQI26iwwGQwh1A61cuZJZkydzxyOPUDRwIM2HDGHW5Mn0+PvfA3aD9+1byGfvTOLjBTeQkNzakS6Avn0LeWvWTFavbkHXuCGOyATo1zePL969ltmf3U9y/zDHdH3vtSks/S6R2N6Jjsl86cX57MrMoEPP0SQlVQQs0yc37c37+GLxhfTqE+OYrq++9C6bMw7Sscd5jh2rn86rm0hIbhWw3GBeA5VRMKOBgss24CsRmQuU+haq6lMNpZDB0JgJGWNl48aN/N3/pjxkCD3+/nc2btzoyI16eEo6nc78noNHnEuimTJwFz8bmc6GbGcDIEcMXkPLzhkcKevpmMwhA7cyZOA2th2IOXnlGtK//wGuvmgGK3cNoMLbwjG5Q1M2Ep/YhL15v3RM5sD+2Vx23puszhrimEyA4YPT6XjmcnKPjAhYVrCvgWM4Bbp4TkYDz6i8yy4RdjEYDNUQMsbKNdccn1wsJSUlaMGFBkNjoz6vAYWQ7+KpCQ1lrKjqQwAiEmX9VGfceQbDKUrIGCsGg6F+OdU9K9BwxoqIJAOvA23s3weACaqa0SAKGQyNHGOsGAyG41CMsRJkZgJ3qOqXACJyLvASMLKhFDIYGjPGWDEYDMdhpdsPqcGCtUZVGzLAtoXPULF1+UpEnAvsMhhOMYyxYjAYqsTErASVbSLyAFZXEMA1wPaGUsZgaOyc2q9OBoOhbigmKVxw86xcD7THmkfoQ/v7dcHYkMFwKnDae1YED8pP+SREylANfCShSFkV2wjMNvSX6fvtuK5BkAnqkFwrDZn/NpzX1YtQgRIemMwgnVf1RWOOWRGRxcAiYDHwjaoW1FVWA44GOgTc2iAbNxhCkEZlrJSVlZGVlVWv23S7yhjd79+IlNK22ccU5O1ha3bgOTGSYz8jKmIT4a4jdG/1dxav+x0E6FaParafIb1nA9A56iU27DyfnEO9A9Z1aO93aBZm7fcOzaaxfPOVAcvs2GYTvbotAKBH67/z/aarKCxpF6BUZXS/fxPu+pGWTZZwxHWA9TsuCljXnp2/pW2zFbikhF5t/8Ki9Buo8AZmWLhdpYzu9zJCKe2afUhB3h62ZQ8LWNe6UFZWdvJKVdBYjRXgWmAUcDnwTxEpBRar6u21FVTfxoqIPKOqfxKRT7Bswsr6pNarQgZDiNCojJWGoMIbQamnBW5XOa0ic8g5FO+I3P15PegdsxiAvCOdCNRQASgobkd4mJXsMqr5fn7M6xGwTICDBd2IOSMdgMzdoxyRuf9wD1omvAVAmLvMAUMFQMg70pH20TtoEl7E2q2XOCAT9uXGMaDnHABKyyIDNlQAKrxNKPM0x+2qsM6rXGfOq/rCNzdQY0RVt4lIMVBml/OAWmdebKCkcL4YlSfqe8MGQyhjYlaA7IMJAOQXtedISVtHZO4/fCblFdZDLzs3wRGZIEd1/fFwT7zewLoqfGQf/Mk7k5MbuKcGLCPwx8NWhl3n2v/TsfKUR3Ag70xHZBaWtKOgyDKmHNXVlpV3pANFpa0dk1tfVKirRqW+EZGtwEdAB+BlIFlV6+Ri83q9NSpOoaor7a8DVPVr/wIMcGxDBsMphjFW+OkB7XsQOoFXw9l3qBee8iYcyOvumFzfA9BJXYtK25B35AwOF3Z09KF6VFcHDYADeWfiKY9g3+E4vOqcYzAYuh49rxwyAOsTbdwBts9hpar/DVbcx7UiUqe5J5wMsBWRViLynohsEpGNIlJdf/K1VSybWJc2GAynA6d9NxBAcVkrDhd2cvRBBdaDT9WFOvhQPZDfnTJPU8c8ID58ujorszelnmYczOvmmEyvhrHvcJyjxhpY7W8fvY2SspaOySwqbc3hwo6O61pfaOPtBnoWeFZEIrFG0DwIdAVqPfOiw91AzwKfqeqvRSQCaF5jsqRhAAAgAElEQVS5goj8BrgaOFNE0vxWRQEHnVSmIVi5cuUZYWFh/waSMS/DhprjBdaXl5ffkJKS8mNVFYyxYrNz3yBy852bxA+sN2uvwzPXqrrZlHUeJR7nHqrg89Q4+3AqKYtmc9a5x4yKcYLsg4nsOxTnqMyDed3Y+eNAR2WCfV4VOHte1Q+NN2ZFRJ7ECrCNBJYBk7FGBtUKJ2NWRKQlMBrbO6KqvniayiwFsoF2wJN+ywuAdEeUaUDCwsL+3bFjx8T27dsfcrlcDZbExhBaeL1e2b9/f5+cnJx/A1UGmRtjxWZr9jDHH6qlnkh2H+jrqEyAH/YGPlqpMsF6oAZD16z9/VB12AjEHZTROluzhxOqL5iN1bOCZaBMVdV9gQqqhbHSTkRW+P2eqaoz/X73APYD/xGR/sBK4DZVPVJpezuBnYDzF0bjINkYKoba4nK5tH379nk5OTnJJ6oTVGNFRFoBPpegAter6rfB3GZdcfrhF0y5wdE1OA/U0Gl/aOkabFShwts4jRVVfVdEUkVktL3oa1X9pC6yahE8e0BVB1ezPgwYBPxRVb8TkWeB+4AHqqosIsOBaVijmCKwurCOqKqzLtP6x2UMFUNdsM+bEz6Igv3K5+vDTQD6AxvrKujjjz9m/fr1xyxbv349H3/8cWAaGgwhQn1fA1YKvpOX+kZE/gHcBmywy632slrjYIDtbmC3qn5n/34Py3g5Ec9jBQhvAZoBN2AZL4YA2bVrV9jYsWN7xMTEJPfs2TPpnHPO6ZWent7E6e0MHTq0d3Jy8tEh84sWLWo+dOjQWgUTDh06tPeiRYuOi20yHE/QjBW/PtyXwerDVdXDdZXXs2dPnn76aT7buJGPmjfls40befrpp+nZs06DAI4jM7MNH36YQGZmG0fkBUtmsOSGisxgyQ0FXX+6BjbwUTPnrwF/FKsbqCalAbgEuEBVZ6nqLOAie1mtqKmhUhNjRVVzgCwR8T2sxmAZUtX95wfAraoVqvofrHwxhgDwer2kpqb2Gj16dEFWVtb6rVu3ZvzjH//Ys3fv3hrleSgvL6/V9g4ePBg2e/bsUPeGhQTB7AaqUR9uTUlOTuaKu+5i1lNPIamXommfcP1dd5GcWOtcUMeRmdmGRx45G48njLCwRCZP/pr4+FwHZI7G43E5JhPghy0tg6ir21GZDz98DuXl4mj7g3asHh6Np9zZY+W0rv7XAKmXgoPXwPE03gBbm1aAb2dG11WIw6OB/gi8aY8E2kb1c/0U2fXWiMhUrKDb03LW5fnzabFgAVFjxlBw/vnU6fngY86cOVFhYWF6zz337PctGzlyZDFYhszNN9/cdeHChdEionfffXf2jTfeeGjOnDlRjzzySKczzjjDs2HDhuZbt27N+Ne//tVm+vTpHTwejwwaNOjIa6+9tjMs7PjH5S233LLv8ccf73zllVfm+y8vKiqSCRMmdE9PT2/udruZOnVq1qWXXlpQWFgo48aNOzMzM7NpXFxcSUlJydGL7IMPPmj58MMPdy4rK5Pu3buXvv322zuio6O9f/jDH7rMmzevldvt1nPPPTd/5syZuwPZR6FKMLuBfH2401V1IHAEqw/3GETkJhFZISIr8vPzK68+huJBgyA1FX39DUhNtX47QEbGGZSXu/B6XZSXu8jIOMMRmR6PC6/X7ZhMgA0b2gVRV2dlWno62/6MjDMo97idb3+wdHX4WPmuARy+BqpCtWalAfgHsFpEXhGRV7FehB6riyAn86yo6hpVHayq/VT1F/b8PydiPNb99xase2MM1vQBpxXz59Ni7Fjip06ly9ixxM+fH5jBlp6e3qx///5FVa177bXXWq1bt67Zxo0bMxYsWJA5efLkrjt37gy3/9fin//8556tW7dmrFq1qul7773XZsWKFZs2bdq0weVy6YsvvlhlttCzzz67MCIiwvvJJ59E+S+fMmXKGQCZmZkb/vvf/2676aabYouKiuSJJ544o1mzZt7MzMwNkydPzt6wYUMLgOzs7LDHHnus06JFizI3bNiwcdCgQUWPPPJIh3379rk//fTT1lu2bMnIzMzc8Nhjj2UHsn9CmWAaKzXqw1XVmfYFPrhly+q9ac1WrYK0NBg/HtLSrN8OkJT0IxHhHlyuCsLCvCQlVTnMuw4yK3C7yx2TCZCcvM/W1euwruW43c62PzwI7U9K+pHwCE/I6Or0eRWsa6AqGms3kKq+BQzHmrH4A2CEqr5dR1kNNevyIGvzmq+qD6nqHXa30GnFggVEeTy4vF4oL8e1YAFRJ/9X3Vi8eHHUlVdemRsWFkZMTEz5sGHDCpcsWdIcoF+/fkcSEhLKAD777LOo9evXN+/fv39iQkJCnyVLlrTctm3bCWNe7r///uzHHnusk/+ypUuXRk6YMOEgwMCBA0s6d+5ctm7duqZLliyJHD9+/EGAYcOGFcfHxxcBfPXVVy22bt3adOjQoQkJCQl93n777ba7du2KaNOmTUWTJk2848aN6/7qq6+2ioyMdC6dcogRtG4gVc0RkSwR6a2qm6lBH251rF+/nneffprr77qL4kGDaNarF+8+8QRdb7+d5OQTjnaqEfHxuXz61k28M/causaGOdIFEB+fy0vPP82mjW1o1qaHIzIBEnrv54t3r2XW+3+kR68yx3R986WHWbaiD9FndHRM5j//8S4F+7NxtUykZ8+AvLvHyP3g1TuZ99X5tO/S0jFdn3/qZfbu9OBumeTYsYqPz+XTt2/knTkT6BrrDlhuMK+BylijgRrXkGsRqfyy43OHdxaRzqpaK8tNVR1NpV9LUoFnRGQR8DYwT1VrFzBxCjBmDAVPP423vBxXWBjeMWOo8wzaAH379i3+6KOPqkzDXZ3R2bx5c69fPbniiisOvvDCC3tqss3U1NSCBx98sMuSJUuOeoWq25bI8Qa+qjJq1Kj8Tz75ZHvldWvWrNmYlpbW8u233249ffr0M5YtW5ZZE71ONYJ9N/L14aZjzXtRJ1ctwNatW7n99tu5KDGRXxYXc1FiIrfffjtbt251RNFhKelc+9tFjj2oAAb03c6fJr3lqEyAEYPX8Jurljsqd1D/TP7wu48cldknMZv7bp1BQu8DjskEGDJwAzdcO89RXfsmZXH3LbMcP1bDU9KZ4NB5FexroDKNsBvoyWpKnSYGbCjPiqpeB/QC3sXKaLtVRP7t+IYaOeefz5E5c8i8+272zJlDZqAxK5deemlBWVmZPPnkk0dnTv3666+bz507N/Kcc84peO+999qUl5ezd+/esO+//z7y7LPPPm57F110Uf6cOXNa79mzJwxg37597szMzGpnN7333nuzp02b1tH3e9SoUYVvvPFGG4D09PQm2dnZEf369SvxX758+fKmmZmZzQHOPffcIytWrIhcv359E4CCggJXenp6k7y8PFdubq77qquuynvxxRezNm7ceNqOHApqnhVVXQNUl5ugxlx22WXHLUtOTnb8jdJgaKzU9zXQ2JLCqarjo2UaYNZl/217ROT/sAZfNQMuwxrCfFpx/vkcCdRI8eFyuUhLS9v6hz/8IeaZZ57p2KRJE+3atWvptGnTsi6++OLCpUuXRiYmJiaJiD700EO7u3XrVp6efmzi4JSUlJK//vWve8aMGRPv9XoJDw/X5557bld8fHxVGYkBuOqqq/Iefvjho56xe+6558fx48d3j4+P7+N2u5kxY8aOZs2a6V133fXjuHHjzoyPj++TlJRU1Ldv3yMAnTt3Lp8xY8aOcePG9SgrKxOAv/3tb3uio6O9Y8eO7VVaWioAf//737Oc2E+hiMlgazAYjkNpsGHJJ0REHlPV++3vF6jqF4HKbChjRUQuAsZhDVf+Cit55pUNoswpRmxsrOfTTz/dVtW6GTNm7Oan7kMAxo4dWzB27Nhjup9uvPHGQzfeeGN1AdJ8//33m/1/Z2RkHM0j1rx5c33//fd3VP5PZGSkzpkzp0rdUlNTC1JTU4/LRbZu3bo65yc7lWhcndIGg6HRoDUs9chFft+nBCrMyTwrdWAi8BEQr6rXquqnp2PMisFQU4yxYjAYjkedHQ0kIheJyGYR+UFEjkthYNe5UkQ2iEiGiPzX0facgAaMWRkHrAbOBhCRZiIStJEwBkOoY7qBDAZDlahDcwOJiBt4AbgAywW/XETSVHWDX5044M/AWap6SESqSkpzhojcgTU9uO/7T/qqPlVb3RpqNJCI3AjcBLQBegJdgRexRk0aDIZKGGPFYDBUiYMOhaHAD6q6DUBE3sYKJvVPZXAj8IIvkZqqVpWU5iU4mofD/3udacAA2//F2i/f2XpsOYGBZjAYMMYK4WHFxLRPR0RpFZlNeUUTsnMDT18e034NzZsewu320KvzN/ywdwSB9rpFNdtPu2hrGH776O24pIKD+bEB69qj03c0CT+CqnBmx+/YnjMsYJltW+6gbcudAHRtt479eWdSWNw+QKleenX+ljCXh+ZNDhPTfg1Z+wcErGunNhuJbpGD4KVHp+/I+rEfnopmAcmMCCuiS7v1CF5atbDOq5zchIB1rQtlZSccxHBCfHMD1ZB2IrLC7/dMVZ3p97sL4D+KYTdQ+SSLBxCRb7BmIH5QVT87RifVh2qqUE0IYjxKTShV1TJfzg0RCaPeQ4AMhtChURkrZWVl7N5d/9MenNVnMRFhJcR3XcL6zNbs3he4Dq2b5jA0YTUAkU02sHt394Blul3lnPuruQD0PXMesz6+hoKiwHU9s/0OOrS2kmfu2dec3bu7BCwzv0UR56Z+DkBy7KfM/OA6KryB6zqoRwYtW/xIyxY/snVXpCPni6v8MCOTlgAQ024xi5YH3n6AUUlfER5WRu+Yxaxf0JrdP4bQlB4K1NxYOaCq1aUoqEpQ5QdzGBAHnIvVJbJYRJIDmfy0JjSgsfK1iNwPNBORC4A/AJ80lDIGQ2PHBNgC2/dYhkRpWQR79nc6Se0aytwbe5z8QKnwhrErJwaAA4fbUFDkTDze9j2xVX4PhPwjLTlw2EokuTM7hgqv2xG52/z25fa9zuzXPT92pswTbsuMdUQmwDZ7X5aWRbB3f8fqKzdCHEwKtxtr7hsfXYG9VdT5WFU9qrod2IxlvASVBhwNdB/WRK/rgEnAp8Bfg7Gh0w23252SkJDQx1c2b94csWjRouYTJ06MOfm/T06XLl36ZmdnH/ein5eX5/rtb3/bLSYmJjkxMbFPUlJSon9yurrw3HPPtZ0wYUI3gKlTp7Z//vnnq5yj6GRs3rw54sUXX6xy6vfNmzdHiEjKo48+erQbcsKECd2ee+65Gm9r8+bNEXFxcUl10a2mGGOFnx56O3Ni8Dr0UC0siuTHQ+2Oke8EPlnbHDIqAPbu70hpWQQlpU3Ye8C5h6rvwR+M9u/LbceR4khHZFZ43ezK6WrJd3C/+mTtyO6GV505r+oPQb01KzVgORAnImfaMw2PA9Iq1fkIK+cIItIOq1vomHwUInKb/XlWgI07itfrrVFxGlX1qupLqnqFqv7a/m66gRygSZMm3k2bNm3wld69e5eNHj266JVXXglqQrXf/va3sa1bt67YsWPH+o0bN2744osvtuTm5h5n1JSX122E+j333LP/lltuOViX/27ZsqXJO++8U6WxAtCmTZvyGTNmnOE/C3RjwxgrQPaBjhSXNnHMA+Jj+57u7DvYnqIS52Z+37G3O6rOeWsAvOpmR3Y3dmR3Q9W5U2L7nlhUYcfebo7JPFIcyb7cdo4aFWAZf0UlTck56FyM494DHSkJwnlVbziUaMXOH3ILMA/YCMxW1QwReVhEUu1q84CDIrIB+BK4W1Ur35ivsz+nBdAqf73q3bMiIutEJP1ExbENhRDzDx1q8edt2zrOP3TIuRtlJebMmRN13nnn9QKYOHFizF133dUJ4P333285ePDg3hUVFezduzfswgsv7JmcnJyYnJyc+Pnnn7cAyMnJcZ911llxiYmJfa6++uruVZ0PGRkZTdasWdPi2Wef3eN2Wy8mnTt3Ln/00UdzfNsfNmxY/KWXXnpm7969kwDOP//8nklJSYm9evVKeuKJJ456YJ599tm2sbGxyUOGDOm9dOnSo29kd9xxR+fJkyd38G3v7LPPjktKSkpMSUnpvXr16qYAl19+eezEiRNjBg4cmNC1a9e+//nPf1oD/OUvf+myYsWKyISEhD4PPfTQcTe5Nm3alI8aNarghRdeOM6bsnTp0mb9+/dPiI+P73PBBRf03L9/vxtg8eLFzXv37t1nwIABCU899dRRmeXl5UyaNKlrcnJyYnx8fJ9//vOf7QB27twZPnjw4N4JCQl94uLikj777LNavW02qpiVhkLVxfY9sY4+VMF6WHsdngyuqKQ52/d0J+dgB0flbt/T3fGMpTkHz2DbnliKS52dzmL7nljHjZUde7vR5YxsR401VRfb9nZnR7az51W9oM6m21fVT7G6OvyXTfb7rsAddjkRG0VkB9C+0oNdbBH96qBXbf8SKGPre4ONmfmHDrUYm54e71F1PZ2V5Z3Tr1/m+a1bB5R6v7S01JWQkNAHICYmpvSLL744ZvKsadOm7Rk4cGDiOeecU3jnnXd2mzt37ha3282kSZNi7rjjjn0XXnhh4ZYtWyIuvPDCuG3btmXcd999nUeMGFH4xBNPZL/99tvRb7311nFdO2vWrGmamJhY5DNUqiI9Pb3F6tWrM3yzO7/55ps7OnToUFFYWCgDBw7sc8011xwqLS11Pf74451Xrly5sU2bNhUjR47snZycXFRZ1g033NB95syZO/v27Vu6cOHCFjfffHM33wSH+/btC1+xYsWmNWvWNP3lL3/Z67rrrjv06KOP7nnyySc7fPnllyec2Xvy5MnZF198cdxtt912zGRuEydOPPPpp5/edckllxT+6U9/6nzvvfd2njVrVtbvfve7WN/ySZMmdfXVf+aZZ9pFR0dXrF+/fmNxcbEMGTIk4dJLL81/6623Wo8ZMyZvypQpOeXl5RQUFNTqZmuMFZvv1g+mpCywESCV2ZfbnuLSpo7KBFi0+iyqjlmsOzuyu9UmoLJGqLpYtMoxj/1RNm7vTf4RZ/NnFZc25/v1KY7KBPhu3RBKy5w/B+qFRtYpoaq/EZGOWF6Y1JPVr6FMJ8QAYBtSBUAFUF5V0LGq7vSr3x2IU9X5ItKM0/B+vODQoSiPqssLlKu6Fhw6FBWoseLrBjrR+qioKO/06dN3XHzxxQkPPfRQVlJSUinAN99803LLli1HHwKFhYXuQ4cOuZYtWxb1wQcf/AAwbty4vEmTJlWcTId7772348cff9wmNzc37Mcff0wH6Nev3xGfoQIwZcqUDnPnzm0FkJOTE56RkdF079694cOHDy/o3LlzOcCvfvWr3MzMzGNuIHl5ea7Vq1dHXnHFFT19y3zzCQGkpqYedrvdpKSklBw8eDD85HvMIiEhoWzAgAFHZsyYcbS76ODBg+6CggL3JZdcUghw4403Hrziiit6VF5+/fXXH1y4cGE0wPz581tu2rSpeVpaWmuAgoIC94YNG5oOHz78yKRJk2I9Ho/r17/+9aGRI0cW11Q3OA0vjhORf6RlEKRKUOTmFUY7LjNYD9RgtD84xyq0dK0fGl/3tarmAP3t2Jd4e/FmVfXUUZ5jutmcp6onnWbcJIWzGNO6dcHTWVneclVXmIh3TOvWBSf/V+CsWbOmWXR0dPnevXuPPsxVlRUrVmyMjIw87qRwuap3AvTv379k48aNzSsqKnC73UyZMiVnypQpOc2bNx/oq9O8efOjwU9z5syJ+vrrr6NWrFixKSoqyjt06NDexcXFLgDfcPYTUVFRQVRUVPmJDLKmTZse1b+25/fkyZNzrrzyyp7Dhg2r9jio6gn1VFV58sknd11++eX5ldctWrRo8/vvvx89ceLEM2+99dZ9tYnBCZmYlYULF7Jly5Zjlm3ZsoWFCxc2kEYGQ/1S79dAI5wcCEBEzgG2YGXF/ReQKSKj6yKrAUcD/S9wFpBv67EFOO2Swp3fuvWROf36Zd7drdseJ7qAakJmZmbECy+80HHlypUbFixYEL1w4cIWAKNGjcqfMmXK0WOwdOnSZgDDhw8vmDVrVluA2bNnt8zPzz+uryc5Obm0X79+R2677bYuvgDaoqIiOdG5c/jwYXd0dHRFVFSUd/Xq1U3Xrl3bAmD06NFHli1bFpWTk+MuLS2VDz/8sHXl/7Zp08bbtWvXslmzZrUGK0j822+/rbZbIDo6uqKwsPCkUf4DBw4siYuLK16wYEE0QNu2bStatmxZ4Ysvefnll9uOGDGisF27dhWRkZEV8+bNiwR45ZVXjnpjLrjggrzp06e3980UnZ6e3iQ/P9+VmZkZ0aVLF8+dd9554JprrjmwatWqWsUHhIyxEhMTw2uvvcbirCzmd+jA4qwsXnvtNWJiHBmNxo4dnZg/fwg7djgzdDlYMoMlN1RkBktuKOga7GvgGBTwSs1K/fMU8D+qeo6qjgYuBJ6urRBVdXo0kAKfi8hKEbnpJHVLVfVol8DpnBTu/Natj/yjR4+c+jBUvF4vEydOjH300UezYmNjPS+99NKO3//+992Liopk5syZWatWrWoRHx/fp2fPnknPP/98e4DHH3987zfffBPZp0+fxHnz5kV36tSpyiyLb7zxxo7c3Nyw7t27901KSko8++yz4x944IEqkytdfvnleeXl5RIfH9/n/vvv79y/f/8jAN27d/fce++9e4cPH544atSo+H79+h0XrwLw1ltvbfvPf/7Trnfv3n3i4uKS3n///VbVtXvo0KHFYWFh2rt37yoDbP154IEHsvft2xfh+/2f//xn+7333ts1Pj6+T3p6erPHH398L8DLL7+849Zbb+02YMCAhGbNmh09d2+//fYDCQkJJX379k2Mi4tLuvHGG7t7PB6ZN29eVJ8+fZISExP7fPzxx63vueeefdXpUZkTWn4NQUxMjN5xx4nj6xZnZfHhrFmQeimkfcIvr7+esx24Ue/Y0Ynp0y+nvNxNWFgFN9/8PrGx2Y1OpiW3I9On/7rR6xq89p/eutblGnjqqafIysqqlVXRJLardpx8a43q7vrdvStPkhTOUUQkvXIwbVXLTkZMTIzefvvtNap755137gT8u3cqZ+lFRDqr6l47bf4XwB9VddEJ2jAVOAxMAP6IlRRug6r+pTZtaGysXbt2R//+/U/aDWYwVMXatWvb9e/fP7aqdSHjWQEoHTwYUlPh9TcgNdX67QA//NAVb4Wg6qK83M0PP3Q9+Z9qILOiwuWoTIAd2zvh9TZ+Xf1lVlS4HGt/KB2rH37o6vixsq6BSx2/BqqkkXYDAStE5GUROdcuLwEr6yKoFt1AB1R1sF+ZWYWsvfbnj8CHWHP/nAiTFM5gqAUhZaw0WbEC0tJg/HhIS7N+O0CvXruJiPDgclUQFlZBr16Bp0Xv1Ws34eHluN3ljskEiI/bRUS487pGhHtwu5zTtVev3YSFVeB2l+N2ex1rf69euwmPKHe8/T5dnTxWvv3qpK7WNfCJ49dAlajUrNQ/NwMZwK3AbVgTIv6+LoKcilkRkRYiEuX7DvwPsL6a7VabFE5E3q9LewyGU5WQGQ20ZcsWPn/tNX55002UDh5Mk3bt+HzmTDpOmEBcXGBZuWNjs5nz5o289sGviW5b4kgXQGxsNs9NeYzt2ztRpK0ckQnQo8cevnj3Wp579Xo6dj7smK4vT/sLy1f1xRvR1DGZ99/7EuHlJeSWtqdL1zolXqxS7ux/38rcBT+jSRSO6fqPh56mILcpuaUdHDtWsbHZfPrfG/jP+1fSqm1xwHKDeQ1UhTSeHuJjUNVSrLiVpwKU42TwbAfgQ3uERBjw38oTMdaSHo5oZTCcIoSMsZKVlcWECROIi4mBffsgJoaOEyaQlZXlyI16WMpaSiSKzTviT165hiT32cLYMQt454vLHZMJMGLwGnbmfsU+BxPDDei7iQF9NzHv2/MdkxnfaxdX/c+HvPje9ZR6mjgmd/CADNqeUch364c4JjOx93ZGD1rKzA+uO3nlWjAsZS1HNJrMnYGfo8G+Bo6h4bp46hWnjBVV3Qb0d0SYLdJBWQZDyBMyxsrPfvaz45bFxcUF5Y3SYGiM1O810GAjfeqVYMz7YzAYnCdkjBWDwVDPnAbv9o1pNKTBYDgxIRVgazAY6pFGOhpIROJF5CUR+VxEFvpKbeU0xESGtSBEZ79seNxud0pCQkIfX9m8eXPEokWLmk+cONGRhERdunTpm52dfcyL/uWXXx7rm7DPx+uvv97qnHPO6VVbWXXhueeea+tyuVK+++67o8nh4uLikjZv3hxR3f8qy5gwYUKjncjMeFYMBsPxKA010qcmvIuVmv4lrHl46kwj9qzsamgFQpWq5gbq3bt32ejRo6tMsOYEV199de7UqVM73n333UdzzLzzzjttrrzyytxgbbMyHTp0KHv44Yc7zZ07d1t9bbM+OaFnRUQ+FZHY+lPFYDA0JkRrVhqAclWdrqrfq+pKX6mLoEbsWWm0VpTTzN82v8Wf5/+54/xt81sEaxtz5syJOu+883oBTJw4Meauu+7qBPD++++3HDx4cO+Kigr27t0bduGFF/ZMTk5OTE5OTvz8889bAOTk5LjPOuusuMTExD5XX31196rOh8suuyx/27ZtTXfu3BkOUFBQ4Prmm2+irr766sMA559/fs+kpKTEXr16JT3xxBPHzdq8efPmiLi4uCTf78mTJ3e44447OgNkZGQ0Ofvss+OSkpISU1JSeq9evbrKidzGjBmTl5mZ2Wzt2rXHjWaYMWNGm/j4+D5xcXFJN998cxff8meffbZtbGxs8pAhQ3ovXbo00rf8RPti7ty5kT6PVWJiYp9Dhw7VW+9MdRt6BSt19F9EpMYzNxoMhlOERtoNBHwiIn8QkU4i0sZX6iLI4XT7hloyf9v8FmP/O/so1yAAACAASURBVDZ+6tKpXcb+d2y8EwZLaWmpy/dAveCCC3pWXj9t2rQ9H330UZtPPvkk6s477+z26quv7nC73UyaNCnmjjvu2Ld+/fqNH3744dbf//73sQD33Xdf5xEjRhRu3LhxQ2pq6uHs7OzjulbCwsK46KKLDr/22mutAd56663o4cOHF7Ru3doL8Oabb+7IyMjYuGbNmg0zZszokJOTc9J5enzccMMN3f/1r3/tysjI2PjPf/5z980331xlV43L5eK2227Leeihh46Z22PHjh3hDz74YJevvvoqc8OGDRmrV69u8frrr7fauXNn+OOPP9556dKlmxYvXpyZmZl5tAvpRPviySef7Pjcc8/t3LRp04Zly5ZtioyMrLeL44TdQKo6W0TmApOxMka+Dnj91geU46CxEB7mQew7rqA0b3qEopLADfzmTY/4fS+iqKQZgc5i2zSiBLfb8npbuhZRVFKruaCq5FhdnWp/Eb5JOd3uCppIScAzO4t4adakxG8bzh+riLAyvCqUVwRmn4eHeSAI51V90ljzrADX2p93+y1TapmbpAG9JjWh0fbBOcmCbQuiPF6Py6teyr3lrgXbFkSd3+P8gOYIqqobyJ+oqCjv9OnTd1x88cUJDz30UFZSUlIpwDfffNNyy5YtRx/YhYWF7kOHDrmWLVsW9cEHH/wAMG7cuLxJkyZV2fV4zTXX5N57771dH3jggR9nz57dZvz48UeTS02ZMqXD3LlzWwHk5OSEZ2RkNO3YseNJ25mXl+davXp15BVXXHHU6CorKzvhuTFp0qSDTzzxRKdNmzYdNaiWLFnSYvjw4QWdO3cuB7jqqqtyv/7660iwJmn0Lf/Vr36Vm5mZ2bS6fTF8+PDCu+66K+bKK6/M/c1vfnOoZ8+eDW+s2HiAI0ATIAo/YyUYlJWVkZWVFcxNHIfb5eXeG74kIqyMEX2/IT8vns1bAo9tu+ScjST1yCI8vIL/GfYx094YFbDMVlHF3Dp+CQAXj/yUNz8ZSFbWcR7FWjM+dSUxHayu1iGJhbyRlhKwzF7dDnDRBasBuOqCt3nmtVHkF1Y7MWiNuHX8YqKjCknqkceRI4f4v0WJAcsc3n8nI/pmEhFWxpUXvMWUf5+L1xuYd9PtruDeG74iLMzDyH5L+L/Fvdm8pWFi18rKqpx37eQ00pgVVT3TQVlOiaoVdpbbYlX12r9dQFNV9cVV3NsgitUzY3qMKXh62dPecm+5K8wV5h3TY0xBfWx3zZo1zaKjo8v37t179K1EVVmxYsXGyMjI404Kl+vk94MLLrig8Prrrw//9ttvm61atSoyLS1tG1hdUF9//XXUihUrNkVFRXmHDh3au7i4+BiBYWFh6u/BKykpcQFUVFQQFRVVXp3x5U94eDi33HJLzsMPP9zRv10nQqTqa/xE++Kxxx7L+cUvfpH38ccfR48cOTLxs88+yxw4cGBJlUIcprqYlYuANUBzYJCq/k1VH/KV+lCuPqjwusjKaYXbrbSMLGXDVmcSrW3YegZRLcpoGlHBlp2BGxQAhwuaUXDE6o4MC/OyfU+dPN/HsWl7e1o089CimYdN25yZpX7b7jaEh1kvIPmFTR0xVAB+2NmOphEVRLUoY6ODx6plZClut7Iru1XAhgpARYWb3TnRuF1KZItSx3StN2raBdQwo4HCReRWEXnPLrfUtau6AWNWFmDdW300B+b76fV5MDba2Di/x/lH5lw9J/PukXfvmXP1nMxAvSo1ITMzM+KFF17ouHLlyg0LFiyIXrhwYQuAUaNG5U+ZMuXoDXDp0qXNwPI+zJo1qy3A7NmzW+bn51fZheNyubj00ksPXXfddWeed955ec2bN1eAw4cPu6OjoyuioqK8q1evbrp27drjXKxdu3Ytz83NDcvJyXEXFxfLvHnzogHatGnj7dq1a9msWbNag9Vt+e2331Z7M73lllsOLlmypGVubm4YwOjRo4989913UdnZ2WHl5eW8++67bc4999zC0aNHH1m2bFlUTk6Ou7S0VD788MPWPhkn2hcZGRlNhg4dWvzoo4/m9O3b98j69esDc5fXguruyn8BrlDV+/ys/VOSjB+sB0lWdjT/396Zx0dVXn38eyY7EAIJ+yIgEnYQEFlEUEHqFtq+WlfEai3FpWK1amuptbYWa63W/ZXaWhVfbRUXFjdAC7IYCBC2EAhEIAECSJDsySRz3j9mAgFCmGSem5kJz/fzuZ/Mndz53fPc7Tn3Wc4pLDZz7HftaU1xqff5mbHdXEVV7UxlZrc1UqkCRytSj2LMWfF4XGR+49XK2GFG06vltbWoJJpde1ufZmv/KCiKIzcvwadv3tacfa0oKjEXwbfRCFFnBXgZGAa85FuG+b6rN0F0VmJVtaiGHUUc77ycMUw4e0LxzAkz8xrDUfF4PPz4xz/u/vjjj+d0797d/fe//33ntGnTupWUlMisWbNy1q5d2zw5Oblfz549+7/wwgttAZ544om9y5cvb9GvX7++n332WULHjh1P2VR58803H9q6dWvcDTfccHQW0NVXX32ksrJSkpOT+z388MOdBg8efFI5Y2Ji9P777993/vnn9x0/fvw555xzztHWirfffjv7tddea9O7d+9+vXr16j9nzpxWdZUxNjZWp06deqDaWenWrZv7kUce2TNu3Ljkvn379h80aFDJ5MmTv+vWrZv7oYce2jty5Mi+Y8aMSR40aNDRev5Ux+LJJ59s16tXr/69e/fuFxcX57nmmmuO1Of4B4KEUp9t+/bt9aabbmr0/TaLq+DRuz5n4YpkFq4wF27/hivX0bv7QX7/0qWooSb1rh0OM33KcmbPG0L6ls6n/4Gf3DN5GR4VXnjrAmOaQ/rlctNV6fztjTHk5tV5f/mNiPK7uxaSmd2Odz4+14gmwMQLtjJ+1HYefeFSSsv8Dk1QJy2alfPIXQv5bFlvFq8MXqTlt956i/3799frAozp2lW7/OIXfm2bff/9a1TVwfTPxyMi61V18Om+Ox2dOnXSn/zkJ35t+8c//tFoGUVkOfBzVV3rWx8GvKCqo0ztIxisX79+5+DBg789/ZYWy8msX7++zeDBg7vX9j8bZwUoKfW+pW822AIC3hYVj0eMOSoAuXmt+K4glq3ZbY1pAmze0R41HF49M7sdhwti2eNrtTCBqpCZ3Y6M7eZaQMDbCtLzrEPGHBWAopIYdu9tbbRlrVEJ3UkwVSLSU1V3AIjI2TQg3oqqBnOmz73AuyKy17feEbguWMZYLKGOdVZ8rEjvxt4DLY1qbv2mLe5Kv2eo+YUifLy0D6Xl5ipV8DpWphvZSsui+WRpH9TwxIaN2zqwfXeSUc09eQl8vd78ANjl67qx72C8cV2nCWIMFX94APhSRLLxzprpBjQoA2WwWpZVdbWI9AF64y1Dpqq6g2KMxRIGWGfFx7qMzpieLVhWEWV0DEQ1azPMdf9U41SF6oSt3hYws+dKEd81YBYnrqtGI3RnAy0WkV4cX9GXN1DLqG2nQ0QuUdUvROR/TvhXLxFBVd9vVIMsljDBcWdFRCKANGCPql7VUJ3Vq1fToUMHunY9lt4hJyeHvLw8hg8fbsJSAxqNpRsumk7pnpm2On8PnECItazUUdH3bGhFH4SWlXHAF0BKLf9TwDorFkstNEbLynRgCxBQH0uHDh1YsGABI667Dvfw4UStXk3qggVceeWVRozcu7cbubnn0KXLdjp12hWymk7phoumU7rhYKvT98CJhGA3kNGK3vRMH39ezFT1d76/Deq2sljOVBx1VkSkC3Al8DhwXyBaXbt2ZcR11/HfDz6AykqYN4+LrruOrq0Dn766d2835sy5g6qqCCIiqrj66pcDrlic0AwnW8/08juh6+Q9UCsh5qxUV/TAY6r6Tc3/iUiDAsUZblnx+8VMRGKAq4Hu1HgOq+pjJg2yWJoKTich+hvwIHXMKxCRqSKSJiJppaWldYq5hw+HSSkwezakpHjXDZCbew4eTwSqEd5gXrl1ZvX2W7OqyqwmwL59Zztiq8ewrU6VP5zOlRO2OnUPnISCePxbgsCcWr57ryFCpnID1Xgxe9XPXX8EfB+oxBslvHqxBMju3bsjr7rqqrO7du06oGfPnv3HjRt3zoYNG2JOTBZomueeey5pypQpJ43Sf+6555JcLtew1NTUo8HcevXq1X/r1q1+z5I4lfaZhGMtKyJyFXBAVdeIyEWn2k5VZwGzwBtnpS7NqNWrYe48mDwZ5s0jKjISDLxVdumynZjoCsoronG5qujSZbsRzegoN5VViojHiCZAj27bWL1qAuXl0bgizNkaFe2m0q2Iy4ytXbpsJzKyEo/HbPmrj2uFW3EZtDUqspIqB2w1fV05dQ/USoi1rPhmz/QHEk4Yt9ISaFA0R4MtK9UvZv6OVO+iqpeZ2rnFi8fjYdKkSefceOONh+bPn58N3uire/fujerRo0cD804ETvv27Ssee+yxjgsWLMgOlg3hjpPdQBcAk0TkCrwPkpYiMltVJzdELCcnh9QFC7iour8+MpLUf/+bNldeedyAw4bQqdMu5s7+CbPeugpX9EEjXQCdOu1i5u9+w769Z7P720pj4yC6dPmGhe/ewswXr6VFwh5jtr70l/tYkz6EQ8UlxjTvnPoX2rWMY2suJLXZE7Bmte5b/3sncxeOo6zqO2O2/ur+x5DKNmTmuIydq06ddjH/rdt4efYkIqIPBKzr5D1QGyE4ZqU3cBXQiuPHrRQCP62vWD3HrLQRkbQa67N8L1p+v5idwAoRGaiqG/23uImyaFFzFi+OZ/z4QiYEFsV2/vz58ZGRkfrggw8erP5u9OjRpQA1WzJKSkpkypQp3TZs2NAsIiKCJ598MiclJaUwLS0t9tZbb+3hdrvF4/EwZ86cHQMHDix/6aWXEl9++eX2brdbhg4dWvzGG2/sioyM5Nlnn0165plnOrZt29bds2fPsujo6FovqPHjxx9JTU2NX79+fczgwYOPm7n2yiuvJP71r3/toKoyYcKE715++eU9wCm19+7dG3nrrbd227NnTzTA008/vXvixInFCxYsaHH//fefBd6cPytWrMiszvrcFHDMWVHVXwO/BvDdwL9sqKMCkJeXx5VXXuntn9++HVq3ps2VV5KXl2fkQT1i6HryDleyNqNLwFrV9O2dyQ8v+4rnDCQxrMmo89KZcElzdu8z90Y9qH8GA/tt4e0FQ4xpdu+2g3tuXs5vn51oNC7MsMEbiWtxwGi04V49s/j+JR/yuxe+Z0wTvNdV7iGPkWjDTt8DoY6qfiQi84GHVPVPhjT93fTbOiLY+v1iJiIb8bZZRQK3+mLFlOOdNqaqOqi+ZQhrFi1qzlVXJeN2u3jmGQ/z528LxGHZsGFD3ODBg0+bHqY67822bdsy1q1bF3vFFVf02rFjx6bnn3++7Z133rn/jjvuyC8rK5PKykrWrl0b+9577yWmpaVlxsTE6OTJk8/63//936SUlJSCJ554otOaNWu2JCYmVo0ePbr3gAEDat23y+Vi+vTpeb///e87vv/++zurv9+5c2fUo48+2nnNmjVb2rZtW3nhhRcmv/nmm63Gjh1bfCrtn/3sZ13vu+++/d/73veKsrKyor/3ve/1ys7O3vzXv/61w3PPPbdr4sSJxUeOHHE1a9asyTgqEEZxVmqbmtm1a9cz4iFtsUAQ7oHQa1lBVatE5FKgsZ2VujTq82LW4PANTZLFi+Nxu114PFBZ6WLx4vhAW1f8YcWKFS1+/vOfHwAYMmRIWadOnSo2btwYO2rUqOKnnnqqY25ubvT1119/eODAgeWffvpp/KZNm5oNHjy4L3gzIrdr165y6dKlzUeOHFnYqVOnSoD/+Z//yd+2bdspuyN/9rOfHXrqqac6ZmZmHn1zW7Zs2XEa1113Xf6SJUtagDeBYm3ay5cvb5mVlXV0/EtRUVHE4cOHXSNHjiz65S9/2fXaa6/Nv+GGGw737NmzSTkrTg+wBUBV/xtIjBWLxdLIhPYA2xUi8oKIXCgiQ6uXhgiZGmDrL6q6q3oBkvAOsp0EJPm+O7MYP76QqCgPERHeVPLjxxcGIjdw4MDS9evXnzYh5Kmc1GnTpuV/9NFH2+Pi4jyXX3558ty5c+NVVX70ox8dyszMzMjMzMzYuXPnpqeffnoveLtb/CUqKoq7774777HHHutwOjvq0lZV0tLStlTbc+DAgQ2tW7f2/OlPf8p79dVXd5WWlrpGjx7dd926dY2WEbkxaBRnxWKxhCGhm3V5NN6Bto8Bf/UtT9VXxN+My/VpffH3xUxEHgFex+uwtAFeE5EZ9S1D2DNhQjHz52/jgQf2BNoFBJCSklJYUVEhf/3rX9tUf7dkyZJmCxYsaFFzuzFjxhTNnj07EWDDhg0x+/btix40aFBZRkZGdN++fctnzJhxYOLEid+lp6fHXXbZZQXz589vvWfPnkiA/fv3R2zbti167NixxV9//XV8Xl5eRHl5uXzwwQen7Ze/++67Dy1btqxldUbksWPHFqempsbv27cvsrKyknfffTfxoosuKqpLe8yYMQXV3VjgHUAMsHnz5pjzzz+/9PHHH88bOHBg8aZNm5qUsxI23UAWi6XxEEJygC0AqnqxQS1TUvXlBmCIqpYBiMgTwFrgj8EyKGhMmFBsquvH5XIxd+7cHXfeeWfXv/3tbx1iYmK0S5cu5c8//3xOze0efPDBAzfffHO35OTkfhEREbzyyis74+Li9M0330x89913kyIjI7Vt27bumTNn7m3fvn3VjBkz9owfPz7Z4/EQFRWlzz333O7x48cXP/TQQ3tHjhzZt23btu5BgwaVVFVV1dnUEhsbq1OnTj3w29/+titAt27d3I888siecePGJauqjB8//sjkyZO/AziV9qxZs3Juv/32s5KTk/tVVVXJiBEjCkePHr37ySefbLdixYqWLpdLk5OTS6+55pojJo5pqGCdFYvFUjsG63ERuQx4FogAXlXVJ06x3TXAu8BwVU07xTYJwO+Asb6vluANFFfvh3MQnZWdeAfjlvnWY4AdwTKmKdG9e3f3xx9/XOsU4aysrM0AzZo10zlz5uw88f8zZ87MmzlzZt6J3//0pz89/NOf/vTwid9Pnz790PTp0w/VZc8999xzCDi6zYwZMw7MmDHjQPX6tGnT8qdNm5bvr3bHjh0ra5sC/frrr+ec+F1TwnYDWSyWk9FjmZdPt5wOXxj6F4HLgX7ADSLSr5bt4oF7gNTTSP4T73Tla31LAfBafYpXjeluoHpQDmwWkX+JyGvAJqBIRJ4Tkeec2KHFEs7YlhWLxVI75uro84HtqpoNICLv4B1YmnHCdn8AngR+eRq9nqp6dY3134tIekMMC2LLyge+pZr/BskOiyUsOONbVuJiKki5OIOICA+9exxkaL9cI7oXnpdNl/ZHiIurYNIlmxEDT/4ObQq4eIQ3Cuqw/rn06nbwNL/wj++N2UpiQimJCSV8b8xWI5rJ3Q8yrL/3WF4ycgftkwIa5A+AiDLpks3Exbrp0uEIFw4zEwxyaL9cevc4SESEknLxZmJj3AFrNov1XVcupU+PgwzpayYoXkNwuxtWnnrMBmpTnTLDt0w9QaozULOJOtf33bF9iQwBuqrqfD9MKxWRo8GLROQCoO5cHbWgqo0+G6jGvl+vazG+Q4slzAmplhW3201urhlnoT78+Af7iI2uYlj/PXz4WTMjNuR2LOL7l3i7JbdxmJzcwCurvXuVadd5ZzeOOncXr7/XgoKi8tP86vQUFhTQvbO3O3bNxmgj5S884mbqtV5bh/Xfyaz/a0EDhhScRJTrMG1al9CmdQlfrogxYmuzqCJuvMp7fjq33c/2HQkBawLc+sN9REdXcd6AXD74NC4o13ZA+O9f1xUwDbzjdU+pLiIu4Bngx37u7w7gdd/YFQHygVv8/O3xRgSpZUVEegEz8XaLHZ21oapnB8UgiyXEOeNbVgDWbPZWTkcKI9m+67RT9P0iPaMl1S9kazaZqfw8HmFdhjeh6/ZdzSgoijKiu2bTsSSxaw3ZeqQwiu07vcdy3eaWqPofj6Auqm31eLzH2ARZO5tTUBRxnL4JqrUOH4kkO8fMddVo+Dtt2b+6PheoGbmuC7C3xno8MAD4r4jsBEYCc0WkVgdIVdNVdTAwCBioqkNUdYO/RTtBK1hjVl4DXsabyPBi4A3gTSd2ZLE0BayzAqz1VSomK9XC4ki2fdOcqipYv8Xf3Ganp9pWU04FQHZOM74riCT/SCTf5Mad/gd+Ul1Zr91sztZqJ3BrdnOKSsw0DKoK6zZ7bTXlWMKxc7Quw9x11ZiYGmALrAZ6iUgPEYkGrgfmVv9TVY+oahtV7a6q3YGvgUl1zAZK8g1C/S/wpYg8KyJJDSljEJ2VOFVdDIgvSNyjwCVO7MhiaQpYZwXYmRvHoe+ijL5VA6zd3JKt2c0pLjXX25a+pSWVVWZbAKor63WbEoxWqms2JVBZKWzINOesFZVEsjW7uVGnArwO1bf5Uezeay6O0je5ceQfiTzqYIYdhlpWVLUSuBv4DNgC/EdVN4vIYyIyqQGWvQMcBK4GrvF9/nd9RZwIClcPynzdX1kicreI/BBod7ofWU5PRETEsD59+vSrXrZu3Ro9f/78+IsvvvgcJ/c7aNCgPn369OnXsWPHga1btx5cc//+/H727Nmt+vTp06937979evbs2f/pp59uU9f2Tz/9dJvbbrutK0BOTk7kwIED+/bt27ffwoULm5soT6gRUmNWgoeQmp5gtFIFb2V9mhhB9aa0LIKlqxLJ2Wc2OOGaTS3xGH773703lqWrW1NaFmFUd82mBOMOwIbMeFatb0XtwysahqqQmt6KjVvNXleNhclQ+qr6MfDxCd89coptLzqNXKKq/qHG+h9F5AcNscuJwbN+ci/QDO9U7T/g7Qpq0LibcGXGjBntR4wYUZKSknJ09P28efPiU1NTm/3xj3/c31DdmJgYT2Zm5nEzzbKysmICsdUfNmzYkAnw3HPPJaWlpTV/4403dvv729LSUrnvvvvOWrVq1Zbu3bu7S0tLJSsry+/sr/PmzWvZt2/fkv/85z9NNmWDbVnx8cHnHSivMFup7smLYenqRKOaAG/P64TJShVg49Z4NhmvVMVnq1mWrEpk7wGzz57Ssgg+WNjeqCbA+5+Zv64aBbNjVkzzpYhcLyIu33ItsKAhQsFoWfHFnblWVYtUNVdVb1XVq1X1a6M7CnFGjBhRMmXKlLPnzZsXD15HZcqUKWePGDHitFmTA2H//v0REyZM6JmcnNxv8ODBfVJTU+MAkpOT+3377bcRHo+HVq1anfvCCy8kAfzgBz/o8eGHH8anpaXFDhw4sG+fPn36JScn99u4caPfD6GXXnopMTk5uV+vXr3633333SelYM/Pz49QVdq1a1cJEBcXp4MGDSoHb6vJxIkTew4YMKDvwIED+y5evPi4lpOlS5c2+8Mf/tB54cKFrfr06dOvrKws/Pqc/cA6Kz4Ki5xoZBJHdJ3QLK+IoMJt/nJwrvzm78dwOVeNgdRjCQI/A/4PqPAt7wD3iUihiBTURygYzoqqVgHDpD5Z8JogKSkphW+88Ub2lClTzr733ns7TZky5ew33ngju2ZLS0MoLy93VXfBXHrppT1P/P+DDz7YafDgwSXbtm3L+MMf/rDnlltu6QFw3nnnFS1atKjFmjVrYrt06VK+bNmyFgDr1q1rfvHFFxc///zzbe+88879mZmZGRs2bNjSo0ePCn/s2bFjR9Tjjz/eecmSJds2bdqUkZqa2uLtt98+rh+7c+fOlWPHji3o2rXroJSUlB6vvPJKYlVVFQDTpk0766GHHsrbtGnTlvfee2/HtGnTutf87dixY0seeOCBfT/84Q/zMzMzM2JjY0M0UUZghM2TNDMzk8TERNq1O9ate+DAAfLz8+nTp08QLbNYGodGvwdC9JGnqkaaAB0cj+IP64CPRORd4GheHFV9P1gGBYOUlJTCW2655eCzzz7bcfr06fsCdVSg9m6gmqxatSp+zpw52wEmTZpUOHXq1MhDhw5FXHjhhUVLlixpsXPnzujbb7/9wGuvvdb2m2++iUpISKhMSEjwjBo1qvipp57qmJubG3399dcfHjhwoF9xI7766qvmo0ePLuzYsWMlwLXXXntoyZIl8TfccMNxsRzmzJmzMzU1Ne6TTz5p+fTTT3f44osv4v/973/vWr58ecsdO3Yc7fc/cuRIRFFR0Rnn6IZNy0piYiIrV65ku9vNlqFD2e52s3LlShITzXSzHDrUiy1bfsChQ72M6Dml6ZRuuGg6pRsOtjp9D5yIwdlA5m0TmSQiT/mW02Y5PhVBHGCbiDdfzCVAim9pcDnClXnz5sW//vrrbadPn77v9ddfb1vdJeQktZ1PEdFLL7208Ouvv45fvnx5i4kTJxYmJSVVzp49u/XIkSOLwJvD56OPPtoeFxfnufzyy5Pnzp3rl61aj1kLI0aMKH300Uf3L1y4cNsnn3zSutre9PT0LZmZmRmZmZkZBw4c2NCiRYsQfZVwjrBpWWnXrh39r7iCdV9+CfEt4MsvGXLFFbSLCjzWyKFDvVi69BEqKyOJiKhk3LjHSErKClhzyZJH8Hgi2bLFjCZAfr4zti5d8ghVBm11qvzV56qqKnxsNXWunLwHaiVEH4e+DMXDgbd8X00XkTGq+qv6agWrZUVVbw3KjkOI6jEq1V0/48ePLzTVFVQXI0eOLHzttdeS/vKXv+ybP39+fOvWrSsTExM9iYmJnsOHD0e63W7p169fxahRo4pefPHFDk899dRugIyMjOi+ffuW9+/f/0B2dnZMenp63KRJk05r59ixY4tmzJjRJS8vLyIpKanqvffeS/zFL35x3ADi/Px8V2pqarPLL7+8CGDVqlXNOnXqVAFwwQUXFPz5z39u+7vf/e4AwIoVnE4E7wAAIABJREFUK+JGjx5d74jN4U7YOCsA7hEjoEULeHM2TJ6Mu39/WLs2YN0DB/qjnggggqoq73qglVW1pqo5TYDvDvdF1bytHjVr64ED/fF4IlGNwONRY+X36jpnq8lz5cR15dQ9cBJqdjaQYa4AzlVVD4CIvI63W6XezkqwZgOdIlnhESBNVT9qbHuCQWpqarOajkn1GJbU1NRmTjorf/7zn/feeOON3ZOTk/vFxcV5/vWvf31T/b9zzz23uHqsyEUXXVQ4c+bMzhMmTCgEePPNNxPffffdpMjISG3btq175syZe0+xi+Po2bOn++GHH94zduzY3qoqEydO/O76668/rgtIVWXmzJkd77jjjpjY2FhP8+bNq1599dWdAK+++uru22677azk5OQ2VVVVMnr06MLRo0f7PdOoqRBWzkpUaip8+SVMngzz5hFVVAQG3irbtdvMju1uystBXFW0a7fZiOa2rZVUVQFiRhOgQ/tNREe5KfOAy6CtWdsqcVeCGLK1XbvNZGa6fW+u5srfrt1mtme5qXCbtXXrVjcej3lbTV9XTt0DtRKiLSs+WuENsw/QoKA7Jrt4RCQWWArE4H2uvqeqv6vjJ7FAH+Bd3/rVwGbgJyJysarea8SwEKa26ckpKSmFgToqJSUl60787qqrriq86qqrCgHat29ftXjx4h21/fbDDz886rhceumlxR6PZ031+syZM/NmzpyZd7r933PPPYfwdvEd5a677sq/66678k/xE5KSkqqWLl1a65tMp06dKj/99NOTEqHdd99939b2uakSNs7KgQMH2LxyJUOuuAJ3//5EFRWx+eOPaTlq1HEDDhtCUlIWH71xG8/9cwIlFdlG3qqTkrL47QP3cji/H+nb9hvRBGjXbhsL372F3zx5BRFRWcZsffrxu0jfMIwde/YY07zh2t/Qp1snlqcfpHkLM0kHk5KyeP2FqXzwyRgOfLfbmK13T32AFrE9WL7ukLFzlZSUxdw3b+Vvr15KqTvw68rJe6A2gjUexQ9mAutE5Eu8E5LGAr9uiJDBbqBy4BJVLRKRKGCZiHxSx3Tkc3zbVwKIyMvA58ClwEZTRlksTYWwcVby8/MZNWqUt39+7VqIiqLlqFHk5+cbeVCfPzSdS785yLI0c4MVk8/ZzLl9v2bG08nGNAFGnZfO6BHFbN9lLlDhgD6b6N97Ey++2c2YZpfOmfzqnnn85KEBRqP4Dhm4AXXtYs6nHYxp9ui2hZt/uIjMhwca0wQYMTSdCRcdYsXa1gFrOX0PnEQIOiu+6b7L8OYPGo7XWXlIVU/7xlsbppwV9QoV+VajfEtd4p2B5ni7fvB97qSqVSISeHZSi6WJETbOSm1TM9u1a+fMQ9piCUEa+x4IxZYVVVUR+VBVh1Ejv1AAev5u2kZEauYqmqWqs2pu4Av2tgZvq8mLqppah96TQLqI/JdjrUN/EpHmwCJ/jbJYzhTCxlmxWCyNSPCi0/rD1yIyXFVXBypUD2flW1WtNQt0Da0q4FwRaQV8ICIDVHXTKbb9h4h8DJyP11l5WFWrB2w+4K9RIYjH4/GIy+UK3avHEpJ4PB4BTjni3TorFovlJISQng10MTBNRHbiDagmeBtdBtVHRFUdmQ2kqt/5WkwuA2p1VnwMBy70fa4C/JpdEuJsOnjwYL+2bdsesQ6LxV88Ho8cPHgwgTruF+usWCyW2gndquZyU0IGZwO1Bdw+RyUOmAD8uY7tT4wVc4+IjFbVBg0UDhUqKytvz8vLezUvL28AYRR01BJ0PMCmysrK20+1gXVWLBZLrUjwQtHXim968DS8Y0I2Av+onk3TUAzOBuoIvO4bt+IC/qOq8+vY/lSxYsLaWRk2bNgBYFKw7bA0PayzYrFYTiY0x6y8DriBr/C2rvQDpjdUzGScFVXdAAyp588CjhVjsZwpnPHNdHGxVbRv450pGBWpdOloJopx9y4luOTYZzEwtSKxVQWtWroBiIv10KGtmRmOPbqWICgi3s8m6Ni2jGax3kiQrRIqaZ3gV4LSOhFRunfx2udyHfscKF07lhIZ6T0/HdqWE+ezOxCaxVUeu66iPMauq8YkBHMD9VPVyar6CnANx8Z7NJgg5gaqjhXzL1+ryhrgT07syGJpCoRUy0pFRQU5OTmNuk+XS/ng74dpHqfc9qMcHn++BTk5MQHrThhVQsr4UkTgpknZTPt14C9OhUc8vD/rMAAPTt3BtIcTyMkJ/BTeenUh5w/2OhOFhcUsXRF4LrH4WDdP/qoAgMfvz+SHP21NQWHgvvGMu47QrXMlZ3UqJT+/gK9WNgtYs+/Z5dx2TREREfCbO7221iP3WK24XMqHrx4mLla5/doc/vCsmeuqIVRUNMxRDMEBtu7qD6pa6Q25EhjBCrevqm/7BuEO933V4FgxFsuZwBnfsuLxCKnronG5QFzw9VozocuXp0UTFQWRkbAizYzmdwUutmZ7nZMjhcLWHRFGdJev9toaFeW12wRbtkdS4Mtinrk90oijAt5jGRnps3W1GVu/XhuFywUuF3y9LjpgRwW819WqdK+uCHy9zqGQ+E6ifi6Nx2ARKfAthcCg6s8iUtAQwSC2rACMAi4Cxvk+WyyWU3DGOysAy33OxIYtkRQWmzkk27IjOPCtV2uZoUoVjjkTK9aYqVTBW5FWVoLbDamGKlVVYcUar62mHCA45qDkHXSRtdOMs1ZQ6GJjZuRx+iaoLnd6RiTFJWF2q/nZBdSY3UCqGqGqLX1LvKpG1vjcsgF6QXNWROQlvIOFN+KdrvkzEXnR+I4sliZCmD1BnWF1ejQVbrMVFQgr1kSx74CL7N1mKlWA5aujfH/N2Vpc4iI9I5L0zVGUlJq7JKptNOmsZe2MIO+gy9daZcZZA69jUV4Bq9ebawFJXReF2/h11YiEXsuKcYLYsjIO+J6qvqaqr+GdHXSREzuyWJoCITVmJViUlAnrNkUZbQEAbyXtzTZurlL9JieC7N0RRitVgBVp0VQZ7r5fvT6KHbsi2L3HpE8srEgzf66Wp0UxdEAUZeXmzlVJqYv0zeZtbQyE0Ay3bxoHu3hOx1bgLGCXb70rsCFYxlgsoY51Vny8/VEsOXvNtYAArNkYRUmJucrPi/DcP5tRXmFWd9nqaEw/t8vKhedfa4ZJZw1g0VcxbNlu9tLdlRvBv+fFGtUEeOvDWPbkmb2uGo0Qi7PiBEF0VpKALSKyyrc+HFgpInN9dtlYJRZLDayz4mP1evNvvxUVwvot5gdWOmGrUxWqE7Y6cUxBHLHVCc1GQUNyNpBRnAq37yePBGvHFks44pizIiJdgTeADnhD6c5S1Wcbqrd3716aN29OQsKxKcBHjhyhuLiYTp06BWyvxRLqNPY90NSdFQhey4qqLhGR9hyburxKVQ8ExRiLJQxwcoBtJXC/qvYFRgJ3iUi/hoo1b96crKws8mJj2TNuHHmxsWRlZdG8eXMjxhYWDmDPnikUFg4woueUplO64aLplG442Or0PXASdoCtk7OBrgVWAT8CrgVSReQa4zuyWJoIjrWsqOo+YJ/vc6GIbAE6AxkN0UtISKDLmDHsXLcOunSBdevoPmYMCWVlAdtaWDiALVuex+OJxOWqpG/fnxMfX1ey1OBohpOtZ3r5ndB18h6oDTvA1lF+Awyvbk3xJUJcBLwXLIMsllCmUaYui0h3vHkzUmv531QRSRORNLfbfeK/j6NqxAhISYHZsyElxbtugIKCoXj9tkg8nkjfeuCaqmY1AcpKhxAOthYUDMXjMV/+cDpXTtjq1D1wEop3gK0/SxgTxKnLrhO6fQ5hQ0lYLKfE8QG2ItICmAPcq6onRZlU1VnALIAWLVrU+VSISE2Fdetg8mSYN4+IIfXNG1Y7LVuu5duDbsrKQaSSli3XGtGMjHTjqQLFjCZAUtIa9u41b2t0lBt3JWDI1pYt1xIR4U2Iq2qu/C1bruXgATcVFYDB8kdEVPrqXrO2mr6unLoHaqOpt6w4HJ32dHwiIp8Bb/vWrwM+DpYxFkuo46izIiJReB2Vt1T1/UC0jhw5Qm5aGt3HjKGqc2cihgwhd9ky4nr1Om7AYUOIj9/EB6//mCdfHMP+QxuMdAHEx2/ivjunUloylMUrMoxoArRqtYmF797C9N+Opcy93pitM2fczvqM4aRt3GxM8/KJdzDq3AF8uDCDiMgG9f7VqvvqM7fx3vyRZO3aZMzWKddPo1O7gXzwWaaxcxUfv4mP3vgxM58fw4H8wK8rJ++BExHOjAG2QZwNpMArwBi8h3sW3rF9FoulFpycDSTAP4Atqvp0oHrFxcX06tXL2z+/ZAkAcb16UVxcbORBff6QdMaMyuLzJeaSzfXsvoGRQ9ewaqPZimTUeekMHphNRpa5Kbx9k9fTJ3k9W3cGnsSwmvZtN/Kre5bz31WtjaUxADh3QDrFZRnk/SfwJIbVdO28gXtuW8miFYnGNAHOH5rOBSOyWLQs8OvK6XvgOJpAF48/BLFl5VJVfQg4+hInIr8HHgqWQRZLKONky8oFwM3ARhFJ9333sKo2qKmztqmZCQkJ5h/SFkuI0tj3QFPvBgJzzoq/oRpE5A7gTuBsEakZsTYeWG7EGIulCeLkbKBlmA5darFYGo8m7qwYHrNSHaphrYjEA2tEZKGqntj/+X/AJ8BM4Fc1vi9U1XxTxlgsTQ0bwdZisdSKbVmpl45foRpU9QhwBLjByI4tljME66xYLJaTUaCq6Xsr9Rhg20ZE0mqsz/LNZDyJukI1WCyWhmGdFYvFUiu2ZeU4vlXV80630elCNVgsloZhgxBZLJbaMRgUTkQuE5GtIrJdRH5Vy//vE5EMEdkgIotFpJvx8pyAvwHh/HVoTIZqsFgsx2OdlZNGEZp6ndQTPpvQbSxbTWua0j3xOIa6raY1GxdR/5bT6ohEAC8ClwP9gBtqyRO2DjhPVQfhDTn/pNnS1I4pZ8V0qAaLxXI8IdUNVFFRQW5ubqPus2UL+Msj0URHubh45BHKS6t46/2qgHV/MTWSwX1dtE4QHr7rIHc9XBFw2Io+5wg/vyUKiODaqw7zf+9X8sXywINa/enXUZzV2eu33jG5hN88UXfaA38Yf6GLH10ZCURwz63f8szf3WzbEdgBEIGXZkbTqqWLc/tVcM3lBfzt75UB23rzNRFcNDKC6CgXv73nAL/8fQWFxYFpJrSEJ2dEExXh4pLRRygvr+LtDwK/rhpCRUVF/X9kNknh+cB2Vc0GEJF3gO9TY/Cpqn5ZY/uvgcnG9l4HBmcDGQ3VYLFYjueMb1kpKPJWLHGxwtiREaStNxPRckuWh/MGR9CpvYuCIjUSXytzuzJ0oPeUXTTaxap0M7bm7FX6nOOizzkudueaeXivXufhotFeWwf3l4AdFfD2OBQWKR3bC+cNjiBjm5nyr9ngYezICJrFCfEtCNhRAThSAK0TIDZWGDfK3HXVWAggqn4t+Aaf1limniDXGcipsZ7r++5U/ATv9F7HMdWyoqrLVFVUdZCqnutbrKNisRjijHdWABZ/5a1Icvd52GqgUgX4KtVDeYVXa9FX5t6oFy/zaqWu9VBkoFKF4+2r1g+UgiKvwwLwxTJzFXW1feUVyrJVZnQztil78rxai42eK6/m7j0esrLDsBuoSv1a8A0+rbGcOEumtnhLtR4QEZkMnAf8xWxpajFAFY/H49disViCi3VWOFZZVzstJiguga/XeCgrU5almtOtttWkA5SVreze42FnjoftO81Vqk7YWu0ErkzzUFJqTPaoQ7XI4DWw+Gj5w7Cy03ospycX6FpjvQuw98SNRGQC8BtgkqqWN9x4/wli1mWLxVIPQmrMSrD4ZreSvctjtFIFb2VVVQVlBh+7y1d7KC1T4xXg4q88VBmuUxd95eGXd3gdC1OUlMLKNGfO1ahhLnYZ6gYD2L5T2ZnjMdpa03gYzQ20GuglIj2APcD1wI01NxCRIXgT+12mqgdM7fh0WEfEYgkPrLPi46PPqvh6jdnaetFXHioN11Pl5fCPtyvJ2WP2IbvoqypMt3bvylX++U4l5Q0Y31kXC5dWGe1aAliR5mHu5+adig8/rSJ1bRi2rGAuzoqqVorI3cBnQATwT1XdLCKPAWmqOhdvt08L4F3vxBp2q+okMxbUaZvTu7BYLAaQULpZo6OjtX379kHZd1wslJaFh64TmlGR3hdp085VuJTfKV2nbK0P+/fvp6Kiol55ulrGd9bzh9zp17aLv5qxxp+AaaFGs2bN9JxzzvFr240bN4ZlGS2WpoJtWfHhVIXihK4Tmu7AZwDXSriU3yndYDsqDUZBwrNByG/seBSLJXwIG2elsLCQqKgoYmNjj35XVlaG2+0mPj4+iJZZLI1Do98DnqZfkduZPhZLeBA2s4GioqLIz8+nMCmJgpQUCpOSyM/PJyoqyoh+eflQCgruorx8qBE9pzSd0g0XTad0w8FWp++BE6lHnJWwxc4GsljCg7BpWYmNjSV+4ECO7NwJgwbCzp0kDBxI7KFDAWuXlw8lP/8dqqqiEHHTps31xMSsDVjz0KF38HjMaQJ4qsLD1vLyoXz77TtAFIWF5srv2Ln69h1Uoyg0eK5M2+rkPVArZ0AlbR0RiyU8CJuWFQAdPRpSUuDN2ZCS4l03QHn5KNAoIBLVKO+6AU01rAlQVTUKMG+rU+VXNVt+J45refkolCjU8Lly4rg6dQ+cvCPA4+cSpphOZGixWJwjbFpWAGTFCti5EyZPhnnzkO7djejGxKykosKNpxzATUzMSiOapSVuPB7wqBlNgObNV1JQ4Ka0CkTM2VpW5qayEtSQrTExK3G53IiAx2Ou/DExKykvd+NNd2PO1pJit7d+Nmyru8Lti7NjRtepe+Ck/RD+XTz+YB0RiyU8CBtnpaysjMKNG0kYOBCNj0e6d6dw40aiEhOPG3DYEGJi1vLGs1N47JnhbN+53EgXQEzMWn7245tQz2j+M+8rI5oAzZqtZeG7t3D7fcM49N0KY7Y++sBkNmWOZOHSZcY0Rw2/gSsuuZC//99SKqvMlD8mZi3/+5cp/Oej4aRtMHeufnDlTfTuOZpZs82dq5iYtbz5whR+9+RwsncHbquT90CtnAGDT+0AW4slPAgbZ8XtdpOYmOjtn583D4CoxETcbreRB/XwIemcd+5qcvaZCzTSves6Lhq9gY8+Nxs5fNR56Zxz9tcUbTb3Vtj7nHUk91zH0tTAMy5Xk9h6Lb+6J4O3PiyloNCYLIP7r+Pb/DQ2bjU337pj+7XcO3Ujr79rdq7x+UPSGTZ4NXv2B35dOX0PHEd1N1ATx7asWCzhQdg4K7VNzYyNjXXmjdJiCUEa+x5o6t1AdjyKxRI+hI2zYrFYGpkzoCK3zorFEh6E1Wwgi8XSWPgSGfqzhDGmZgOJyD9F5ICIbGoEsy2WMw7rrFgslpNRrLNSv6nL/wIuc9Zai+XMxXYDWSyWWpGq8HZEToeqGpsNpKpLRaS7ETGLxXIS1lmxWCy1E+atJv5QjzErbUQkrcb6LFWd5YBJFoulFs74bqCW8XDhCBci0C5JOH+ImUNy0WgX8S2ECBdcdrFXP1DO6iwM6uu1r8dZLgb0NiAKTBznIjpKiIkWJo4zU/4BvYXuXb1ag/u56No5cFtdvmMZ4YKWLYRxo8zYOmKoi3ZJggBjR7po2SJwzYSWMOZ833XVRhh+bpjdaoo3kaE/SxhTj26gb1X1vBqLdVQslkYkpFpW3G43ubm5jb7fea93p1WC8PD0KH5wy15yc4sD1mzbuhW339gWgB9dWcWrb+4JWPO7w8Kif58NwN8ei6b/2J3k5gYeF+W8Qe24YnwCALtyCvnnWwcD1mzZLJoFs7sB8OpTUbTrn01xSeAV23WTOjOgTwwD+rjI2HaY3NzvAtYcNqA5D0/vBMDvf+mi18jdAWvmAvPf6E7LFsJvfxFFyuQ95OaWBKzbeIT/eBR/sLOBLJbwIMxe95xhwUKvc1Ja6mHRV2YqlPkLjzk88xcF7vwAFBUrS1aWArD9mwoys8wEcFtQ09aFZmzN2FZB9i6vff9dUWrEUYETjuvnZmxdtLSE8nKPT7/IiCYcO64lpR6+WF5qTLfRsANsbSwWiyVEsM4KxyrAL5eXUlpq5sGUle1m244Kr/7n5irAalsXGHKAABYvK6Gk1ENxiYcvDVaq1ZX1PENORU3NzO0V7NhpxlkrLtGj5V6w0FzrR7Wti5eWUFYWZhWeAlUe/5YwpXqArT/L6RCRt4GVQG8RyRWRnzheAIvlDMI6K3jf/IuKPcZaFaqZv7CYzVvL+Wa3ubDw1a0JploVAMrKlMVLS3wtDOYqVSccq+3fuMncXmG0/OB1qAoKq1iy0pyz8sXyUopLzF9XjYOCevxbwhhTLSuqeoOqdlTVKFXtoqr/aATzLZYzhpAasxIsKiqUz/9bYt5Z+byYykqzb9S7civ5KrWUr1LNdissWFRMlbm0SAAsWVnCV6ml5Owx56yB97ia7K4B+HhxMReNjsNtLjUS5eXKwiUlRp21RuUM6P6wXTwWS3hgnRUff3o2nz37zFaqy1eXkv+dYQ8A+MVvDxqtVMHbCmI6Aa3b7bXVNLPfKyBjW4VRzd25lfz5hcNGNQH++Ew++wwkMWx0qmcDNXGss2KxhAfWWfGxbqPZzMgAlZWwcYvZShWcsdWpCtUJW504puCMrU5oNhpNvCK3g2ctlvDB0TErInKZiGwVke0i8isn92WxWAxjZwNZh8ZiCREcc1ZEJAJ4Ebgc6AfcICL9Ahbu1g1uvNH71yRO6J7ptp7p5XdK1ylba6IKVVX+LWGMqdlAFovFWZxsWTkf2K6q2apaAbwDfD8gxW7d4LvD3lCmhw+be1h36wbffWdW90y3tVs3r5Yj5XfA1jP5XJ0K27JiW1YslhDByTErnYGcGuu5wIgTNxKRqcBUvxQvuMD7kJ49G266yfug3LUrcEud0HXS1ggXvBnittpzFV621kYTr6StI2KxhA9OOiu1JYM56cngy7ExC0BE6n5yLF/ufZu86SaYNw9atzZiqCO6Z7qtZ3r5ndJ1ytaTCP+8P/5gnRWLJTxwshsoF+haY70LsDcgxV27vA9nVe9fU2+UTuie6bae6eV3StcpW09EQdXj1xLO2G4giyU8EKduRBGJBLYB44E9wGrgRlXdXMdv7FPBYnEAVa1X2uuEyLY6quUP/Nr2s8OvrlHV8xpkWBCJiIjQuLg4v7YtLi4OyzJaLE0Fx7qBVLVSRO4GPgMigH/W5ahYLJYQono2UBOmOjeQxWIJfRwNCqeqHwMfO7kPi8XiEGdA94ft4rFYwgMbwdZisdSKngGtDtZZsVjCA+usWCyWWgj/GCr+YJ0ViyU8sM6KxWI5GZvI0GKxhBCO5gayWCzhiQJaVeXX4g+nyxMmIjEi8m/f/1NFpLvZEp1M9QBbU+H2bS40i8U5rLNisVhORhXU499yGvzME/YT4LCqngM8A/zZcIlqxVScFcdyoVksFiD0uoG+BfyJctXGt204YG11Bmur/zQogZCa6wY6micMQESq84Rl1Njm+8Cjvs/vAS+IiKjD/TQG5f0po8ViaSAh5ayoalt/thORtHAJ0GRtdQZrq7MUcvizRZ7/tPFz81gRSauxPsuXRqMaf/KEHd3GF6PpCJCEs07eZ6ramGW0WCwNJKScFYvFEhqo6mUG5fzJE+ZXLjGTBKGMFoulgdgxKxaLxWn8yRN2dBtfqo4EIL9RrDOD+VxoFovlKOHqrMw6/SYhg7XVGayt4cNqoJeI9BCRaOB6YO4J28wFbvF9vgb4wunxKobxp4wWi6WBOJbI0GKxWKoRkSuAv3EsT9jjIvIYkKaqc0UkFngTGIK3ReX66sGq4UJtZQyySRZLk8E6KxaLxWKxWEKasOsGCpfASyLSVUS+FJEtIrJZRKYH26a6EJEIEVknIvODbUtdiEgrEXlPRDJ9x3ZUsG06FSLyC9+53yQib/taDywWi8VST8LKWQmzwEuVwP2q2hcYCdwVwrYCTAe2BNsIP3gW+FRV+wCDCVGbRaQzcA9wnqoOwNs1cH1wrbJYLJbwJKycFWoEXlLVCqA68FLIoar7VHWt73Mh3kq1c3Ctqh0R6QJcCbwabFvqQkRaAmOBfwCoaoWqfhdcq+okEojzzW5php0dYrFYLA0i3JyV2gIvhaQDUBNfnpMhQGpwLTklfwMeBPxLghI8zgYOAq/5uqxeFZHmwTaqNlR1D/AUsBvYBxxR1c+Da5XFYrGEJ+HmrIRd4CURaQHMAe5V1YJg23MiInIVcEBV1wTbFj+IBIYCL6vqEKAYCMlxSyLSGm+rXw+gE9BcRCYH1yqLxWIJT8LNWQmrwEsiEoXXUXlLVd8Ptj2n4AJgkojsxNutdomIzA6uSackF8hV1eoWqvfwOi+hyATgG1U9qKpu4H1gdJBtslgslrAk3JyVsAm8JCKCd2zFFlV9Otj2nApV/bWqdlHV7niP5xeqGpItAKqaB+SISG/fV+MJ3URxu4GRItLMdy2MJ0QHA1ssFkuoE1a5gXwJzu4GPuNY4KXNQTbrVFwA3AxsFJF033cPq+rHQbSpKfBz4C2fs5oN3Bpke2pFVVNF5D1gLd6ZYeuwkWwtFoulQdigcBaLxWKxWEKacOsGslgsFovFcoZhnRWLxWKxWCwhjXVWLBaLxWKxhDTWWbFYLBaLxRLSWGfFYrFYLBZLSGOdFYvf+DJJfyMiib711r71bsG2zWKxWCxNF+usWPxGVXOAl4EnfF89AcxS1V3Bs8pisVgsTR0bZ8VSL3wpBNYA/wR+CgzxZcC2WCwWi8URwiqCrSX4qKpbRB4APgUmWkfFYrFYLE5ju4EsDeFyYB8wINiGWCwWi6XpY50VS70QkXOBS4GRwC9EpGOQTbJYLBZLE8c6Kxa/8WUPfhm4V1V3A38BngquVRaLxWJp6lhnxVKhbssmAAAAeklEQVQffgrsVtWFvvWXgD4iMi6INlksFouliWNnA1ksFovFYglpbMuKxWKxWCyWkMY6KxaLxWKxWEIa66xYLBaLxWIJaayzYrFYLBaLJaSxzorFYrFYLJaQxjorFovFYrFYQhrrrFgsFovFYglprLNisVgsFoslpPl/h/lWwjUpANIAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "drainage_plot(mg1, title='Basic Ramp using FlowDirectorSteepest')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Reassuringly we can see that the flow is being sent from high elevations at the top of the grid to low elevations at the bottom of the grid. We can also see that all of the arrows are yellow, and thus all of the flow is traveling on these links. \n", + "\n", + "# Brief Comparison between FlowDirector methods\n", + "\n", + "Now let's see how the other **FlowDirectors** direct the flow on this simple grid. We don't need to specify the surface so long as it is the field ```'topographic__elevation'```." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fd = FlowDirectorD8(mg1)\n", + "fd.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg1, title='Basic Ramp using FlowDirectorD8')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For this ramp, the steepest slope is down a link, and not a diagonal, so **FlowDirectorD8** gives the same result as **FlowDirectorSteepest**." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fd = FlowDirectorMFD(mg1, diagonals=False) # diagonals=False is the default option\n", + "fd.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg1, title='Basic Ramp using FlowDirectorMFD without diagonals')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Similarly, while there is more than one node below each core node, there is only one node that is connected by a link and not a diagonal. Thus **FlowDirectorMFD** with the keyword ```diagonals``` set to ```True``` provides the same results as **FlowDirectorSteepest** and **FlowDirectorD8**" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fd = FlowDirectorMFD(mg1, diagonals=True)\n", + "fd.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg1, title='Basic Ramp using FlowDirectorMFD with diagonals')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When we permit flow along diagonal connections between nodes and flow to all downhill nodes, we see a difference in the directing pattern on this simple ramp. The flow is partitioned between the three downhill nodes, and there is more flow being sent to along the link as compared with the diagonals (the links are a lighter color blue than the diagonals). We can print out the proportion of flow, which is stored as a (number of nodes, number of possible receivers) array for **FlowDirectorMFD**. We will just print one node for clarity. The order of the receivers is in line with the standard Landlab ordering. The array will list the receiver proportions in the following order:\n", + "\n", + " [link to East,\n", + " link to North,\n", + " link to West,\n", + " link to South,\n", + " diagonal to North East,\n", + " diagonal to North West,\n", + " diagonal to South West,\n", + " diagonal to South East]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0. 0. 0. 0.41421356 0. 0.\n", + " 0.29289322 0.29289322]\n" + ] + } + ], + "source": [ + "print(mg1.at_node['flow__receiver_proportions'][15])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, the flow is moving on the link to the South, the South West and South East. There is about a third of the flow moving on the links and diagonals, though more flow is partitioned to the link. This makes sense as the link is steeper than the diagonals. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fd = FlowDirectorMFD(mg1, diagonals=True, partition_method='square_root_of_slope')\n", + "fd.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg1, title='Basic Ramp using FlowDirectorMFD with diagonals and steady kinematic wave partitioning')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the **FlowDirectorMFD** we can partition flow based on slope (default) or based on the square root of the slope. This option gives the solution to a steady kinematic wave. We can see that the proportion of flow going on the links and diagonals is more similar. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fd = FlowDirectorDINF(mg1)\n", + "fd.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(mg1, title='Basic Ramp using FlowDirectorDINF')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In **FlowDirectorDINF** flow is partitioned to two nodes based on steepness of the eight triangular facets surrounding each node. The partitioning is based on the relation between the link and diagonal slope that form the edge of the facet and the slope of the facet itself. When one of the facet edges has the same slope as the facet, as is the case in this ramp example, all of the flow is partitioned along that edge. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# FlowDirectors on irregular grids \n", + "\n", + "**FlowDirectorSteepest** and **FlowDirectorMFD** work on raster and irregular grids. **FlowDirectorD8** and **FlowDirectorDINF** don't work on irregular grids because the directing and partitioning algorithm that underlies each of them is specific to raster grids. \n", + "\n", + "Before concluding this tutorial, we will briefly consider a hexagonal example. " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "hmg = HexModelGrid(9,5)\n", + "_ = hmg.add_field('topographic__elevation', hmg.node_y, at = 'node')\n", + "fd=FlowDirectorSteepest(hmg)\n", + "fd.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(hmg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just as in the raster example **FlowDirectorSteepest** sends flow from donor nodes to only one receiver node. You may ask why the flow is going to the southeast while the links are just as steep to the southwest. When two links have the exact same slope, in route-to-one methods like **FlowDirectorSteepest** and **FlowDirectorD8** landlab will choose the first steepest link it encounters while searching through the links. When diagonal links are also considered in **FlowDirectorD8** the diagonals are examined after the links. Thus if a link and a diagonal leading from one node downhill had exactly the same slope, the flow would be sent down the link. \n", + "\n", + "For a more thorough discussion and comparison of each of the **FlowDirector** algorithms, please see the tutorial \"Comparison of FlowDirectors\"." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fd=FlowDirectorMFD(hmg)\n", + "fd.run_one_step()\n", + "plt.figure()\n", + "drainage_plot(hmg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using **FlowDirectorMFD** flow is partitioned equally between the two links leading downhill. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "# Conclusion\n", + "\n", + "This tutorial went over the different **FlowDirectors** present in Landlab and how to create and run a **FlowDirector**. Next consider one of two additional tutorials about directing and accumulating flow in Landlab.\n", + "\n", + "1. **Comparison of FlowDirectors**: A tutorial that constrasts the different methods in more detail and over surfaces that are more complicated than a simple sloping ramp. \n", + "\n", + "2. **Introduction to FlowAccumulator**: A tutorial that describes how to use the **FlowAccumulator**." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/making_components/making_components.ipynb b/making_components/making_components.ipynb index 9b1016b..85be3d1 100644 --- a/making_components/making_components.ipynb +++ b/making_components/making_components.ipynb @@ -51,9 +51,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from landlab import Component, FieldError\n", @@ -87,8 +85,8 @@ " Manning roughness coefficient, s/m^1/3\n", "\n", " \"\"\"\n", - " \n", - " pass # just for now, until we add stuff..." + " def __init__(): # ignore this for now, we will add more stuff eventually. \n", + " pass " ] }, { @@ -108,11 +106,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\"\\nExamples\\n--------\\n>>> from landlab import RasterModelGrid\\n>>> rg = RasterModelGrid((4, 5), 10.0)\\n>>> kw = KinwaveOverlandFlowModel(rg)\\n>>> kw.vel_coef\\n100.0\\n>>> rg.at_node['surface_water__depth']\\narray([ 0., 0., 0., 0., 0.,\\n 0., 0., 0., 0., 0.,\\n 0., 0., 0., 0., 0.,\\n 0., 0., 0., 0., 0.])\\n\"" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ " \"\"\"\n", " Examples\n", @@ -127,8 +134,7 @@ " 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0.])\n", - " \"\"\"\n", - " pass # just for now, until we add stuff..." + " \"\"\"" ] }, { @@ -141,10 +147,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ "_name = 'KinwaveOverlandFlowModel'" @@ -162,10 +166,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, + "execution_count": 4, + "metadata": {}, "outputs": [], "source": [ "_input_var_names = (\n", @@ -185,10 +187,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, + "execution_count": 5, + "metadata": {}, "outputs": [], "source": [ "_output_var_names = (\n", @@ -209,10 +209,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, + "execution_count": 6, + "metadata": {}, "outputs": [], "source": [ "_var_units = {\n", @@ -234,10 +232,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, + "execution_count": 7, + "metadata": {}, "outputs": [], "source": [ "_var_mapping = {\n", @@ -259,10 +255,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, + "execution_count": 8, + "metadata": {}, "outputs": [], "source": [ "_var_doc = {\n", @@ -288,10 +282,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, + "execution_count": 9, + "metadata": {}, "outputs": [], "source": [ "from landlab import Component, FieldError\n", @@ -355,7 +347,9 @@ " 'flow velocity component in the direction of the link',\n", " 'water__specific_discharge':\n", " 'flow discharge component in the direction of the link', \n", - " }" + " }\n", + " def __init__(): # ignore this for now, we will add more stuff eventually. \n", + " pass" ] }, { @@ -372,10 +366,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, + "execution_count": 10, + "metadata": {}, "outputs": [], "source": [ "def __init__(self, grid, precip_rate=1.0, precip_duration=1.0, \n", @@ -459,10 +451,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, + "execution_count": 11, + "metadata": {}, "outputs": [], "source": [ " def run_one_step(self, dt, current_time=0.0, **kwds):\n", @@ -513,10 +503,8 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, + "execution_count": 12, + "metadata": {}, "outputs": [], "source": [ " def __init__(self, grid, precip_rate=1.0, precip_duration=1.0, \n", @@ -557,10 +545,8 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": true - }, + "execution_count": 13, + "metadata": {}, "outputs": [], "source": [ "from landlab import Component, FieldError\n", @@ -754,7 +740,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -793,10 +779,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": true - }, + "execution_count": 15, + "metadata": {}, "outputs": [], "source": [ "nr = 62\n", @@ -818,17 +802,19 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -851,7 +837,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -860,7 +846,7 @@ "0.016666666666666666" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -887,7 +873,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -896,7 +882,7 @@ "0.021559063053142917" ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -911,17 +897,19 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -938,7 +926,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -955,7 +943,7 @@ " 0.0215334, 0. ])" ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -983,9 +971,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda root]", + "display_name": "Python 3", "language": "python", - "name": "conda-root-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -997,7 +985,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.3" + "version": "3.6.6" } }, "nbformat": 4, diff --git a/normal_fault/normal_fault_component_tutorial.ipynb b/normal_fault/normal_fault_component_tutorial.ipynb index 114da70..6bab8a7 100644 --- a/normal_fault/normal_fault_component_tutorial.ipynb +++ b/normal_fault/normal_fault_component_tutorial.ipynb @@ -54,9 +54,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# start by importing necessary modules \n", @@ -83,12 +81,14 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -100,7 +100,7 @@ "nf = NormalFault(grid) \n", "\n", "plt.figure() \n", - "imshow_grid(grid, nf.faulted_nodes, cmap='viridis')\n", + "imshow_grid(grid, nf.faulted_nodes.astype(int), cmap='viridis')\n", "plt.plot(grid.x_of_node, grid.y_of_node, 'c.')\n", "plt.plot([nf.fault_trace['x1'], nf.fault_trace['x2']],\n", " [nf.fault_trace['y1'], nf.fault_trace['y2']], 'r')\n", @@ -123,12 +123,14 @@ "outputs": [ { "data": { - "image/png": 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uSDa7B3gE+Gy7ckC9sGx8/kbGo8ICVdmzcgfrFx1p5y7nVJ6xgT6evHUztfkVeiaqrN22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\nTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -136,7 +138,7 @@ "nf = NormalFault(grid, include_boundaries=True) \n", "\n", "plt.figure() \n", - "imshow_grid(grid, nf.faulted_nodes, cmap='viridis')\n", + "imshow_grid(grid, nf.faulted_nodes.astype(int), cmap='viridis')\n", "plt.plot(grid.x_of_node, grid.y_of_node, 'c.')\n", "plt.plot([nf.fault_trace['x1'], nf.fault_trace['x2']],\n", " [nf.fault_trace['y1'], nf.fault_trace['y2']], 'r')\n", @@ -157,12 +159,14 @@ "outputs": [ { "data": { - "image/png": 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PuszWJdMp3TMRMZNFGdAjIlopAT0ioiUS0IdHRsxExLSyY1FERIskoLdHHrBGLG5N3uAi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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -175,7 +179,7 @@ " 'y2': 30, \n", " 'x2': 600})\n", "\n", - "imshow_grid(grid, nf.faulted_nodes, cmap='viridis') " + "imshow_grid(grid, nf.faulted_nodes.astype(int), cmap='viridis') " ] }, { @@ -192,12 +196,14 @@ "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -210,7 +216,7 @@ " 'x2': 0,\n", " 'y2': 200})\n", "\n", - "imshow_grid(grid, nf.faulted_nodes, cmap='viridis') " + "imshow_grid(grid, nf.faulted_nodes.astype(int), cmap='viridis') " ] }, { @@ -227,9 +233,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# here are the parameters to change\n", @@ -250,12 +254,14 @@ "outputs": [ { "data": { - "image/png": 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djw4/OJz4dx03b9/mFSH4wiuv4Lto90aa4gWKNInQqwp/N8HrBwgEpjbs/MhV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\nrYaa+objGJlYQOq+UF8nkU8Wchi2QK0lZ+0DWzVd4Y92bPI8D6nhqTnm2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\n", 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oKBJnrYCqLIWiUIr+INjoUlZokefkWYZJhtknrhrAWvuEbnwIdirAJYpGAbkx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\nU61GnMbQlMHnoiW8LVsa4Wg1JxhxtjqwpiC1bWqsNTQK1Wagq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wD7iwovzCVLYLcFdF+cvqtSn+abz8C7jw2Ou9R5vX4zPU/sJ62eeH7H46b6n3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\nTiRmZtYSJxIzM2vJfwFZzOarU8gCDQAAAABJRU5ErkJggg==\n", 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iG7e9mcH2PcX85vje3Hxqfxo3SPBIjVDk232tTXgFdQmqiHwazLDDxj8rInki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\nEsYYYwKyJmGMMSag/weXe3FW+leNugAAAABJRU5ErkJggg==\n", 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\n", 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n5bzxIAiQbcuv/r2/9x1YmifxvcVevNJG3HRmaJ0zjdZOPtgiK3MD5g+MhEwq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\n6VWRr6OfDFl0tQycChKaqUlcsxiuFxYqx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+ "image/png": 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\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -475,10 +489,8 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": true - }, + "execution_count": 12, + "metadata": {}, "outputs": [], "source": [ "from landlab.components import ExponentialWeatherer, ExponentialWeatherer, DepthDependentDiffuser\n", @@ -507,17 +519,19 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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ZjpPRa5q6klnIXC+dA6vmdbDFyu/o4KHdG+a0Oh+tz9mXssDkpTNRm36JAnxmSbMnw9b3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\nJrHBPdkh8OvqHuzEawJ27nXdFLYisCkiAuDTAJ5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\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -596,17 +610,19 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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X/JijLovXBIg1W6OyLOjWXFTTpP3rpJKJqjhWc3CKMivedRZUarapHin5r7cn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\nU1zuLbHexqJ3pqbh5dChL5kayfA/L0e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\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -624,17 +640,19 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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rkijZuB6lLOV6Dyw5RKcGliz4EY95/dbIdF2xPv7xd2HFJAdV/YCqXq6qVwK4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\n9r1aHVyttObplItpLSMiWwB8HsBvq+rxhTY12tb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RmLJ+YBX7ZhiGsSyGwRKpH1ZtcFDVJwC8JlF+AsCNiXIFcMdyzhWJklKWQ7ln6ZaqyXSXuXNFog5ndRJFFw0na0S5HxNtdavL+/Fjs+V2h0RA3tpmfmsoGznF+QgSy3KKuy8uPML8FZurx4GkOQuZHA6Je6mUG8KLm9h3IPLJcPetM0HWViy2cV2tjcKZFStVRTWRFwJZ/nhrF46CIPNsmpXIw5GIMJtOORu2dQPJUhhfP5OXwN9X2ThRlh17y45y+8xPFP/Hjoc6G4+Rb8KZ4lpbMyw2SvgWROfnZ53oc06750STbOHUnCWx0pjLI9JisVO+nQrejyHnH5MSJ61iKA1VQdsGB8MwDKOXYRAZ9cPwDQ6JmUTSHh+xz4BHKUCab0kzGmlJ5VBghayfBdckgmfvWZkJs/0GrRy64165TX4QU2QwXnpbU2faNBt2dvIj06H9hS0hGFuSlFcx2Zuz/4b36eDk8a1z4fztDa1KWTLAWkYhrqnpbOrYZmblklDO8yqF95f1+Llxu+4eRKsNntk6RbKcmKIyOpd/RqNBCX7u2svL7Wf+h6LdjRvnyrIZsvPb8Hzxf+Pz4ZxjkzRzdwr3OFge9y+h6Kf+p4wOJLVKA8p3vxmSx6HJvj4LxQHtCXpvZ7mvxfuY9PbvOW95fvZ5WOvAe7DBwTAMw0hgg4NhGIYRYX4Og0Y38yFlT86+A06UkAojUTTlxAOaUTwi4edQp8wkxMenyO2fJbGFs8Pf9OBToXuX76S2fA4BEg9sC8pnOVOs+1mUxIrwMp5+bnmeEteREtNvc26K9sbwenlRwrJ1eanAglFnXPusJCexoXQobocX8ZBGursh3JdStMeiFBanuXM0KORGpND1feQgjxT+oox7Quk4n76JjnX9O/P0lrJoMxl1b3ixONfoqXCvWVzXmHPb/FrWBDyMRK/NxDvAbfEzdD4NuccqneK62KemS9+3UkzK32F2QK4RG6m7BbX5SFaQ9eLnMByDg2EYxhqgCrQt2Y9hGIbRi4mVBojOoRB5sfnqV4YdPh1jk60rqmk82ZKDLXDgRRQZsVQIn5Gx5CjPmem4EztEdcY4jSjbhjvb/D0htSNbNmkZ2TV9su6uQkQxsys88nGycClj7JOfgyauW5SsSmiz4cUHIyyCC/KBjos22yRRGVvFSNL4nUj6BpCIyedjYEsZDo8RhbpwGz96KvT/yitCu15cxO8CiRubx08XbU4EsZB0+b64bbo+nSexknvuJ94Wztm6PFiedZ4rAkpu+nHo88YXqpZJrbPh+TfPUvs14tTysIwoJhmBNZfnxJ8j53vg84iMVC3bAKDjrJiE/CDYykq7VdFtHJV1bTGdg2EYhpFEbXAYHDh+O5OcxfNscyGh7ErFkucZrqaDsZVFqVlNZqJTnrVFj6GdVriqm3l3NgTb+JEjx8IBuy4pTsWzWbKt9wrBaFbGztBuZt0lhW6jJvBedK3eNYBn6FTf565gohwRdQpFvwqk1QAvkko7eb5/nMNhPNy31uRZAMDRX31tOD09gtHTRV+2P3I27G/wzLZY/QjZ9oOCK5YB8zrBT6Fz3UvL7effXOQeOH0debCfGC+3Nz1bnGv8RLgnm34cTubvMa9Yk97auRm291lZimKVDTnY6CH1HeNj3felMcdK6FDfrygjD2nKYNdIPdcVzCa4HEwhbRiGYUSoms7BMAzDqCDomLXS4ND5weFyu/mqIGIqxRrtZS49U2H5o5ASbkmcyWGQypEQHVsulTMB+qLcE8U/9iPo7t6FXhozQZQhx06GY6/eAwA4tytcDOfR8/bo/EIkRWQJZWO0myVNcyzW8udZPJRIbZrQRLpPAGg6EU6DQ1ZQeIrHfzUof0emC7FOLFYL27M7ix1n9m4qyy79LvkRPFwkT2hsCfuVxUq+r1dcVhbt/cTj5faxF4r0nvL01rKsdZYVtsX/mV2hgyPnQhC+sVOFOKpBFgHapovx94jFO3xsGSSRxaW5fAo+SF8uhIwPEZMLQujEmRQeg0VRTR+ksLnM2Xjde7MKrBedw/oYAg3DMFaAlcznICI3icijInJYRD6U2D8mIl90+x8UkX2078Ou/FEReUddmy5Pzp0i8piIHBKR36zr31CsHAzDMNYEXRkduIg0AXwSwM+iyIL5bRE5qKo/oMNuAzCpqleLyC0APg7gF0XkWgC3ALgOwBUA/lpEvMgk1+b7UWTafKWqdl3q5kUZisGhee3V4cN52kBHKRj8W8ArarZd91YfbG0k1eV3ZAI+z3IXb3VCZd3Mm+f9D1gskxJ3cZgHCq/ROllY3lxx77Nl2dRPh/vWniga64yHRsdTPh0sqkhag3EYBhJbeAsVFuWMsOVRcWwU6ZQjdTaqUV/ntwSxUXdXYaW1kbqycMkEUjSd5M1bJQGxNdLcNlefUl8cuTFcy1VT1wAAWg8eKstkIlgbya4i98LkXeG5Tk0GEdP044VlmbdKAoCRYBiF5qz3KQllnbFwrI9w2iBRTLNZtQbKiYJKyzLOvUExMSKfgpwYsJe67x1bCSbCemjC/6joo3svqCnl+h3v07F2FkwrZK30RgCHXd4biMi9AG4GwIPDzQD+yG3fD+DfSfGluxnAvao6B+BJETns2sMibf4GgF9SLe6eqpKpYxoTKxmGYfSJOoV0P3817AHwDH0+4sqSx6hqG8AUgB2L1F2szZehWHU8JCL/t4jsr+vgqq8c3PLpIQDPqurPichVAO4FsB3AwwDep6rzIjIG4HMA3gDgBIBfVNWn+jlH55HHkuWtV9ZeP4BeW+1ucjMcTHH54b2Cw2y2Oxa2y1lXKm8BkA7SF+UgoHPNLZ5VLihsOYAbnWvOT5dDgLmt//Biud3eUShXp/YHNfXYZDURfKRkTngjNyhWf2QP3/IB2KjLtMrx9aI7wsp757XcopVF83Sw/ZfZYv+R/3Z3WTb9muA1PP5UaNb7D4ye4dlm2GzNuKx7Z0JvzlHHn76pWJE0bnx9Wbb18dDANz/27wEA/99saP99f/nPy+0tTxXtTpAfQ2smbLMfgIczqZUrVvY65gVpon6E9xlh3wL2xo/Sn/jgk/0HZEx6S2eDAPoVL/sa0bV65fkSsjXmfg9WiiUsTHaKyEP0+YCqHnDb/eTbyx2TK0+NSL7NMQCzqnq9iPwzAJ8F8I+yPc80ttL8FoBD9PnjAO5W1f0AJlHI1QCSrwG42x1nGIZxUaEqff0BOK6q19PfAWrmCAodgGcvgOd6TlUeIyItAFsBnFyk7mJtHgHw5277SwB+su46V3VwEJG9AP4JgD9xnwXA21HIzwDgHgA/77Zvdp/h9t8oSaG2YRjGhUF1SYPDYnwbwH4RuUpERlEomA/2HHMQwK1u+90Avq6q6spvcdZMVwHYD+BbNW3+Xyh+ewHgpwHULq9WW6z0bwH8HgCv2tsB4JSTnwGxTCySr4mIl69RGvU0UfgM9kNIrf8SKQijJXNNfntEQcHidgCEYH0IS+JUGAoA6XSUPB6mkh9EoT4S7S5kxE+NZrVsLvhENKeL/RufD0re2R1BBLX5sVMAgPY2UvJy+AofMWJDeKU64+GcE48UExi9JGh5O1tCW6XytE6xGfmUULkLabHl6VA4vy30fwPNyUani3O0zlG6SjIUaM46n49ZvmfhYmecbvnN7/peWXbk7LZy+22P3AwAeOZQSP257VHyL3FB9FpzFCZinq+r2G6QCLIbBTSMjwMQ5dbw70UkvuHvRRmQso+5YSp4JUs1Ut+BxHZ2v2+xnfkOeBkX51mJ5ozVtprXhN8DDsq5UqyEh7T7jfsggK+iyGDxWVV9REQ+CuAhVT0I4DMAPu8UzidR/NjDHXcfCkVzG8AdqoW8O9WmO+XHAHxBRH4HwBkAv1bXx1UbHETk5wAcU9XviMjbfHHiUO1jH7d7O4DbAWA8cuMyDMNYfVbKGEpVHwDwQE/ZR2h7FsB7MnXvBHBnP2268lMopDh9s5orh7cC+Kci8i4A4wC2oFhJbBORlls99MrErgRwpEe+FuHkdgcAYItsX/uoW4ZhrFsUgq6Fzzg/VPXDAD4MAG7l8K9U9ZdF5P9EIT+7F4U87cuuipev/R1i+drS4CVnIyW2IbFQqvVEyIqUKIq3lZfvHc4B4Io2hUipTQ4j4Kx1ouipnFqykxBXRbb/ib6ynwMtxRtnnQipTZVmKdTGVGFoP0b3b/zQmdCVPTtQgY5tOGshUGpOTkPafknhcyPz1P9uVZQS3X8WlXjLmowaSjcUIqqT14TrHz8R9rNlUtNF4210EucHMHK2EFG1ZtkyK4iopl5e9OEbjwXxRaMV2n/pZYUkVMfo+ifCfW9vcBFwOcIsvVde7NU4TWIvtgLzfc2II8tQFQlREhD8G7ojbBXE1krsf+J9cej8bHHnF/e5SKl1X2G/PxKnctgP379MdR+iJvrer+6ccb3MSC/EEPj7AP6Fk6PtQCFXg/u/w5X/CwAVd3LDMIwLysoppC961sRDWlW/AeAbbvsJBG8+PiYrX6sjCnbHertURiyul0penhwu074PpZIukXweADrjxe1tk5J2Ypo8rN1+7bBvRFoj7tsVXjmwJ6mbsbe30CrlTMgXgJnZaqMLlEnOKXS7zwfHyeZlIbDf3M7CA7h1ljK5kUIz3OvQPCtRR77/VLFBwQKVVhk+e1o2Vr+frfIMeCTUl/niWrphgo8ObSdzb/DKIeF/0iGfldlLSKHsBKHdY8Erms/7eLe4xm1XnC7LpqcvoXP5gIyhTmtGaNutSNmPIVoZuJXFHL8r1YCPvHJkfHmUeyPyOub74p7LQm7lkKCRUB5HhhSppCmZ+Xj52Bf3D1pT1snSYSjCZxiGYawVw7Aq6AcbHAzDMPpEAXS7NjgMDLlY8KXCmPezWAIJsRMHCKsJOub3KzlHNOaq6RQ5nAEv9ZuHiyB47f17qT6JgkYSyuWJ4IfQOB5yF3iFcfNcqN944kio78QuMhbETlFgPBc8UEgxOXst5UA4XdRnUUsUSsOJQFixOfIPT4T9TqzVOEMhL0CkFJORcr4THwdApoLY5sybQxpOz+h02G7NsE+BD0zHilPadKdtbwj3Z+x0qD/iRUAsKQmPBWfbhXL8zE+GOptfMVluT27ZAgBong3Xt/GZcN2dKacwnuGUrKw8T4S04FfV22GQWIqfS9v5n7CkhvOEJN97SX+HUmVROBr/3YtSh2Z8GsoG+PwJ0e8FSA0azg3AVg6GYRhGLxdybFpLbHAwDMNYCjY4DA4chTEVSkNoGRjFjXeimi6Jb4TTLXYTkUKJlDUUi41SViHs84C9RRyG1ongT8B0tgYP8OYzL1bO1b00hGwoRQ20fO+S2AUuXn9zc0ht6UNOAEHs1Ni6pSwb+Zt/KLdPvP+nAAATx0mERlYro4cKEZaS74ReHWKAdSaKV+3oG8I17fxeOHZkqhA7RdZYHM32dHGPdEdIrXn6jUEcN/Wy4vpGKUvoth9ReJDZcK3SWdzaptso+sqiqCaJC1M29+zHML+5eJ/OnQjWTKdm2bLKR0VlUQk9V+d/wLk12Gek4d/bSJSDyrHd0VCfQ5l4/5HmOYpwG92fhGVR5paV77ZkvmM+PWxk5le1cqsLr4F+80qsOsNhptoPQzE4GIZhrBkXyzi1ytjgYBiG0S8KqFkrDQ6RKCnhgJO1VvIiIA4dEKUzXHxJLdMutyOnCd0cIo12xwsTluZ0SDrTmD4Xjp0qzGmUoqN2zob9zVe/IhzrkvR0ngkWSI0zIbekunqNXSHMRZstXBpO1HDyVKi/PYilfCiNzslgVSOtYIKz83NFzpLGZsqdyfU3bnDnCff/8f8+iKjam1w6SDKROX0thbp4rhAXjVHIC47iIJ0i5elc8CXDwuZwfRu9Yxo9ivmt4cMIp9R0ljlROsyFbmV/ZGXGDodNn7K0mjIWALqu36MnwwW0ngnbPiXoTPAHxMzlJA504S3GJkKd0TNVsVNzNv1ieue6LvWpTWlGm96grZERBUX5SZ3Yh0Rg3ShUha+TDsVRZ9lUipDaNdPxjEVi2c3vP7p4/RXFBgfDMAyjFxMrDQ5R+AwOrOdnQ430DM/PcKJgcKz4cjNLDjoWsXEiPg+QDEbHyrYuKZnsZYcJAAAgAElEQVQbvt5YeAytk6REnqLAd0dcPgQKr9GlVYZPLtE++nyyq+oiSTZGySCf70u7mgeiOx9WPK2d24uNiaBk1aMvlNtzN7wSAPD0TaH9McrEMf6iV85TnyipfcNd1uiZcK/mtoZ7Of3Sonz0FAUGfJG2Txb7x6bIH+FMuCb2yShXBIkgikDwf2Hjgki56/wHOhxMb6I6M98UFnlRGtBR5zPRpHwR5y6vhrLgkBwcvsOfa5RCsTTafC3uuA0UyiVaOVT9f5TSkHbpvfBt5ULUhAMzgfN8vYzyvFyd5+xDEyuT1Gqk+SpaZVNbq5Iy1AYHwzAMI8Kc4AzDMIwU5gQ3QGgmSmMZPiNbMVGnLk1lSonH0S95Se2X+pH4gupPFHIDjk7a3RO0lI3Dz5Tbze2FJrZ9nPIfKSlMM9Fce+lSdFYfyZTrN/fsDsfuCgrn53+qUC5f9mePlGWyLfgcnLymuJYJkmqNBd12Kcrg1J5RSAh3KbFvAYePcGIxii7C+PosXol8A0i5XCqia77lrLBucvgHHxW1zdF0w37f70YmY+vI2eImjJIoCi9QBNuzzg+BfCsWNoVj5902i7L4vrQ2NSr725TdtTPqxFKUz6E1R6FaWN/sc1+w8p7vsb+vKUMOZHJPRBFaUSX1XFgsxcppH7U10cyqYdZKhmEYRi9iKwfDMAwjQmEK6YEltSTlJTHnDGkkrDbYUqORWPNGqSt9GR3XSJhysAUUh0zwS2XuH4moZFc1NWfzslCWtO1mCyBKhtNdKGQc2uYEP2H7xK+/BQBw2QNPlWVHfib4KZy7rhBHdcauK8u2PhVkRAsuKsdYcKPA6Nlq+Akvpujd9uIHFl80Fsi0qacdILanX9hYbM9vJvEMGX4liZI80XPzfeFQHiTW8CFWIgshStjkr4vfNbbw8ZZTo2fY2ijsHznjRHwkFmuRZVNz3oXnuJTCsnBiI3ixUyiZD4+yFDf5MB8AMHIuXAtbVo1Nep8Qem6R5Vc1Wm4yAmtOhFcnwG9UQ9BEz0JT39HFmzw/xBTShmEYRgJbOZwfIjIO4G8BjLnz3K+qfygiVwG4F8B2AA8DeJ+qzovIGIDPAXgDgBMAflFVn+rrZDxZT9hbR+M8e2J64SFP6zhwXuL2sE9E0v8htdpgZRorsxpeSUvt8EyK/AzgZv5yijSPtEpoOYU1toUpok6equyf3be9LBt/JBji/6vfvRcA8Adv/Wdl2chz4VQTPyz8G06/JvTp9NXh/oy77KILG0OdkbM8s/Wz7bCflc8tp6SNUlTS9ugZ5xsww0u/sNnwM3fWdZJvQuQNjQSp/Zn3yq8u48B21RVjc5byXdAqxytx+Voir2J/SlKiN5pc3wVRnKPcGWdptn+qOO/CRno/ZsP2rHsFeGXRJT+HZnDYT8vX+StWBt7j71BiFZHLk5LK40GkfJUuuLnQqq5MLh7SSWZXhjkAb1fV1wB4LYCbROQGAB8HcLeq7gcwCeA2d/xtACZV9WoAd7vjDMMwLh68n0M/fwNOdnAQkQdEZN9yG9YC7+I74v4UwNsB3O/K7wHw8277ZvcZbv+NIhc6k7hhGEaMaH9/g85iYqX/AOAvReQeAP9aVTMW5nlEpAngOwCuBvBJAI8DOKWqXrhwBMAet70HwDMAoKptEZkCsAPAcdQQh8+gHY3EE6pJS8gK6YYv76aP9Wk2U/HruV85ZVpK2daYCiExdFNY94sLq5HzZzh01z4AwKW7ghb22PMvC/VHiot4+V2h/cd/I6TW/OPvF4rukWeDZnNDiI6BpsvuqY2wv0VpKBacNIuVsGeuCNe14QUvwqM258k3IJG6szlHYhVX3pwhUU0iFAorWRc2pV9vX68xn0mN2a7KDTQK2FhsdzkNJz/D+UR6WNrv80nw+Rsk1mmUynkKu5J4lSPFMYcNmXYK7Tm+l2wI0HD9CG3Nbg/nn9vGfSnuJ4sIm5S+1F9DrJyn6y7TPbAsikWDLlQJG4KwgYe7b3z/o/11Cu/VYAh++PshOzio6n0i8p8AfATAQyLyedDPpKreVde4qnYAvFZEtgH4EoBrUoe5/6lVQuUxiMjtAG4HgHFsqFQwDMMwzp86hfQCgLMolMqbsUxVjKqeEpFvALgBwDYRabnVw14AXu15BMCVAI6ISAvAVgAnE20dAHAAALbI9nUyhhuGcbEwDCKjfsgODiJyE4C7ABwE8HpVPZc7NlN/F4AFNzBMAPgZFErmvwHwbhQWS7cC+LKrctB9/ju3/+uq/a0Vs2KbVFmiScn5IXhrp5zrv7cg4jU/+Raoi7aqTbLX57j/LmxGe3OIZCrbSZRES/XRmcJKqMNRV9/8mnJz/5WFDOixJ0L4i9ap0JfOxmJcn99JFjYTJLb4USEX2nAsND92qiqW8LkMgFis0XKWM23KgtoKkTrQddZKEyeDLIOteUprIrqXnLrSi3CiCLqjFL6i658VnZNENZwmk62AShIRWnUJQRlaM3wtri9szUYWcZIQG8ViGS/OTIRiQfCjGAnpPKLcDt5XpDuS/l6MTvvwHKFOl3KSdELgXcxv8pZR9FzC7rLffK1sGYaUaDaK0Oq2+TusNd/nGuTskn6qlobCwmcA+J8AvEdVH1nkmMXYDeAep3doALhPVf+jiPwAwL0i8scAvgvgM+74zwD4vIgcRrFiuGWZ5zUMw1g91vvKQVX/0fk0rKrfA/C6RPkTAN6YKJ8F8J7lnItjtqeywmnKaxlI22qRsquM58828DWrEPZNkHLlQf4KtLJoHCv8EFobyeB8gRwBOHeDy53Q3BqC3T36GxQs7anLAQATT4dVSItmlh2XVWxmJ82mdwQbg42PFormaDZKs8XWbLHtZ53FsezBW7R7ZjflHSCV0JyL4bftMCW1P8dJ7Wuy7kl1FaeJIIetc6TkzWQXK1d6OUODFGxm7/OAUPvNuaqvSrQixeJK1Eg57k3/I98A8jb3wfA66fP7mbt0KRNd4r7wineclOtdSvnRHi+udWFD2M+GBN35Yn+zk44yEKIIhKIoooBUFc68/CvL+btaE2NSN66uLnLdi5UMwzCMBDY4GIZhGBVscBgcmteQKCmVTjATWM8vVYUCrHUnyI7/+ULso2MU1axOQUbLf3RcHAIWWXD9BSfWOU6aW1L4dqemQ7+dCODo564IZSfDsWPPFH0cPxGaYhGQD0x38rpQZ98XQ19OuHh6keJxnsUe3UqbrARtOtv58UkSW5Ft/PQ+939vuJcTJymYnAsl0WJRE/sBJAK8NeaqYqkoWJ+w8p/t6NEfuTwhpfKbcxwkZB0sForkUq4+Kcab7Bvg31GWvrBy2tXj3kXhQdyxkR8FSTa9WImjxoxQEEDWBzfHq7khFig9qrj7HYlaUu97lDq0JjAD7e46o4NGyoggg6yiz8OwOLj1w1AMDoZhGGuGWSsZhmEYvdjKYZA4crTclD2Xl9s6khjheXXvRDid8XAb+MG3LyssgxqzwapHztHydqHmLfGRNjkvwDTFnPCiiJ2XhLLTtJ9ETN5yaeqFzaEvo9WlNkc9ZRGRj4rKOQ6OvT6YpYy68ganMCBrGC+KYFESizq8BGV0msMccL+Ka2mx2IqiknpRQGeMRE10XV6sFolPOJSIE19E+TpoP4tKvF+MROkm+V3xYp90tFwpRZNsLVV9FlFYF5YR+dSWXWqfw674i8imv/XnTPtB+L6mLKj4/ByBODqWfU0WfMrT8DQ4Z8bCZu/LQyE3uF/+ufG9SPzqxOFFEj4fdalFua3VDslmg4NhGIYRYTqHAWNv8ApmJVup+Et5bALlDISrdHnm6m3DSYnd3RAUqg2vRJxJK5STMz/yllavkH4uRLjrUlvCOQAmCrfVXd8M9Y9fT8HQXLVGFMyu6qcwcoaU8+y47erPXsLKe8pu5m5Fa56UwOwZ7qq1aGXFM0i/4uDVXKQwdQrHLnk9R9nTvO3+Qnq27fMG8GqB/QQanC8hZVvPhgpN/97k/CQSU9dU9jOu06mWeQ95gHxqqD73j99L72fRyFxrmG1nnUZc+1TGQQIoA12Z/4QXPi1+h7wfQtr/pwyUyP4piYgGqfsDpFdk8Rc2WW11WaHBwUWh+ASKRfKfqOrHevZnc9yIyIdRpDnoAPhNVf1qn23+bwA+oKqb6vq3mvkcDMMwhg7p9ve3aBtF5IhPAngngGsBvFdEru05LJnjxh13C4DrANwE4FMi0qxrU0SuB7Ct3+u0wcEwDGPteSOAw6r6hKrOo4g1d3PPMbkcNzcDuFdV51T1SQCHXXvZNt3A8W8A/F6/HRwKsRLbmGuLZCWNlDKLFF9ueFcaI7u0vJ+9tAhrMToZjMTPXhlWY835Qjm88Ymp0OYUK5RdXxoZxeZ4ISrqzlL90aAk1vmgCD/+i68GAJx8NcXtn6QE8c4lYoSC4TVIYe6V06PUPQ6c52kvkCiD3g4fiSGV7hKgHAZ8fSR28mIdDtzHstvgp5AJT1I3E/NilUydVLC9ZdvD14kyEu2y2KikmRYb+fp8rzqjLGMr6nEwQRZh+oCFQiLAqM/l94LEhnR/IlGOV96TjC8KGDjjU56mxY3eVyUKe7IEhXHyGaV8mTjfw6kprCorI1Yq89c4jgB4U+6Ynhw3ewB8s6euz4uTa/ODAA6q6tF+c6gNxeBgGIaxJixNIb1TRB6izwdcygEAfeWvyR2TK09JglRErkARt+5ti3c3xgYHwzCMpdD/4HBcVa/P7PP5azyc26b3mN4cN4vVTZW/DkU2zsNu1bBBRA47XUaWoRgcIlFS8oD000xFa41TR7rQAZuCqIeX1HNbiv3n3rS9LNv5XYq6OlnIcLovhkynsiFEjBQXPTKyUCJrpsb+q8rtE69zqR/Phj5PvBj6PT7prZFI1ENipflLi8nG6OlQNnqaRQHF/xalgDxzRbiWtguZwNZIkVWKz72QSbkq5Teq6tsAkCiDRUH83Ly1EpdFEStqvrFsYZSxjFm8PvUrlX42QRyqhcNTVNOMplKOsjVR5Dvg7kVs9UPn9RZAkfiAzZFcbgx+Vpn73k2ksuWZcylOnOf3jn0mEs8Vi5MSJS1FFKXbt4QPnP9kpVgZsdK3AewXkasAPItCwfxLPcckc9yIyEEAfyoidwG4AsB+AN9CcWsrbbq0C6UDmIicqRsYgCEZHAzDMNYCQb0lUj84HcIHAXwVhdnpZ1X1ERH5KICHVPUgMjlu3HH3AfgBgDaAO1xKZqTaXG4fh2JwyCq7/EPMLCx0JLVyiKKdFc3QcZwjwc/s2qQYPPIzYday52su1v00zWTGQqq07snJ4jS8WtgSFN6P/1HI8zD6aHHMKHk4j5+kVYBLKs8ZyZiNR4uZ/djJuXB+ui7/wjfnwv0b2Vb1ih2lAG1dCnLnV1xCqxVJegVnvlllDgSedSYOY8UurwD8zDa1Guk5NtuHnr5kSc2GU97a0cycDh5pRscV27TpFLrNaDbO99IprNnfoLH4zDqajSeCGEZ+HlHmQ1effT7oXvqAht4DHgCUvdhT50/d35p7Hl3dantAL8YKOsGp6gMAHugp+whtZ3PcqOqdAO7sp83EMbU+DsCQDA6GYRhrhnlIG4ZhGBVscDg/RORKFK7fl6NYgB9Q1U+IyHYAXwSwD8BTAH5BVSedc8cnALwLwDkA71fVh/s5V/eJH4fz7t8XdnhlWiutGCztsaNAX+Qz4cQ9rH+MbPO9KIZEKSPngqjlxGsLP4id33s0VOLwGS6lqJCo6dlbrwn7nwzVxk+5/yfoXKR8bs1UFYMsamiiGn6ikVrKd0mERspnceXtMbanp+U95Qso69QoflMGAZH4IREKJRIpsLjQl+fCMKRESalE99wHDkmRUoTnxFM+PAUrjFkh3awqeVN+BizKaSSCACo9q6RRRt31sQhuIS2O9OeNrp9TkmwqfkLaG8JPSStKf+rrpP0oonvk9/Mz7CT6VeP/oo8/VS1cQdZLbKXV9JBuA/iXqnoNgBsA3OFcuT8E4Guquh/A19xnoHD53u/+bgfw6VXsm2EYxvLQPv8GnFUbHFT1qJ/5q+o0gEMovPjYJfweAD/vtm8G8Dkt+CaAbSKyG4ZhGBcLujKxlQaBNdE5iMg+FI4YDwK4TFWPAsUAIiKXusNS7uR7ABxFDZEoKWXJwA8qJSrIWbh4qxMSG7HViT+WU1PysRNHCtOik7e8oSwbmwr1R6eK8BgcGmGOUjtsejpsj59y4S9Okx9GIp5/tGQna6QywiyL0Hh97O8BvRFjk8EPYmFzcY1tShHZZbGID7NA4Um6UpcOsvqsogkXh2FIRCpNiYr4S8lhUZK28zmxjxfrRH2pjaQW6idCOrBos9xmCdocP9dUuOBU1FUW9STe+yiUSSrfRLUKEN8Xfy0sooz2+0vJWU4l+sXP0Ituc5ZdkriXEWVqDbpW/j145LF0vfNhCFYF/bDqg4OIbALw5wB+W1VPLxLXox93cojI7SjEThjHhkoFwzCM1WS96BxWdXAQkREUA8MXVPUvXPELIrLbrRp2AzjmyvtxJ4eLTXIAALbI9uIxpYKKFQcX/cjNsLrVMk3Ze/Nsm2KZiQuox5nimjO0ipg+BwBonQvLgWd/OrQ/Ml0E3mtRMLzxE2F75OzifgyRT4Y/Jwe745VFp+phHNne+81EDoXiXG5HcL3A/Jbq68Ne2XWerl3K7VB+4Xg2HeXhqDQF6VSzzkXKTPoWJ03rR0iJG3lA+wOqXs1Fs1WFdWqWnlK487F8ryKFs7/uVLC+6Fw1QQrrIgMk8ioAPSsDp+jmDH280vWrBI0MCRKrqMhbnla3/hp5tRCt9CU+rpfyuWeWQavBOhkcVk3n4KyPPgPgkKreRbu8Szjc/y9T+a9IwQ0Aprz4yTAM46KgX2X0EAwgq7lyeCuA9wH4LyLy967sDwB8DMB9InIbgKcRPAAfQGHGehiFKesHVrFvhmEYS0ZgYqXzRlX/M9J6BAC4MXG8ArhjWSfj9U8i1nscAK16bBQgLuHmrxQeI04t6dI1kliJ2zry3xVSsrmdocroZNhunXNl09QlWlL71J5ASP8pubj7/tAoXSUHEUz5NNB2o+d/BhY5dMZ4T/Eqsc9HLRy4b84rnKl7LPbx4gt2c5hLhJfoklgvJTYDymvklKSRKKOdKIzEcYnAdnwu/w5IWuxTBnfM7C+V77n+J6jzKVk2XgTGITEoD4g/b3csvDje9wEAWu59YRFoZDThxEVCKW2TYt5MeA9JpUJdZUshGxwMwzCMKjY4GIZhGBVscBgc5FQw99FtFHDQL0+biWUqwpKW/QF4ed6Yq+YoAKVu9FFNpRPEE+f2BHOetuvK6KlQnSOpNtrxfwDohNQRkQjHW/ZwyAq2TPLiJMnlLahbaidEISzC8QJCPufodF14DDq9Fy+QBdXI2dApnw+CbeRZ7OMzWrY38v3nNJcu3wRbFXVI7ETn9f3i+mU+CtA70KmKeooGEn4GKXL+M76cRSXRs/KWZRmpbBnBtibMRK4vZUrVTHiNKNqsE3HRvYzEsG4/7S59YgBgoenEjbMJPw1kfI0a6WdYli2kxX1rgppYyTAMw0hhg8MAsXlj2E54Q0ezvtFwyR23zcndk8nRE17TQAhcd+JVYbUyfoqC4XmFM+VgGJti23bfv7C/PU4zY3o6c1ubriycv3WOPKCdcjaaAUfB1BJvdGTP7oPBVQPEAbRymaOZ/zQpvEvbfzojr3x8v1mfP99JbpdlNNv39bUVllbdKPBe8a+9iZ4l5RiIVg4+9UM0Q+XZsDeeZz+I6opMMn4O5TZ5i6cUp5pbzvW7MknkkOiLusCArerqOLuic4d26L1lL3q/YmCn6Ua0oqpbfbrVOX8HU7ctodBfLYYhNEY/DMfgYBiGsUaYWMkwDMOIGRIHt34YisGh/cMfldvN614ediRc95nmXFWU0TzHikkXHmMm+DF0x4JY48W3bAMATL08vC07Hw7r57HJorwZqqN1LpzTp4GMlIHsJ0DLfp+mk8VKEamldCrBfG7J7UUlYMUh5xtw95Ds0VNKXBbLpUQRHKAtymHglZSpAHNAKUNq8v2j7ntRAod56I6Gcy1E4jqnHKd73VwgsUrbBYPrpEUZKSVqhBdnclniWEHadj8Jv8M1QfaS1Ii9opAZCdFi9Cwp7IkXIUWiJHpHRs64sC/nEgp/0PuSUf7770YkKuK+unsYv+mrLPexwcEwDMNgzEPaMAzDSBKZkA8xQzE4NK95+eIHpJbUAMSJRUafDPH9OieDU4JsclZQWzeXZSdvCLEwTr2yWL6OHwtL6rGpsHz2lhrzW8NtblIYgaaLsNqN/CxyNt6FOIvTdDLlCxtF58ykufRlkRWWr099Gala+0TWXKk0llF0TmrLW8DkDKgS1k5xqJOe8yAtnuAwDSxiam8M215Exy+/pkJZRH4E6XdoUepyQGTey5JctOBGdX8yt0Omn8l8Ebyf3rtmJyH67LL/SVHeGef6/F6455IL++LvUUpsx9eyFI6+uPQ6/WI6B8MwDCOFiZUGiVzgPT+DafBslw51s1CdJ40xoecKRwXZub0sm7wm7N/wXHHiDc+T1/DpcILRo4WDQ/uaHaGrHIDM51hopmeAfKxXxGqDZm0jVcVhPDVfAq4P7DXMiskk3G2vOIwC0CXqJLK7RU2yMpLLXb0o8GDNDD5ahSl5U/tHtJQvOV9LynM5NYvPzXrL2XJmZeGLc8YHfQaUjOBVljceiBT+9N7wK5TKx8Ar3bZfGfAqjur7THHsU1LtXdoDnctzzzplbLJ7V9g+OVndf77Y4GAYhmH0YisHwzAMo4oNDgNEpMziMAdum+22OUVhQnEnI9Vb0tkWwnNMPE9+DKeKeuOTFAZiltbkZwqx1MQLFN6DdW0+kT31L4p1R4o79inwcKiIrkvdWKbzRB+B2RJLeRYLNeaqx0aiJr6WhEI5Uhj7a8mI0JIhI1ih7sUWfE11opQalB412+77cCrSYvEJbfuwJ7kgh4n+xelLJf4P9IhNEj4f0b3yaT5ZBEfiQPcusKFDg3x6tJM4P9GlEDNlbgn2c6D7omVYFXpv6FXzARcxnv6pkYUyomMoTNzLODdHZnstUAufYRiGYfRgfg6GYRhGmrUOE36BWLXBQUQ+C+DnABxT1Ve5su0AvghgH4CnAPyCqk5KkW/xEyhySJ8D8H5Vfbjfc3UOPVZut/a/LOwo7dVZPJFI59ii28AiHim2Z7aHfJgTJ9gyqWhr5CyJlTgSaquZOCd13IdZ6CREXegRJXhrnYyfgV/2R2EQEilTc1YhXhzEoqwolIaz9umOUv8bi4tyOCpsSKlZYwHF9RPRcPmatNnsrRJHkqXooZF/SEJUwqICLzZpRCJIEtH4vnRZ7FQja+gm7kVWrITqfo6a6p6xjrBYkbadWKxL70L0jnk/hZxYaax6X1neyRFYvbivRWIlPpefZbMoKoqC7NOE8nvXTYgjc+lnUyKo1Y7Kuj7GhiV8U5fOfwBwU0/ZhwB8TVX3A/ia+wwA7wSw3/3dDuDTq9gvwzCM5aFL+BtwVm3loKp/KyL7eopvBvA2t30PgG8A+H1X/jlVVQDfFJFtIrJbVY+iDyIPaZ41eP8FdneP7LmrCmvMs+JuHkAcNGzsVDi2dc7lUJhhDRzNIEeLaXY0k2G9sD+UFbeNzMxeEysHTieQyG7GK4tU9q9IEe8V1pqZL/iVR8b3ofRziAoT9urRs0ifqqzONuzN6myb/Tw8kVf0Bprt84LOrfg6pISOAsOlFM58r/15aeWho4nZdjbIoTtPSomdq8/KaT+noxcg91zKpnjmXvpJpFcOnXFSbid8Lfi9as4U9y3y30ncN/aN6I5UV0E8T5X5xPcp5zXtuxr5xyzDq3oJmEJ6dbjM/+Cr6lERudSV7wHwDB13xJVVBgcRuR3F6gLj2LC6vTUMw+jBBoe1JTXUJ6dVqnoAwAEA2CLbh2DxZhjGwKAwhfQq8YIXF4nIbgDHXPkRAFfScXsBPNd3q5HpPSnhvM/CAvkI8JLVKybbJFIYDfkaFl6+DwDQ3hjKODyGtx3nFJcsKihFDRlb7CBqIWVhLsa/X55zUDNW4iXSLbJIQL2dPmnTJKUQzb34KbEQ67vrvjBe+T6fFtUkE80nRAUsHom2nYikM0biCWq/NUPP2AcRJPFJ9Ay9Ij2XY8Ap5yPlf6uaOjMOKbF47oqkn8RS4Mfi2mpyYETOXeLulfeNAWKFcUSiX80ZDi5ZbEcK+dR7y8+Vc374fBEZQ4qk8p5JvHedRx5LHLhymEJ6dTgI4Fa3fSuAL1P5r0jBDQCm+tU3GIZhrCmmkD4/ROTPUCifd4rIEQB/COBjAO4TkdsAPA3gPe7wB1CYsR5GYcr6gdXql2EYxnIxJ7gVQFXfm9l1Y+JYBXDHcs8ViXJY1ODCAGSTczixk+4OUVNnd06U2+0NzUr9sRcppkRKFJCyqsgpsFKilIyFDFKm5+Q/4VOeRr4NbI3il+1dFiXRdp1ViLeWqrEKqfWjyFjg1JKysElEsG2y78JsWqySyn3BfgJelNGYJ3Ek+6r4sCcc0YQvpcxdscxfkdR6XqpiF7bmSlkVsaiM/W98/Qb7QUSWbfSMfYSZhGVYREYEV4puWYTIPgu+3mjaQqr0JYnem8R7R+8SpwpecRGT6rpJ9rPWYiXDMIzBZoXESiJyk4g8KiKHReRDif1jIvJFt/9Bdg0QkQ+78kdF5B11bYrIF1z590XksyIyghpscDAMw1gCov39LdqGSBPAJ1E4AF8L4L0icm3PYbcBmFTVqwHcDeDjru61AG4BcB0KR+NPiUizps0vAHglgFcDmADwa3XXebGYsp4XmrNkcHQ3hfAX7Su2hnJnrTGzM9yGMYqw2ppxKRJpCO2OhwG3MVs42dWFTohERbXpOjNWG355zqIUtoZxYgO+E7VOZNy+P7ab7kuq/8dvhcYAAAzsSURBVDmHtxTJpC2pOokwEdE2VWlEzlKurMniIzo/Jwly18iSurp3iCkdBrkOiTpKi6ycqKVb3Z8+UaZPjZ7/lf45ESCnmWVrKX+v2DCOk/nw++ilOu1qatBi24W/aNG1LFQjAMcOf7TtI8t2uE0WMVXlqXGSomqa0VVFEVvsLZ83Ajisqk8AgIjci8IZ+Ad0zM0A/sht3w/g37lQQzcDuFdV5wA8KSKHXXvItamqD/hGReRbKCxCF8VWDoZhGEthZcRKOcff5DGq2gYwBWDHInVr23TipPcB+EpdB4di5RDNyjgYnZ95UUiJM3vDKmLDsWLmP3Y6TDuiMAp+hlCTyD0bLC81W04FjuMcB5mZfalo56YSdvLR+Zs8w5LoOIBmwL19TFGzikhea90qIdV+NrVm8a/RyYQqcTQWFl95AQj3isNPUBv+XsdpOBP3LdEmk89BUDk0fgcSqS9jQ4Nq/2Kv3URfOolnQdlxJZdPwZ+CV2EJn4RUkMeiXzWGDv7OZ94Vv2pfyip1tVmCtdJOEXmIPh9wTrxAf46/uWNy5anJfm+bnwLwt6r6/yaOjRiKwcEwDGOtWIK10nFVvT6zrx/HX3/MERFpAdgK4GRN3WybIvKHAHYB+Of9dN7ESoZhGP3Sr0ipfvz4NoD9InKViIyiUDAf7DmGnYbfDeDrzuz/IIBbnDXTVSiiWX9rsTZF5NcAvAPAe1W1Lw3NcKwcEnkPAECczfvCliBKas6H/T4MQHMmVI/CKDjFHPtORCIBb+9eZ6/PYoIoomTVXj2HlLkf0svvVCgOweJ28ElxGYuycv1eDon2k/sz/S/lJiwWSyjPtY8It75e9BXh7VQfWezjRXSZNJ59K7czaU41YTyQ2h9dfzWLbLZPklLiNjL31Ts6SFosJv1eK39Ha96rKBSMP30UKiad/yS1f6UpnODOX6ylqm0R+SCAr6Kwjfisqj4iIh8F8JCqHgTwGQCfdwrnkyh+7OGOuw+F8roN4A5V7QBAqk13yn8P4McA/s49s79Q1Y8u1sfhGBwMwzDWihUae5wF0QM9ZR+h7VmEKBK9de8EcGc/bbryJf/W2+BgGIaxBFY709zFwnAMDpwCcSxckrr0n63TIeTFGIUBKKNLZh52rf9CQhRSJ35JLoM7VbvwCv6QSBRQXy2cuOaF9u2mxE9UP17yL0HUVJcG04uDapId5dr0IrCUBReA+L75a8mI6NDH41isL5IoS842M2Kj2vYXEo2l2q95P5Lio55zleQi1Pp+L/ddLN+rdHraUrSZexdSVm6rGd6iP33CUDAcg4NhGMaasH5iKw3F4MCrhZSNeON00DiPsmLOB1bL+BYET9Y6JWpUSCderNc0W1ruMjU128u1tQw5ac5/JJy+RsmdWhkkAghGRIph9i1YfOVQ9rWdmWGm6mVmo6lzJa81t4pLecHzbLvGWz0EKcw8tJpVVNlubjWQuv7IXbraVi5goqTOxZT7F38vs9cqCf+d1HPn+5tK2bqSmFjJMAzDiNBeh8PhxQYHwzCMpWArh8GntGcfCZcpC4nwCxyGIKUsqwmcF5GxXe/tU9TWcl+2OlGHJJb/TJ14oi6YXl1fmOdeKP5feXl6fyJMQ7ZfKVK+JtmQDYn9NWKX1NXFqUMXP1f7hz8qt5uvekW1rbr+J8VGNWKznIjPb7P4jGNCpER7dfeq7vlnxYWLa//LVnMhbC7ED/X6GBuGe3AwDMNYaWqdXoeEiyp8Rl3yC8MwjAuKolgF9fM34Fw0KwdKVPGzKAJLfVtEDqrqDxav2QON6j5FYPOakDYQnWoOgOyTTOzntIM+HWE2deYqWBDFVC2jOoeq/cv1QeYo5oKLmx+Z+/O18j1M0Vh8rd2Zmira2XvZ4sfV9D/bJ3/+7D0N/eNzJNvyjbD7ynwIYaoup0ckKqq513FX+hMnLvtajxwt/u/dXa1T16d+yhPn7Rx6tNyO7oUjFsElzpO7Fj99pUqp7+B5h3fpE4GuGye4i2nlUCa/UNV5AD5RhWEYxsWDan9/A85Fs3JAOlHFm/qpWJdEPDVTXAlWPHn5CrOS/Vupe7iUPq3lcz3ftlbyupJ1ltO/Q9NLr7MCrOX34oJ8B4fgh78fLqbBoZ/kFxCR2wHcDgDj2LDafTIMwwh4ncM64GIaHPpJfgGXSekAAIjIi3+t958FcHxNeri27IRd16AwjNcEDN91vWQlGlkv1koX0+BQJqoA8CyK2OW/tFgFVd0lIg8tkm1pYLHrGhyG8ZqA4b2u82M49An9cNEMDrnkFxe4W4ZhGAGFDQ4XglyiCsMwjIuG9SFVurgGh2Vy4EJ3YJWw6xochvGagOG9rvNivfg5DPzg4BTUQ4dd1+AwjNcEDO91nTc2OBiGYRgRqlHmyWHGBgfDMIylsE5WDhdT+IwlM6iB+kTkShH5GxE5JCKPiMhvufLtIvJXIvIj9/8SVy4i8r+66/yeiLz+wl7B4ohIU0S+KyL/0X2+SkQedNf1RREZdeVj7vNht3/fhex3DhHZJiL3i8gP3TN78zA8KxH5Hff+fV9E/kxExgf9Wa0J6yR8xsAODhSo750ArgXwXhG59sL2qm/aAP6lql4D4AYAd7i+fwjA11R1P4Cvuc9AcY373d/tAD699l1eEr8F4BB9/jiAu911TQK4zZXfBmBSVa8GcLc77mLkEwC+oqqvBPAaFNc20M9KRPYA+E0A16vqq1CYj9+CwX9Wq4sC6Gp/fwPOwA4OGOBAfap6VFUfdtvTKH5s9qDo/z3usHsA/LzbvhnA57TgmwC2ichuXISIyF4A/wTAn7jPAuDtAO53h/Rel7/e+wHcKMmsRBcOEdkC4L8G8BkAUNV5VT2FIXhWKMTKEyLSArABwFEM8LNaGxTQbn9/A84gDw6pQH17LlBflo1bnr8OwIMALlPVo0AxgAC41B02SNf6bwH8HoI1+A4Ap1TVxwfnvpfX5fZPueMvJl4K4EUA/4cTlf2JiGzEgD8rVX0WwP8C4GkUg8IUgO9gsJ/V6qMoFNL9/A04gzw49BWo72JGRDYB+HMAv62qpxc7NFF20V2riPwcgGOq+h0uThyqfey7WGgBeD2AT6vq6wCcRRAhpRiEa4LTkdwM4CoAVwDYiEIk1ssgPau1wXQOFz19Beq7WBGRERQDwxdU9S9c8QteBOH+H3Plg3KtbwXwT0XkKRRivrejWElsc6ILIO57eV1u/1YAJ9eyw31wBMARVX3Qfb4fxWAx6M/qZwA8qaovquoCgL8A8BYM9rNaG2xwuOgpA/U5i4pbABy8wH3qCyer/QyAQ6p6F+06COBWt30rgC9T+a84S5gbAEx5kcbFhKp+WFX3quo+FM/j66r6ywD+BsC73WG91+Wv993u+IvqW6WqzwN4RkRe4YpuBPADDPizQiFOukFENrj30V/XwD6rtaHPgWEIbs3A+jkMeKC+twJ4H4D/IiJ/78r+AMDHANwnIreh+PK+x+17AMC7ABwGcA7AB9a2u+fN7wO4V0T+GMB34ZS77v/nReQwilnoLReof3X8jwC+4CYhT6C4/w0M8LNS1QdF5H4AD6OwnvsuinAZ/wmD/axWF0WUiniYkXU5+BuGYSyDrSOX6lt2vLv+QABfeeHT3xnkkOcDu3IwDMNYeyx8hmEYhtGLAjoEPgz9YIODYRjGUhgC7+d+sMHBMAxjKawTPa0NDoZhGP2ium6slQbZz8EwSlyk2ydFZLv7fIn7/JIL3TdjyFgnfg42OBhDgao+gyIC6sdc0ccAHFDVH1+4XhnDh0I7nb7+Bh0TKxnDxN0AviMivw3gv0LhvGYYK4cP2b0OsJWDMTS4GEG/i2KQ+G0Xyt0wVpYVCtktNcnKFkuwJCIfduWPisg76trMJXFaDBscjGHjnShCUL/qQnfEGD4UgHa1r7/F6DNZWTLBkjvuFgDXAbgJwKekyL64WJu5JE5ZbHAwhgYReS2An0WRXe93LuIkO8agoiuW7KefZGW5BEs3A7hXVedU9UkUcbzemGuzJuFWFhscjKHAfQE+jUKc9DSAf4MimY1hrCgrpJDuJylULsFSrm6ufLGEW1lMIW0MC78O4GlV/Sv3+VMA3i8iP62q/88F7JcxRExj8qt/rffv7PPwcRF5iD4fUNUDbruf5Em5Y3Llqcn+Yscvig0OxlDgvnQH6HMHwBsuXI+MYURVb1qhpvpJCuWPOdKTYGmxuqny43BJnNzqoa8EVCZWMgzDWHv6SVaWS7B0EMAtzprpKgD7AXwr16ark0vilMVWDoZhGGtMLlmZiHwUwEOqehCZBEvuuPtQZO5rA7jDrZSxSAK0XMKtLJbsxzAMw6hgYiXDMAyjgg0OhmEYRgUbHAzDMIwKNjgYhmEYFWxwMAzDMCrY4GAYhmFUsMHBMAzDqGCDg2EYhlHh/wcgRRziolB2pgAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -660,7 +678,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.2" + "version": "3.6.6" } }, "nbformat": 4, diff --git a/plotting/landlab-plotting.ipynb b/plotting/landlab-plotting.ipynb index 6e8fcb6..ff922d0 100644 --- a/plotting/landlab-plotting.ipynb +++ b/plotting/landlab-plotting.ipynb @@ -37,9 +37,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np" @@ -55,9 +53,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from landlab import RasterModelGrid, RadialModelGrid, imshow_grid" @@ -73,9 +69,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from matplotlib.pyplot import title, show, figure, plot, subplot, xlabel, ylabel" @@ -100,18 +94,18 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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d+8qcNpFA1/HdRdWcPP/o7OdlM8uGWXW9KlWR6DrFNxWKZp25k4LZS/jKvED+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\n", 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\n", 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zINyovcC4RF11tM9d7LYW3rssseu3w6TikBy+cHX5eiQ1M9pI3uczRWkig1pm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\nsnuApX67Dee9vSgJ+UCL/9uAW0a5KsHv/SXgX4CnkrzfSX5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"text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -200,18 +194,18 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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vX/aiAQP6smRISkql0aMLWfUXFaXQgwe3SEVFiTIyYoUaX54/f0jW1pYkKytD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mtLU9P0TYyLwVScvqQpq+eKoS3RccmcvXyPIxvn4u4qR63REJWQQkRkHC+j4jh0/CovXsWQnJqB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RWO469xjNHRE4OXZydcpruDh14OXmhqODA00dHUZRQ133OtQnl6tT/qnfHxMUxPb0dCqamgj3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\niMR4ZvKHRBTFKt2/dYIgbES7FK0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+ "image/png": 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Egv0Dzu2aMHtYwNLf7lwXHesdJGXzXG71pZyMj9a1Gn9nhoexbdMmfPyYY3D1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\n9H7e3tdd6qrwL31DQwOnnnFGuZuhTaWOOIOouOl8pdJvwAB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\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -264,24 +258,17 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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PP/WTzwk6393AXm1bssyW6TNE5JtEdDKA212xghKz0sLuvvvu8vcTTzwRJ520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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "metadata": {}, + "outputs": [], "source": [ - "imshow_grid(radmg, radmg.node_y, color_for_background='0.3')\n", - "show()" + "# as of 2018-09-19 this is being commented out because we need \n", + "# to update imshow_grid to be compatible with the most recent\n", + "# version of matplotlib. \n", + "\n", + "# it will be re-activated in the next release (Dec 2018)\n", + "\n", + "#imshow_grid(radmg, radmg.node_y, color_for_background='0.3')\n", + "#show()" ] }, { @@ -294,18 +281,18 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -327,18 +314,18 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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w48rflnS/pA9MveLFjUcUXqriDNnM8lX3UO9s4CsZ+0+KiE2SfhZYLenxiLi7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\n", 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\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -371,18 +358,18 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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1xm9gCDQCVgSUUh2BlUAP4A/AeKAU2Aj8oXac4UASgbri9Hg4XFVFjtNJjsNB\njtPJQadTHzudVHo8dLAE4bLISLpFRflSGyMQZ8du10LwwQd6Oezrr4cxY/Qoo5iYBi1aRPjxyI+8\nsuEVvtr3Ffd2v5enBz9Nr/STnQJmnSJDIBCQImCZgrKB/xKRz5RSaZzwB/wNyBSRR2vlaXYicC7K\n3W4OOZ0ccDrZa7ez225nj8PBHrsdp9d7ijB0i4zksqgooowj+2TKyvQ8hPffhx9/1CuejhmjF7oL\nD2/QonMrcnlj0xu8uulVuiZ15enBT3N7t9sJDT4xQ9rERTY0JQEnAkqpUGAp8JWITDvN5x2BJSLS\nq9Z5mTp1qu84KyuLrKysBq1rU1LicrHHTxRq0n6nkzZhYfSKjqZXTAy9o6PpFR1Nl8hIQkyrAgUF\nesjp++/Djh36FXzMGB1rOSSkwYp1eVx8uvtTZq6fyYGSA0waOIknBjxx0pwDExfZ0BhkZ2eTnZ3t\nO37hhRfqVwSsET73A9cBbQAHsJMTDbv3LHkVMB8oEpHn/c5nishxa/95YJCIjK2Vt8X1BC4Et9fL\nPoeDHZWVvrS9ooLj1dVcHhWlRSEmhl7R0fSOjm7dfoejR7W39v339f699+pZXoMGNejidttytzFz\n/UwW/bKIUZeN4ulBTzP4ksG+38HENzA0JvXaE1BKzQXaAkvQtvsCIAK4DBgGDAD+JCKrzpD/WmAV\nsB09RBTgX4ExQF/rXA4wUUTyauU1InAWKtxufrbb2VFRwfYagaioIEQpBsTG0j82lgExMQyIjaVt\neHjrE4Zff4X33oN33tEC8MADOnXp0mBF1sw5eGXDKyRHJfP0oKe5r+d9RIRE+K4xfgNDQ1PfItBT\nRHae5fNwoJ2I7Du/atahYkYEzhsR4WhVFZvKy9lUUaG35eUIMMBPFPrHxtK+tQiDiF6/6N13tW2m\nUyctBvfdB2lp585/AXi8Hr7e9zUvr3+Zzcc381j/x3hy4JO0i2/nu8bfb9C9u5lvYKg/As4ncKEY\nEagfRIRj1dU+QagRCLcIA2NjuTIujqvi4hgcG0tCEy3/3Gi43fDdd1oQliyBq6/W5qLbb4fo6AYp\nck/hHmZtmMXb299meKfhPDP4Ga7vcL1PgE1cZEN90yAioJS6DfhPoCNQ420TEWmwJSGNCDQsx6qq\n2FBeztqyMtaWlbGxvJx24eFcGRfnSz2io1vu5LfKSh0H4d134YcfdKS0ceNg+HBogNFY5VXlLNi2\ngJkbZhI3Sq1vAAAgAElEQVQaFMozg5/hgd4P+OIcGL+Bob5oKBHYD9wJ7DybI7g+MSLQuLi9XnZW\nVvpEYW1ZGceqq0/qLVwTH09SS+wt5Ofr1/EFC/Qy2A88oAWhZ896L0pE+O7Ad7y8/mV+PPIj4/uO\n56lBT520PIWJb2C4GBpKBLKBG0TEcxF1Oy+MCDQ9xS4X6y1B+KGsjHVlZbQPD+e6hASui4/nuvh4\n2kVEnPtGzYlffoG339YpJUWLwZgxDfJKfqDkALM2zGLe1nlc0/4anhn8DDd0usFnKjLrFBkuhIYS\ngcHoSV3ZQLV1Ws629s/FYkQg8HB5vWytqGBNaSmrrRQdFHSSKFweFdUyHM5er7bPLFigzUZXXaUF\n4fbb691gX1ldyXs73mPG+hl4vB6eHvw04/qMIyZMz4Q28Q0M50NDicAyoBzYAfjMQSLywoVUsk4V\nMyIQ8IgIe+x2VpeW+oSh3OPh2vh4hiUkMCwhgR7R0QQ1d1GorNQzlN9+Wy8QNHo0PPIIXHttvc4/\nEBFWHlrJy+tfJvtgNuN6j2Py4Ml0SepifX5inaL162HiROM3MJxKQ4nAThGpfwPp2cs0ItAM+a2q\nilU2GyusZHO7ybIEYXhCAt2ae0/h2DHtTJ43Tw/nefhh3UPo2LFeizlkO8TsjbN5c8ubDLlkCM8O\neZYbL73Rt5KpiW9gOBMNJQL/AL4XkW8upnLngxGBlsERp9MnCMtLSqgW8fUShiUk0DkysnmKgghs\n2qTF4IMPdAv88MNw9931uqCdw+XgvR3v8fL6l3G6nTw9+Gke7vMwseGxwMl+g549tRgYv0HrpqFE\noAKIQvsDXNZpM0TUcF6ICDk1olBSwnKbjRCluDExkZsSE7kxMZHUsLCmrub5U1Wlg+HMmwerV+up\nwA8/DEOH1ltrLCKsPryal9e/zPKc5TzY60GeHvw0XZO7+qpQM9/A+A1aN2aymKHZUONT+K6khG9L\nSlhps9E5MpKbLFG4Nj6eiOa2gmpe3glzUVmZFoOHH4ZLL623Io6UHmH2xtnM2TyHQZcM4tnBz/qC\n3tT2G9TMN2ikAG2GAKC+l43oKCIHz/J5EHCJiBw5r1rWpWJGBFodLq+XdWVlLLNEYWdlJVfHxWlR\nSEqid3R08zEdicDWrTB3rh7w37MnjB+vA+LU0+xkh8vBBzs/YPq66TjcDp4Z/MxJpiLjN2id1LcI\nLAKCgM/QoSELgEigC5AF3AhMFZFvL6LOZyrbiEArx+ZyscJmY1lJCctKSih3uxmRlMTIpCRGJCWR\n3FwmrlVV6WUq5s7V8Q/uvlsLwlVX1cvoIhFhzeE1zFg/g+8PfM+4PuN4evDTvlFFZr5B66LezUFK\nqR7AA8DVQCZ6KelfgC+ARSLivPDqnrVcIwKGk8hxOPi6uJiviotZabPRPTqamy1RGBgb2zyGov72\nmx5qOneuFoDx4/ViQW3a1MvtD5ceZvaG2czZMofBlww+yVRk/AatA+MTMLQKqrxeVttsPlHId7n4\nXWIiI5OTGdEcHMwi8NNPWgwWLdKL2U2YoNcwqoe614wqmrF+BlXuKp4Z/Azj+owjNjzWxEVu4RgR\nMLRKDjmdWhCKilhhs9EtKopbk5MZlZxMv5iYwO4lVFbq6GhvvQW7dunX80cf1babi0REWHVoFS+v\nf5kVB1cwrrc2FXVO6gyY+AYtkRYlAmvS16CClS8RjN4P8tsPVqgwRXBkMEERQQRFBp126/s8OoiQ\nuBCC44IJiQshJP7EfnBcMEGhxlDa3Kn2evmhtJQviopYWlREmcfDrcnJ3JaczA2JiUQH8oijfft0\n72DePGjXTovBffdB3MWPxvafgHZV26t4dsizvrWKavsNnn/exEVurgSUCFihKRcAaegoYq+LyAyl\nVBLwIdABOAjcKyK2WnnFecyJeAQ8IB7R+94T+zWfeau9eJ1evI6Ttx6H55TzngoPnnIP7jI3nrKT\nt+5SN0GhQScEIiGEkOQQQlNCdUqutbX2Q5JDCI4I4IallfOr3c5SSxA2lJdzbXw8o5KTuTU5mQ6B\nugCe2w3ffgtvvgnLl+s1ix59tF6WqrC77Ly7/V1mrJ+BV7w8M/gZHur9ENFh0Sa+QQugoSaLLQde\nFJEv/M69LiJPnCNfBpAhIluVUjHoEUZ3AOOBQhH5h1LqT0CiiPy5Vt5GNweJiBaPMg/uUjdumxtX\nkQtXoevEttCFu8jt2685HxQeRFhGGGGZJ1J4ZvgpxyFJIc1nmGMLpNTt5tviYpYWFfFlcTGZYWGM\nsnoJQ+LiAtNslJ+vnclvvgkej/YdjBsHmZkXdVsRIftgNjPWz2D1odWM7zueyYMn0zGho/EbNGMa\nSgRygCPopSNesM5tEZF+51m5z4CZVhoqInmWUGSLyOW1rm02PgERwVPmoTq3mqrjVVQfr/al2sce\nu4ewzDAi2kUQ3j6ciPYRhHewttZxSFzIuQs1XDQeEdaXlbGkqIjFhYUUulzclpLC7ZbZKDLQzEYi\nukV+803tTL7+enjsMRg5EkIu7m8mpySHWRtmMXfrXK7rcB1ThkxhaIehKKVMfINmRkOJwBZgEDAD\naAc8BKw4HxFQSnUEVgI9gcMikmidV0BxzbHf9c1GBM4Hj8OjxeFIFc7DTqoO+20POXEedqJCFBEd\nIk4IQ6cIIjtH+lJwdIA1Ti2E/Q4HnxcW8nlhIVsrKrghMZHbU1IYlZwceHMSKipg4UKYMwcOHdKr\nmj766EXPTK6sruTt7W8zY90MQoNDeXbws4ztNZbI0Egz36CZ0GAiUNPgK6UeAf6ANuG0rWOlYtAC\n8DcR+UwpVeLf6CulikUkqVaeFikC50JEcJe4tTAcsoQhx4ljnwPHfgfOHCchCSFEdD5ZGGqOQ1NC\njbmpHiisruaL4mI+Lyzk+5IS+sXEcHtKCrenpHBpoBnIf/5Z9w7efhv69NG9gzvugIvwd9REQJu+\nbjrrf1vPY/0f46lBT9E2rq3xGwQ4DSUCE0XkNb/jAcBkEZlQh7yhwFLgKxGZZp3bDWSJSK5SKhPd\nqzjFHDR16lTfcVZWFllZWXV7qhaMeIWqY1U49ztx7Hf4xMGx34Fzv563F3V51Ckp4tIIM/LpAnF4\nPHxXUsLnhYUsKSoiPSyMO1NSGJ2aGlhLWVRV6QA4c+bAli06TOZjj110mMxfi35l5vqZvL39bW7q\nfBNThkzhqrZXAcr4DQKA7OxssrOzfccvvPBCQI0OUsB8oEhEnvc7/w/r3P8opf4MJASCY7i5IyK4\nCl3Yd9tPSVW/VRHZKfJkcbgiiuge0ca8dB54RFhbVsanBQV8UliIAkanpnJnSgpXBpJjOSdHDzV9\n6y1o2xYef1wPNb2IZa7LqsqYt3UeL69/mfjweKYMmcK9Pe4lPCTc+A0CiEAbInotsArYjh4iCvAX\nYD2wEGjPWYaIGhGoPzxOD45fHdj3WMLwix37Ljv2PXbCMsOI7hVNdM9oYnrFEN0zmsjLIk3P4RyI\nCNsqKviksJBPCwspcrm4IyWFO1NSyEpIIDQQjOUeD3z9NbzxBqxaBffcowVhwIALHmrqFS9f/foV\n09dNZ0f+DiYOmMikgZPIiMkwfoMAIKBE4GIwItA4eN1eHPscVO6spHJHpW9bdaSKyK6RRPeM1gLR\nK5rYfrGEtQkLHPNHgLHXbufTwkI+KShgn8PBqORkRqemMiJQRhodO6Z7B3PmQEICPPEEjB0L8fEX\nfMtdBbuYsW4GH/78IbdddhtThkxhQJsBZp2iJsSIgKFe8Ng92H+xa1HYWUnFtgoqtlSAgph+MTr1\njSG2XyyRXSP1LG6Dj6NOJ58VFvJxYSFbyssZmZzM3ampjExKIqqpBcHrhe+/172DZcu0E/nxxy9q\nVdNiRzFvbn6TmRtm0jauLVOGTGH0FaMJViHGb9DIGBEwNBgiQvWxasq3lFOxpcKXXIUuontHnxCG\n/rFE94wmKMzYAADyqqv5rLCQRQUFrC8r43dJSdydmsotSUnEXOT4/osmPx/mz9eCEBamHcnjxkFS\n0rnznga3183nuz9n+rrp5NhymDxoMo/3f5zkqGQT36CRMCJgaHRcNhcVW0+IQvnmcpw5TqJ7RhM7\nKJa4QXHEDoolqluUXgOqFVNYXc3nRUV8lJ/PT2Vl3JCYyN2pqYxKTiauKQVBBFau1GLwxRd6NdMn\nnrioZSq2HN/C9HXT+XzP59zT/R6eHfIsPdN6Gr9BA2NEwBAQuCvcWhA2lFO+oZyyDWW48l3E9I/x\niULswFgiOkW0Wh9DscvFYquHsKq0lGEJCdyblsZtTS0IRUWwYAG8/roWgCee0BMBkpMv6HZ5FXm8\nvul1Zm+czRWpVzBlyBRu7Xorblew8Rs0AEYEDAGLq9hF+cYTolC+sRyv00vclXHEXRlH/FXxxA6O\nJSS29S2bYXO5WFxUxEcFBayy2RiemMh9Vg+hyUxGIrB6tRaDpUth1CgtCNddd0G9g2pPNQt/Xsj0\nddMpdhTzzOBnmNBvArFhcSYucj1iRMDQrKj6rYqydWWU/VRG6U+lVGytILJzpBaGq7QwRF4W2ap6\nCyUuF58XFvJhQQE/lpZyU2Ii96WlcUtyctMtg11UpGckv2bNGX3iCe07uIDegYjw09GfmL5uOsv2\nL+Oh3g/xzJBn6JLUxfgN6gEjAoZmjbfaS8XWCsrWnhAGT7mHuCGWKFwTT9yQuFYzwa3I5eLTggIW\nFhSwrqyMm5OSuC8tjZFJSU0z7FQE1qzRvYMlS+DWW2HixAvuHRwpPcKsDbOYs2UOV7a9kilDpnBD\npxsoLlbGb3CBGBEwtDiqjledEIU1pVRsqyC6ZzTx18brdE08YWkBHk6yHiioruaTwkIW5uezqbyc\nUcnJ3J+WxoikJMKaonUsLta+g9de0wIwcaLuHSQmnjtvLWpiHExfNx2AZ4c8y4O9HyTYG2X8BueJ\nEQFDi8fj8FC+oZzSNaWUri6l9KdSwjLCTojCtfFEdm7ZJqS86mo+ys/ng/x8frHbGZ2aypi0NIYm\nJBDc2M9d4zt49VX48ksdAGfixAuadyAiLM9ZzvR10/np6E882u9RJg+aTNu4dma+QR0xImBodYhH\nqNxZSemaUmyrbZSuLgUvxF8fT0JWAglDE4i6IqrFisIhp5OF+fm8n5/P8epq7rEE4cq4uMZ/5sJC\nHRrz9df1KqYTJ+pX9wuYlbyveB8z189kwbYFJy1ct3evMnGRz4IRAUOrR0RwHnRSuqoUW7YN20ob\nnkoPCUO1ICRkJRDVvWWKwh67nQ8tQXB4PNyXlsaYtDT6xMQ07vN6vTo02auv6lnJo0fr1/eBA8+7\nd1BWVcbcLXN5ef3LJEYm8tyQ57inxz2U28J47TV45RXo3t34DWowImAwnAbnISe2lVoQbNk2PGUe\n4odaPYWsBKK7R7eopS9EhO2VlXxgmYwigoJ4IC2NMenpdG5sg3penl6z6PXXtb9g0iQYM+a8VzT1\neD188esXTF83nV8KfuHJgU8yceBEEkLTTHwDP4wIGAx1wHnE6ROEGlFIGJZA4g2JJAxPaFE+BRHh\np7Iy3svLY2FBAZdGRDA2PZ370tJID2tEh7rXq3sFr76qZyePGaPNRRdgy9mRt4MZ62aw6JdF3Hn5\nnUwZMoXe6X2M3wAjAgbDBeE87KRkeQm2722UfF+CClUk3pDoE4XwzPCmrmK94PJ6+b6khPfy81lc\nWMiQuDjGpqdzZ0pK485SPnpUR0N74w1o31632Pfcc96v74X2Ql7f9DqzNsyia3JXpgyZwm2X3ca+\nX4Nbrd+gRYmA03kUCEKpICDY2gahlP9+EEqFWscGw8UjIth327Et14Jgy7YRlhHmE4SErARCEwMs\n5vAFYPd4WFJUxHt5eWTbbPwuKYmxaWmMTE4mvLEM6263Xqvo1VdhwwY9xHTiROjW7bxu4/K4WLRr\nEdPWTaOgssA3G9ldGd/q5hu0KBH44Yc2gBcRDyJe377eev0+c6FUCEqFExQURlBQuLUfbu2H+faD\ngiIJDo4mODiaoKBogoNjfMc1+/p8NMHBsYSEJFgpnqCg1rvOTWtGPEL5lnKfKJT9WEZ0z2gSb0ok\ncUQicUPimn0AnmKXi48LCng3L48dlZXclZrKg+npXBsf33jR0nJydM/grbe0p3fSJP0af54mq7VH\n1zJ93XS+2fcND/Z+kGcGP0OH2K4+v0FVVcuebxBQIqCUegu4FcgXkV7Wub8CjwEF1mV/EZGvT5O3\nzuYgEUHEhddbhUg1Xm+VL4lU4fVW+/Y9HgdebyUeTyUeT4W11fsnztd8Vo7bXYrbbcPt1oHP/EXh\nxL5OoaEpp0mphITEm55KC8Lj9FD2QxnF3xZTsqwExwEHCVkJJI1IIvGmRCK7NG9/whGnk/fz83k7\nL48yt5ux6ek8mJ5Oj+joxqlAdTV8+inMng179sCECXqZig4dzus2R8uOMmvDLN7Y/AZXtr2S54Y8\nx7COw1m5UrVov0GgicB1QAWwwE8EpgLlIvLPc+QNOJ+Ax+P0CYLbbcPjOSEQLlcJbncRLlchLlch\n1dUFvn2vt5KQkKSTxCEsLIOwsExrm0F4uN4PDU0nKKj1LaDWnKnOr6bkuxJKlpVQ/G0xQWFBJI5I\nJGlEEgnDm7fpaHtFBe/k5fFeXh6pYWE8mJ7OmLQ02oQ3ko/kl1+0qeidd+Dqq+HJJ7U95zyWzKiZ\njTxt3TSCVBBThkzhgV4PcPhAZIuMixxQIgCglOoILKklAhUi8uI58gWcCFwoXm81LlexTxRcrgKq\nq3OtdPykrctVSEhIop9AZBIefgnh4e0ID29LREQ7wsPbERKS2KzfNlsqIoJ9l53iZcWUfFtC6ZpS\nontFk3RzEkkjk4jtH9ssh6J6RFhls/FOXh6fFBYyICaGB9PTGZ2a2jgOZbtdryo3e7aekPbEE7qH\ncB5LjYoI3+d8z/R101l3dB2P93+cpwY9RYTrkhblN2guIjAeKAU2An+oHWTeuq7FiMD5IOKhurrg\nJHGoqvqNqqojVjqK03kEERfh4W1PEYfw8PZERnYiPLwDwcERTf04rR6P00Pp6lKKvy6m+KtiXIUu\nEkckkjwymcQRiYSlNr81jxweD0uLingnL4+VNhsjk5MZl57OTYmJhDRGy7lxo+4dfPyxbq2ffBKu\nv/68JqHtLdrLy+te5t0d7zKy60imDJlC39TBJ/kNnnuuec43aA4ikMYJf8DfgEwRefQ0+WTq1Km+\n46ysLLKyshq0rs0Jt7ucqqqjPmGoqjqC03mEqqpDOBw5VFUdITQ0mYiITkREdCIyshMRER19x+Hh\nbQkKar5miuaK85BTC8LXxZSsKCHqsijdS7g5idjBsQSFNK/XzyKXiw/z81mQm8tBp5Mx6emMS0+n\nb2PMULbZ9PLWs2drAZg0SY8uOo8lKmxOG29teYuX179MZkwmz135HHdePpo1q0J48cWT4xsEqt8g\nOzub7Oxs3/ELL7wQ2CJwHp+1yp5AfSHioarqGE5njpUO4nDk+I6rq/MID7+EyMguREZ29W2joroS\nEdGJoKDm94ba3PBWeyn98UQvoepoFUkjkki6VYtCWErz+g322u28k5fH23l5RAcF8VBGBg+kpdE2\nooF7pDWhMWfPhm+/1fMNnnwS+vWr8y08Xg+L9yxm2rpp5JRYsZEHPE7B4aRmF9+gOfQEMkXkuLX/\nPDBIRMaeJp8RgQbE663G6TyEw/ErDsc+39Zu/5WqqiOWQJwsDlFRVxAR0QGlWsda/o1N1W9VFH1Z\nRNEXRdhW2IjuEU3SLUkk35pMTN9GXvvnIvCK8ENpKW/n5bGooID+MTE8lJHB6JQUYhvaf5CbC3Pm\n6CUqLrlEi8G99+rF7OrI5uObmb5uOov3LOb+Hvfz7JBnSQu6otn4DQJKBJRS7wNDgRQgD5gKZAF9\nAQFygIkikneavEYEmgiv12X1HE4IhN2+F7t9Ny5XAZGRXYiKuoKoqMv9tpcRHBzV1FVvMXirvNhW\n2ij6sojiL4rx2D0k35JM0q1JJN6YSEhM8xhB5rQmpL2dl8cqm43bUlJ4OD2dYYmJDbvktdutl7We\nNQs2bYJHHtF2nc6d63yL3IpcXt34Kq9ufJW+GX157srnGNp2BB8tDAro+AYBJQIXgxGBwMTtrsDh\n2Ivd/gt2+24qK/XW6dxPWFiGTxiio3sSHd2TqKjuhISc30JhhlOx77VT9IXuJZSvKyfuqjiSRyWT\nfFsykZ0CqAU6C/nV1byfn8/83FwKXC4esvwHlzf0/IN9+3Tgm3nzoH9/beAfNarOw0yr3FV8sPMD\npq2bhtPtZMqQKTzY6yE2/BgdkPMNjAgYmgSv143TmYPdvhu7fReVlT9TWbkTu303YWEZPlHQqRdR\nUd2M3+ECcZe5KfmuhKIlWhTC0sNI/r0WhLjBcc1iCOqOigoW5OXxbl4e7cLDeTgjg/vS0kgObcDB\nCg4HfPSR9h0cO6aHmT72WJ2HmYoIqw6tYtq6aaw+tFoHvBk8GUdu+4DyGxgRMAQUWhwOUFm586Tk\ndOYQEXEp0dE9iYnpY6W+hIW1aTa270BAPELZ+jKKFhdRuKQQV4GL5FuTSf59Mkk3JQV8LGa318t3\nJSXMz8vjq6IibkhMZFxGBrckJRHakAb3zZu1GCxaBDffrF/jr722zsNMD5QcYOb6mczfNp8bL72R\nKUOmcFnkVbz+umpyv4ERAUOzwOutwm7fQ0XFdiort1NRsZWKiq2IeImJ6esThZiYvkRFXW6Gs9YR\nxwEHRUuLKFpSRNm6MuKvjSf5tmRSfp9C+CWBvRJqqdvNR/n5zM/LY4/dzti0NB7JyKBvbGzDFWqz\nwfz52ncQFqbF4MEHoY5lllWVMW/rPGasm0FSZBLPXfkct3W+m08XhfHSS00z38CIgKHZIiJUV+da\ngrCNioqtVFZuw+k8RFTU5ZYw9Cc2dgAxMX2NI/ocuEvdFH9TrM1GXxYReWkkKXekkHx7MtE9ogO6\nx7XPbmdBXh7zc3NJDAnhkYwMxqank9ZQ8Q9EYPlyLQYrVuhYB08+CT171il7TcCbaWunsadojx5i\n2v8Jdq5PaXS/gREBQ4vD47FTWbmTioqtlJdvpqJiE5WVu4iI6ERsbI0oaGEwTujT43V5KV1dSuHn\nhRR+XogKVqTckULK7SnEXxOPCg5MQfCKsNJmY15uLp8XFpKVkMAjGRnckpxMWEPZWY4e1auZvvEG\ndOkCkydrY38dBWhb7jamr5vOp7s/5Z7u9zBlyBRCSno0WnwDIwKGVoHXW01l5c+Ul2+iomIT5eWb\nqKz8mYiIDj5RiIsbRExMP9NjqIWIULGtgqLPiyj8rJCqo1V6pNHtySSNSCI4KjD9COVuN4sKCpiX\nm8svdjtjasxFDTU72eWCzz7TvYPdu+Hxx7UzuW3bOmXPr8zntY2vMWvjLHql9eK5K59jUOLNvPF6\nUIP6DYwIGFotXq+LysqffaJQXr6BysqfiYrqRmzsYOLiBhMbO5jo6O5mwpsfjoMO7Vj+rJDyjeUk\nDE8g9c5Ukm9LJjQpMH0x+x0OFuTmMj83l3jLXPRgejqpDWUu+vln7Uh+7z0YNkzbdYYPr5Mjucpd\nxcKfF/LS2peodFUyZcgU7r9iHF98GtMgcZGNCBgMfng8Tiort1FWtp7y8vWUla2nuvoYMTH9LVEY\nQlzcYMLD2wW0jbyxcBW7KFpaROGnhZR8X0Ls4FhSR6eSckcK4W0Cz7HsFSHbMhctLixkWGIi4zMy\nGNlQo4vKy/Wy1q+8oiekPfUUPPxwndYrEhHWHF7DtHXTWHlwJRP6TWDyoKc5sKU9L70Ea9fWj9/A\niIDBcA5crhLKyzf6RKGsbB1KKeLiriQu7iri4q4mNnYAwcHNYxJWQ+Gp9FD8TTEFnxRQ/GUxkZdF\nakG4M4WoroFnYitzu1mYn8/c3Fz2Oxw8mJ7O+MzMhgmGIwKrV2tT0Tff6KUpnnoK+vSpU/ackhxm\nrp/JvG3zuPHSG3luyHMkVl7JjBnqov0GRgQMhvNERHA6D1FW9pMvVVbuIjq6hyUKVxEffxXh4e1b\nbW/BW+3Flm2j4JMCij4vIjQllJQ7U0gZnUJMn8Bb12iP3c683FwW5OZySXg44zMyGJOWRkJDTEY7\nflw7kV9/HTp21I7ku+6qkyO5vKqceVvnMX3ddJKjknX0s/S7eWtOqM9v8PzzMHJk3VfKNiJgMNQD\nHo+D8vKNPlEoLf0JpYIsQbia+PhriYnp1ypnPYtXKFtbRsEnBRR+UggKUu9OJfWuVGIHxQaUILi9\nXpaVlDA3N5dvi4sZmZzMhIwMbkhMrP/YyS4XLF6sTUW//KJnI0+cWCdHssfr4ctfv2TaumnsKdRD\nTB/p9QTfLUnmyy+1K8KIgMHQhOjewkFLEH6krOwHHI59xMYOJD7+WuLjryUu7ipCQuKauqqNiohQ\nsaWCgo8LKPi4AK/dS+pdqaTclUL81fEBtYRFkcvF+3l5zM3NpdDlYnxGBo9kZNCxIWZx7dqlTUU1\njuTJk/W2Di359rztTF87nU92f8K93e9lypVT6J7avc5FGxEwGBoJt7uUsrK1lJauobR0DeXlG4mM\n7EJc3DU+YYiIqNtwwpZATWjNgkVaEFwFLlLuTCH17lTir48PqIA5W8vLeSs3l/fy8ugbE8OEzEzu\nTEkh8jxiF9eJ8nId+OaVV7Qf4amndOCbuHO/LORX5vPqxlf5Zv83rB6/miBVt+/PiIDB0ER4vdVU\nVGzxiUJp6RqCgqJJSBhKQsL1xMcPJTKyc0CZSxoS+167r4dQdaiKlDtSSL0nlYRhCQSFBoYgOD0e\nFhcV8dbx42woL+e+tDQmZGQwILaezVoisGqVFoPvvoP779e9gx496q8MCyMCBkOAICLY7bspLV2F\nzbYSm20lAAkJQ4mPv56EhKFERV3eKkTBcdBB4ceF5H+Uj2Ofg5Q7Uki7J42E4YEjCIedThbk5vJW\nbrYnBDcAABDgSURBVC6xwcFMyMzkgbQ0Uup77sGxY3pp6zfegG7dtBjcfjvUk9PaiIDBEKBov8IB\nSxBWUVq6Eo+n0icICQlDiY7uiapjt7+54jzs1Cajjwqw/2on5XbdQ0i8ITEgBKFmqYo3jx9naVER\nI5KSeDQzkxvrOxBOdTV8+qkOV5aTo53Ijz9+0YsLBZQIKKXeAm4F8v3CSyYBHwIdgIPAvSJiO01e\nIwKGFo/TedgnCDbbSlyuYhISskhMHEZCwjCioq5o0T0F52GnNhl9VIB9Ty1BCGt6QbC5XLyfn8+b\nx4+TbzmTxzeEM3nbNu1IXrhQL209eTJcc03dhwT5EWgicB1QASzwE4F/AIUi8g+l1J+ARBH582ny\nGhEwtDqczqPYbCt8yeNx+AQhIWEYkZFdWqwoOI/4CcJuLQhp9wWOyWhbRQVvHj/Oe3l59IuN5dGM\nDO5ISSGiPp3JNpuOgDZrFkRFaTEYOxbOY8JbQIkAnDbQ/G5gqIjkKaUygGwRufw0+YwIGFo9DkeO\nTxBKSlYAWKIwnMTEG4iIaN/ENWwYnEe0ySj/w3yc+52k3KkFIX5o048ycno8fFZYyFu5uWwuL2ds\nejqPZmbSJ6YeV7D1emHZMu1I3r1bpzoug9EcRKBERBKtfQUU1xzXymdEwGDwQ0RwOPZhsy2npGQF\nNttyQkISSEy8gcTEG0lIGEZoaFJTV7PecRx0UPCRFoSqo1Wk3pVK2r1pxF/b9EtgH3Q4mJeby9zc\nXFJDQ3ksM5Mx6enEh4TUXyHl5XUOcgPNTASs42IROeUvVyklU6dO9R1nZWWRlZXVoHU1GJoTIl4q\nK3dQUvIdJSXfU1q6hqiobiQkaFGIj7+mxa1/ZN9n9wmCK99F6j1aEOKuatrYyh4Rvi8pYc7x4ywr\nKeH25GQey8zkmvj4BjffZWdnk52d7Tt+4YUXAl4EdgNZIpKrlMoEVhhzkMFw8Xi91ZSVrfWJQmXl\ndmJjB5OYeCOJiTcRG9u/RY08su+xk78wn/wP8vGUe0i7L420MWn/f3t3GmNndd9x/Pv3jM14rpeZ\n524zadiCmhAgLiQsbRqCScE2Dtg4YMDGAQWB+oLSNK+aVG0MVSQKUqpIrVRFmEjUGDsGZJvFhDGV\nDQkQlgQCBAIpSyEwvuts9mwe339f3MdmMsEw41meu/w+b3zv8zxXc46O5/7mnPOc8zDvjGj3MsoN\nD7Mxk2FDZycld65vb+eatrbpeyraGNXQE7gdKLj7bWb2XaBFE8MiU29kpJfu7sfDUNjF8HCW1tYL\nCIIltLZeSFPTsVEXccrse2Uf2S3lQLBZRuqqFKmrUsROmYYdRMfJ3Xm6t5cNnZ1sy+f5WksL17e3\nsyQIpvZW0zEqKgTMbDNwHpAAMsD3gR3AVuA4dIuoyIwZHHyPrq5dFIsddHU9xpw5KVpblxAES2hp\nOY+Ghui+MKeKu9P3qz6ym7Nkf5pldjC7HAhXpph7UnRDY70jI2zJZtnQ2Unn8DDXtbVxXXs7xzc1\nTfnPqqgQmAyFgMj0cT9IX98LdHV1UCx20Nf3PAsWnH04FObNO73qh4685PQ82UN2S5bcfTmajm8i\ndVWK5BVJmj499V++4/WbffvY0NnJ5kyGM+fP54ZPfYpLpvCZyQoBEZmwkZG+cOjoUYrFDkZGegiC\npQTBMlpbL2TOnETURZyU0kiJ7t3dZDdnyW/PE1sUI702TfLyZGSP0Bw4eJD7cznu6Ozkd/39XNvW\nxvXt7Xy2eXIP7FEIiMikDQy8RbH4KMXiz+ju3kNz88kEwTKCYBkLFpxd1c9oLg2VKDxSIHtPluKj\nRVq+2kJqbYrEigQNsWjq9UZ/Pxs6O7lr715Obm7mhvZ2Lksmj2pXU4WAiEypUmmInp6nKBYfoVj8\nGUND79PaemEYCks55pj2qIt41Eb6Rshvz5PdnKXnqR7iy+Ok1qQIlgaRbFsxXCrxYKHAhs5Onuvt\nZU06zQ3t7SyawEI0hYCITKuhoffDXsIjdHU9RlPTicTjXycIlld1L2E4N1xepXxPlv2v7Sf5jSSp\ntSlavtoSyRqE/xsc5CednTze3c3u008f922vCgERmTGl0gi9vU9TKDxMsbiToaEPCIKlxOPLCYJl\nzJ4dj7qIR2Xw3UGyW7Jk7skwUhghtSZF+uo0sUWxit+7SSEgIpEZHHyPYvERCoWddHfvJhY7lSBY\nTjy+vGrvONr/2/1kNmXI3JOhIdZA+uo0qbUp5p5QmauxFQIiUhFKpSG6u5+gWNxJobCTgwf7iMe/\nTjx+Ma2tF1TdugQvOT1P9ZDdVL7ldO7n5pK+Ok1ydZI5iZlZDTweCgERqUj9/b+nUHiYQuEh+vqe\nYeHCrxCPX0w8fjFNTcdHXbwJKQ2XKHYUyW7KUthZYOG5C0mvS5fvMGqOdk5EISAiFW9kpIdicReF\nwkMUizuZM6ftcCAsWHBOVU0uH7rDKLMpQ98zfcRXxkmvS9N6fmsku5wqBESkqrgfpLf3WQqFhygU\nHmJ4+AOC4CLi8RUEwVIaG8e/jXLUhvYOlSeU784w/MEwqbUp0uvSzPuLmdvUTiEgIlVtcPDdMBAe\npKfnSRYs+DKJxAri8UuqatO7/a+FE8p3Z2iY10B6XZr02jRNx03vlhUKARGpGSMjfXR1dZDPP0Ch\n8DBNTccSj68gkVjBvHlfrPjbNeHDCeXM3Rly9+aInRYjva48oTy7Zeq3rFAIiEhN+nBNwgPk8zs4\neLCfROIS4vEVtLScT0NDdJvCjdehLSsyGzN0PdZFsDQg/c00wbJgyp6jrBAQkbrQ3/86+Xw5EPbv\nf4UgWEIisZIgWM7s2X/yxNqKc6DrALmtOfZu3MvAGwOkrkyRvibN/DPnT6qHoxAQkbozPJylUHiQ\nfH4H3d17WLDgHOLxlSQSK6tiHmHgzQEyd2fYu3Ev1mi0fbON9Lo0TcdPvHejEBCRunbw4H6KxQ7y\n+e3hPMIJJBIrSSQuJRY7raLnEdyd3l/2ktmYIbs1S+zUGG3XtNF2XVvt7R1kZu8AvcBB4IC7nz3m\nvEJARCalVBqhp+cXYSDsAGaRSFxKIrGKhQv/qqLXI5SGSxR2Fuh9qpeTbj9p3J+rphB4G/iSuxeP\ncF4hICJTxt3Zv/8lcrlt5PPbGB7OhD2EVbS2fo1Zsypn64fJqLYQONPdC0c4rxAQkWkzMPDm4UDo\n73+VIFhOIrGKIFhGY+P49++vNNUUAm8BPZSHg37s7neMOa8QEJEZMTTUST6/g3x+G729T9PSsphE\nYhWJxIqq2w67mkKg3d07zSwJ7AJucvefjzrv69evP3z94sWLWbx48cwXVETqyoEDXRQKD5PPb6Or\n6zHmzz+LZPIyEolVHHNMW9TF+xN79uxhz549h9/fcsst1RECf1QIs/XAPnf/4ahj6gmISKTKdxo9\nSi53P8XiTpqbTyWZvIxk8hsVu/NpVfQEzKwZaHD3PjOLAR3ALe7eMeoahYCIVIxSaYiurv8hl7uf\nfH4HTU0nhIFwGc3Nn426eIdVSwicCGwL3zYCm9z91jHXKAREpCKVbz19IgyEbTQ2BmEgrCYWOzXS\ntQhVEQLjoRAQkWrgXqK392lyufvJ5e5j1qxmksnLSaVWE4stmvFAUAiIiETE3enre45c7l5yufsw\naySZvJxk8vIZ2/VUISAiUgHcnX37fk0udx/Z7L1A6XAgzJ9/1rQFgkJARKTCfLhauRwIpdIAyeRq\nUqnVzJ9/9pQGgkJARKSClQPhFXK5e8lmt1IqDR6eQ5iKQFAIiIhUiY8KhFRqNcnk6qMeMlIIiIhU\noXIgvDwqEIaOKhAUAiIiVe5QIGSzW+nre55Fix5RCIiIyCebaAhMzZONRUSkKikERETqmEJARKSO\nKQREROqYQkBEpI4pBERE6phCQESkjkUWAma2zMx+Z2a/N7N/jKocIiL1LJIQMLMG4D+BZcApwBoz\n+3wUZYnK6AdD15parhuoftWu1us3UVH1BM4G/tfd33H3A8AWYGVEZYlELf9HrOW6gepX7Wq9fhMV\nVQj8GfDeqPd/CI+JiMgMiioEtCmQiEgFiGQDOTP7S+Bmd18Wvv8eUHL320Zdo6AQETkKFb+LqJk1\nAq8DfwN8ADwLrHH312a8MCIidawxih/q7iNm9nfAo0ADcKcCQERk5lXs8wRERGT6VdyK4VpfRGZm\n75jZS2b2gpk9G3V5JsvMfmJmGTN7edSxwMx2mdkbZtZhZi1RlnEyjlC/m83sD2EbvmBmy6Is49Ey\ns2PNbLeZ/dbMXjGzvw+P10T7fUz9aqX9mszsGTN7MazfzeHxCbVfRfUEwkVkrwMXAO8Dz1FjcwVm\n9jbwJXcvRl2WqWBm5wL7gP929y+Ex24H8u5+exjkre7+3SjLebSOUL/1QJ+7/3ukhZskM2sD2tz9\nRTObB/wKuBT4FjXQfh9TvyuogfYDMLNmd+8P51l/AXwbuIwJtF+l9QTqZRHZuGfuK527/xzoGnN4\nBXBX+Pouyr94VekI9YMaaEN33+vuL4av9wGvUV6vUxPt9zH1gxpoPwB37w9fzgFmU779fkLtV2kh\nUA+LyBx4zMyeN7Mboi7MNEm7eyZ8nQHSURZmmtxkZr8xszurdbhkNDM7ATgDeIYabL9R9ftleKgm\n2s/MZpnZi5TbqcPdn2WC7VdpIVA5Y1PT56/d/QzgIuDGcLihZnl5vLHW2vW/gBOB04FO4IfRFmdy\nwqGS+4Fvu3vf6HO10H5h/e6jXL991FD7uXvJ3U8HPg2cY2anjTn/ie1XaSHwPnDsqPfHUu4N1Ax3\n7wz/zQHbKA+B1ZpMOB6LmbUD2YjLM6XcPeshYANV3IZmNptyAGx09+3h4Zppv1H1u/tQ/Wqp/Q5x\n9x5gN7CUCbZfpYXA88Cfm9kJZjYHuBJ4IOIyTRkzazaz+eHrGLAEePnjP1WVHgCuDV9fC2z/mGur\nTviLdcgqqrQNzcyAO4FX3f1Ho07VRPsdqX411H6JQ0NZZjYXuJDyvMeE2q+i7g4CMLOLgB/x4SKy\nWyMu0pQxsxMp//UP5YV6m6q9fma2GTgPSFAef/w+sAPYChwHvANc4e7dUZVxMj6ifuuBxZSHEhx4\nG/jbUWOwVcPMvgI8AbzEh0MG36O8gr/q2+8I9fsnYA210X5foDzx20D5D/qfuvsPzCxgAu1XcSEg\nIiIzp9KGg0REZAYpBERE6phCQESkjikERETqmEJARKSOKQREROqYQkBEpI4pBETGwczmmtmecBXq\neD9zo5l9azrLJTJZWiwmMg5mdiMwy93/YwKfmQs86e5fnL6SiUyOegJS18zsrHBL4WPMLBY+oemU\nj7h0LeXtMDCzxWb2uJltN7M3zexWM7s6fMrTS2b2GQB3HwDeMbOzZrBKIhMSyYPmRSqFuz9nZg8A\nPwDmUt5N89XR14SbGX7G3d8ddXgRcDLlB868Bdzh7ueEjzC8CfhOeN3zwLmUn5InUnEUAiLwr5S/\nrAcof4GPlQDGbsD13KFNx8zsTaAjPP4KcP6o67KUw0KkImk4SKT8JR8D5lHuDYw1ADSNOTY06nVp\n1PsSf/zHVVP4eZGKpBAQgR8D/wzcA9w29qS7dwEN4bDQRH2OKt2vXuqDQkDqmpldAwy5+xbg34Cz\nzGzxR1zaQXlsH8r70B/ptrqx574M7Jqa0opMPd0iKjIOZnYG8B13v2aCn/kHd7/2Ey8WiYh6AiLj\n4O4vALvNbCK/M3HgX6apSCJTQj0BEZE6pp6AiEgdUwiIiNQxhYCISB1TCIiI1DGFgIhIHft/39Qq\n7Z2pEasAAAAASUVORK5CYII=\n", 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cCYJCobgmlBAMcGx2B5tOlPL8jmxyq5sYFubNEwtSuHlMBM5KEBQKRSdQQgBw5A3IzgA3H3D1AldvbXHz1r97gate5uYDftHgEQD9qG/e7pB8cbKU53Zkk11pIjHEiyfmJ3PLuEgMzn2RTkKhUAwUOisEhqvtMKCx1EFtLrSaoMUErU1gv0oeYnc/CEy8ZEnSPr2Ce10knJ0Ey8dHsWxsJF+dKue5HVn8dv0Jns3I4vH5yaycEIWLEgSFQnEdDO4WweWwWy8WhlaTtjQ3gLFIE462pb4QpOPHY119IDABQoZD1GSIngLhY8Dg2j22dQKHQ/JNZgVrM7I4XdpATKAHj89L5taJ0bgalCAoFIof6fOuISGEO7AHcENreXwipfyzEOItYC5g1Hd9QEp5vKO6+sxHYGv9qTjU5EDFaWgs1fZxdoPI8ZooROvi4BvV4y0HKSU7zlayNiOLE8VGovw9eGxeEndMjsbN4Nyj51YoFAOD/iAEAvCSUpqEEC7APuAp4FHgCynlJ52tq186i40lUHIEir+Dou+g7DjYmrUynwhdFKZCwhwIHwtOPfO2LqVk9/kq1mZkcaywnnBfdx6bl8SdU2Jwd1GCoFAMZfrcRyA1hTHpX130pf/3Q3UWvyhtSV2ufbe1QsUpKNbFofg7yNyslXmFQFI6JC+EpAXg1X3xhYQQzBseytxhIezPrmFtRhZ/3nSaF3Zm88jcJO6ZGouHqxIEhUJxZXrURyCEcAaOAsnAC1LKP+hdQzOAFiAD+KOU8iceXCHEw8DDALGxsZMKCgp6zM4eo7ECcndC9nZt9JKlFhAQOUETheSFEDUJnLtXjw/laoJwIKeGYG9XHkpL5L7pcXi5De6xAQqF4mL6vGvoEmP8gc+AJ4EaoBxwBf4J5Egpn+7o+H7ZNXStOOxa91F2hiYMxd9pjmh3P0icDyk3wvCbwLP7wlN/l1/L2ows9mZVE+Dpwi/TErl/Rhw+7i7ddg6FQtF/6VdCACCE+DPQJKX8a7tt84DfSymXdnTsoBCCS7HUQe4uyNquCYOpHJwMkDBX624asbTbupCOFdbxXEYWO89V4efhwi9mJ/CzmfH4eShBUCgGM30uBEKIEMAqpawXQngA24BngKNSyjLdmfx3oFlK+ceO6hqUQtAeKaH0GJz5XFvq8kE4Q/xsTRRGLgPv0Os+zcnietZmZLM9swIfdwM/n5XAg7Pi8ffsveGvCoWi9+gPQjAWeBtwBpyA9VLKp4UQO4AQQADHgUellKYr1zQEhKA9UkL5SU0QTm+E2hwQThA368eWgm/EdZ3iVImR53dk8/XpcrzdDPxsZhy/mJ1IoJcSBIViMNHnQtCdDCkhaI+UUHnmx5ZC1VlAaC2FcXfByFvA3bfL1Z8tb+D5Hdl8+UMZHi7OrJ4Rx0NpiQR7u3XfNSgUij5DCcFgpPIsnP4MTn4EdXlg8IARS2Dc3ZrDuYujj7IrG3l+RzabTpTianDivmlxPDwnkVBf926+AIVC0ZsoIRjMSKmNOjrxIZzeoDmevUJhzO0w9k6IGNelmc25VSZe2JnDxuMlGJwEd0+N5ZG5iUT4efTARSgUip5GCcFQwdYKWdvgxAdwfis4rBAyQhOEsXdqk96ukYKaJl7cmcOnx4pxEoJVU6J5bF4yUf5KEBSKgYQSgqGIufbHrqOibzUnc1I6TLwfhi2+5uB4RbVmXtqdw8dHigC4fVI0v5qXTEygZ09Yr1AouhklBEOd2lw4vg6+f18LkOcZDOPvhgn3Q8iwa6qqtN7Cy7tz+PBwEXYpWTkhisfnJ5MQ7NVDxisUiu5ACYFCw2HXZjMfexvOfw0OG8TOgAmrYdQKLSlPJyk3NvPKnhzWfVuI1e5gxfgoHl+QTFKIdw9egEKh6CpKCBQ/pbFC8yV8/y7UZGv5FcbcDhNXQ+TETjuYKxubeXVPLu8dKqTZZmfp2EieXJDMsDCfHr4AhUJxLSghUFwZKaHwIBx7R5u0ZrNoobKn/AJG366l8uwE1aYWXtubxzsH8zG32lkyJpwnF6QwMqLrcxsUCkX3oYRA0TmajXByPRx5EypPg5uvNtpoyi8gdGSnqqhtauWNfXm8dSAfU4uNG1PDWJOewugovx42XqFQdIQSAsW1IaU20ujIG9rII3srxM7UBGHkMjBcfbax0Wzljf15vLE/j8ZmG+kjQnkyPYXxMf69cAEKheJSlBAouk5TDRx/T2sl1OVpI44m3AeTfw4B8Vc9vKHZylv783l9Xx5Gi5W5w0JYk57CpLiAnrddoVBcQAmB4vpxOLTEOkfegHNbtFZDyg0w9WFtfsJV0m+aWmy8e7CAV/fmUtvUyuzkYNakpzA1oftyLigUiiujhEDRvRhLNOfy0TfBVAGBiTDlIRh/D3h03PVjbrXx/qFCXtmTQ7WplemJgaxJT2FGYhCiC6EwFApF51BCoOgZbK2QuQkOvwpFh8DFC8bdqYlCWGqHh1pa7XxwuJCXd+dQ2djClPgA1qSnMDs5WAmCQtEDKCEA1h5by5e5X+Li7IKLk744u+Dq5Hph3cVJ/+7sgo+rD35ufvi7+ePnqn+6+11Y93LxUg+s9pQeh+9ehR8+AVszxKdp3UbDl3QYCbXZamf9kSJe2pVDmbGZ8TH+PJWewrzhIer+KhTdiBICYHPOZg6VHcJqt2J1WGl1tF523eqw0mpvpbG1EZP1yjlyDE4G/Fz9CPQIJMIr4qIl0juScK9wQjxCcHZyvp7LHXiYa7Vuo+9eB2Mh+EbDlAdh4gMdpttssdn55GgxL+7MoaTewthoP55ckMLCkaFKEBSKbkAJQRexOqw0tDRgbDFS31J/0aexVVuvtlRT3lROWVMZxhbjRccbhIEwr7AL4hDnG0eSXxIJ/gnE+MTg4jSI8wQ77FoYi29fgbzdYHCHMXfA9McgbNQVD7PaHXx2rITnd2ZTWGsmNcKXNenJ3JgajpOTEgSFoqv0uRAIIdyBPYAbYAA+kVL+WQiRAHwIBALHgNVSytaO6urPPoImaxPlTeWUmkopayr7cTGVUWIqocJccWFfg5OBOJ84Ev0TSfRLJMk/iUS/ROL94nFzHmRZwSrPwrcvazkTbBZImAPTfwUpi6442shmd/D58VKe35lNXnUTw8N8eGJBMkvGROCsBEGhuGb6gxAIwEtKaRJCuAD7gKeA3wIbpJQfCiFeBk5IKV/qqK7+LARXw2w1k2fMI9eYS059DjnGHPKMeRQ1FuGQDgCchBOxPrGMDBrJqKBRpAalkhqUipfLIIjuaa6Fo2/Bd69BQwkEJMC0R7XRRldIs2l3SL44WcrajCxyqppICvHiyQUpLB0bgcG54yGrCoXiR/pcCC4xxhNNCB4DvgTCpZQ2IcQM4C9SykUdHT+QheBKtNhbKGgoILc+l1xjLudqz3Gm9gzlTeUACATxfvGkBqVeEIeRgSPxdBmguQDsVsjcDIdeguLDWsC7CffBtIe1oaiXO8Qh+epUGc9lZHOuopGEYC8en5/MivGRShAUik7QL4RACOEMHAWSgReA/wIOSSmT9fIY4Csp5ejLHPsw8DBAbGzspIKCgh6zsz9RbanmTM0ZztSc4XTNac5Un6HSUglo4pDol8i40HFMDJ3IxLCJRHtHDzzHaslROPSylmbTYYfhN8GMxyFu1mUjoDockm1nynk2I5vMsgZiAz15fH4SKydE42pQgqBQXIl+IQTtjPEHPgP+D/DmJUKwRUo5pqPjB2OL4FqoMlddEIZT1ac4XnWcxtZGAEI9QpkQNuGCMKT4pwycUUsNZVqX0ZE3wFKr5Vqe8QSkrrhsNjUpJdszK1mbkcUPJUai/D341fwkbp8UjZthgFyzQtGL9CshABBC/BkwA39AdQ1dFw7pILs+m2MVxzhWeYxjFccuOKW9XbwZHzqeiaETmRw+mdHBo/v/SCWrRXMqH3oRqs+DT4Q2H2HSA+D503AUUkp2navi2YwsjhfVE+HnzmPzklg1OQZ3FyUICkUbfS4EQogQwCqlrBdCeADbgGeAnwGftnMWn5RSvthRXUoIOkZKSWlT6UXCkGvMBcDT4MmU8CnMiJzBjIgZJPgl9N+uJIcDcjLg4POQuwtcPDWn8vRfQVDST3aXUrIvu5pnt2dxpKCOUB83Hp2bxD3TYpUgKBT0DyEYC7wNOANOwHop5dNCiER+HD76PXCflLKlo7qUEFw7dc11HKk4wsHSgxwqO0RRo5aAPtQzlOkR05keMZ0ZkTMI9gjuY0uvQPkpzbH8w3rN0Tz8Jk0Q4mf/xI8gpeRgbg3Pbs/i27xagr3deGROIvdOj8XT9coznBWKwU6fC0F3ooTg+iluLOZQ2SEOlh7k2/JvL0yESwlIYXrEdGZHzWZy2GRcnX/aN9+nNFbAkdc1X4K5RvcjPKnlW3b+aZfXt7k1rN2Rxf7sGgK9XHkoLZHVM+LwdlOCoBh6KCFQXBGHdJBZm8mh0kMcLDvI9xXf0+poxdPgyYzIGcyNnktadFr/ai1YLXDyIzj4guZH8I3WZixPvP+y8xGOFtSyNiOb3eer8Pd04ZezE7h/Zjy+7v3cX6JQdCNKCBSdxmKzcLjsMLuLd7OneM8Fx/OooFHMiZ7D3Oi5jAwaiZPoB0M1HQ7I2gYHnoOCfVpqzYn3a6LgF/2T3Y8X1fNcRhYZZyvxdTfw4OwEfj4zAT9PJQiKwY8SAkWXkFJyvu48e4r3sLt4NyerTiKRBHsEkxaVxtyYucyMnImHwaOvTYWSY5pj+fRGzW8waqU2/DRy/E92PVViZG1GFtvOVODjZuCBWfE8OCuBAK9+1hWmUHQjSggU3UJtcy37S/azp3gP+0v202htxN3ZndlRs1kQu4C5MXPxdb18qIheo75Qm6B27G1oNWnhsGeugeSFP4lrlFnWwPM7stlyqgxPF2dWz4jnobQEgrwHWawnhQIlBIoewOqwcrTiKBkFGewo3EGlpRKDMDA1YirpseksiF3Qt34FS70mBodehsZSCBkBM5/UIqAaLn7Qn69o5Pkd2Ww+WYq7wZn7psfy0JxEQn3c+8h4haL7UUKg6FEc0sEP1T+QUZhBRkEGhY2FCATjQ8dfEIUYn5i+Mc7WqoWv2L8WKk+DdzhMfxQm/fwnaTVzqky8sCObjcdLcHF24p5psTw6N4kwXyUIioGPEgJFryGlJLs+m+2F28koyOBc3TkAUoNSWRy/mBvjbyTKO6ovDNMmqB14Tpug5uoDk352WcdyfnUTL+zMZsP3JTg7Ce6aEsOjc5OI9O8HvhCFoosoIVD0GUWNRWQUZLA1fyunak4BMDZ4LIviF3Fj/I2Ee4X3vlFlJzRBOLVBcyyPvk3rNgq/OMxVUa2ZF3dl88nRYgDumBzDY3OTiAkcoFFfFUMaJQSKfkFRYxFb87eyLX8bmbWZAEwInaCJQtyNhHiG9K5B9YXajOWjb4O1CRLnw6ynIHHeRTOWi+vMvLw7h/XfFeOQklsnRvH4/GTiggZBjgjFkEEJgaLfkW/MZ2v+VrYWbCWrLguBYFLYJG5KuIkb427E393/6pV0F5Y6OPKmlkXNVKHNWJ71FIxcDs4/zkIuM1p4ZXcu6w4XYndIlo+P5In5ySSGePeerQpFF1FCoOjX5NTnsDV/K1/nf02eMQ+DMDA7ajY3J97M3Ji5vTdPwdaizVjevxZqssA/TusyGn8vuP7YHVTZ0Mwre3J5/9sCWm0Olo3TBCElzKd37FQouoASAsWAQErJubpzfJn7JVtyt1BpqcTT4MnCuIXcnHgz08Kn9U5+BYcDzn8F+/6hZVDzCIRpj8CUh8Ar6MJuVY0tvLY3l3cPFWCx2lkyJoInFyQzIryP51IoFJdBCYFiwGF32DlScYQvc7/km4JvMFlNBHsEszh+MUsTl5IalNo7IbQLDsL+ZzVhMHjAxNVaBrWA+Au71Da18vq+XN4+UICpxcbiUeE8mZ7MqEi/nrdPoegkSggAh9mMtNkQzs5gMGifzs79Nx6/4gIt9hb2FO/hy9wv2VO8B6vDSrxvPMuSlrEscRkR3hE9b0TlWW2k0cmPQNq1EBazfg0RYy/sUm9u5Y39+by5P4/GZhsLR4axJj2ZsdG96O9QKK6AEgKg/OmnqVv3wU/47XEVAAAgAElEQVQLdFFoLxDCYEB4eODk5YWTlydOnp7a+mU+nX19cfYPwDkwAENAAM6BgTi5qwlIPYWxxcg3Bd/wRe4XHK04ikAwNXwqtyTfwsLYhXi69PDQzoZSbaTRkTehtRGSFmiCkDDnwkgjo8XK2wfyeX1fHkaLlXnDQ1iTnsLE2ICetU2h6AAlBEDToW9pOXcWabMjbTak3QY2O9JuB7vtku02HGYLDrMZR1PTZT9xOK54LuHpqYlCQJtABOIcGIghNBSXiHBcwsMxhIdjCAnRBEjRJYobi9mcs5lNOZsoNhXjYfDghrgbWJ60nMnhk3s2QqqlXsuvfOglaKqEyIkw+9cwYinofozGZivvHCzgtb251JmtpKUEsyY9hSnxP025qVD0NEoIuhkpJbK5GYfZjL2hAXtdHfa6Omy1tdhr67DX1mKvr8PWtq6XyebmiytydsYQEqIJQ0Q4LmHhuESEY4iMxDU2DtfYGJw81GzWqyGl5PvK79mUs4mt+VsxWU1EekWyNGkpy5OWE+sb23MntzbDiQ/gwFqozYXAJJi1BsbeBS5ay7CpxcZ7hwr4555cappamZEYxJr0FGYkBV2lcoWi++hzIRBCxADvAOGAA/inlPJZIcRfgIeAKn3XP0kpt3RUV38Qgq4gpcTR0IC1vBxbeTnWsnKs5WXYyiu0bWVlWMvLkS0XZ+o0hIbiGhuLS1wsrnHxuMbG4hoXi0tMLM7eakLTpVhsFnYW7mRTziYOlh3EIR1MCJ3AyuSVLIpf1HNdRw47ZG7SRhqVHQfvMC18xeQHwV1zGlta7bz/bQGv7MmlqrGFqfGBrElPYVZykPJVKXqc/iAEEUCElPKYEMIHOAqsAFYBJinlXztb10AVgs4gpcReX4+1uARrUSGthYW0FuifhQXYq6ov2t85OBi3xETcUlJwS0nWPpOTcfZTo1UAKpoq+DLvSzZmbyTPmIeHwYPF8YtZmbKS8SHje+bhKyXk7dYEIXenlixn8oOaKPho4TSarXY++q6Il3blUN7QzMRYf9akpzB3WIgSBEWP0edC8JMTCfE58DwwCyUEncbR1ERrUZEuDgW05ufTmp1DS3Y2jqamC/sZQkIuiINrcjLuKSm4JqcM2RaElJITVSfYmL2Rr/K+wmwzE+8bz4rkFdySdEvPhbYoPQ77/wFnPgcnFxh/jzZBLSgJgBabnY+PFPPSrhxK6i2Mi/ZjTXoKC0aEKkFQdDv9SgiEEPHAHmA08FvgAaABOAL8TkpZd5ljHgYeBoiNjZ1UUFDQ43YOJKSU2MrKaMnOpiUrm5asLG09JwdpsWg7CYFrXBzuqam4j0rVPkeOxNl/aA1tNFvNbCvYxmdZn3Gs8hjOwpm0qDRWpKxgTvQcXJx6IG1lTY429PT4OnBYIXW5NtJIz57WanPw6bFiXtyVTVGthVGRvqxJT+GGkWE4OSlBUHQP/UYIhBDewG7g36WUG4QQYUA1IIH/i9Z99GBHdQzlFsG1Ih0OrCUlmjicO0vzmTM0nz6DtbT0wj4uUVEXi0NqKobgfpSovgfJN+azMXsjm3I2UWWpItA9kOVJy7k15Vbi/eK7/4SNFfDtS/Dd69DSoA09nf0bLYuaEFjtDjZ+X8ILO7PJrzEzItyHJxekcNPocCUIiuumXwiBEMIF+ALYKqX822XK44EvpJSjO6pHCcH1Y6uroyUzUxMGXRxa27WyDJEReI4fj8e4cXiMG4dbaipOroM3n6/NYWN/yX42ZG1gd/Fu7NLOlPAp3JZyGwvjFuLm3M2pK5uN2tDTgy9qQ0+jJmkthBFLwckJm93B5pOlPLcjm9yqJlJCvXliQTJLx0birARB0UX6XAiE1uH5NlArpfx1u+0RUsoyff03wDQp5V0d1aWEoGewm0y0ZGZiOXUay8kTWE6cwFZaBoBwccE9NRWP8ePw0AXCEBExKPuxq8xVfJ7zOZ+e/5RiUzF+bn4sS1zGbSm3kRyQ3L0nszbDiXVakLu6PAhK0eYijFkFBlfsDsmXP5TxXEYWWZUmEkO8eGJ+MreMi8Tg3INzJBSDkv4gBLOBvcAPaMNHAf4E3A2MR+saygceaROGK6GEoPewVlRiOXEcy4kTWI6foPnUqQvDWw0hIXhMmIDn5Ml4TpmM27Bhg2pynEM6OFx+mE/Of0JGYQY2h41xIeO4fdjtLIpf1L0RUR12OLNRG2lUfhJ8o2DGEzDxfnDzxuGQfH26nLUZWZwtbyQuyJPH5yezckIULkoQFJ2kz4WgO1FC0HdIq5Xmc+c1cTh+AsuxY1hLSgBw8vHBc+JEPKdMxnPyZNxHjUK49IDjtQ+oba5lc85mPjn/CfkN+Xi7eHNz4s3cMewOhgcO774TtaXT3Pt3KNgHHgEw7VGY+jB4BuJwSLZnVrB2RxanShqIDvDg8fnJ3DYxGleDEgRFx3SbEAghooG7gDQgErAAp4Avga+klFeOu9BNKCHoX1hLSzEfPYr5uyOYjxyhNTcXAOHhgcf4cVqLYfIUPMaPw8mtm/vaexkpJccqj/Hp+U/Zmr+VVkcr40LGccewO1gUvwh3QzfGmCo6DPv+Due2gIsXTHpAi3rqF4WUkp3nKnl2exYnio1E+rnz2PxkVk2Oxs0weFpliu6lW4RACPEmEIXm8D0CVALuwDBgPjAJ+KOUck93GH0llBD0b2zV1ZiPHsN8RBOGlrNnQUqEmxuekybiOWMGXtNn4J46ckB3JRlbjHye/Tkfn/+Y/IZ8fF19uSXpFu4YfgeJfondd6LKTK3L6IePQTjBuDs1x3JwClJK9mRV8+z28xwrrCfc151H5yZy19RY3F0G7r1V9AzdJQSjpZSnOih3BWKllNldM7NzKCEYWNgbGjAfOYr520M0HThIS1YWAE5+fnhNnYrnjOl4TZ+Ba0L8gHQ+Syk5UnGE9efWs71wOzaHjclhk1k1fBXpsem4OnfTaKv6Qm0uwrF3tExqI5dB2m8hcgJSSg7k1PDs9iwO59cS4uPGI3MSuXdaHB6uShAUGspHoOg32KqraTr0LU0HD2A+eOjCnAZDeDhe06fjNWsmXrNmYQgceBE6ayw1bMzeyMfnP6bEVEKAWwArUlZwx7A7iPGJ6Z6TmKq03MqHX4UWIyTO1wRBn4twKLeGtRlZHMipIdjblV+mJbJ6ehxeboar160Y1HSrEAghlqJN/ooDDIAApJSyV/LzKSEYPEgpsRYV0XTgIE2HDmE+dAh7fT0IgfuoUXilzcY7LQ2PsWMRhoHzIHNIBwdLD7L+3Hp2F+/GIR3MiprFncPvJC0qrXvSbTY36HMRXtDnIkzWBGHYTeDkxHf5tazNyGJvVjUBni78Mi2R+2fE4eM+OBz4imunu4UgG7gV+EH2QRNCCcHgRTocNJ/JpGnfXkx79mI5fhwcDpx8fPCaORPvOWl4zZ6NS1hYX5vaaSqaKvg061M+Of8JVZYqIr0iuWP4HaxMXkmQRzeEobY2w/H3tLkI9QUQMlKbizD6NnB24VhhHc9lZLHzXBV+Hi48OCuBB2bF4+ehBGGo0d1CsBNI740RQpdDCcHQwW400nTwEKZ9e2nauw9bRQUAbsOGaa2FuXPxnDhxQLQWrA4rOwt38tG5jzhcfhiDk4Eb427krhF3dU8kVLsNTm/QRhpVngH/WJi5BibcBy4enCyu57kd2XxzpgIfNwM/nxXPg7MT8PccvDPGFRfT3UIwBa1raDdwIXj+5cJG9ARKCIYmUkpazmdprYW9+zAfPQpWK06+vninpeE9fz7eabMHRAju3Ppc1p9fz+fZn2OymkgJSOGu4Xdxc+LNeLlcZ4RYhwOytsLev0HxYfAKgem/gim/AHc/TpcaeX5HNl+dKsfL1ZmfzYznl2mJBHopQRjsdLcQbANMXDxLGCnlv16PkZ1FCYECwG5qomn/fky7dmHavRt7bS04O+M5caImCvPm4ZaY0NdmdojZamZL3hY+OvcRZ2vP4uXixfKk5dw54s7rH4IqJRTs1wQhJwPc/GDqL2HaY+AdwtnyBp7fkc2XP5Th4eLM6ulx/DItkRCfgT3XQ3FlulsIjnSmsp5CCYHiUqTdTvMPP9C4cxemnTtpOX8eANe4OE0U5s/Hc1L/7UJqy5fw4bkP2Zq/FZvDxvSI6dw94m7mRs+9fudy6feaIGRuBoO7Frpi5pPgH0N2ZSPP78hm04lSXA1O3DstjkfmJBLq242T4xT9gu4Wgv8Edkgpt3WHcdeKEgLF1bCWlNC4axemXbsxHzqEtFpx9vfHe/58fG5YiNfMmTi5988HXbWlmg1ZG1h/bj0V5ooLzuXbUm4jwD3g+iqvOq8lyjn5kfZ9rD45LWQYuVUmXtiZw8bjJTg7Ce6eEsOj85KI8FM5swcL3S0EjYAXmn/Aiho+qujHOJqaMO3bT+P27Zh27cLR2Ijw8MB79mx8bliI99y5/dKvYHPY2FW0iw/OfsDh8sO4OrmyOGEx94y4h1HBo66v8vqidpPTmi+anFZQ08SLO3P49FgxTkJwx+RoHpuXRHRAD+V6VvQaakKZQoEWNK/p8GFMGRk0bs/AVlkJBgNeU6fgvXAhPunp/XJoanZdNh+e+5DNOZsx28yMCR7D3SPuZlH8ouubuWyq0hLlHH5Nm5yWtADSfg9xMymqs/DS7hw+PlKElHD7pGh+NS+Z2CAlCAOV7goxES+lzO+gXABRUsriLlnZSboqBHXlTZiNrQgnoS/gpK87OQmE0La1fXd2ccLg6ozB1QlnFep30CEdDppPnaLxm+00bt9Oa14eAB7jxuGzeDG+N96AS1RUH1t5MaZWE5tyNvHB2Q/Ib8gn0D2QVcNXccewOwj1DO16xc1GLWvaoRehqQpipkPa7yDlBkqNzby8O4cPvyvC7pCsGB/FEwuSSQgemvmvBzLdJQQfA07A58BRoAot6FwyWtC5dODPUspvusPoK9FVIdi97hyn9pR06ZzCSWBwdcLg4oTBRROHNpFwcXXG1dOAq4cBN48fP90u3eZpwN3bBYMKBtYvacnNpXHbNzRu20bzmTMAuI8Zg+/iRfjceCOuMd0UIqIbkFJysOwg6zLXsad4D87CmRvibuCekfcwLmRc1+ckWC3w/Xuw/1kwFkHYGK3LKHU5FSYrr+zO5f1vC7DaHSwfH8Xj85NJDvXu3otT9BjdGYY6FbgXmAVEAGYgE9gCfCKlbL5+czumq0JQX2Gmqb4Fh0MiHVL7lGjrdomU2va2MrvVgc3qwNZqx9babt3q0L9r260tdlotNlosNlrNNuy2jufZubg74+HjiqePC+7e2qeHj6u+aOuevq54+bvh5mkYkIHYBjqthYU0bttGw9ZtNP/wAwDuqan4LFqE76IbcY2P71sD21HUUMQH5z5gY9ZGGq2NpAalcu/Ie1kcv7jr3UZ2qxbtdO/foCYLApO03Mpj76TS4uC1vXm8e7CAZpudm8dE8OSCFIaH+3TvhSm6HeUj6EVsVjutFjstZqv2abFe+G4xWbE0tmJpvOTTZEU6fnrvDS5OeAW44e3v9uOnvzveAW54+bvhHeCGp48rQuWx7TFai0to3LaNxq1bsZw4AYDbiBH4LroR35tu6jeiYLaa+SL3C9ZlriPHmEOgeyC3pdzGncPvJMyri34Phx3OfgF7/vpj5rSZa2Di/dS0OvPavjzeOZBPU6udm0aH8+SCFFIje2XMiKIL9LkQCCFigHeAcLRJaP+UUj4rhAgEPgLi0VJVrpJS1nVUV38Xgq4gHZIWi+2CODQZW2iqb8FUr3021bVgqmuhydiCw37xb+RscMInyB3fYA98g93xDfLAN6Tt0wM3j/45dn4gYi0tpfGbb2j4eiuW778HwH3UKHyX3ITv4sX9wqcgpeTb8m9Zl7mOXUW7uqfb6ELmtL9pk9Q8g7TZylMfos7uwRv783hrfz6NLTZuSA1jzYIUxkT3v5FYQ53+IAQRQISU8pgQwgfNx7ACeAAtof1/CiH+CARIKf/QUV2DUQg6i3RILCYrprpmTSjqWmioaaah2qIvzbRabBcd4+Zp0EXCg4BwT/zDtCUgzBNXJRJdxlpWRsPXW2nYsuVC95HH+PH4LlmCz+JFuIReh/O2myhuLObDsx+yIWsDjdZGRgeN5t7Ue1kUtwgX5y4GnSs4CHv/G7K/ATdfmPoQTP8VRuHHmwfyeGNfHg3NNhaMCOXJBclMiL3OuQ+KbqPPheAnJxLic+B5fZknpSzTxWKXlLLDJLBDWQg6Q3OTlcaaZoxVFhpqNHForLZQX2WhsdpC+5/Y09f1gjC0iYN/mCe+IR44qe6mTtNaVETDV1/TsGWLlpFNCDwnT8b35iX43Hhjn+dWMFvNbMrZxPuZ75PfkE+wRzCrhq9i1bBVXY+AWnZCayGc+VybrTzpAZj5BA1uYbxzIJ/X9uVRb7YyZ1gIT6UnMylu4OWXGGx094SyDOC/pZRb2m37p5Ty4U4aEw/sAUYDhVJK/3ZldVLKn7xCCCEeBh4GiI2NnVRQUNCZUykuwW51YKyyUF9hpr7STF2FmfpyM/UVZpqbrBf2c3ZxIjDCi8BIbQmK9CYoygsvfzflvL4KLbm5NGz5ioYtW7T8zc7OeM2cid/Sm/FOX4izd98Nu2zLk/Be5nvsK9mHi5MLNyXcxH0j72Nk0MiuVXrRbGUB4+6C2b/B5B3HuwcLeHVvLrVNrcxKDmLNghSmJXZD6G1Fl+huIcgFitDCTPyrvu2YlHJiJ471Rota+u9Syg1CiPrOCEF7VIugZ2g2WTVxKG+itrSJmtImaktMNBlbL+zj6mEgqE0cojRxCI72UV1Ml0GLlnqehi+30PDll1hLShDu7vgsmI/v0mV4z56FcO27iJ95xjzWZa7j85zPsdgsTAydyH2p9zE/Zj4Gpy78nvWFWk6EY++AwwqjVsLs32IOHMH7hwp5ZU8u1aYWpiUE8lR6CjOSgtRLRS/T3UJwDJgKrAVigPuAnVcTAiGEC1ri+61tIauFEOdQXUP9muYmqyYMJSZdILTPFvOPvgjfEA9CYrwJifUhOMaHkBgfPH1VWOM2pJRYvj9Owxebafjqa+x1dTj5+eG7aBF+y5biMWkSwqlvJi02tDawMWsj686uo8RUQqRXJPeMvIeVKSvxde3CCKDGCm1i2nevQ2sjDFsMab+nOXwiHxwu5OXdOVQ0tDA5LoA16SmkpQQrQeglulsIvpdSTtDXHwB+h+bkje7gGAG8jeYY/nW77f8F1LRzFgdKKf+lo/MrIeh7pJQ01bdQXWyiushEdVEjVUWNNFT/OI3E08+VkBgfgnWBCI3zxTtAdS1Jq5WmAwcwfvEljRkZSLMZQ0QEfjcvwXfZMtyHd/ge1GPYHXZ2Fe/ivTPvcaTiCB4GD1Ykr+DekfcS5xt37RVa6rS8yode1NYT5kDa72iOns3HR4t5cVcOZcZmxsf481R6CvOGhwz5v42epruF4BEp5Svtvk8CHpdSPtjBMbOBvVycw+BPwLfAeiAWKATukFLWdnR+JQT9lxazleoiE1VFjRc+68qaLjioPX1dCY33JUxfQuJ8cPcauikTHWYzjTt20rB5M6b9+8Fmw234cPxuuQXfpUtxCeubkUeZNZm8l/keX+V9hc1hY070HO5LvY9p4dOu/WHdYoKjb2lB7kzlWm7lOb+nJfEGPj1Wygs7symptzAmyo816SksHBmqBKGH6Hejhq4HJQQDC1urneoSE5X5jVTmN1CR30B9hflCuX+YJ6HxPoTF+xIa70tItA/OLkMvtpOtro6Gr77C+PnnNJ84CU5OeE2fjt/yW/BZuBAnr953Mldbqll/bj0fnfuI2uZakv2TWZ26miUJS3A3XGMYb2szHH9fcyzXF0LoKEj7LdYRy/nseDkv7MqmoMbMyAhf1ixIZtGocDVyrZtRQqDoV7SYrVQWNFKR36CJQ14D5gbNKe1kEITG+hKe5EdEkh/hiX5Dzt/QkpdHw+bNGD/fpDmZPT3xWZiO3/LleE2fjnDu3XhVLfYWvsr7infPvMv5uvMEuAWwavgq7hpxF8EewddWmd0Gpz7Rhp5Wn4PARJj9G2yjV7HpVDXP78gmt7qJYWHePLkghSVjInBWgtAtKCFQ9GvafA4VeZoolOUYqSxswGHT/h79QjwuEobACK8hEVZDOhxYjh3D+PkmGr7+GkdjI4bQUHyXLsVvxXLchw3rXXuk5Lvy73g38112F+3G4GRgScISVqeuZnjgNfo2HA4tfMXev2pzEnyjYdYa7ONX80VmHc/tyCa70kRSiBdPLkhh6dgIDCoK8HWhhEAx4LBZ7VQVmijLqac8x0h5rhFLozbXwdXDQHiiL5Ep/kSmBBAa54OzYXA/JBwtLZh27sT4+SZMe/eCzYb7qFH4rViB79KbMQT07gzegoYC3jvz3oXhp9PCp7E6dTVp0Wk4iWv4LaSE7AxttnLhAfAKgRmP45j0IF9lmXluRxZnyxtJCPbi8fnJLB8fiYsShC6hhEAx4JFSYqyyUJ5jpCzXSFm2kbqyJkALzheW6EfUMH8ik/0JS/Qd1OG+bbW1NHzxBfUbN9JyJhNcXPCZNxe/lSvxTktDuPSeA97YYuTTrE95P/N9Ks2VxPvGc9/I+1iWtAxPl2tMYlNwQAtwl5MB7n4w7VEcUx5hW76VtRlZnClrICbQg8fnJXPrxGhcB7n4dzdKCBSDEktjK6XZ9ZSer6ckq56aEhNIzc8QFu9L1LAAIpP9CU/yw8VtcApD87lzGD/biHHzZuw1NTgHBuK3bCl+K1fiPmJEr9lhdVj5Jv8b3j3zLqdqTuHr6ssdw+7g7hF3X3v005JjWgvh7Bfg4gVTHkROf5yMYifW7sjiZLGRKH8PHpuXxB2To3EzDM7ftrtRQqAYEjQ3WSnLMVJ6vo7SrHqqikxIh8TJWRCW4Ev08ACiRwQSluA76LqSpNWKad8+jJ9txLRzJ9JqxW3ECPxXrsD3llt6retISsnxquO8e+ZdMgozcMKJxQmLuT/1/msPY1FxBvb9DU59Ck4uMHE1cuYadlV6sDYji+8L6wn3deexeUncOSUG90HcCuwOlBAohiStzTbKcoyUnKuj+GwdVUWNIMHg6kRksj9RIwKIGRFIcLT3oHI+2+rqaNiyBeNnG2k+dUrrOpo/H//bbsVr1iyEoXdCghQ3FvN+5vtsyNqA2WZmSvgUfpb6s2v3I9TkaMNOj38ASBh7J3LWr9lfH8izGef5Lr+OUB83HpmbxD1TY/FwVYJwOZQQKBRoLYbS8/UUn62l+FwddeXafAY3LwNRwwKIHh5ATGogfiEeg2ZSU/P58xg3fIZx0ybstbUYQkPxW7EC/1tX9lpSnYbWBjac38B7me9RYa4g3jee1amrWZa0DA+DR+crMhZrE9OOvg22Zhi1Ajn7txwyR7E2I4uDuTUEe7vy8JxE7p0Wh5ebioHVHiUECsVlaKpvofhcnbacrcVU2wKAb7A7MalBxI4MJGpEwKBI7iNbW2ncvRvjhs8w7dkDdjsekybhf+ut+C5e1CsT1qwOK9sLtvP26bc5XXMaPzc/Vg1bxd0j7ibEM6TzFZmq4NALcPg1PZ7RTTDn9xy2JvLcjiz2ZlUT6OXKL9MSuH9GPN5KEAAlBArFVZFSYqy0UJRZS+GZWkrO1WFtsSOcBOEJvsSkBhKTGkhonO+An/FqraykYdMm6j/dQGteHsLTE9/Fi/G//XY8Jozv8daQlJJjlcd45/Q77CzaibOTM0sSlnB/6v3XNh/hJ/GM5sKc33NUjOa5ndnsOleFv6cLv5iVwM9mxePrPnTDmYASAoXimrHbHVTkGik8U0vRmVoqCzX/gpungegRgcSOCiRuVBBe/m59bWqXaYuKavxsAw1fbsFhNuOamIj/7bfjt2J5ryTUKWwo5N0z716YjzAjYgY/G/UzZkbO7LwgtZjg6Jt6PKMKiJ4Kc37PCfepPLczm+2Zlfi4G3hwVgIPzkrAz3NoCoISAoXiOrGYWinOrKMws5ai0zUX8jQEx3gTNyqIuNFBhCX44jRAJzs5mppo+Ppr6j/+BMvx45qDecEC/G+/Ha+ZM3o8rIWxxcj6c+tZd3Yd1ZZqUgJSuD/1fpYkLMHVuZMhRqzN8P27Wl4EYyGEj4G033PKby7P7cxh6+kKvN0MPDAznl/MTiDAa2iFLlFCoFB0I1JKakubKDhVQ8GpGspyjEiHxM3TQGxqIHGjg4gdFYSHz8B80LRkZ1P/yacYN27EXl+PITIC/5W34n/rSlyionr03K32VrbkbeGdM++QVZdFsEcw94y4h1XDV+Hn5te5SuxWOLleG3pak83/3959B8d5HnYe/z676HXRFr13gA3sVaRIyYpiWc0UiyiRku6i5CLLJZm5ZDKTiy93mfElSi6JkziOHZqiKDbJlC3ZjmJZIimSYAFJkESvRF/U3QWwaNue+2OXPEomCRAEsLvA85nB7GLLu8/DF8QPT3mfh9g82PTH1MZ9he+fauFXFQaC/bXsXZfBf92USWyY77bqHoQKAqCt8jp9rS0IjUBoNAihQaPRgBBoNBrXYxoNQrie1/r74+fnj9Y/wHXf3x+/gAC0fv5oA/zR+rm+9wsIQKNR09UWsolRG+01Jlor+2mtMjI2ZAUB+vQI0hfFkLE4hrjUcJ+bouq0WrF89hnm995npLQUgNANG9Bt30741kdndYc1KSXnu87zdvXblHaVEuwXzDPZz7C3aC+pEalTrIADqn/mWuCupxJ06bDx2zQmPc33P2/no+tdBPpp2bMmjdc3Z6EPf8AVVX2MCgLgNz/+F65/8qvJXzgNfgGB+AcFERAcTEBgEP5BwQQEB7seCwq5/VxgSChBYeEEhYURFOq+DQsjKDQM/6D5M2VxIZNOSX+HxRUKlQN03xwCCaGRAaQviSVzcSwpBVH4+dhcd2tHJ4MnTmA+cQJ7dzfamMullo8AACAASURBVBh0zz2Lbvv2WZ+GWm+q52DVQX5585c4nA62pW1jX/E+lumXTe0AUkL9x67lKzovQ3gSrH+T5vTt/NPZLn5+rQs/jWD36jT+YHM2CZHzMxBUEAA26wQOmw3pdCKldN06nTidTpASp9OJlM7bjzvsduxWKw67DYfVit1ux2Gz4rDZsN++tWGfmMA6PoZtfAzr+DjWsVv3x9z3x7GOj2IdG0M6nfcsn0arJTA0jKCwcILDwgmJjCQkQkeITkdIRCQhkTrXV4SOkMhIgkLDPLa9oTJ1YxYrrZUDtNzop63aiG3cgZ+/hpTCaDIWx5CxJJbQSN/pmpAOByNnz2J67z0sJ0+Bw0HImjXodrxA+OOPo5nFVkLfaB9Hao9wrO4YQ9YhlsUt45XiV9iSugXtVFrlUkLzKdfyFS1nICQG1r1Ba9aL/PP5Xk5c7UQjBDtXpfIHW7JJ1j3ANQ4+wONBIITYDzwF9EopF7kf+y7we0Cf+2V/JqWc9E92Xx0jkFJimxhn3DLMuMXCuMXCxIiFMcswEyMW1+MjFsZHRhgbGmRsaJDRoUHGhoaQ8rcDRKPVEhwRSaguirDoGMKjYwiLiiEs+otfgSGhqqXhJRw2J50NJlpuuIJh2Oja2lOfHk7Gklgyl8YSkxzmM+fL1tPL4AcnML/3PrbOTrQ6netitR0vEJiVNWufO2ob5YPGD3in+h06LZ2khafxctHLPJPzzNQvUGu74GohNH4CgZGw5vfpzN/HP1008f6VdgC2r0jlD7dkkxr9gIvneSlvCIJHAAtw8EtBYJFSvvUgx/LVIJgup9PB+PAwo4NmRocGXbfu+yNmMyOmASzGAYZNRsaHh37r/f6BQYRFRxMeE0tEXDwRsXoi4vRExsUTodcTFhWDZo43OlH+/4DzzRv9tNzop6fF1YUUHhNE1tI4MpfFkpgd6ROzkKTTyUjpeczHjzP82WdgtxO8cgVRO3YQ/sQTaAJnp8XjcDr4tO1TDlQdoKK/Al2gjp35Ox9sw5yuclcLoeaj2wvcGYp/j38pG+ZYWTsOKXm+JJk3Hs0hI3bud4mbSR4PAnchMoBfqCCYPXarFYvJiGWgn2F3QNz6Gh7oY6i/jxHTF7eEFhoN4TFxRMa5AiIiTo8uPhFdQiK6hCSCwyN85i9UXzY6ZKWlop+b1/porzHhsDsJCvUnY0kMmUvjSC2Kxt8HxhXs/f2YP/jA1Upoa0MbGelqJezcMWutBCkl5b3lHKg6wKn2U/hr/Pla9tfYW7yXrMgpfmZvjWtQufJ99wJ3e+ld8gf8S/kERy61YXM4eXZZMm9szSE7LmxW6jHbvDkIXgGGgMvAH0spTZMdRwXBw7FbrQz19zHU18NQfy9Dfb0M9vbcfsxiMsIdPweBIaGuUIh3BYMuIZEo921IpE6FxCywjttprzbSfK2PlooBrGN2/Pw1pBZFk7UsjozFsQSFefdFUdLpZPTiRUzHjjP8m9+A3U7IqlXodu2c1bGEm4M3eaf6HT5s+pAJxwRbUrbwyqJXWK5fPrWf1S8vcLd0FwPL3uAHFXDoYisTdidfW5LEm1tzyI0Pn5U6zBZvDYJ4oB+QwP8CEqWUr93jva8DrwOkpaWtaG1tnbVyLnR2m42hvh5Mhi7M3QbMPe7bbgODfT1fGPAOCA4mOimF6ORU122K61YXn4h2jla4nO8cDidd9WZuXuuj+Xo/I+YJhEaQlKsjuySOrJI4rx9stvf3Yz7xAebjx7F1dKCNiiLy+eeI2rGDgPT0WflM47iRo7VHOVJ7BPOEmSWxS9hXvI9tadumNrBsbofSf4SrB8FhheLnMa14kx/WBnHwfAtjNge/uyiRb2zNoTAxYlbqMNO8Mgim+tyXqRaB5zjsdob6ejB3GzB1GzAZOjB2dmDs6sBiHLj9Oo1Wiy4hieikFGLc4RCTmk5Mcip+szirZL6TUtLXNkxzeR9N5X2Ye0ZBQGJWJFnuUIiI8d6ZLtLpZORcKebjxxj+7KRrxtG6tUTt3EX4tq2zsrPamH2MDxs/5O3qt2kfbic1PJW9RXunPrA83APn/wnK/h1sI1DwFIOrvsWPGiM5UNqCZcLOE8XxvLk1l0XJU7zgzUO8MgiEEIlSSoP7/neANVLKXZMdRwWBd5oYHcXU1cFAZzvGrg6Mne0MdHZg7u663YoQQoMuMYm41HRi0zKITU0nNi2dyPgEdVHeA5JSYjSMuELhap9rdzYgLi2c7OVxZJfo0cV772wXW08vgyd+iun4e9gNBrSxsei2f52oHTvwT0qa8c9zOB181v4ZByoPcKP/BrpAHbsKdrErfxcxwTGTH2DUCBf/1fU1Pgg5j2FZ/R1+1Kpn/7mbDI/beaxQz5tbc1maqpvx8s8EjweBEOIIsAWIBXqAv3B/vwxX11AL8Pu3guF+VBD4FofdhrnbQH97G/3tLfS3tdDf1oq5t/v2WIRfQCAxKWnEpqYTl56BPiOLuIwsgkJ9c1DOE8y9o+5Q6KW3dRiA6KRQspfryVmuJzrJO2e8SIcDy5kzmI8ew3L6NAhB2ObNRO3e5dpEZ4ZntN0aWP5J1U841X6KQG0gT2c/zb7ifaRHTKGbanwIyn7saiWMDkDGJkbWfpv9HWn8+FwLg2M2tuTH8ebWXFakz82ucFPl8SCYSSoI5gfb+DgDHW30tbuCob+9lf62FkYHzbdfE6mPJy49C31mFvqMbPSZWYRFxagB6kkMG8fd3Ue9GJoGQbpCIWeFnuzleqITvTMUbJ2dmI6/h/n993EMDOCfnIxu5050X38ev5gp/NX+gG4O3uTtqrf5qOkjbE4bW9O28krxK1O7Ytk64togp/QfYdgAySsZW/dHHOjL50dnb2IcsbIpN5ZvbstlVcbsr+I6FSoIFJ8xYjbR29J8+6uvpQmToev288ERkegzstBnZBGflUtCdi4RcXoVDvcwYp6gqbyPxis9PhMK0mpl+NNPMR05yuilS+DvT8RXvkLUrp0Er1w54+e6f6yfwzWHb1+xXKIv4dXiV9mcunnyLTVt43DtXddMI3MbxC9mYv13OGhezA/PtNJvsbIuK4ZvbstlbVa0R39OVRAoPs06Nkpfawu9LU23A2KgvRWH3Q5AcHgE8dm5JGTlEJ+dR0JWDmHRM/8XpK9zhUIvjVd+u6WQs0JPVIL3hcJEUxOmo8cY/NnPcA4PE5ibg27XLiKfeQZt2Mx2Hd66Yvlg1UG6RrrIjMxkX9E+nsp+ikDtJDOzHDaoeM91LcJAA8TmYV33Hd4dWcUPzrTSOzzB6oxovrktlw05nmnVqiBQ5h2H3UZ/WyvdTfV0NzXS01RPf0fb7YHpsKhodzi4Wg0JuflqzOEOdwuFmOQwclfpyVkRT2Scd80+co6NMfSrX2E6fITxqio0ISFEPPM0Ubt2E5SfN6OfZXfa+XXLrzlQdYAaYw0xQTHsKdwztaWwnQ6o/rlr+YreKojKwLbuWxyzbeSfP2/HMDjO8jQd39yWy+a8uDkNBBUEyoJgmxint+UmPU31dDc30t3UgKmr4/bz0cmpJObmk5RXQGJuATEpqWq2EmAxTdB0tZfGKz10N7uWKdFnRJC70hUKYVHedZ3CWEUFpsNHGPrlL5FWq2s5i927iXj88RldGltKycXuixyoPMC5rnME+wXz9dyvs7doL4lhifd/s9PpXvH0b6DrKkQkY1v3Jj+VW/n+5510msdYmhLJN7flsrVgbro2VRAoC9bE6AjdTQ0YGuowNNTS1VB3e02mgOBgErLzSMwtICmvgIScPEIivHsu+Gwb6h+j8YqrpdDXNgwCknJ05K7Uk1WiJyTCe64DsZtMDJ74ANPRo9ja211TUF/Y7pqCmjjJL+oHVGes40DVAT6++TESyZOZT/JK8SuT77EsJTR95mohtJVCaBz2NW/wc//f4R/OdNNmHKU4KYI3t+bylaL4Wd0PWwWBorhJKTH3GDDUu0LB0FBLX+vN211KUUkpJOcXkVxQRHJ+IbqEpAU7EG3uGaXhcg8NZT2YukcRGkFKvo7cVfFklegJDPaOq8ddF6qdw3T4CJZTp1xTULc+StTu3YSuf4C9j6fAYDHwTs07vF//PmP2MTYkb+C14tdYlbBq8s9pOQdn3nIFQ5AOx5r/xi+Cvsbfn+vjZv8IBQnhvLk1lycXJcxKIKggUJT7sI2P09PcSFdDLZ111XTV1TBucc3FD4nU3Q6GpPxC9BnZC275jFsrpTaU9dBwuYeh/nG0fhrSF8eQtyqe9MUx+Pl7RxebtaMT8/HjrimoRiMBmZlE7d5N5HPPog2fubWBBicGea/+PQ5VH2JgfICimCJeXfQqj6U9hp9mkp+PjiuuQKj7FQSE41z5X/g4Yjt/e26Apr4RcvVhfGNrDk8tSUI7g4GggkBRHoB0OjF2ddBZW01nbRWdddUM9vYA4BcYSGJOPskFRaQULiIprwD/wPm5o9XdSCnpbRmmvqybhsu9jA1ZCQjSkrVcT96qeJLzo2a1e2OqnFYrwx9/jOndw4xdv44ICSHy6a8R9eKLBOXN3ODyhGOCj5o+4u2qt2kZaiElLIV9xfumtoRFd4VrCeyqn4FfEM4Vr/KbqJ28dX6Q+h4LWbGhfGNrDk8vTcJvBpYjV0GgKA/JYhygs66GzroqOmuqXd1J0olG60dCTh6pRYtcwZBfSECQd824mS1Oh5POOjP1Zd00lfdhG3cQEhFAzko9easS0GeEe0W32lhlFabDh12DyxMThKxcSdSeFwl/7LEZW9/I4XRwqv0U+6v2c6PvBlGBUewu3M3u/N3ogiZZcqKvHs7+Hdw4DhotsuRlTsfu5nsXxqjtHiY9JoQ3Hs3huZJk/B8iEFQQKMoMmxgdobOumvaqCjpqKulpbkQ6nWi0WuKzckgpWkxq4SKS8osIDPHeNX9mit3qoLVygPqyHloq+nHaJZFxweStjidvdYJXrHvkGlw+genIUWwdHfjp9eh27EC34wX89foZ+YxbS1jsr9zP6Y7TBPsF81zOc+wt3ktyWPL932y86bowrfxdQCKX7ORcwl6+V2ajsnOIlKhg/vaFpazJmt41MioIFGWWWcdG6aqrob2mko7qSrqbGnA67AiNhoSsXFIXLSFt0VKS8gvxD/Cu6ZgzbWLURvO1Puov9dBRZwIJ8ZkR5K9JIGeFnuBwz848kg4Hls8/x3T4CCNnzoCfn+vK5Zf2EFxSMmOtmEZTIweqDvDLm79ESskTGU/w2qLXJp9pNNgBpd+HKwfAYUUWP09Zyqv8dbmG/7tz2bS3zlRBoChzzDYxTld9LR3VFbRV3qC7qR6nw4HW35+kvELSipeQumgpCdm583rw2WKaoKGsh7pL3Qx0WNBoBGnF0eStSSBzSSx+Ht51zdrSgunIEcwnPnBduVxUSPSel4j46u+iCZqZsZ/ukW4OVR/ivfr3GLWPsiFpA68uepXVCavvHzqWXtfidpd+fHsJbLb9D4ibJEjuQQWBoniYdWyUjtoq2ipv0F55g97WZpAS/6BgUgqLSSteQtriZcSlZSA03r9P8XQMdFqou9hN/aUeRswT+AdpyV6uJ391PEl5nh1kdo6MMPjRLzC9e4iJhka0Op3rmoRdu/BPnqRLZ4qGrEMcrzt+e6ZRcUzx7ZlG990sZ9QIF34AF38Iez+A5BXT+nwVBIriZcaGh2h3txbaKq/fvgI6OCKS9MXLSF9SQvqSZYRHT3ETdh/idEq66k3UXeqh6WovtnEHobpA8tfEk78m0aNLZkspGb1UhunQIYY//RSAsK2PEv3SS4SsWTMj3Ua3ZhodqDpA61ArqeGpvFL8Ck9nP02Q331aIdYRCJj+v40KAkXxcsPGftoqrtN6o5zWimu3l+OOSUm7HQwpRYvm3Ywku9XBzRv91F3spq3KiHRK9Onh5K9NIHdlvEfHE2xdXZiOHsP83ns4TCYCcrKJ3rOHyKefRhP68GHlcDo42X6S/ZX7qeivIDoomj2Fe9iZv3PyNY2mQQWBovgQKSX9bS203Cin9UY5nTVV2G1WNFo/kvILSF9cQuayFegzsuZVN9LokJWGsh5qLxjob3ePJyyKoWBtAhmLY9H6e6auzokJhn71H5gOHXIteBceju7554na8yIBaWkPfXwpJZd7LrO/cj9nO88S4hfC9rztvFz0MgmhCTNQAxcVBIriw+xWK5211bRWlNNyo5y+lmbA1Y2UsXQ5mctWkL6kZF6tkzTQaaHuQjd1l7oZHbQSGOJHzsp4CtYmEJ8Z4ZHrE6SUjF27hunQuwz953+Cw+HaTe3ll2ZsKYs6Yx0/qfoJH9/8GCEEX838Kq8uepVsXfZDH9vjQSCE2A88BfTesWdxNHAMyMC1VeUOKaVpsmOpIFAWutFBMy03ymm5doWW61cZGx4CIUjIyiFj2Uoyly0nISdvXqys6nRKOmqN1F3oprm8D7vNiS4+hIJ1CeSvSSAsyjNXddt6ejEfO4bp2DEcAwMEZGUR9dIedM88MyPdRp2WTg5WHeREwwnGHeNsSdnCa4tfo0RfMu1jekMQPAJYgIN3BMFfA0Yp5feEEH8KREkp/2SyY6kgUJT/z+l00NvcxM3rV2i5dhVDQx1SOgkKDSNtiasLKXPZCkJ13rV/7nRYx+w0Xu2l7kI3XQ1mEJBaGE3B2gQyl8Xh74GpqE6rleH/+A+M7xxivLISTVgYuq8/T9SLLxKQPoU9kCdhGjdxtPYoh2sPY54w89bmt3gi44lpHcvjQeAuRAbwizuCoA7YIqU0CCESgVNSykknyKogUJR7G7MM01ZxjZvu1sKIyQhAQnYumSWryCpZSXxWjs+PLQz2jVF3wUDt+W6GjeMEBGldXUfrEknImvuuIykl49evYzz0LkMffzzj3UajtlE+bPqQZ3Oevf/Movvw1iAwSyl1dzxvklLe9c8WIcTrwOsAaWlpK1pbW2etnIoyX7gWiGvm5tUymsvLMDTWg5SEROrIXLaSrOUrSV9SQmCI921ROVXSKelqMFN73kDj1V7sVieR+mAK1iWSvyaB8Oi57zr6rW6jnGyiX3rJNdvIg8uN+HwQ3Em1CBRlekaHBmm5fpXmq2W0XL/CxMgIGq2W5PwiMpevInvFaqKTUjxdzGmzjttputpH7XnD7a6jtMJoCtYnkrk0ds6XynZara7tNQ++w3h1NZqICHTbt7u6jVJm5iK1B+GtQaC6hhTFQ5wOB131NTSXX+Zm+WX621oAiEpMJmvFanJWrCEpvxCN1jcHnAf7xqi9YKD2vAGLcYLAED/yVsVTuCGJ2NSwOe06klIyVl6O8eA7DH/yCUhJ+LatRL38MiGrprChzQzx1iD4G2DgjsHiaCnlf5/sOCoIFGXmDfX10nT1Es1XLtFWeQOnw05QWDiZJSvJXrGajKUrfHIVVemUdNSZqCk10Fzeh8PuJCY5jML1ieStiSc4bG4vWLMZDJgOH8F8/DiOwUEC8/OJ3vsyEU89hSZwdhcj9HgQCCGOAFuAWKAH+AvgZ8BxIA1oA16QUhonO5YKAkWZXdaxUVpulNN0+SLN5ZcZHx5Co/UjpWgR2SvWkLNyDRFxM7Ns81waH7HReLmHmlIDva3DaLSCzCWxFKxPJK0oGs0MbP4yVc7xcQY/+gjTwXeYaGhAGxWFbtdOonbtxj9+dv5tPR4EM0kFgaLMHafTQVd9Lc1XLtF0+SJG95pIcRlZ5KxcS86qtcSlZ3rFBjQPYqDTQs15A/UXuxkbthEaGUDBukQKNyQSGTd3LR8pJaMXL2I8+A6WkydBqyXiySeJ3vsywYsXz+hnqSBQFGVGmAydNF2+SOPlC3TW1YCURMTpb4dCckGxT40rOOxOWisGqC7toq1yACkhOU9H4YYkskvi5nSZbGtrK8Z332XwpydwjowQXFJC9N6XCX/8ccQMLFWugkBRlBk3Omim6colGi9foPVGOQ6bjaCwcLKWryJn1VoylizHf4bW9J8LFtMEtRcM1JQaGOobIyD41gBzInFpc7ftpsNiYfDECYyH3sXW1oZfYiJRL+4m6oUX0Oom2fbyPlQQKIoyq6zjY7ReL6ex7DzNV8sYH7Hg5x9A+tLl5K5eR/aKNQSFhXm6mFMinZLOBjM157poKu/DYXMSkxJG0YZE8lYnEBQ6M/scT1oOhwPL6dMYD77D6IULiKAgUv7h7wnbvHlax1NBoCjKnHHY7XTWVtNYdp6GsvNYBvrRaLWkFi8hd/V6clat9ZklLyZGbdRfcg0w97UNo/XTkFUSR/HGJJLydHPWShivq8N06F3ivvNt/KKjp3UMFQSKoniEdDrpbm6g4dJ5Gi6ew9xtACFIzi90h8I6IvXxni7mlPS1D1Nztou6Sz1Yx+xExgVTtDGJ/LUJhEZ6/z7UKggURfE4KSUD7a2uULhUSl/rTQD0mdnkrdlA7poNRCfN/RW3D8puddB0tZfqc64rmDUaQcaSWAo3JJJWHOPRLTfvRwWBoihex9xtoKHM1VIwNNQBEJuWQd6aDeSt3UhMSqqHSzg5U/cINecM1F4wMDZsIywqkIL1iRSuTyQixrt2k1NBoCiKVxse6KfhUin1F87RWVcNUhKTkkbumg3kr91ATGq6V1+r4LA7abnRT/XZLtpqXNfFphVFU7wxmfQlMWjn8GK1e1FBoCiKz7AYB1wthQvn6KipQkonUUkp7pbCBq+/gG1oYIyaUgM15wyMmCcIiQigcH0iRRuTiIj1XCtBBYGiKD5pxGyisew89RfO0V5V4QqFxCTy1m4if/0mYr24peB0OGmrMlJ1tovWin6khNSiaIo3JpGxNHbOWwkqCBRF8XmjQ4M0XjpP3YWztFfeQEon0Ukp5K3bRP66jcSmPvyOYLPFYhqnptRA9dkuLKYJgiMCKFyXQOGGJHT6uVnSQgWBoijzyuigmYZLpdSdP0t7dcXtMYW8tRvJX7+JmGTvHGh2OiVtVQNUn+2ipWIA6ZSkFERRvCmZzKWxaP1mr5WggkBRlHlrxGyi/uI56s+fpaO2CqQkNi2D/LUbyd/wCFEJSZ4u4l2NmCeoKe2i+qyBYeO4u5XgGkuIjJv5sQQVBIqiLAgW4wD1F0upO3+GrrpqAOKzcilYv4m8dZuIiI3zcAl/261WQtUZ91gCkFoYTfGmJDKWzNxYggoCRVEWnKH+PurPn6G29Aw9zQ0AJBcUUbB+M3lrNxASOf0F3GaLxTRO9TkDNedcYwkhkXfMOHrI6xJUECiKsqCZuruoKz1D7bnTDHS0IYSGtMVLyV+/idxV671uQTynw0lrlZGqM520Vg4AkFYUw9pns4hLDZ/WMVUQKIqiuPW3tVBbeoa60s8x9xjQaP3ILFlJ4cbNZC1fhX+gdy2dPWwcp/psFzXnuvjqN5bOzyAQQrQAw4ADsE9WUBUEiqLMBCklPc2N1J47TV3p51hMRvyDgsldtZaCDZtJW7wM7QxsCDNTnA7nQ22n6QtBsFJK2T+V16sgUBRlpjmdDjprqqg5d5r6C2eZGBkhODyCvHWbKNywmaS8AoTG88tEPAwVBIqiKFNkt9louX6V2rOnaLpyCbt1gog4PQXrH6Fg4xbi0jI8XcRp8fYguAmYAAn8UEr5b3d5zevA6wBpaWkrWltb57aQiqIsSNaxURovX6T27ClabpQjnU7i0jIo2LiFwo1bCI+J9XQRp8zbgyBJStklhNADnwBvSik/v9frVYtAURRPGB0apO78GWrOnHQtmy0EqUWLKdy4hdw16wkK9a6ZR1/m1UHwhQII8V3AIqV8616vUUGgKIqnmbq7qD17mpqzJzEZutD6+5O9fDUFm7aQuWwlfv5zs6/xg/DaIBBChAIaKeWw+/4nwF9KKT++13tUECiK4i2klPQ0NVB99iS15z5nbGiQoNAw8tZupPCRR0nOL/Ka1VG9OQiygA/c3/oBh6WUf3W/96ggUBTFGzkdDlorrlFz5iQNZeexT0wQqY+ncNOjFG16lKhEz27D6bVBMB0qCBRF8XbW8TEaL52n6vPPaKu8DlKSmJtP0aat5K/fRHB4xJyXSQWBoiiKhwwb+6k9e5rqMyfpb2u5fSVz0SOPkrV89ZyNJ6ggUBRF8QK9Lc1UnzlJ7bnTjJiMBIaGkr9uE0WPbHNdtDaL4wkqCBRFUbyI0+mgreI61WdO0nCpFPvEBFGJSRRt2krRI1uJiNPP+GeqIFAURfFS1rFR6i+WUn36U9dua0Bq0WKKNm8jb816AoJnZitLFQSKoig+YKivl+rPP6P6zGeYDF34BQaSu3o9xY9sI3XRYjQa7bSPrYJAURTFh0gpMTTUUnX6U+rOn2FiZISwmFie/MPvkLZo6bSOOdUg8J71VhVFURYwIQRJeYUk5RXy6L7XabpyierPPyVSnzDrn62CQFEUxcv4BQSQv24j+es2zsnn+fZi24qiKMpDU0GgKIqywKkgUBRFWeBUECiKoixwKggURVEWOBUEiqIoC5wKAkVRlAVOBYGiKMoC5xNLTAgh+oDWab49FuifweJ4g/lWp/lWH5h/dZpv9YH5V6e71SddShk32Rt9IggehhDi8lTW2vAl861O860+MP/qNN/qA/OvTg9TH9U1pCiKssCpIFAURVngFkIQ/JunCzAL5lud5lt9YP7Vab7VB+ZfnaZdn3k/RqAoiqLc30JoESiKoij3oYJAURRlgZvXQSCE+B0hRJ0QolEI8aeeLs/DEkK0CCEqhBDXhBA+uXenEGK/EKJXCFF5x2PRQohPhBAN7tsoT5bxQdyjPt8VQnS6z9M1IcTverKMD0oIkSqEOCmEqBFCVAkhvuV+3CfP033q47PnSQgRJIS4JIS47q7T/3Q/nimEuOg+R8eEEAFTOt58HSMQQmiBeuBxoAMoA3ZLKas9WrCHIIRoAVZKKX32IhghxCOABTgopVzkfuyvAaOU8nvuwI6SUv6JJ8s5Vfeoz3cBI1lmnwAABFZJREFUi5TyLU+WbbqEEIlAopTyqhAiHLgCPAu8gg+ep/vUZwc+ep6EEAIIlVJahBD+wFngW8AfASeklEeFEP8KXJdS/mCy483nFsFqoFFK2SyltAJHgWc8XKYFT0r5OWD80sPPAG+777+N6z+pT7hHfXyalNIgpbzqvj8M1ADJ+Oh5uk99fJZ0sbi/9Xd/SWAr8L778Smfo/kcBMlA+x3fd+DjJx/Xif61EOKKEOJ1TxdmBsVLKQ3g+k8L6D1cnpnwDSHEDXfXkU90odyNECIDKAEuMg/O05fqAz58noQQWiHENaAX+ARoAsxSSrv7JVP+nTefg0Dc5TFf7wfbIKVcDjwJvOHullC8zw+AbGAZYAD+1rPFmR4hRBjwU+DbUsohT5fnYd2lPj59nqSUDinlMiAFVw9I4d1eNpVjzecg6ABS7/g+BejyUFlmhJSyy33bC3yA6+TPBz3uftxb/bm9Hi7PQ5FS9rj/kzqBH+GD58nd7/xT4F0p5Qn3wz57nu5Wn/lwngCklGbgFLAW0Akh/NxPTfl33nwOgjIg1z2KHgDsAj70cJmmTQgR6h7oQggRCnwFqLz/u3zGh8A+9/19wM89WJaHduuXpdtz+Nh5cg9E/jtQI6X8uzue8snzdK/6+PJ5EkLECSF07vvBwGO4xj5OAtvdL5vyOZq3s4YA3NPB/h7QAvullH/l4SJNmxAiC1crAMAPOOyL9RFCHAG24Foytwf4C+BnwHEgDWgDXpBS+sQA7D3qswVXd4MEWoDfv9W37guEEBuBM0AF4HQ//Ge4+tV97jzdpz678dHzJIRYgmswWIvrD/rjUsq/dP+eOApEA+XAS1LKiUmPN5+DQFEURZncfO4aUhRFUaZABYGiKMoCp4JAURRlgVNBoCiKssCpIFAURVngVBAoygMSQgQLIU67Fzac6nu+IYR4dTbLpSjTpaaPKsoDEkK8AfhJKf/hAd4TApyTUpbMXskUZXpUi0BR3IQQq9wLkAW5r+SuEkIsustL9+C+YlMIscXdOjguhKgXQnxPCLHHvVZ8hRAiG0BKOQq0CCF8chkDZX7zm/wlirIwSCnLhBAfAv8bCAYOSSm/sOyAe7mSLCllyx0PL8W14JcRaAZ+LKVc7d4A5U3g2+7XXQY2AZdmtSKK8oBUECjKF/0lrnWqxoFv3uX5WMD8pcfKbi1NIIRoAn7tfrwCePSO1/UCBTNaWkWZAaprSFG+KBoIA8KBoLs8P3aXx+9cy8V5x/dOvvjHVpD7/YriVVQQKMoX/Rvw58C7wP/58pNSShOgFULcLSQmk4cPrXCpLBwqCBTFTQixF7BLKQ8D3wNWCSG23uWlvwY2TuMjNgC/eYgiKsqsUNNHFeUBCSFKgD+SUr48m+9RlLmiWgSK8oCklOXAyQe5oAzXIPOfz1KRFOWhqBaBoijKAqdaBIqiKAucCgJFUZQFTgWBoijKAqeCQFEUZYFTQaAoirLA/T9pLM1AlPcR/QAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -410,9 +397,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -442,22 +427,26 @@ }, { "data": { - "image/png": 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574cAwDn3OQCvAHDFOdfqvb+iKQWqgyyV7O7TzzuW+JzrdAK4pKmNmuVQb31F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4vwyT7f9fDD2XV4LCaKKC7xTJXrM8HCBNw1dyz2fCMDzi9L8yVFs3NzuNzXly2T47E9K/o7Y1xv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\nQmCC\n", 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nQYMGuopKRBJOXVgp5siRI7z//vtkZGTw3nvv0bhxY7p27UqrVq0oW7Zs1PFE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\niIgUiAqIiIgUiAqIiIgUyP8HTJfNQPWrIhgAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -517,23 +506,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.6" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..2a3379f --- /dev/null +++ b/requirements.txt @@ -0,0 +1,4 @@ +jupyter +dask +holoviews +pytest diff --git a/run-all-tests.sh b/run-all-tests.sh deleted file mode 100755 index 73c498e..0000000 --- a/run-all-tests.sh +++ /dev/null @@ -1,5 +0,0 @@ -#! /bin/bash - -EXCLUDES="--exclude=*intro* --exclude=*flow_direction*" - -./run_notebook.py find . | ./run_notebook.py run --file=- $EXCLUDES diff --git a/run_notebook.py b/run_notebook.py deleted file mode 100755 index d1f6b8e..0000000 --- a/run_notebook.py +++ /dev/null @@ -1,199 +0,0 @@ -#! /usr/bin/env python -from __future__ import print_function - -import os -import sys -import argparse -import tempfile -import subprocess -import re -from fnmatch import fnmatch - -from six.moves import shlex_quote - -from scripting.unix import system, check_output -from scripting.contexts import cd -from scripting.prompting import success, error, status - - -def convert_notebook(notebook): - script = check_output(['jupyter', 'nbconvert', '--to', 'python', - '--stdout', notebook]) - - p = re.compile(b"^get_ipython\(\)\.magic\(u?'matplotlib (?P\w+)'\)", - re.MULTILINE) - script = p.sub(b"# get_ipython().magic(u'matplotlib auto')", script) - p = re.compile(b"(?P^get_ipython\(\)\.magic\(u'pinfo[\w\s]+'\))", - re.MULTILINE) - script = p.sub(b"# \\1", script) - - return script - - -def run_notebook(notebook): - with cd(os.path.dirname(notebook) or '.'): - script = convert_notebook(os.path.basename(notebook)) - _, script_file = tempfile.mkstemp(prefix='.', suffix='.py', dir='.') - with open(script_file, 'wb') as fp: - fp.write(script) - try: - subprocess.check_call(['ipython', script_file]) - except Exception: - raise - finally: - os.remove(script_file) - - -def print_summary(summary): - print('-' * 70) - for notebook, result in summary: - if result is None: - status('SKIP: ' + notebook) - elif result: - success(notebook) - else: - error(notebook) - print('-' * 70) - - -def print_success_or_failure(summary): - failures = [name for name, result in summary if result is False] - passes = [name for name, result in summary if result is True] - - if failures: - print('FAILED (failures={nfails})'.format(nfails=len(failures))) - else: - print('OK Ran {ntests} tests'.format(ntests=len(passes))) - - return len(failures) - - -def check_notebook(notebook, dry_run=False): - try: - dry_run or run_notebook(notebook) - except subprocess.CalledProcessError: - return False - else: - return True - - -def match_by_pattern(strings, patterns): - """Match strings by patterns. - - Parameters - ---------- - strings : iterable of str - Collection of strings. - patterns : iterable of str - List of glob-style patterns to remove. - - Returns - ------- - list of str - All strings that match any of the patterns. - """ - def string_matches_one_of(string, patterns): - for pattern in patterns: - if fnmatch(string, pattern): - return True - return False - - matches = [] - for string in strings: - if string_matches_one_of(string, patterns): - matches.append(string) - - return matches - - -def read_notebooks_from_file(file_like): - if file_like: - return [nb.strip() for nb in file_like if nb.strip()] - else: - return [] - - -def find_notebooks(base): - """Find Jupyter notebooks. - - Parameters - ---------- - base : str - Path to search for notebooks under. - - Returns - ------- - list of str - Paths to discovered notebooks. - """ - notebooks = [] - for root, dirs, files in os.walk(base, topdown=True): - for dir in dirs: - if dir.startswith('.'): - dirs.remove(dir) - for fname in files: - file_path = os.path.join(root, fname) - if file_path.endswith('.ipynb'): - notebooks.append(file_path) - return notebooks - - -def find_command(args): - notebooks = find_notebooks(args.path) - - if args.sort: - notebooks.sort() - - print(os.linesep.join([nb for nb in notebooks])) - - -def run_command(args): - notebooks = read_notebooks_from_file(args.file) + args.notebook - - excluded = match_by_pattern(notebooks, args.exclude) - - summary = [] - for notebook in notebooks: - if notebook in excluded: - result = notebook, None - else: - result = notebook, check_notebook(notebook, dry_run=args.dry_run) - print_summary([result]) - summary.append(result) - - print_summary(summary) - return print_success_or_failure(summary) - - -def main(): - import argparse - parser = argparse.ArgumentParser(description='Run Jupyter notebooks.') - - subparsers = parser.add_subparsers(title='subcommands', - description='valid subcommands', - help='additional help') - - parser_find = subparsers.add_parser('find', help='Find notebooks.') - parser_find.set_defaults(func=find_command) - parser_find.add_argument('path', help='Path to search for notebooks.') - parser_find.add_argument('--sort', action='store_true', - help='Sort notebooks alphabetically.') - - parser_run = subparsers.add_parser('run', help='Run notebooks.') - parser_run.set_defaults(func=run_command) - parser_run.add_argument('notebook', type=str, nargs='*', default=[], - help='Notebook to test.') - parser_run.add_argument('-e', '--exclude', metavar='PATTERN', type=str, - action='append', default=[], - help='Notebooks to exclude.') - parser_run.add_argument('--dry-run', action='store_true', - help='Find notebooks but do not do anything') - parser_run.add_argument('-f', '--file', type=argparse.FileType('r'), - help='Read notebooks from a file.') - - args = parser.parse_args() - args.func(args) - - -if __name__ == '__main__': - sys.exit(main()) diff --git a/test_notebooks.py b/test_notebooks.py new file mode 100644 index 0000000..074e6d4 --- /dev/null +++ b/test_notebooks.py @@ -0,0 +1,66 @@ +import os +import subprocess +import tempfile + +import nbformat + +_TEST_DIR = os.path.abspath(os.path.dirname(__file__)) +_EXCLUDE = ["Python_intro.ipynb", "animate-landlab-output.ipynb"] + + +def all_notebooks(path="."): + notebooks = [] + for root, dirs, files in os.walk(path): + if ".ipynb_checkpoints" in root: + continue + for file in files: + if file.endswith(".ipynb") and (file not in _EXCLUDE): + notebooks.append(os.path.join(root, file)) + return notebooks + + +def pytest_generate_tests(metafunc): + if "notebook" in metafunc.fixturenames: + metafunc.parametrize("notebook", all_notebooks(_TEST_DIR)) + + +def _notebook_run(path): + """Execute a notebook via nbconvert and collect output. + :returns (parsed nb object, execution errors) + """ + _, notebook = os.path.split(path) + base, ext = os.path.splitext(notebook) + + with tempfile.NamedTemporaryFile("w", suffix=".ipynb") as fp: + args = [ + "jupyter", + "nbconvert", + "--to", + "notebook", + "--execute", + "--ExecutePreprocessor.kernel_name=python", + "--ExecutePreprocessor.timeout=None", + "--output", + fp.name, + "--output-dir=.", + path, + ] + subprocess.check_call(args) + + nb = nbformat.read(fp.name, nbformat.current_nbformat, encoding="UTF-8") + + errors = [ + output + for cell in nb.cells + if "outputs" in cell + for output in cell["outputs"] + if output.output_type == "error" + ] + + return nb, errors + + +def test_notebook(tmpdir, notebook): + with tmpdir.as_cwd(): + nb, errors = _notebook_run(notebook) + assert not errors diff --git a/transport-length_hillslope_diffuser/TLHDiff_tutorial.ipynb b/transport-length_hillslope_diffuser/TLHDiff_tutorial.ipynb index 509e500..d14809a 100644 --- a/transport-length_hillslope_diffuser/TLHDiff_tutorial.ipynb +++ b/transport-length_hillslope_diffuser/TLHDiff_tutorial.ipynb @@ -1,4 +1,4 @@ -release{ +{ "cells": [ { "cell_type": "markdown", @@ -134,10 +134,8 @@ release{ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 1, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -160,10 +158,8 @@ release{ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "mg = RasterModelGrid((100, 100), 10.) # raster grid with 100 rows, 100 columns and dx=10m\n", @@ -182,10 +178,8 @@ release{ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ "total_t = 2000000. # total run time (yr)\n", @@ -207,10 +201,8 @@ release{ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 4, + "metadata": {}, "outputs": [], "source": [ "fdir = FlowDirectorSteepest(mg)\n", @@ -226,9 +218,58 @@ release{ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0\n", + "100000.0\n", + "200000.0\n", + "300000.0\n", + "400000.0\n", + "500000.0\n", + "600000.0\n", + "700000.0\n", + "800000.0\n", + "900000.0\n", + "1000000.0\n", + "1100000.0\n", + "1200000.0\n", + "1300000.0\n", + "1400000.0\n", + "1500000.0\n", + "1600000.0\n", + "1700000.0\n", + "1800000.0\n", + "1900000.0\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0,0.5,'z (m)')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "for t in range(nt):\n", " fdir.run_one_step()\n", @@ -261,9 +302,22 @@ release{ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "figure('final topography')\n", "im = imshow_grid(mg, 'topographic__elevation', grid_units = ['m','m'], var_name='Elevation (m)')" @@ -291,9 +345,44 @@ release{ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0,0.5,'z (m)')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Create grid and topographic elevation field:\n", "mg2 = RasterModelGrid((100, 100), 10.)\n", @@ -329,10 +418,8 @@ release{ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 8, + "metadata": {}, "outputs": [], "source": [ "total_t = 1000000. # total run time (yr)\n", @@ -349,10 +436,8 @@ release{ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 9, + "metadata": {}, "outputs": [], "source": [ "fdir = FlowDirectorSteepest(mg2)\n", @@ -368,9 +453,38 @@ release{ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0\n", + "100000.0\n", + "200000.0\n", + "300000.0\n", + "400000.0\n", + "500000.0\n", + "600000.0\n", + "700000.0\n", + "800000.0\n", + "900000.0\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "for t in range(nt):\n", " fdir.run_one_step()\n", @@ -395,9 +509,38 @@ release{ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0\n", + "100000.0\n", + "200000.0\n", + "300000.0\n", + "400000.0\n", + "500000.0\n", + "600000.0\n", + "700000.0\n", + "800000.0\n", + "900000.0\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Import Linear diffuser:\n", "from landlab.components import LinearDiffuser\n", @@ -436,9 +579,9 @@ release{ ], "metadata": { "kernelspec": { - "display_name": "Python [conda root]", + "display_name": "Python 3", "language": "python", - "name": "conda-root-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -450,7 +593,7 @@ release{ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.4" + "version": "3.6.6" } }, "nbformat": 4,