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@angus-g
Created July 27, 2016 00:47
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# The Case against Overflow\n",
"\n",
"We're against the inclusion of the overflow testcase in the suite presented for the analysis of spurious mixing in models, for a few reasons:\n",
"\n",
"- The slope is very steep, so the model has a very hard time actually resolving a current down the slope\n",
"- The flow can hit the end wall during the simulation, which affects the results\n",
"- The choice of averaging window for RPE change doesn't appear to include any slope flow, but does include end effects"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import lib\n",
"from netCDF4 import Dataset"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# globally increase figure size\n",
"matplotlib.rcParams['figure.figsize'] = (12.0, 8.0)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"nu_h = ['0.01', '0.1', '1', '10', '100', '1000']\n",
"# static list of grid Reynolds numbers (using theoretical front velocity)\n",
"gridRe = 1.57 * 1e3 / np.array(list(map(float, nu_h)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Petersen Setup\n",
"\n",
"Let's first take a look at the normalised RPE evolution. PLM is plotted with solid lines, PPM in dashed. Curiously, at some values of KH the magnitude of RPE is higher when using PPM!"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"rpe_p = [lib.rpe_norm('/scratch/mizuchi1/angus/spurious/flow_downslope/flow_downslope_KH{}/prog.nc'.format(nu),\n",
" step=1) for nu in nu_h]\n",
"rpe_pp = [lib.rpe_norm('/scratch/mizuchi1/angus/spurious/flow_downslope/flow_downslope_PPM_KH{}/prog.nc'.format(nu),\n",
" step=1) for nu in nu_h]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f018ed84fd0>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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r9nLq+g24/H4UrULGYxl0ndmVDeM3oLVqyf4ym4SLE8gfms+eN/fQUT8wHWotDYZ44uPP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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f018ed629e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for nu, (t, r) in zip(nu_h, rpe_p):\n",
" plt.plot(t, r, label=r'$\\nu_h = {}$'.format(nu))\n",
" \n",
"plt.gca().set_prop_cycle(None)\n",
"for t, r in rpe_pp:\n",
" plt.plot(t, r, '--')\n",
" \n",
"plt.ticklabel_format(style='sci', axis='y', scilimits=(0,0))\n",
"plt.grid()\n",
"plt.legend(loc='lower left')\n",
"plt.xlabel('time, hours')\n",
"plt.ylabel('(RPE - RPE(0)) / RPE(0)')"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"drpe_p = np.array([lib.drpe_dt('/scratch/mizuchi1/angus/spurious/flow_downslope/flow_downslope_KH{}/prog.nc'.format(nu))\n",
" for nu in nu_h])\n",
"drpe_pp = np.array([lib.drpe_dt('/scratch/mizuchi1/angus/spurious/flow_downslope/flow_downslope_PPM_KH{}/prog.nc'.format(nu))\n",
" for nu in nu_h])\n",
"\n",
"drpe_p_mean = np.mean(drpe_p[:,25:74], axis=1)\n",
"drpe_pp_mean = np.mean(drpe_pp[:,25:74], axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## dRPE/dt\n",
"\n",
"Now we can look at the mean rate of change of RPE for each case. This plot is a little hard to decipher. The green points are using PLM, and magenta are PPM. Circles use the mean of dRPE/dt from 13-37 hours (discussed below), and triangles are from 0-13 hours (hopefully just capturing overflow dynamics). There's no consistent advantage to PPM over PLM here."
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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dTnCQJY5s11pPXoM1rYjLCQLAgVu4DvRtd96WIw47wnWgYT/W/DreLdB4AwCw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\ngP8fudhJYaH2QhcAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f018f03dfd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.loglog(gridRe, drpe_p_mean, 'go')\n",
"plt.loglog(gridRe, drpe_pp_mean, 'mo')\n",
"plt.loglog(gridRe, drpe_p[:,:25].mean(axis=1), 'g^')\n",
"plt.loglog(gridRe, drpe_pp[:,:25].mean(axis=1), 'm^')\n",
"plt.xlabel('grid Reynolds number')\n",
"plt.ylabel('dRPE/dt [W/m2]')\n",
"plt.grid(which='both', axis='y')\n",
"plt.grid(axis='x')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Snapshots\n",
"\n",
"Now let's take a look at some snapshots of the model state during the simulation. First we'll look at the snapshots taken at 3 hours and 6 hours, which show the actual progression of the overflow. We're looking at PLM on the top row, PPM on the bottom -- the differences seem minimal."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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A5Sml2/JjLgc2pZS+V3PM1hL9j6Sn/Pit37PdP+PDRDMks2bNKjuElnJP2QG0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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0187ca2d68>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"t = 5 # 3-hour snapshot\n",
"\n",
"for i, e in enumerate(['KH0.01', 'KH1000', 'PPM_KH0.01', 'PPM_KH1000']):\n",
" d = Dataset('/scratch/mizuchi1/angus/spurious/flow_downslope/flow_downslope_{}/prog.nc'.format(e), 'r')\n",
" x = d.variables['xh'][:]\n",
" y = d.variables['e'][t, ...].mean(axis=1)\n",
" z = d.variables['T_postale'][t, ...].mean(axis=1)\n",
" d.close()\n",
" \n",
" plt.subplot(2, 2, i+1)\n",
" plt.pcolor(x, y, z)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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n9wpWsgZIvu+sXy0G3gbdUmsqo88ez2EkxQzHNcAFIYSDQwhLgKUkYyPuAJaG\nEJ4dQjgYuAD4TvqcHwGvS8tvKtRPWd8Og/69IUljZb8tSSUb69J/vxdC2AScAnw3hPA9gBjj/cCV\nwP3AdcDbY6IfeCdwA/CfJJNxHkhf7v3Au0MID5FM+fviWNo2OfTBOSQHQ0+QzJaXqlpnu1J/be2e\np+q/Y/Z8M9bS5GS/XbI1cCOnM386zE+vTHbhalLSVDammCrG+G3g2w0e+yvgr+rUfx84uk79BuDk\nsbRn8hntxuiSVJ/9djliXE0ITpCUdCATmK1uZnLTRT6uuipLPfvAp2TZ6ezk3rw4oG+EAwYr1IwV\nHwV/2CRNerfCGp5Pd7qxTdf1ed9ZzG734Lhtaaow/mlRMa4mLIO+v7gkqfhUgxMLwXZxYuRAuUFv\n3ltTP54/CJ2MLDDvxF86kiaDYyB+nWt3nDsww6pCHmT34fVKaSoqa51tjYf1l9I5+5Jmt0KSNCwP\npIck5Qy220B/JVlTq+4km5nJUcxMV53TYD3tqt0kRyjLRJuNlqQD7b+1O9lL81XVi5131RxORpem\nBv+ft4msUz4gwJ1ZfQ7knXim3nbBVWtuD7MNxffuYvDLoXXHl0vSVLARODspDrYSif2kNDWY2W4j\nrdQhO+5Qkqol27ZLUjWD7RaWddzrZxzFCcCs9KgynYFdJouXJuemBx3VlyqL5dEOIxkvXkKVNCnd\nCT9e8kJ+vOSFnFC4+jgD6E6P4jAS+0FpcjPYliRpPH3J9bYl5Qy228CDPJdZ0w+cVNMJMC05sh0j\nO9NzFs5NjsFSJj3kw0EGdpwsqDfWW5I0hKWr2cASNrCEriOTjPYMDuy/6/W7kiYfr161uhev5jUv\ngXhBoPufk6qsc65AEmyTB9kDj8/JT6o6v6DeGHB/ICRpjNbfxL/whwD80Yn/RmVtUt1FMoSkVi95\n4qOV5uZIGh9mtiVJGidOkpRUy2C7HfzkY3B+9cSagaWk0muSXZXq9Vuz9beLai9b7k6P4RjqUudw\nJ1rWmww0nGy6l1oltY+b2cQiNrEIVuR9d+3wkWJf7pASafIy2G5x8T+S23DOJwY9r2saLJ5ZP3Bd\n/rrxacucQrnRurGSJPhVuKrZTZDUIhyi2zZ6WXhkUprz60J14RvcvDe57a6QZ7U7YO03Djg1fcX0\n/GG2YEeh7DrbkjS4X/3XsXBqnpwo9sEV8n60OFm9uOGYpMnBYLudpKnlrjTY7oGBCZJd02FGGmzP\nmU31wtrYYRmbAAAgAElEQVSpkV6iHK81uL00KmlKeiKw+8SDWTp9PwBbnswD6WJA7Vrb0uTmMBJJ\nkiSpJAbb7eSVyTGHwvjpbAfJaekkyUr6YGFnyUwn1Wu8Vk20HAdD7Ug5mgy3GR9J7WZgRZIrYE3H\nCrrnkRzk/fccYH56zC3UFdfiljQ5GGy3gRg/BEDH25+A5XBCJTmqVh2ZCZVKcjCbgc1uij127XjB\nbPb7aIaLjEeQ7ux7SZPaOriNk+E4koPqlUiKK0xl5eI5kiYHg+020v/jQ5rdhAFOkJQkSRqaV6ra\nSDwzuZ1zcnK79GcQ0wmSYXqy/B9QndHuqP8ld1agK52h0yhwrp3AwyD3R8ofPEmTWwWuujrJbC/7\nHACzaob2ZX3247vyum1Ur/wkqf2Z2W4jB839aLObIEkalj5gbbMbIakFmGBsR8cnNydsh70zk7+X\nZk57ms7s20wnTAIHLP2XjQOsVGB+mrpeR/U5jYzXUoCSNDX0cdPTq+B3knudl1c/2pnuh9C9K58H\nU5y43oNrbkuTgcF2mwn9wPL0TgX2T0ui6pnTeqAjrc8mRw6is6N6R8h6RhJcD/YLYTg/ZNk5/mKR\nNBnEuJoQLmXfEzNgRVLXdSTweHpCNpkdWLg3D7znb81fY0/h9ewbpfblMJI2ka1IIklqHz2zL2t2\nEyQ1mZntdrMNWJKW50F/ls6eTv5t1qyxXW9oSKWS1w82EXK06mxgKUlTzxc+xPqlnwdg6bTN1Z1j\nms3unM1AlnvO1nzSerbmNlRnuSW1FzPb7eYB4Knqqr5syZHs6CC5VFlnZ4SetKqzAgvnDv9tO4HF\nNffHyjHgkia9dbDsf2/iTk6EE4FzyPdH2MtAkA1Uje1bXKgez83HJE08E4/tKBuPvSwNtOuZX796\nVqG85fG8XC/wrR0juLFQHo9A2U0bJE16f30pX4tr8vs3Fx5bkN7OYSDoXjYTOvcm5Vm4p4E0GRhs\nt5G49s+TQrZ8yMzCgx1UX54sxOCdheqi0X75FcxKS9JQkkmS9/CTNM1xwYJv5w8WrzzOJtmzHeha\nAAs3JeXuJ/Os9vYJaK+kcjiMpM2E5Z/gnHO/2exmSJKG5VtcFhxxLU1lBtvt5JgIwHXXvia5XzvO\no4PqDHcdA2ttdyTjtjsr1eMBGw3tKHPIh8NJJE12N3IGnEmSwZ5LcmWyOz3mkgwlmQMcCd2LkmMx\nyYjA+dSdgiOpTfh/tx1lQXZxT99GPXGl8ZdcSR/o7stfshj4DjZUpItkLGHxfINmSapvHzPgOVB3\nms1M8omSC/LqxRtgd9o5357Wud621H7MbLeh8JbY7CY4aUeSJGkYxhRshxBeG0K4L4TQH0JYWah/\ndghhXwjhrvS4rPDYyhDCPSGEh0IIny3UHxZCuCGE8GAI4foQwuza91PqN/+c3O6F/UxjP9OSdEdx\n6b86OqlOgHd25DtJ9pJnsqu2dWfwyx/FrYUbvWcjXhaVJp79dnNsvmYp//Gsk+B4kuMQ8j0RsgmS\nc0ky24uSY84yWLwgObJRJpLaz1gz2/cCr6J6MaPM+hjjyvR4e6H+H4C3xhifCzw3hPCKtP79wI0x\nxqOBHwEfGGPbJjHnpUsaNfvtCRTj6mY3QVKTjSnYjjE+GGNcB4Q6Dx9QF0I4HJgVY8yGn30F+L20\nfB7w5bT85UK9CmJ8b36nD/bRxT66DtjopmqTm4IseQLJmO1KpXpJ7objuwepN0MttQ/77SbZCJtY\nlGSxZ5NPaO8g2TshmyyZTpLkSJLdgtPyQpLDDW6k9lPmmO3FIYRfhBB+HEL4nbRuIbC5cM7mtA5g\nfoxxG0CM8VHgmSW2ra3dF/+R/3zVUTAt6bw3sQieJO+4a/SRT6qZNzs5imZNrz5nJIbzvOKwlLEw\nqJdKZ79dit+Hi9fxdV4PLyM5ZpN3atkEydnAvMKxLD+WkxxzGHr4nqTWMmTsEkL4AdXJzwBE4EMx\nxmsbPG0rcGSM8TfpmMBvhxCOpX4mZVSz/S655JKB8qpVq1i1atVoXqYtHRfeDJxAvP6VzW6KpCFs\noHr31YnQiv32VO6z4d/S22Ob2gpJQyujzx4y2I4xvnykLxpj7AV+k5bvCiH8CnguSUZkUeHUI0g6\neIBHQwjzY4zb0suWgw5MLnbcU9M6mA4/51QAXt7/0/yh4rdak+nuzLLafdDZn9ZNg94n03LNuxTv\nd6e3u+ucJ6m+JemRqTdQery1Yr9tnw0PcnS+tF/tpbrp6W0H+TKA/Xl58ZHJ7cJf55PZe3EpQGm8\nldFnj+cwkoHsRwjhGSGEg9Lyc4ClwH+llxl3hxBOCiEE4ELgO+nTrgEuSstvKtSrrh5OfsnNfImL\n+BIXwS4aDqDOVhqpQH6psnjOIbDqOfndlYWH7iqUFxbK2dOLq5gMx0iHlBR/kRjgS+POfnsCZJMk\nH7rrBO4+bjl3H7c8+W0+Mz2mA+tIxm7PLhyLgBUkQ0lWJMdSkr92jiBPgEhqbWNd+u/3QgibgFOA\n74YQvpc+9BLgnhDC3cCVwNtijDvTx94OfBF4CFgXY/x+Wv8J4OUhhAeBM4CPj6Vtk1mMHxr317zp\nv/JyMcAuBt5bCuWJyqZ0kQfZIwnqJdVnv92ijmtQv3dCWyGpBGOabxZj/Dbw7Tr1VwNXN3jOL0hW\nGa2t30HSWWuYbn/mS5j3379O7tRGv9n9mTVB6sz0tkEHPljmubgO93CDbSc0Sq3FfruJHoBtK9Oh\n9NPXHriKFOSZ7qycnbM8uVm2BvrSbn8fybA+cDiJ1MrcQVKSpInwB5c2uwWSmsDEYzt7DPqfTmdA\nHg+k2Q4qJBNr6skm3jxeqJuWF2t/IIpZ7qEyJ9lzzbBIUj0f5HKWAnDWS26Cn6XV0wunTCcfjD2N\nvGNdkd6uheXphPae7bAjrXarM6l1GWy3tUtZfFB6BXcaVUFzPZ0UzmmwrXtnBSoNouViMN0F9NR7\nfUYXbI8kqJekdhPjakK4lF+Rbr5ZO1E96/g6SLZyJ7mNaT8dsuURjmNgGODyW2FjWt7DgX2ypNbg\nMJI2lU2S/EW4sSnvb6cuSSO3Jlzf7CZImmBmtieBDvqTYSRb6z9eNeGxmNkehuw0l92TpPGx5v5T\nuPW4FZyybk1SkS3dmupL++n+Cjw17WAAuo/cn1Sekp/XtReW3pqUd1C9YpSk1mFmW5IkSSqJme1J\nYA+z8s0RalVqisVdyup8+5UKdE7QoGmz5ZKmkmzcNuvh8WPn5n1wg9/Ee2Ycwj5mAND/rD0AHLas\nJ18OcAeckO6RsH07bEurnfcitRaD7TYW42rCu2Htu4E/o3pP0cLkx670duFshp5EWWfS5MBj6a0d\nuSSN1mo4D/4+vp1XnPZDACo3UzdZ0kcH+0mGkexhFgAdy/rprqRDSnYBG5Liyh/CurRzdmUSqbU4\njKTdfearzW6BJGnYXGtbmmrMbLe9XvjMV7n708t5/ry1Bz5c+IY7T6P+N16pzlYXT+lM71T6xveH\nxSEkkqauS9nIK9nU/SwAllQeqXtWP5WBYSRPpZcl+zs66F+6E4DDdvVAOoxkzi5YnE6WNLMttRYz\n25NCL//OOcm6rbM5YP3s7pnJwRKSiDk76qgUg3NgbSEKX1w4r4uJUVxi0ABdUruLcTUAa3/0fK7n\nFVzPK+AYYF56VKCyFTrSvncuj9NPB/voYh9d7ORQtrKArSxg73EHJauTnAKcBitJDkmtxWC7zcV4\nUamvv7wQfG8s1E/UOtvFoL53gt5Tkkp3euPhJHFeXt7OvIbnSWoPDiOZJH7CS+DETyV3fkj+zXZU\nZ6uHnCBZyTPIFfLndvaZWZakcfPx1TzIx5PydPIVRmbC/ukHnt6fdur7mTYwpOSRaQtYeuLm5IRp\nMD+dJN91qxuPSa3EzLYkSRPt/U6UlKYKM9uTQIwXEcInIZsfeTVVO0V2FrPZ2Tc+jXzNbUgXlSLJ\nhKfFYiZ7OD8o4z3Mwx9OSZNRtt72l/ZfBMArnnU9Jz/rNgAOe6R+TjpbAvCp9Bagnw46ntUPwLw5\n25j5sqcBmGVmW2opZrYnkR8f80J+fMwLkztPpUcWVE8nWZM1U0kfmwZ0wHySg0oyTrorPaWzo/7a\n26OdIDnI3ExJmlJ2TfsCu757OHuYRT8d9NPB7nkHs29GF/tmVPey2eP7mTZw7GHWwGTJh6YdDacB\np1VPZpfUfAbbk8jLwu9N2HuZNZEkSRqaScZJIsb38iJ+zIf4bX6+/GWwLn1gLvnOZJuABWl5OlWT\nJbsreX29iZCdDP3DMpYdJrPX7h3G+0hSu4txNWEG8EZYve9SpqUzJF/c8ZOBtbV76KIvXcs1uy0O\nI4F8eMlODuX4U5KxhEuB2yfg3yBpeIxrJpFbXvTSpHB2c9shSRqGnmyS5Cub2gxJ5TLYnkxuuTq5\n/QNgUVq3gPxb7gMOScsd1fWzZub1xZGC2dJ/rfCDMpbMuSS1qo27F3NP9/FAsonNArYCeTa7Vk+a\n+S7qo4MHu48C4Lee86uBnSUlNZ9jtieRGF+dFPrJd5OcRzKMZCbJkJJsUuTMwhP7oXNmchQnSHaR\nrrudrbWNa21L0njJdpPs+fPDuI7f5Tp+l310sY35bGM+OzmMJ5jFE8yin8rAWtuZPjrYwyz2MIud\nHMomFrGJRXCck9GlVmKwLUlSM33ONbelycxgexK69V0rBpb7e+yYQ/Is9wLyLHdxh7JsSEl6dE3P\nj8xIMtpmUyRpeJLs9rO55bqXcst1L+VfuJDHmcvjzKWHLp5Kd4zcRxf76KKHGQN1PcwYyGzvYRbb\nmMc25sFx+dVJSc1nXDTJxPhqbuUj7H1b8nfUV7iQdy+5LHnwGKo3tSkOfi5s796dDjHpeTK5nz18\nPHBveloXgy//lwXng210kz3m0BRJU95Hk5s7zzmRQ9kJwMncNvDwwewfKPenHXM/HQOrkzyRDiUB\n4HiYk567p9xWSxoGM9satnsLZdfZlqTxEeNFzW6CpBKZ2Z6ETuFuwvTdAJwfvwXnpJntp4DH6zyh\nwkAGe2BnSaDSR9VPyHhmoP3Bk6SCW5Jx22s/vZrF794AJCuTZDrSS5GVdC/JTDZpcg+z6Ej2AYYT\n810kHy631ZKGwcz2JBVjd7ObIEkapmxlEt7jZElpsjHBOMk9xNGwIr1zG7C38GClcDu9UM6W+ivs\nMFmb1a7U1BfHZjsGW5JG73uXJcu4zn/79oHx27PS0dc9hXHa/VQGxmnv5FAeYy4Aty5dwaq5awC4\nud7VTEkTymB7Eouxm+cD7Egr+siD7ZohIgPDSIqb3RRXLKkx2oC6GJwP9RoG7ZKmkhhXE8KlcEVy\n/5/5H8ne68ALzvwZAMdzLzPYN/CcbLLkTg4dCLwv4+2c8hd/DMCci/NfAZKaw2Ekk9zdnALdJIck\nqaUNDCf5icNJpMnCzPZUsCTChpCsr702rXuq5pxiNjvbXbKQCe9l8GX8RqpR1tpstqSpLv4HhADs\nBO5L6n6x+dTkduap+ezHRU9BX3pZcmMFnkyKD55yNH/xrg8D8OqLN3P5RDVcUl1jymyHED4ZQlgb\nQlgTQvhmCKG78NgHQgjr0sfPLNSfFUJ4IITwUAjhfYX6xSGEW0MID4YQvhZC8A+BcXLTTTclAbeG\nZUOzG9Bm/Lzai/1267vpppvyDLeGZB80Mn5eE2+sw0huAH4rxrgCWAd8ACCEcCxwPrAcOBu4LCQO\nAv4OeAXwW8AbQgjHpK/1CeBTMcajSf6ef8sY26bUTTfdlBTOjfBrkmMrSea6j3xXyZkkO01m5WkM\nTJjsY2TZ7ezcRpnq8cySj7eNzW5Am9nY7AZopOy3W1zWZ8cPQnw38J7vwaMkx38CV6XH56fB1yrJ\nsQbYnBxP9RxMHx300cGsQebeTBYbm92ANrOx2Q2YgsYUbMcYb4wxPp3evRU4Ii2/ErgixtgXY9xI\n0qGflB7rYowPxxh7SaaBnJc+52XAN9Pyl4FXjaVtauCnMTky00h+tR6ZHt0k27ovSO9PS44dJBvZ\nNNrMxuEfUnuw324/MZ5N/GB65yPXJsP79gKPAevT4878eHrXTOaznflsZ+OTzWmzpNx4TpD8I+C6\ntLwQ2FR4bEtaV1u/GVgYQpgL/KbwC2AzSbinstwS4Y408P6cQ0ykKcp+u43ED0KM5xIva3ZLJI3E\nkOPrQgg/gGxbqqQKiMCHYozXpud8COiNMX6tcE6tSP3gPqbn1z5n0AgwhHpvoUYuvdSZ7SNxc7Mb\n0Gb8vFpLK/bb9tkjM6Y++x9gzvg1pS3YB42Mn9fEGjLYjjG+fLDHQwhvAs4huZyY2QwsKtw/gmSU\ncCAZnFBVH2N8LIRwaAjhoDRLkp3fqE322pLUQKv12/bZkqaysa5GchbwXuCVMcbiYnLXABeEEA4O\nISwhWZb/duAOYGkI4dkhhIOBC4DvpM/5EfC6tPymQr0kaZzYb0vSxAoxjn68bghhHXAwkG0Ie2uM\n8e3pYx8gmZneC1wcY7whrT8L+BuSQP+LMcaPp/VLSCbeHAbcDbwxnYwjSRon9tuSNLHGFGxLkiRJ\naqyttmtvtLGCciGEjSGEX4YQ7g4h3J7WHRZCuCHdeOL6EMLsZrezmUIIXwwhbAsh3FOoa/gZhRD+\nNt3oY00IYUVzWt08DT6v1SGEzSGEu9LjrMJjdTdGmSpCCEeEEH4UQrg/hHBvCOFdaf2U/Bmz3x6a\n/fbg7LNHxj57ZCaiz26bYDsMvrGCck8Dq2KMz48xnpTWvR+4Md144kekm1hMYV8i+TkqqvsZhRDO\nBo6KMS4D3gZ8fiIb2iLqfV4An44xrkyP7wOEEJZTZ2OUiWtqS+gD3h1jPBZ4IfCOtK+acj9j9tvD\nZr89OPvskbHPHpnS++y2CbYZfGMF5QIHfq/nkWw4QXr7exPaohYTY/wp8Jua6trP6LxC/VfS590G\nzA4hzGcKafB5Qf2l4s6j/sYoU0aM8dEY45q0/ASwlmSljqn4M2a/PTz224Owzx4Z++yRmYg+u52C\n7bobKzSpLa0sAteHEO4IIbw1rZsfY9wGyQ8V8Mymta51zav5jOal9Y02+lDy1/+aEMLlhctrfl4F\nIYTFwAqSnRpr/x9OhZ8x++3hsd8eOfvskbPPHkJZfXY7BduNNlxQtRfFGE8kWUP3HSGEF+PnNBb+\n3NV3GclltBXAo8Cn0no/r1QI4RDgKpJVPZ6g8ecwmT+zyfxvG0/22+PHn7n67LOHUGaf3U7B9mbq\nbKzQpLa0rPSvL2KM/w18m+Ry0LbsEkcI4XBge/Na2LIafUaNNvqY0mKM/x3zpYz+ifyyo58XEEKo\nkHTa/xJjzNaenoo/Y/bbw2C/PSpT8f/TqNlnD67sPrudgu16Gytc0+Q2tZQQwoz0LzNCCDOBM4F7\nST6ni9LT3HgiUbvVdPEzuoj8M7oGuBAghHAKsDO7rDTFVH1eaceTeTVwX1putDHKVPN/gftjjH9T\nqJuKP2P220Ow3x42++yRsc8emXL77Bhj2xzAWcCDJAP439/s9rTaASwB1pBsLnFv9hkBc4Ab08/u\nB8ChzW5rkz+nfyP5K/Qp4NfAm0k25aj7GZGsprAe+CWwstntb5HP6yvAPenP27dJxrZl538g/bzW\nAmc2u/1N+LxOBfoL/xfvSvuuhv8PJ/PPmP32kJ+P/fbQn5F99tg/L/vsxp9X6X22m9pIkiRJJWmn\nYSSSJElSWzHYliRJkkpisC1JkiSVxGBbkiRJKonBtiRJklQSg21JkiSpJAbbkiRJUkkMtiVJkqSS\nGGxLkiRJJTHYliRJkkpisC1JkiSVxGBbkiRJKonBtiRJklQSg21JkiSpJAbbkiRJUkkMtiVJkqSS\nGGxLkiRJJTHYliRJkkpisC1JkiSVxGBbkiRJKonBtiRJklQSg21JkiSpJAbbkiRJUklKD7ZDCBtD\nCL8MIdwdQrg9rTsshHBDCOHBEML1IYTZhfP/NoSwLoSwJoSwouz2SZJy9tmSNL4mIrP9NLAqxvj8\nGONJad37gRtjjEcDPwI+ABBCOBs4Ksa4DHgb8PkJaJ8kKWefLUnjaCKC7VDnfc4DvpyWv5zez+q/\nAhBjvA2YHUKYPwFtlCQl7LMlaRxNRLAdgetDCHeEEN6a1s2PMW4DiDE+CsxL6xcCmwrP3ZLWSZIm\nhn22JI2jygS8x4tijI+GEJ4J3BBCeJCkM68n1Kk74NwQQqPnS1LLizHW6+tahX22JBWMtc8uPbOd\nZkGIMf438G3gJGBbdqkxhHA4sD09fTOwqPD0I4CtDV7XY5jH6tWrm96Gdjr8vPy8yjxaXbTPbvrh\n/yk/Lz+v1jnGQ6nBdghhRgjhkLQ8EzgTuBe4BrgoPe0i4Dtp+RrgwvT8U4CdMb10KUkql322JI2/\nsoeRzAe+lV5CrABfjTHeEEK4E7gyhPBHwK+B1wHEGK8LIZwTQlgP7AXeXHL7JEk5+2xJGmelBtsx\nxg3AAeuuxhh3AGc0eM47y2zTVLRq1apmN6Gt+HmNjJ/X5GGf3Rr8PzUyfl4j4+c18cJ4jUeZSCGE\n2I7tlqQQArG1J0iOO/tsSe1qPPpst2uXJEmSSmKwLUmSJJXEYFuSJEkqicG2JEmSVBKDbUmSJKkk\nBtuSJElSSQy2JUmSpJIYbEuSJEklMdiWJEmSSmKwLUmSJJXEYFuSJEkqicG2JEmSVBKDbUmSJKkk\nBtuSJElSSQy2JUmSpJIYbEuSJEklMdiWJEmSSmKwLUmSJJXEYFuSJEkqicG2JEmSVBKDbUmSJKkk\nBtuSJElSSQy2JUmSpJIYbEuSJEklMdiWJEmSSmKwLUmSJJXEYFuSJEkqicG2JEmSVBKDbUmSJKkk\nBtuSJElSSVou2A4hnBVCeCCE8FAI4X3Nbo8kqTH7bEkaXIgxNrsNA0IIBwEPAacDW4E7gAtijA/U\nnBdbqd2SNFwhBGKModntGA/22ZImu/Hos1sts30SsC7G+HCMsRe4AjivyW2SJNVnny1JQ2i1YHsh\nsKlwf3NaJ0lqPfbZkjSESrMbUKNemr7utceXhcDTaXkxsIT8H9M3/u1quq5CubdO/alAZ1ruGeQ1\neuvUdwJb0vK2QdqQve6OQc6RVG0DsLHZjSjPmPpsSWo1ZfTZrRZsbwaOLNw/gmQc4AFOZ3IG1ZIm\nlyVUB5Y3N6sh5bDPljSplNFnt9owkjuApSGEZ4cQDgYuAK4ZzhPnAavSY7LrJM9i93HgL7BKzdHF\ngVnt4nMaZcJb7S8xSS1n1H22JE0VLRVPxRj7QwjvBG4g+UPgizHGtcN57jLg1FOS8o23ltXC9tM5\nxON9wG6qA/FKnbIZKUm1xtJnS9JU0VLBNkCM8fvA0c1ux2RXb+y2JI2UfbYkDa7lgu2RyiYInjQd\nODG9M4Uy240y0o2C6b6aW0iy342GkkiSJGn0Wm3M9ohl45Enu7KD4V7yAL3RkJGp8DlLkiSNp7YP\ntjPdy5rdgnKNJNDtonoSZTGQrmdOzf1GlzvMfkuSJI1M2w8jmZUV5gBPNLEhE6hR4JwF18P9Uovn\nDzWRcrD3lSRJUn2TJrMtSZIktZq2z2zPLRbSf01xTelORpaR7aP6Q2mnJe+ydg8nS932X7wkSVIb\naNuYq5MkEB4YRjITmJ0UZ5FvKV77D5xVKBcD6ey8HeTBajZOenfNa7RiAN5H3u5OqtfHHs0fHNDG\nPxySJEktwmEkQ6gNtNtRD635B4IkSdJkN3mSlx0MZLYXA0ek1fPIV9Hoo3p4STGQ7qxT7io8t/hB\nDbUqx0QFtrVDXkY6QVKSJEnlMrMtSZIklaTtk6AD609PJ0ljA/NrHu8qlLvTcmcFdqcp6F6qs9HF\ncd21me3Bdl5sxtJ49SZDdlagM21obZa90Rc+nEmVkiRJGpm2DbazhmfBM9Pyx1YuIN+6fTuwLi3P\nKTxxL8x5Mi3Phd0bkuL8QnT6eF8+0TLb+GUH1RvMZI8XA+1mrWhSfM+sjT2M7Euu4PhuSa2nuNpS\n1r/VJkrqJUWy82jwmCSVzWEkkiRJUknaNrOdGfgHTC/cORL4bFreS57ZPhE2LHoWANuYz6H8BoCl\nux+m+83pOduAQ5LirFth7t70fdLX3vhkns3uoXqYSb3JlNkShWUrZm4qhWEkg2n7L19S2xhrX5hl\ns1cBK49Myj2Pwz1pH72FvG+ulfXNvVRPmJekidC28VZ2KXFgrPHLgE1puQN+tuQFAOxhFvuPOxiA\n2zh54HZbNsAbqHT3wzdhEZt4ET8H4MX8hFNf84tk+MhakgAeWH5rMiYa4J7H8w57H/U7+tpx3aNV\nXEWlkbXA8lG+/nB+ELpp/MtMksZb1i8tB159WlJef9MRXMhfANDFPt7K5QC8+gv3waeSc+5al682\ntafwesV+eg8HzrMxAJdUhik3jCQLuGstGojUk0B7wNqyWzR8Q01iHG2gPVwG2pImKwNtSWVp28x2\nhWTVkO70X/DU78C0L6UPLocO+gG4iVVsYhEA61nK/fuOBeCJR+fCf4fk/H5Y03EKANc+87UcfGiS\nC3nRN3/Oa7kKgIueSl585qufTnarBOZ/I7+0uZ48GN5BnjHpIs+wjFdn3uh1OgvfZtt+sZKmnAoH\n7tw7B1iZlpf/IVzzlTMBOO8r18Of58/9xzMuTgoXwIqHbgXgfXyCC/7120n9e+Ce7Umxh3xS/Q6S\nUYNwYJ9q4C1pPE25zLYkqbXNGfoUSWobbZ0A7QLmpLtG9vVBmsyGU2AG+4Akw72BJQD86umjeGLN\nM5Jz1gOb0/N/U3jRwwL7pye5j5uWnsVNnAXAO4/7JwBO+vef8KOnXgrA/PueHljTe/4GWPtk/jJZ\nZnsG1WMEi20fj7HcGTMxktpZNosmGw538jzgD5Py3X+9nPNuuz6586bdwJX5E7+0ML1dzhqSK5Rv\neOG3eMMbk+rnbruH7/BKAE54/sOsW5M/9d70dgf1r0Dar0oaD20bbBc3qwGoXEOy8gjAcbCArQDM\nY43WQskAACAASURBVBsdaZf5+KPPgI3pOWtIAm7Ig+7M9PT2t9LbfuCmZMjJ7R0v4ZCXJ1H9a+7/\nKlf9MunRu9/AwGjwdWuTmfGQXLLMXr6HvPMeTbDdy+g2n+lk8A133NBGUtnq/bLJ6haSDxk5YVla\neDU8lcyD5P18HD6QPetq8h6WQvleBrYku2UO3JKkQh56x3KWv3BjUv9luOWE5wNwylFr6P6vpLoP\n+GnNqxUZdEsaC4eRDKV/6FMmymiD4mbsbClJo/bqZjdAksZP22a2u2srfgYsyO8+Y9MTAMxftJ0Z\nxRzyo+nteuCWtPxYgzfZWCino0+YBvwiKX7zG39A+LM/AOCP7/8b/nbfnwKw7MPQ/YnknPlzYcvj\nSbk4jGQe47u6x0gD6rb94iW1rUY71HYCR2Sd0vEkeyNcDFfMOB+AG+55Jfw4O3t7g1cv7nywnfzS\n5e1JphvgeQt54bPuBuBZWzew9ZPPAaD3L+Hl6ZXRq/vqX3U0uy1ptMxsS5Jay8XNboAkjZ+2TXB2\nU5PN3U4+hX0vcF9SXLHobo4n2eDmF4e/gMcPSSfT9FDIaG8svNBuBgZsPLIwr36kkEvPPrWNDAzw\n+8dnXMy//N2FALzq49/iq7e+JXngSDg3WY2Kzevy7Mgy4IFh/DtHo69BCmaosduSVJZsjk2xe8q6\n0m5gVrqkKguAbwB/AWtIxldzK4z8WmBf4TYbib0FHkmmRT4Snk34XxGAdTsXsfSMZHbN8h/mSwJm\nz6pQfWVSkkaibYPtbBhGb9qfdj4OPJU+uB1IVwY55hcPc/ILbgfgtoNO5qdHpAH0ocVX20I+F30b\n+ejoLVSvmA0wH/rSSTgbuuHJNAjvhZ7XHAbAv73wj1h/01IAfrb7NCobklO6V+SXJ1cugGu3jvzf\nXSv7AvsofBaDfKvZv2w0QbeBuqTRynb9zXQBR6TllTOh85T0TpIb4T+feRT3cnxy5wGAdDzemHui\nrBd+AP760wAs+/omjvv1HQDce/5JXPuN5IxshZSHqe5rJWkkHEYiSWop/3nRUc1ugiSNm7bNbJ8w\nD9YW58lsJ0857C3U/xpOfMGdALyEn3DvGUmmZNeth0O6gSRxG/kFw8IwkoGLiRTq1pOPV+mER05N\ny71wY7rq9ha4/ZaXAND9zR382fM+A8Ar+Ug+tecUqFydFFs5U9LKbZPUPhaT/MLJBuStnAeck945\nHdIlsnlg6bPpoI+reC0/3/2ipPJeyCdGjmevlA4O2fQx7gvJ4oMvjjfwk1XJbpXfuzl5eA55Pnz3\nOLdA0uTXtsE2h8Cc7YUhE7vIl+nrIF8ruwIHsx+AWexh1sHJKiW7+oCYdZ8bqR6RN1RXmo0drFB9\ncTENwtceD2uTXyk9Zx3GZ77/ZwBcMvsj3LsrPf0c6EqD7eGMBexLj64Gj5c1xKO4esB8qv/8kKTh\nOuN4YAmk+8vw2FsO4eu8HoCfkwTVW1nAtnSrsLVbj4V/npac/DM4cEOE8dQHJMMNfxrOJ3A/n42f\n5eKF/wgkQ/6K7+6QEkkj4TCSNlIbaA/nL6XeBuXhKv4yMdCWVJathbVb1249toktgc/Gzzb1/SVN\nLu2b2Qa6ptdUZJHhkcBxafkQ2JnOhtzKAnbuS2dG3gppuoSRzzMvrsKareXaS36BtDAU5ZaV9Lwl\nyXh3vgOW/01SvfeNBzHnrU+P6N0HC5ZrH+s09SKphfyfe/6E63kFP/z1K5KKyypwZ/rgJvLhf1ln\ntpO8e+Vn1N/bsQxX8qdHfgGA391yHQDHhM0DU+iLOwHbvUoaDjPbkqTWsrPZDZCk8dO+me1pNetJ\nF8p3nHvcwPqsHfTzK5KZ7Z+7+n/DP6Qn/fge4K5xaMjuQjnLeBfzzI/DVcm4xKf2QtfypPbvp72Z\n3+WLAHx5HFqRjenO7gy2/F9mtNu/S9JIvTf8Lcn8mNvSmuJUw0YD3rLrfjv4f+3de5ycVZ3n8c+P\nrk6n06Q7diuBJIQOJJBWwCaygAQlqCA4YxBHHVxvqDiu4MqOszPKoCRx2UXnNeB4w9mXYUBQwRti\nGBFCVoIDCIghEocQEkgDCbmYBJJAmk53cvaPc556nqqu6ltVdd2+79fr0E+d56nuQ1Xl16d/z7nk\n3texRJ7/FgBzvvk8AO4WY/MH/SkNpxOR0SpZZ9vMFgGfIp5C/o/OubvCucuBT+Aj7WXOueWh/lzg\nX/AZ9+udc1/L+wPaoX0a6fW0SQFhU4Qz9/yW3pV+zWu2AivDNbdsA1aEBz0U5yZgru+xl/gXRm/6\nZ35l0pfp/HAPAN/hUi79iO9sp24eWUsGyP+GjXWCZL4Jl/l+vojUppLHbJaUrO3FFybBX+Zj90L3\nE5Z9228dv+GBzOguIjKcUme2r3XOXZusMLMu4ANAF35PgxVmNge/EN+38YtAvQD83sx+6Zwr1UaL\nVaeYb1b2BhMiIihmi4gUXak725aj7nzgVufcANBjZuuBU8K1651zzwKY2a3h2tyBeyp+Qk00iqMJ\nBq70h71td5K5OFN00S7GJz/bm3W8HoClXEw3qwFY+9uT4DJ/RWNWZrs58cyhJIeB5Pu/0hbtIjIK\npYvZVckPeblj3hVsXtUBQLvt1FASERmVUk+QvNTMVpvZUjNrC3XT8XPPI5tDXXb9plAnIiLjQzFb\nRKTICspsm9k9EHYgCFWAA64ArgO+4pxzZnYVcA1wMbkzJ47cHX+X72cv3gFsAfpgwamw4Dlf37jj\nIPCjcNWTwGziIYjlMEA0yWf7dTNZeWFYenAlPHnlUQBM59l4hSvi31bJunyi7HY/mRnsXJMfk3XZ\n2/EkM+P9iWtEpDAb8TNEKkE5YzbcmzjuxO9wU+lCZHzsx8wLE+q3dR3Fj9f66vG6Vyoi46cUMbug\n/pRz7uwRXvo94I5wvAk4MnFuBn68n+FXyM6uz2nxfYNjegpwrYD70AibVTizkUz6CQNCFsH+TWEt\n7nvgwSv9Vu9v4NmMN3Z2+DpcZzv55hUS8If6EEQd70a0a5rIWMwis1t5X7kaQnljtnMrR9zOUhpZ\nzM62ge3T/KpSXA+T3jX01SJSvUoRs0u5Gsnhzrmt4eF7gT+F42XAD83s6/gk7mz8PrmHALPN7Ch8\nzvpC4IOlal+xOLcofTy2IC4iUn71GLNBcVtESq+UIwX+ycy6gYP4jPynAZxzT5jZT4An8InTS5xz\nDjhgZp8FlhMvI7W2hO0rumE73jt+DVefl374IKcD8L6JP+KRV+PLOkvVwIRGMoegiEjdq7uYDXHc\nHrrTPQBbbgNgyXlfYNHRfoXD9c/EE9l1x09E8jEfM6uLmblqaPfg4N0MHBWOW2Hz2wBwCyby3fXx\nFReFG7NLnhv8PVPEQb09Ud8PvDscNwKt4c+onoHMoSDJljQnnrsmHO8h/uWRXBWlkXgzB/1SERm7\nxYBzLtc46JpVvTE7KUTEX/0DboN/+751WRwvtea2SG1aTOExW9u1l1D27cpCFfs2RDK7nY9+gYhI\nvXBuUdHjtoiIOtsllhm4e/ErpDwJrIV/bvLlv/ndIroIywQcSeZ0pCBaNSS5kkh0PMDgVUWGk/w+\nyZ+RSz8j65yLiFS73B3uXl8ug99+7hR++7lTOJM4jmr1JhHJR53tcaBMiYhIdVHcFpFi0R/j48S5\nRVnjAffCv4bDe+OFb5sBjg4PHhj6exby5qWARq3lJyIyOhse5gquAmB5yzmseKXM7RGRiqfM9jga\nlCkJdyU3nnoEXTOhayZ0TiMeUzKMZgavKpK9uU227NudqdTQzx3t0BQRkVqRO7u9ivuvPZv7rz2b\n5s/6iertaIidiOSnznYdS+m+hojIkDScREQKpc72OMsM3KuAVfyCC+Iti2YCc33J1xeOstnN5J+Y\nk0oN35lubPBFRERGahd8AV8uzlxGVUQkF3W2y+qO4S8REZGyUnZbRAqhznYZZAbux/nK/i/D2/Fl\nPtDtS+sw32cSmWO2RzO+upE4+904wudqiSsRkQEYWAEDK/jG7L/hDOAMlN0WkfzU2S67AXavODzd\nwWYWbJg1gw2zZjA9zzOiDm++YSQj7nCnEiuSJOvJPdlH62yLSL3KTJKsBdbydf6W6SfD9JPL1SoR\nqQbqbJeJbkuKiIiI1D6NCCi7zXArPHnTUQDM3fAsj3ESAP+FTawZ4pmTgT2Jx9GyfSO+nZlncuRI\nPhRaoltE6pePvM/+n7nwEV/T/mgcjxUXRSRJme0ySme3X4btTGU7U9k6u411HMs6jqVzTu7nRcM5\n2sk9E36odbbzybfGtoiIePEdyTDL5QcwcJEv7eVrlohUOHW260iyM90Imu0oIiIiUmLqalWCX+zi\nJj4KwAX8gh5m+fpuYP3gy6M3bepE2PxqXJfMROdaP3vQ5MY8735ydZMRXC4iUp/W9nBDqx9H8lep\nm1kTgqbuCopIkjLbZaaJkiIi1UMxW0RGS53tivAtrrcdbOcwXmAaO+lgJx1wWu6ro3Hara2ZY7aj\ncdf5siqDxhSGYSTZGe/k6JJcY7lHQ9lwEalda7mBj3MDH6f91LhWcU9EkhQTKsjzHMmjvIkNHOMr\n8qzdmu4ct0Hj9pF//9YU7En2xPMMNRnJWtr5hpqIiNSPzfxu+cX+cCG0P+APt5WvQSJSgZTZFhER\nGQUNJRGR0VBnuwJEgXvj/k528lp6mUQvkxjozn19euhIm19rezKZW65nD/sY7c6Pw12fzGaPZEET\nLXoiIrVpF9yIL+/PjMciIhF1tkVERMakt9wNEJEqoM52Bdnd9H/5D97Cjv0d7NjfwZrWrpzXpTPP\nbTAJXyBzMmMq5Us+qeg/Oa5RJlpEZGjpoSQ/9eVXs95OF5A7aotIPVNnu0JEgXv7qpnsfvRwdj96\nOOs4Lue16c5wCzSnfIF4GMloJy2qYy0iMkYDPTDQwy+4gBM74MSOwbv6ikh9U2e70rxpSblbICIi\nI/b9cjdARCqcOtuVaKUvazgh5+n0MJIWaG7yJQXsCyV7gmTeYSE5Tow0y62hJiIikTXcfvA9cCa+\noBgpIjF1tivOBXAVcBU8Rnd6dntSejWSFmie6AvkH0Iy5LCSprG1cm/WY/1SEZH6tZ6dS6enO9vJ\nDcQUG0VEne2K84uif8e8wX6MHW0Y/AeAiEi90XrbIjIS6mxXkHTg7r0Nem9jDScyFZhKng7zRHyH\nOXSac23XnnzeoNVJou3alXoRESnAXvgB8H5f2hn9/gYiUrvU2a5Ia8rdABEREREpAuU0K1YP23e9\ng870o1j6TWvCZ7eJd5CEwRMko2WoGhuyTmQ/FhGRsVkNvz3iFAC6eEQpExFJU2a7gu1/tJV5LTCv\nJbM+fXuyiZzDSMAPDWlM+euijW+iiZRpE30ZavObQuk2qojUsvTwv73bWMa7Wca76ZwZr0aiGCgi\nBXW2zex9ZvYnMztgZvOyzl1uZuvNbK2ZnZOoP9fMnjSzp8zsC4n6TjN7yMzWmdktZlaXWXdNuBGR\nUlLcFhEZX4VmttcAFwD3JSvNrAv4AH7n2vOA68w7BPg28E7gDcAHzWxueNrXgGucc8cBLwGfLLBt\n1W8rNHf7kjM7kjVBMtfSfykyd5zMdTJ7eMlYdqEUkaqhuF0SK1nJWazkLJgf12bEYBGpSwV1tp1z\n65xz6wHLOnU+cKtzbsA51wOsB04JZb1z7lnnXD9wa7gW4G3Az8Px9/G/DEREpIgUt0vlyXI3QEQq\nVKn+2J4O/C7xeHOoM+D5RP0m4BQz6wBedM4dTNRPK1HbqkAK6IW7gKNDzQPxm5UxQTLHO5idlU4v\n7Zed2Q4Z7aHGbI80w52coCkiVUlxuyAp/nBnSGmfBlNv8Ye7gN70FYqTIvVo2M62md2DX+o5XQU4\n4Arn3B35npajzpE7k+7C9dnPccO1rXaFcNxC+ldXzs7sRNId6HxvZCOJznT2JjahPt8629mrmmQ9\nTUQqlOL2+HJuEWZL4P5Q8RlIXRafj4YB5oupIlLbhu03OefOHsP33QQcmXg8A3gBH5hnZtc753aY\n2RQzOyRkSaLr81q8eHH6eMGCBSxYsGAMzaxM6cC9dAlcWe7WiEghNpK5dOd4qMS4XcsxO+3qJXC5\nJrmLVLNSxOxiJimTGY5lwA/N7Ov425CzgUfwGZLZZnYUsAW4MBSA3+D33/ox8DHgl0P9sGTgrmlt\n/ktygk16smQL6XW2Ifeb2Qg0N8UX5JxoOYb1tqPv05vjXPat0ujaQm6f6varVKtZoUTuy3dheYxb\n3K6bmN0D/3nkMczjacC/37ky2opnIpWpFDG70KX/3mNmzwOnAf9uZr8GcM49AfwEeAK4E7jEeQeA\nzwLLgf/ET8aJZpV8Efi8mT2F3+32+kLaVhP+uMi/Eu2+w9pKVmc5sc52tPZ2rs50tOZ2TqOYJp/8\n/nuGuXass+81REWktBS3S+z3cDfvpCMFHdFQvVAU30TqU0H/9p1ztwO35zl3NXB1jvq7gONy1G8E\nTi2kPTXnjUvghvhhrixyQQp491uL1woRGUeK2yIi40s7SFa6kCJuJke2OGud7VzruabIvCbvzxhb\ns0pO69OKSDVIb0i2YRd/4E20z4f2+TCZOI41oyy3SD1SZ7tCaSdJERERkeqnznYlu3yR38uty2dB\nBo3JbsJntyfGWZPmrG/RmIqvScqYnKMUi4hIEUwGbuRnu97n12+ZGSapMzg2i0j9UDerkl29BP7W\nH3aQY8x2C+nhIVFAj44zRKuNZE9/b8j6GoxkLdjoW+Vc3UREpC7tBWD/Pa3pvTSn3hxPKG8m9yok\nWplEpLYps13h7LDF5W6CiIiIiIyROttVwGVlntOTBhNDRJK3KjMmSOaaNTnONMlRROpBeq7NNmCO\nL1FcjiZHikj9UWdbRESkmC5bUu4WiEgFUWe7gkVZkp72IzgsUT8pFJrw47ZbfOa4lXjjm/4BXzIk\n0sv9eepFRKRAFyzioeO7eej4bk5oi6tb8VMoJ5O5DKCI1DZ1tqvADjoyZrJPnugLKTLW0M41jKSx\ngYwFuPvJMQGyhJ1t9eNFpO6shB466aGTxmlxIiS5qlQFjPATkXGizraIiEgxvahhJCIS0x/Vle6X\nizhl2SLcycaTj/qq1vZwLoUfRkLmjmSNwECutaTy7SLZkLs6+/ZmoR+WFFriSkTqwXSWcjIAF3bf\nDmt9bSu5Y2ByWVfFSJHao8x2NTjfZ0nefTK0A7SFkrWpTd7xfwOhTMxx7sDYmrRn+EvGTLdWRaRa\n+bk2m9PDSOiGqfiSyipapUSkPqizXeHcwvj4gUeL/M3H2NEGn6EREZHcnraflbsJIlIhlECsIl3R\nuxUtTRJNkGRwVrs/dKSbk0NH8gwXSX4KRpJhyXeNPkwiIrGnn3k9zI9jY4pwdxIfR6M7hHuJr9k7\nju0TkfGhzHaVsEcXl7sJIiIiIjJKSkZWkclhMmQ6s91AxqTH5JuZniDZRDzjJt+7nae+f4iniIjI\nMF42Xjn5ELraDgKwYXdmOI6G4+0qR9tEZNwos11FGjt8YVooAIf6kgIaU75kPCeFH5s9ivHZ2mhB\nRKQIbobVTSelY3dyU5v2RJmcKEpwiNQedbZFRESKKNr9V0QE1NmuCunAHe0W2RFKYgfJZiCV8gXy\nbNdOVtY6WhIwMXFy0O6SRaZl/USkbqyDhzkVuoFuH/smhdJMnM2eRLzLJChOitQadbarRFvfp5my\negu8C9iddbKp8KX4Lpo/uut7h79ERKS+3fFdHuR03vfzH8CR0N4Gh7XB5InQkfJlRoufhjMdvxZ3\nREP5RGqH/niuErubrgcG4O+ArlCZWPoPoDHf0n4J+d7wGx8YXDdA/oDfPPyPEhGpc9uBVn72Pz6c\nrunti88ml2aNbkS2omSGSK1RZ7vazCJejQTS72BrYgjJoG3Ro074QHGyJcX40GjrdhGpBysPLoAz\nwoMb46RIYwM0hxWmWl+Jr2+m9MP5RGR8aRhJVdHfRiIi1SCaa7OzYWmZWyIi5abeWzUaSHwNtyEn\nt0BjYjfJDNPiw5yZ7dSQD8dVI8rqiEjtOPSVS+G5xQA0zoLGF8KJFBAy29P3xBnvtYksd3I4ie4E\nilQvZbarhHNX+INXsk6EaeuNLfFxiqzZ7G2hkONc0Mjw62tHi5fA8B3iQtbq1jrfIlIrXr71tWyc\newQb5x7hO9fJINziS2srNE/1JbnudjOKhyK1QJ1tGRMFfxGREfjkknK3QETKTMNIqk0f8d6+fcDE\ncNwSHuOXk8opsYtk9k6TkfZC24c64iIiaZcvYg0PAjDrpC2Ze7N3hK8HSA8p6XwmjqG7iO8maoUS\nkeqlzLaIiEipXK3Mtki9U2e7ivzZfRW78iq/lF8D8CrxcRvpcYDt7fFukrl2kYR4mcBspZiEk2/M\noXZJE5FaFq1Ici9ncS9nDV62NdoVuB1/7jDo7Egf0ko8fltEqpf6OlXktewF/ndc8Qrxbcg24p0l\nJ0JjciJlogcdDR9pbCB+9xOfgv6s6lydbw0TEREZuZUs8AdvA+4Lla+SHjrCROJtgGfBnHC4eWc8\nfGRz+KpVSUSqjzLbVcg+flW5myAiIiO02u4udxNEpIyU2a5Wh+JTHNHukE1kvJsZw0QSEyOHo6y1\niEjx7WOS3/MgGZuj4xbiu5QzSU92n57IbK8JX5XZFqk+BWW2zex9ZvYnMztgZvMS9UeZ2T4zWxXK\ndYlz88zscTN7ysz+JVH/GjNbbmbrzOxuM2srpG01L7rlODGUFuL1tFN+g5tok5vRSP4eaMSv8wo+\nwPcy+g1nitl511+GIoVT3C6Ppx48kQdmvQmOx5c24jHbbfggexhwJH64yRyYcxiceBjMafHDuttR\nHBSpRoUOI1kDXEA8Ci1pg3NuXiiXJOq/C1zsnDsWONbM3hnqvwiscM4dB/wGuLzAtkkkuRtNkG+C\nZLbkclPlDvLK6IgUheL2OIomSQ4rsdMvz8eHvdkbmYlI1Smos+2cW+ecWw9YjtOD6szscGCyc+6R\nUHUT8J5wfD7w/XD8/US9JKR3kszeiWwiMDeUREY7Yz3tgXiVkux1trUyiEh9UNwukydhJx3pXSMH\nxe/ozuQ0YFYoR0PzTF+m40sritci1aaUEyQ7zewPZnavmZ0R6qYDmxLXbAp1AFOdc9sAnHNbgdeV\nsG0iIjKY4raISJEN+8exmd0DTE1WAQ64wjl3R56nvQDMdM69GMYE3m5mryd3JsWNss0ALF68OH28\nYMECFixYMJZvU6UG+N78j/CpP93MK63+76WWtoPxMlJT8e9AfHlaYzShMlqfe1Q/dWiFjM9WlkZq\n1UagZ5x/ZiXG7fqO2cAnV3LTJz7KwjOX+8fPkbkDcFviOKrfSXrHydlr/dddxHNn9pa0wSL1qRQx\ne9g+jnPu7NF+U+dcP/BiOF5lZk8Dx+IzIkcmLp1B3C3camZTnXPbwm3L7UP9jGTgrkd/Y8fwqedg\nS5Mf6De7dVO86kj2nuthZjsN0Jxc17VCqKMttSwaERDJNVC62Coxbtd7zIb7eJ6z4lVHsgNfS47j\n3aSvnxM2xNm8PZ5LE01cF5HiKUXMLuYwknT2w8xea2aHhOOjgdnAM+E24x4zO8XMDPgo8MvwtGXA\nReH4Y4l6EREpDcXtcTDiSZIiUpMKXfrvPWb2PHAa8O9m9utw6q3A42b2GPAT4NPOuZfCuUuA64Gn\ngPXOubtC/deAs81sHfAO4KuFtK2WRYHbtcA6jmMdx2XeMM72Sijg1+c+lMwsSoVSxluk+BS3y+eR\nZ97C4288lsffeKzfJrI1lGifhBQZW7fTRbxU4Am+dBFPlmwe/CNEpAIV1J9xzt0O3J6j/jbgtjzP\n+QM+bGTX78IHaxERKRHF7TI65itjnKUkItVMycMqNrN9PX/NrQD8xcD/g1cTJ6Px2w3EWe1W4ox2\ncsfJAe0cKSIyHl5iij+YSBybIZ6wfijx8q0p4pnpx/svU5+DrvX+eA/xmG2N3RapXOpsV7FNjbPp\n6Q/D+JuIO9h90Bs63s0tZC4jEgXxUe7z1o865CIihfkkN4Qxf2+d/wg8EKqTK0NFO0pCvB43+EE/\nAC9AZ5j0vu259GIl9KONv0QqVSnX2RYRERE0SVKknimzXaWcW4TZEk6Ibh4mbze+CrvC7cnp2Uv8\nRe94E3kpOyIiUgrX08Op/jD77mK0RGsK+hLn+pomANDatd9XnER6+MmJO2FzOO5F626LVCp1tqvc\nlbu+5g8GiN/NPj+WD8I2b8nxfynioB49L49+Mvvw/fjZ7+qMi4iMzUp7mEO2/k8emt3NaXNW+8qd\nZPw2bnoB9syawL4Gv95IL5NomLsNgJadB9NBuHkXdD5EuCZz/W0RqRwaRlLlDun45uiekMiejCQi\nJy/RMlMiIqW3Z9aE9HEvk8rYEhEpBmW2q94uLHvPtoGsjnHyXc61RfsIViNRpkREpDDR8L+D21p4\naeqUzJ0iI4lgu58m9jIZgANNPngf070Ji67ZDvPCyiT9O+M7mkNuvywi406Z7SqmCTciIiIilU2d\n7Sr3ZbefK+f+I0xLVA5A58m+5DXMWO3+IrVPRESSFsEbYSkXs2f+BPbMn+B3jWxh0M6++5nAPiax\nj0m8yBReZApPt8+g7wzoOwOYD3T7cmoHzMAXEaksGkZS5f6XfQH4IV+5k8xNbeaErxvJ7FjnescP\n5KgTEZESWALA85zFCw1HANA68dmMKxoGQtBu8B1uz3/dTxN7J/mhJSfNXwtrw+kmOOFOf7iqZG0X\nkbFQZrvafacV+FC5WyEiIiIiOSizXeXcJWC00ncmNC0LlaN9VweGf4qGlYiIFC6aJPnIU29l5bFn\nAXDc8Tdi0VaQWZPYD4SKvsTmCNGkySeP3Mfct4eseAd0bvSHzWu1fbtIJVFmW0REZLwdt6TcLRCR\ncaLMdo24e9I5LGxb7h8k19BuIH6Xs9/taKy21vUTERl3z3MkAPtaDqFl18FB5xs4QEMI1HGGZt3Y\n1QAACvlJREFUO16Du4dZTJu/BYDWafshLAPYvhY2l7LhIjIq6mzXiPMX3o1bZP7B6lE+OWuCZKUM\nGWmkctoiIlIs0VCSH/PXAJze9CCnzn4YgCl7XuZAKv7VnN3Z3k9T+vgAKZ5oeD0ATbP7OOndfrbk\n9G+rsy1SSTSMpAa4S4ABsCWu3E0REZERetp+Vu4miMg4UGa7lgxAXxc05dolMltyqMmr+S+LdqIs\nxmQbZapFRDI9veoN7J03OT0B8kDq5YzzUWY7meGOru2jiac5Jn3tMW9/GoAu9vNIyVsuIiOlznYN\n+d2dJ/EY3ZzWtjruSKfIfJdzjc/uy7w8Kfl4LzA5Uaeh3iIiY+PcImwa8JfwzRc+xz4mAXDWpHvT\n1/QxgSm8yE5em/Hc/Ylx273plAjpISWnHb0anilh40VkVDSMpEa4O0v/MyYnjtXRFhEpveyOtohU\nH2W2a8iblz3Goe/Ywd6O18G2HBckh47AiIaRJJ9aTo2JY3X0RaQmbIl2k/xQOkP9ElOYzF7AT4DM\nNhDWKAE/jCS5Skk0pOS041eTeia6XkTKTZntGvPyCmVBRESqgXOLANhkPyxzS0SklMqdsJQicgvB\nol0kh1tDOwX0xdf2J6qjLHJz4vJWMic3DjfRUR8sEZER+s4ilvIQAB3sZGq4NTmB/enx2VEGO5VY\nq/UADemx3vuZwDam+hPd0Bp+F+xCRMpNfaJa1AKJnX3zd7jD8JH+POebyb8KyVDnRERkFG6AbZf4\njvJqunkL/wHAPiZldKajuoH0OtsNGfXRiiWcAO3hW6uzLVJ+6mzXGLcQrlr4dwB86b9eU7Kfo462\niEjh/AY332WLwRHu3HI3R0RKQJ3tGvWl/34NdEB/HzS2hMoGoC1x3BdfHw0LaSZzMqI61SIi4+DN\nn2HL6fDwg6emM9THsm7QJMn9TGB/uHU5QEN6+/Z9yYF/3dAZDjeUut0iMix1tmvQl/hnmFO6rLaI\niBSPc5/BGoe/TkSqkzrbtarVf2k8jDibncKP5wZ4JRRgIM+Y7WTsH8nOj6X4MOn3j4jUA9cPZktZ\n+eDFHHO63wlyMnvTu0U2hVuRfum/wdF2P03pjPeTs49iXsuzAKx4ZTxaLyJDUWe7Vl3k4EaDE4C1\noa4rcX4A2D30t0iuTFLq4STqVIuIAEvh+oFLAbjkrdfSzD4A9nIo4DvVfYkdJKMO9k460hMn72Ah\nf/+ubwHQ/FMNBxQpN62zXcsucv5r19CXiYhI+Tl3MdywBM5cUu6miEgRKbNdD9YkjqNbiruhd6c/\n7O3LvDyV53go+iCJiBTOuUXYJ4Ab4bqBz8MMX3/esbcBMJXtGddH62/vYxIvMA2AZUzm76/0me0T\nfgqPjEvLRSQf9ZFq3c8dnGj++FXiFUi2QE/oeLcTD+PIHs4xKXzNXqt1LOtspxh+7Hd/jjaIiNSd\nG5bAXy6Cl4CJ8Out7/X1MxxtM/ymN1MmvJS+fMuuaezf4SfrHDpjBw8d3w3AeUevZpW2bhcpKw0j\nqQePu6J/S40BFBEpDfdv8VbuTCxvW0SkcAV1ts3sn8xsrZmtNrOfm1lr4tzlZrY+nD8nUX+umT1p\nZk+Z2RcS9Z1m9pCZrTOzW8xMWfciWblype9w/8rBRmAj9DwDe/BlFz673Z71vBQ+g91MenETIHd2\npDFRyDrOd12y9DOyFU/Gw8ZyN6DK6PWqLorblW/lypUAuJDM5i/W+wz3S8BqY/f9h7P7/sN5dvlc\nnr3Tl/2PtsJWYCscGGiIv1kTNU8xaHT0eo2/QjPby4E3OOe6gfXA5QBm9nrgA/ipeecB15l3CPBt\n4J3AG4APmtnc8L2+BlzjnDsOH1I+WWDbJIgCNwBPZ2a5945vU6pCT7kbUGV6yt0AGS3F7QqXjNnu\nXeDcnPjkX/WMe3sqXU+5G1BlesrdgDpUUGfbObfCOXcwPHyI9FQOFgK3OucGnHM9+IB+SijrnXPP\nOuf6gVuB88Nz3gb8PBx/H7igkLbJEJ52dDrHqc53vDfjs9UDxBnmKMucIs5wR5IZ6Oh80ljGXGdn\nxkWkNBS3q5Nb6AsAHw7lLvxcnFfxATwc9740OeO5iq0i5VXMW36fAG4Jx9OB3yXObQ51BjyfqN8E\nnGJmHcCLiV8AmyBMq5aSeofLzHT/2qxMLRGRMlDcrjLOdWY8ttvK0w4RGblhO9tmdg8wNVkFOOAK\n59wd4ZorgH7n3C2Ja7I5cmfSXbg++zlDzuozdQpHZckSrds6GveVuwFVRq9XZanEuK2YPTqFxuw3\nF6kd1UIxaHT0eo2vYTvbzrmzhzpvZh8D3oW/nRjZBByZeDwDeAEfmGdm1zvndpjZFDM7JGRJouvz\ntUlRW0Qkj0qL24rZIlLPCl2N5FzgH4CFzrnk1ijLgAvNbIKZzQJm49fV/z0w28yOMrMJwIXAL8Nz\nfgO8Pxx/LFEvIiJForgtIjK+zLmxr8FsZuuBCUDYi5CHnHOXhHOX42em9wOXOeeWh/pzgW/gO/rX\nO+e+Gupn4SfevAZ4DPhwmIwjIiJForgtIjK+Cupsi4iIiIhIflW1g2S+jRUkZmY9ZvZHM3vMzB4J\nda8xs+Vh44m7zayt3O0sJzO73sy2mdnjibq8r5GZfTNs9LHazLrL0+ryyfN6LTKzTWa2KpRzE+dy\nboxSL8xshpn9xsyeMLM1Zva5UF+XnzHF7eEpbg9NMXt0FLNHZzxidtV0tm3ojRUkdhBY4Jw7yTl3\nSqj7IrAibDzxG8ImFnXsBvznKCnna2Rm5wHHOL+rxKeBfx3PhlaIXK8XwLXOuXmh3AVgZl3k2Bhl\n/JpaEQaAzzvnXo9fFOLSEKvq7jOmuD1iittDU8weHcXs0Sl5zK6azjZDb6wgMWPw+3o+fsMJwtf3\njGuLKoxz7n7gxazq7Nfo/ET9TeF5DwNtZjaVOpLn9YLcS8WdT+6NUeqGc26rc251OH4ZWItfqaMe\nP2OK2yOjuD0ExezRUcwenfGI2dXU2Z7O4I0VppepLZXMAXeb2e/N7OJQN9U5tw38hwp4XdlaV7kO\ny3qNDgv12Z+7aKMP8X/9rzazpYnba3q9EsysE+jG79SY/e+wHj5jitsjo7g9eorZo6eYPYxSxexq\n6mzn23BBMp3unDsZv4bupWb2FvQ6FUKfu9yuw99G6wa2AteEer1egZkdCvwMv6rHy+R/HWr5Navl\n/7diUtwuHn3mclPMHkYpY3Y1dbY3kWNjhTK1pWKFv75wzv0ZuB1/O2hbdIvDzA4HtpevhRUr32uU\nb6OPuuac+7OLlzL6HvFtR71egJml8EH7ZudctPZ0PX7GFLdHQHF7TOrx39OYKWYPrdQxu5o627k2\nVlhW5jZVFDObFP4yw8xagHOANfjX6aJwmTae8LK3mk6+RhcRv0bLgI8CmNlpwEvRbaU6k/F6hcAT\neS/wp3Ccb2OUevNvwBPOuW8k6urxM6a4PQzF7RFTzB4dxezRKW3Mds5VTQHOBdbhB/B/sdztqbQC\nzAJW4zeXWBO9RkA7sCK8dvcAU8rd1jK/Tj/C/xXaBzwHfBy/KUfO1wi/msIG4I/AvHK3v0Jer5uA\nx8Pn7Xb82Lbo+svD67UWOKfc7S/D6zUfOJD4t7gqxK68/w5r+TOmuD3s66O4PfxrpJhd+OulmJ3/\n9Sp5zNamNiIiIiIiJVJNw0hERERERKqKOtsiIiIiIiWizraIiIiISImosy0iIiIiUiLqbIuIiIiI\nlIg62yIiIiIiJaLOtoiIiIhIifx/ESaMPGbPqQgAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f018c15afd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"t = 11 # 6-hour snapshot\n",
"\n",
"for i, e in enumerate(['KH0.01', 'KH1000', 'PPM_KH0.01', 'PPM_KH1000']):\n",
" d = Dataset('/scratch/mizuchi1/angus/spurious/flow_downslope/flow_downslope_{}/prog.nc'.format(e), 'r')\n",
" x = d.variables['xh'][:]\n",
" y = d.variables['e'][t, ...].mean(axis=1)\n",
" z = d.variables['T_postale'][t, ...].mean(axis=1)\n",
" d.close()\n",
" \n",
" plt.subplot(2, 2, i+1)\n",
" plt.pcolor(x, y, z)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's look at the 13 hour snapshot, which is when the averaging for the RPE calculation starts. It appears as though most of the overflow has diffused away, and the actual dynamics have been completely missed!"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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IH9mGB8tugohUiILtIfDD5x8S120POs3b6ZpR4XWP7cpajNK/X0RkGNzsfj11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\ntXJe1uDOyXwrd0o6ZbZFRET6zLbcWHQTRKRPlNmW/MJXyyKwtoVXTjV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cMO+c+23n3Hnh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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f018c159588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"t = 25 # 13-hour snapshot\n",
"\n",
"for i, e in enumerate(['KH0.01', 'KH1000', 'PPM_KH0.01', 'PPM_KH1000']):\n",
" d = Dataset('/scratch/mizuchi1/angus/spurious/flow_downslope/flow_downslope_{}/prog.nc'.format(e), 'r')\n",
" x = d.variables['xh'][:]\n",
" y = d.variables['e'][t, ...].mean(axis=1)\n",
" z = d.variables['T_postale'][t, ...].mean(axis=1)\n",
" d.close()\n",
" \n",
" plt.subplot(2, 2, i+1)\n",
" plt.pcolor(x, y, z)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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vKWrzRkfnjZ/rMvFEdi2QdsmYcPs+Wi6ytDAFk9mblnxZdoAlJivHsoYjQL21\nOwyoTNYlWUmilu3Egp2OwZyKtC3iLNtFmAiGKqY+x2mctXtiga4TnEEdkfX8wugN5fRJEiVeUdUw\njOElqy6z0X26qSyOo8weYmXbMFae5BbJGBzKhTF0ADQMwxhSxlFmD7GynfhYAwvTuPx8x9Z2KeOM\n32WqPsIVn+7EMh6qTokJPKVOLfjmJFAyMIEuMkm55AdfRzUvXfRcmqBqje+iypbeVwEoFarzCshK\n57fIVMX/fAtzNetKqf7h+0P+Q0n3ic4vTAGYZX4o1VqzJ4rU5OQ8pwgTHeboTFuwW7GEmKI9eCw2\nenxTIRZOa4wyiRgxS+dokqW8NFJq7FwYDMZRZg+xsn2EirI9P+1fH1sNwoPqL+sg1UwilWDJCeLK\nb1r5pqqXJ+4n23BuD5uhSJnScqBsT1Gr/AoucLMrZLidxMytpQJLC1MNAxfLFP1SpkyhUoI9UZwL\nKdFUCtxIknXzrKFc9G4lRWrdQ2JnV+KOEwatljP6uh0BsOynsmUrXZeYpkAPN3mz6xjjSXJvb+5d\no0eW21+WTF8pSRFe3ro97igwjjI7j5d6W4jIdhHZIyLf88vLgnXvE5F7ROQOEXlJ0P4yEblTRO4W\nkff2am6GYYwOydOaRovRHJPZhmGsBO3KbBG5QkTmROSWVPvveDl0q4j8yYocRIv0+vbio6r60bBB\nRJ4BvB54BnAycL2InIGzAf8F8EJgL3CjiFyrqncSZR5fWx13f7u+uqocdAF3O5ikm17GWZ/ngdKx\n4IMBqy4l6YDJeShPuzHv9c0/hrNir3PW3qNl/zFuwFnQp8m45e7Rxx2WU0xy4i0IFKsnbTWwsf5E\nznIBWcO8s1wH805vmwRVRn8c6aYkcDQdNFkgnhM92aYUf5/+NDsNbrRUgsOJKdNdpYcye2VJi43k\n/6hYB8cdnwugjhKNZflKPMnslWKVNe5KnNPdvD52ILOvBD4O/HXSICKzwKuAH1PVkohs7niCPaDX\nyrZE2l4NfFZVS8D9InIP8Bzf9x5VfQBARD7r+zZQtiOuHwf8sonqrzF0I4GqB0n0DA3Fsffffsy7\nbiQFczaX4P4iPAzffeJ8ptcdYf7gDByDy+v9ImAX1bzcA8aDnMIpPFhzwpcpsIU59rKVYsVVxP3f\nxSyz7Io++qnm7/ZjTeE+tiSfNtSeZUn2lCzpsAATp8HyfbXNg3KBTASOuZ4MDvn8/4yc9Exmb/81\n/yLM2PRu0Sq1AAAgAElEQVSkb3sc55oXZo5KSN4nN+ILfrsnYf5xmPNjPATcD8xRNcOEQ5jCPXrk\nVQDD77sXRpW814O8+271+pJOwNYLuqkstiuzVfUGETk11fzbwJ94+YSq7u9wej2hZ24knotF5GYR\nuVxENvi2k4AHgz4P+bZ0+x7f1jqbmnfpJvMHZ2obdlFVtGtu4GI/tSRcr8si4BCwEP95nFLzMVfZ\ny9Zo+yy78u+3C7/0tKJtGI2oxh5kL0ZuVl5mP95C3y6k/DRF2xhkxsGQ02WZfSbw8yLybRH5ZxE5\nv0fT7oiOrkIi8nVcncZKEy4c8A+BTwB/pKoqIh8EPgK8jbjlRIkr/jlCCx+iLgvJ/nuAR3FPPdcD\nyzA/4aTsMb5P9MjTkYbzfvw5uOkM5z4CUCq4YMnDMH/zMbDNi+91OAt6R9WRupRcLrESecq4ipKF\nyVo/jbLPtd04kLJQ0zckcUEpUag1GaWyiFTaYu3JOreTKJWvqwtXSnMXGS3MjSQ//ZbZ8pkd6IU7\n6tuvuwF928+6N8mPfQOwFTieqjU8kR2bgLUwXYJtXmZsOwA/cx9wK862fsC1f+8mZ/9IvAotS8lo\nkFxOupWOtZPzoZvXlGZjNTvWYcg93mWZXQQ2qurzROQngc8BT+3mDrpBR8q2qr44Z9fLgC/513uA\nU4J1J+P8/QR4SqQ9yvbtc8A/AjA7eyyzs2cEa89I9W50+p5c1yLyPexho2F0n/twj/q7iSnb+emn\nzN5x5na2b1d2sJ3Z2VlmZ2er8wr+ts03YvcEhmF0yn3Aw/71Ezt2dDxeTGbftOtJbtp1JNK7KQ8C\n1wCo6o0iclRENqnqgc5m2V169nxVRE5Q1X3+7WuB2/zr64BPi8if4h45ng58B2clOd374zwMvAH4\nNTLY0YUvPAvV8+raRJbhRV5pPyjwv3HW4zuBdwQfY+KrnPnJNvP6LWasa6D4H4zs7yCVAM40dX7W\nUEn75/bk2pciflX1VSWLvu9UvZ/2BmoJP5vQiTL9OsJE6vj65RgwDo/4eslpfkn4ZhfGXIw+KjFa\nZZhlNgAviCjr/49w3sVw3peBf4fLd5OqImAMKxN0XH8ZqM0tMAg0M/G1mu4QOvfpPg34Cf/6d3bs\nYOfOnW2MUiUms398doofn616KfzlzkzXa6H2adsXcUHa/yIiZwITg6ZoQ2/Prw+LyLm4Avf3A28H\nUNXbReRzwO248+OdqqpAWUTeBXwNJ8SvUNU7eji/llCtnuLygmBF2gCeDpHODMSMkc79nZP9QDr+\nNlWvZ6mJQnKkgdiqdSOJ+3mUEzeSZPUUVd/58PNIlO30MOtxnj8Zn1UxVOJ7/MDBnmkMF+1atkXk\nCuACYE5Vz/Ft5wCfBNbi5NabVPVwZNv7cd7GR4FlVX2Obz8G+FvgVL/961W1Fa/kfjJSMhuAi70C\nXhZ4G7ztCzD3Sdf0aeoDKY3hIXEhgVoTVivyu1nmkrx00wjTTCnLOrb0ceTJNd7Kda6r5drbl9lX\nA7PAJhHZDWwH/gq4UkRuxZlA39KlaXaVninbqpp5wKr6x8AfR9q/ApzVqzl1C/1GSuE2DKNvdDON\nFHA58G4f9X4hcAnwgci2R4FZVX0s1X4pcL2qftjnnX6fbxt4Rllm85sKXzM3E8MYBNqV2ar6xoxV\nb25/NivDoDw5GTr0GyAXUe/yvYwvl+7fF5PGrPvnWDbYNupPpYdZBMqBm8dR5xISWqZLQc7tJeqr\nTZYp1LmhZP1IyukAybV+CUkOqeDnF7Zvwlm2MwIkpyOGeQt0NKAjwR1LI3Wmqt7gX18PfJW4si3E\nAwRfDTzfv/4ULjZvKJTtkeclCmVhi3/O8Kufgauwp1jDSuhGErqCJNbq0LKbZe3uNLgyGbNX16LY\n3PIGQOZJU5sea6V+C+MYZ9Pr1H8jjf4Vzn1jV58nYnSVrGIJyTpjsFhkqunSAreJyKv869cTi6B2\nKPBVEblRRH4raD9eVecAvP/zca0ej9FDXu7dSl7X32kYxjjTZZk9FJhlu0P0d0E+AdyAC0q8GWed\nTbSylfqEk9vXxCh+GFioBjkuLkxRKMbvW7NyWtak9fP/E8t4Uvgm2baS+i8Zai2tHXvaCp6iEiDZ\nJFCyGx93uo5oep0xWMSsJLfseoxbd6U9PHJxEfBxEfkALjBwKaPfT6vqPhE5Dvi6iNwRWMSNQeZq\nhS8IJ70Zfufv4OMLZt0eRrJ8tsP16XCqTuR38nw6vY9ukj4P8wZDNvLDzuvL3eg3EH7W3WAcLdum\nbHeL24B7cGm5wzzbLZ1T4emcw5Wk7McPfz1J0Qdfia181E3g8MEZNmx+zK9KAh6TTCKT0ZM/Wd8o\nwXySd7tMES2AJF1XQ2nKH0EydJiFZJHazya5kc36xYc3unbWGgGxc/eZs5t55mw1avgzO/NVSlLV\nu4GXAviS5K/M6LfP//+RiHwBV1HxBmBORLao6pyInAA80tLBGCvDLyksCuu/Cefthu/5ZlO6h4eY\nG0nSvhy8DtfH3ElaUcJ7celpRXlv5LaSlVWlkfLdSuXLQQiQHGbMjaQL6Dv7PQPDGF86fCRZk0bK\nW6oRkVXA+3GZSWo3EFkjIuv867XAS6hNk3ehf/1W4NrOjs7oKR/q9wQMY/wwNxKjbfQTIK+lequY\n3LhNQ+VeUgBNPvIuOSSkAwoXgHtxnqYl5z4CuKqXdZu6tsVIPu1kfStlU8tFKPrAx9IUHFo/zTHl\nnGkMI1U3az6hMLgyWN/pCdyt1E9G/+hyGqkZEbkY55N9jape5fueCFymqhfgKjB+QUQUdwp+WlW/\n5of9EPA5EbkI2I15Bw8ub1C4SngGrugkmGV7GAg9ChP3hjC1QKvp/5Kx8vTv1rUi7d6SRSN3kWbj\nNLN0L6fexwg/a3Mj6QxTtrvNNpwryWLGelkP+kR391nCVWpIijDfW319eNdmJp9X3V9WnuwYyQ/i\nW/w053OTV7zjLqxlCk7Z9mfUkbWTHGENx4Q5w8PfV4PCPxMbYDmdmbjJjW63FWYr6Tw89CCN1Mci\nfR/G5eRGVe8Dzs0Y81HgRW1NyOgL294MJ/2Ne31vf6di5CDxRFxDvKhNLCNJqExnZenI417RjsKU\nN6NISLMsJ3lcRvK6i4SfTTLeRGp9t6+vpmwbvUfnqS1c0yUL95Z4c6hot8v53NTxGK1Qp2gbRgNi\nVVINIxcXqpV5HzJGXWlZaQNPPwxK4yizR/28XVH0GpBvAP8laGxYtr1NRTt9Gwr17iRPun9LgRtJ\nuVQk9BgppwIlq+3Fmj7hXWgjy/ji1CRTTzrLd7lQqJZ7j1WQzLL8p3/5sWONYFUfx5dm1VENoyHP\nh1lv2X6Iluv3GitMmOgrcSEJLxOhVTt8Qpk393a4n0bW70bkdRMJyVM2PsvinTc4Mt0/3GaCuGU7\n6dNNZXEcZbYFSHabEvBn/Z6EYYwPyQ1ho8UwMinASVf2exKGMT6Mo8w2y3YvaGhibfCRCy4sqxnJ\nbWkkqLCyi4P+9UJt8GMhmFzWSZ1uq6YKrLdwh4+DjhSmWe99ussU6gMvQ4t2gcbJQdPbdcGJ2vyw\nR5NRFMzGCnKhC5Q8aRMUD/R7MkZewtR/6fasIMm8ubfbLWqWxzqdJq9/dmzcPKkA033D/ml/7Kx5\nTzeYXzuMo8w2ZbvL6EtAXkE1oK/umWQXTtnQk6NANbd2SPLLWpDK+3KpUClGUztcvCR7Oh93sx9I\n+GioQDmeySSjOE2MTKW4RW3ZXExGm3H0/zO6zD3A2+FF/wO+hMmLYaCVbCSNAiRbuT40umwlRW/y\nktdtpJESns4zXqJeyY7tJ503u5nC3e0AyXGU2aZs94LNwEacADcMo6eMo/+f0WU29HsChtEf+pH6\ntl2ZLSJX4LJCzanqOb5tO/BbVAuI/YGqfqUb8+wmpmz3iiLutvNgo07JQ6x0vatGg2YQ3ponN40L\nQft+KJ9cYDJI3Zfn7jJ0NUn6FylHEwAeCR7qFcplyoWCs/CH1uzF4HVGrfWJHp+VZukeLcbxkaTR\nZS5xJdzX93seRlPCIL41GevTcfWxAMmQvOkKuqGYNrva560o2ew6lrbkp4Mfs4IhsxgQN5IrgY8D\nf51q/6iqfrSjSfUYC5DsAZo+DYyBJe3z10zgWgGcwaNEoeliGE2xJ5GGsSK0K7NV9Qbgsciqgc/f\naZbtXlHCVXE8TDXwsUDGrahvLEwE6xvUR2xmlk00woNUfcYPQ2m5wBSLNb7YJQqV+N+0BTshK0Vg\nmkPM1Mxtkcn6YjSF4H+yLjyerGNL/NIzgkLbtVS3muarS1nRjS7SSpVTw2jEtlfAM75crShpDC7h\nw9HQSpvXF7ud5LtZkiZPNeO8gZB5DDrL1B9bzF879GmPjdsvydkDmX2xiLwZuAl4j6oOXLUOu0r1\niufhzv57cApiLIixXcJfWZnscOqDVN02SnC0XOQIa5jMSHId5tAuRgIcsx79lItu28PMVMcqlSgX\niu7Y03m2k0wkibL9JNlnYtnNPckbTpH6nOIZhKWDjNFlKZ31xjDaZWs8w4UxOEwE/yd81eJSck3M\n0K5jVSWzxm2kgMcU1mZBjOEcsmg0RtZ44fuYIp9kEEnvt50gztg4nRCT2Q/sup8Hdj3QznCfAP5I\nVVVEPgh8FPjNzmbYfUzZ7iX26RpGzzGfbaMrXKLwO8LLL4TvXNXvyRjG6BKT2SfPPo2TZ59WeX/D\nzn/JNZaq/ih4exkuodDAYepgj9DfBfkYVIy9iftDzZ138vEn94/TQXsXHBYO+yXZRanAQTayCZdM\n1jmP1J8C6bZGebZDjgThKsXyUdc/HCp0o5mi+pkUg/UB/To5S33ct9E65pNtdJM7rrIg6mGgiLNq\nT6R//qX831+rriR5rwvNXEZCmrmgpI8j5kISuolkBT62a9Fudds8dCizhcBHW0ROUNV9/u1rgds6\nGbxXmE7Ra1YDa6m6c8zgFGCdpv4hEN6/O3GAmCf6UDNpztIKE2e2BeAG4Hy8O0aBaY5UuuWxCJYp\ncAdncyZ3N+xXoFSbjaTkx5+itjR7Mt/kczGMDjGfbaObHItTLkzZHkweBY7HF7WJZJCruJWU4oXM\n8riLZJFWOtPuH3mL2uQt576c8T8ZP9QOGvlkx1SFZv7sedrapV2ZLSJXA7PAJhHZDWwHfkFEzgWO\nAvcDb+/OLLuLXaVWmsPNu1TJ8B5sxanw/Fb2F6eZom0Y/cR8to1usuVdwF/0exZGFsf3ewJGx7Qr\ns1X1jZHmKzubzcpgynavORe42b+u8bxoVDy8hcLi6YSiIYepvX0vCY88sYVt6++vNJV9NpKQcsRt\nJHnf6EcS3q1WLNthbu2EJDgybZXwwY/z6WDSSEBkL1LwWaaR4cTcSIyu8XGF1wvPAL7X77kYDSlS\nrcmQ/C+WgmDJkBZcSxJi7h2dBDm2EiyZ9E9nGEnGn069b2d/eZS/RupFJ4yjzLY82z1EfxdYB7yt\n3zMxjNGlTLHpYhi5eTa8ymS2YfSMcZTZo3dEg8gXqd6CJjd0pYhXYNmvLzW4Xw1Ttye+22nLb5Je\n71DQFrmljwU+xgjXH2KGmWDgot+5qypZtXpL2Y9foHrMYdq+dErAgPl4ZsIKy/5YrMCMAeZGYvQA\nK98+8ExAXVB902tCA9N2Xn/r0EKezuvdaFfN5tYsJSG4y32n+bxb2X+vFMRxlNmmbK8ERaqZN5Jf\nQClZ0QHN8k0vpvqUYHF+kvL6QqrbZE1Rmyw3khIF9rKVs7irtr2wigLlSDGcjOMLc21DncBcTkup\nPEVv2mQZU9qHnXZT/4nIFcAFwJyqnuPbzgE+iQvfvR94k6oeTm03BfwLMIk7iz+vqjv9uiuB5wOP\n40pZXaiqt7Q1QaN/rLWMJINKTYaMyCUmtzxvoni3U8Amr6tI1lRCF5JkjDDHdR63kVYCIUNiY/cq\nz/Y4pms1N5KV4DX9noBhjC4dlGu/Enhpqu1y4BJVfRbwBeCS9Eaqugj8gqo+GxeV8XIReU7Q5T2q\n+mxVPc8U7SElo1KtYfSacYgd6kBmDy1m2V4JQktuS594k5/dAs4nPEaSPbDJbW2Sa7tAKTOPdtie\nWLYLlYEzHgeVIneva6lWglxNPECS2rv85ZJZno3GtOvfp6o3iMipqeYzVfUG//p64KvAByLbJjk0\np3BnrgarzYgxzLxP4Y/F0v8NAxk//ZauGTlcS7J2FVq581aBTI+dFQSZtmrHSKcQ7MQVJPYx9Ora\nO4o+2c2wi0KP0T/o9wwMqE36n6bRLU0npW6NlWGJyaZLC9wmIq/yr18PnBzrJCKrROT7wD7g66p6\nY7D6gyJys4h8RETslDEMwwjossweCsbv9qIfnA98BXg4vSJ1HVaaVFNI9V/GWbbTubtDg3KSRs8/\nFj1aLkb9pVyAoyPLn6pMMfNHULGEN8pauNYvSdBk+Ki25NqWS80fo0VTOzXbhnwBKM0Yh0d8w0bs\nkeOBXbfx6K7/aGe4i4CPi8gHgOug8rOoQVWPAs8WkfXAF0XkbFW9HbhUVee8kn0Z8F7gg+1MxOgj\nc3DJm2Hn3/R7IkYWxboXtWQaV5JLlS9+M1F0151mylDoE50nQDKLRpevdCXIRn7U4T5brViZte+E\nXj/RGUU3kWaYsr1SpJ8JCf7BcxHn7xFQWZeDrCqMSeaP/f591D7XmLL3ncoKmKz0Kxb9+iLqu8hC\nkGc7OeYNwKZgfnkrSNpZajQg9khy4+y5bJw9t/L+3p2fyzWWqt6N9+MWkTOAVzbp/4SI7AJeBtyu\nqnO+fdkHS74n146NwSNSndDoP5VgweTaEl6WMqoqT+AV6hzXkkTxznILyRsg2XAfkfmllessu1Ws\nAmYLlTlyVdDsteJtbiRG7/iv/Z6AYYwmZX9D2GhpgBAk1BSR4/z/VcD7cZlJajcQ2SwiG/zraeBF\nwJ3+/Qn+v+BCo2/rykEaK48FSRpGT+hQZg8l43d70U9WU70LL5BdPLKSazvnfXLWrWcBeMy/Dizb\nzR7hZK1PLN3xXblnc+Wgklcda3GW7QXcca5Prffb1hS97GGApLmEjAaLbfr3icjVwCywSUR2A9uB\nGRG5GPds6RpVvcr3PRG4TFUvAE4EPuUV8lXA36rql/2wnxaRzTgF/mbgHe0el9FnRu96P3okiQfC\nUoehdbtU7Ze+jpRKMFFwbiWJSwnUu5U0ctFoNUAyds0Jc2dPRPpmpaDM6hsja/s818A8aQdbpV2Z\nPcx0ZNkWkV8RkdtEpCwi56XWvU9E7hGRO0TkJUH7y0TkThG5W0TeG7RvE5Fvi8hdIvIZERmtG4FE\niZ4IFiDfKZzqs4D7lZSpZvcIi8eELFJfLr0ypbLftFSjRCePeJK2+9hWs77kM5gk/cqFyI5jOcBX\nU3UdKeL8zdcF73Oy3Cy/+ApS93UaK0671chU9Y2qulVVp1T1Kap6pap+TFXPUtWnq1bDm1X1Ya9o\no6q3+rR+56rqOar634N+L1TVZ/n2twRZSwYGk9s5+DPnx9dyAimj5zzg/xeTLydcCpG2lLvJRNEt\nRb9MFNxSDNuKQQl4ss+BtNtHbElIZxyZDpbkfRax8bLm0cr2/bp+tSuzReQKEZkTkbqUqiLyX0Xk\nqIgc2/MDaINO3UhuBX4J+GbYKCLPwEXyPwN4OfAJcawC/gLnE/lM4NdE5Ol+sw8BH1HVs4CDwG92\nOLeBQV/SvE9LrLDF5RQeXNkdGkYLjOMjyQ4xuW0MLelcncbw0YHMjtVGQEROxrnzPVC3xYDQkbKt\nqnep6j3UFhEHeDXwWVUtqer9wD3Ac/xyj6o+oKrLwGd9X4AXAH/vX38KdzEYHe4ENubs28pt5sGM\n9vSNYcazqBKFioW7GXkiiMvFqitJXf8C1azE+NdhEFKQZzvJHpJlxV7G3EAMhynbrWFyOyc3wbG4\nxRhwIhbsOnNuKpiyYrn2/xMLd01bcB1NhkpbgycyliymU0uWxTprjGZW6mY0so6vlIW7XZntayA8\nFln1p8D/2cs5d0qvAiRPghpz6EO+Ld2+BzhJRDYBj/l0Wkn71h7NrT9sBF7VtJdhGC2yyGTTxciF\nye2Qn4XfNo97w+g63ZTZvi7Cg6p6a+9m3DlN3dFE5OvAlrAJFzz0h6r6pazNIm1KXLlXUhkBgvZM\nduzYUXk9OzvL7Oxso+79p4jzWa6LcC/Wvy0lL3LYbpMc27Fb0rAtuFFM/KGqPtvlGit0kks7qSyZ\nh6RfqeC+4qnS0erK0LKwurJB/tR/xshwH3B/l8ccxzRSzRhEuT10MnstsOAs24/0ey5GnMRaXU61\n4dvSOezC9+UgGDIMkEwFTSbW7eVSdfh00GTWlTpd4THZPn25blQDIk+Kvth+Wt0uvX04t5uBxEn6\n68HvuF1iMvvJXTdxZNdNLY3js0H9IfDisLmjyfWIplcpVX1xsz4R9gCnBO9PBvbiPoSnpNtVdb+I\nbBSRVd5KkvTPZEcXvvAVp5h6XcmnnSe8IfKzyHo6Hv6qQ3ImzEy7fzRTZsJHPknObUpL9dsVqXUb\nSSvbhWq35nM0hpHT/JLwzayOLWBuIvUMotweSpm9qXkXoz9MhD/7rFzbiRJejKzz60OFG+qzlFTa\nAqU7rcNnKc8xV49WiWUdSRPTEPJkG2mkdIfj/KRfAH5mxw527tzZZOTGxGT26tnnsnr2uZX3+3f+\nZZ6hngZsA37g062eDHxXRJ6jqgN1j9xNN5LwbuI64A0iMikipwGnA98BbgROF5FTRWQSeANwrd/m\nG8Dr/Ou3Bu2jg+VtNYyuYz7bHWFyO4v/lreymDHKtFOxeJjox+F1qzaCqt6mqieo6lNV9TScweDZ\ng6ZoQ+ep/14jIg8CzwP+QUT+EcCXLf4ccDvwZeCd6igD7wK+BvwHLhjnTj/cpcC7ReRu3JO7KzqZ\n26Chb/Qv6lxJsu51c9wDl6nNL9rIJJwMV2putXapd+InfLNgynKh4FIBZnUL5xl1q6lSScM94sLO\n6IxFppouRhWT262xrd8TMLJJp/pL3ofrw8tY+ulykA6w0hwETCbvw8qTSVrAWGrAWOB+s+DJWCXI\nLBppBa0EWfabdmW2r43wLeBMEdktIr+R6pK4tw0cHTk7quoXgS9mrPtj4I8j7V8Bzoq03wc8N91u\nGK3QSLjEHqu1KoxaKDVkrBBmuW4Nk9uGYfSTdmW2asVsmbX+qW0NvAJYZFG/SO6qs6pIAlW1bj31\nzmZBlyyrdkZW/aygx+QHUKDckjWwtiBOIWls/IMqU+9z7q0Fa/zbY9c2Tv3XKt1Qkk3RHjxM2TZ6\nSaNiI8YAEHNYTjsjF4L3sXXllE92seq7nSZ0K0kHT4ZMpP53i1YNPu0EWfaacZTZvUr9Z8RYADb7\npYZAKy6FbbHXAaFLYVYFyXCIMnVuJFns5cTOfhBZv9xGv+jUYU6bj7uRg/LRQtPFMNrin+Cc51uu\n7YElzHSVzrMdtqf7p983yL9daY9UmmxEVt7qPEGL7VpBO7GeNtu2k3mlGUeZbZbtlWQj8Dbg8n5P\nxDBGh8UF88k2esjz6E7aHMMwgPGU2aZsryRJ6ruNwDrgULMNcgZJxrpmfbML1diBUoOo3wP15vcG\nU6jurOJS8mRG51LwP7brQjD1Fm9uzcVjPCnnfFpjGC2zS+FS4Vjg0X7PxchP6DYCzXNvh9ejSDpA\nqM/DnbBcqs+7He4y3FW36LYrScJKuZSMo8w2ZXulSeqz1pBVkWY6tb4EOlHvvp33W0zqoHsa5c9e\nCio4teJOEs2tvRi8X6SeRAD6pRIZ3uHZ2YuTO0/BAGNlGUfBbawsdqEcHB4ATg0bYj//tJKd8s+u\nkFHCAqoKd6VrkHM7TaPzI+zeynWjwdSAbAW6Gwpz+n6k24yjzDYZsoLoL4Jc14WB7FszjApLY/hI\n0jDGlVObdzEGnHGU2aa29YNNOFeSg3hXkvBZVfi2hTjmZrezkfWNLNYlChR9xu1mRMfZFLSnq3sl\n/2O/txEJimxmlTC6yBhaSYyVZQtwZ9NexorTSINpZsUO34evU+4kCculxgVuJiJziWUpaYU81m3I\nZzFv96lsT5TEMZTZlo3EMIzhplRovhhGB8y+t98zMIwRYgxltlm2+8FpwHfDhiwLdpjhtUsOzAvV\npnSVyEJgBihTrLNqN/LxTtYl4/3Hs57mVoS35SWcz3aj2/UWny7FAlOMMaM0kAXDjBHiex/q9wyM\nlmhkxc7q28y/25Ou/RBLFVgq5bdqj2WhtDGU2WbZXmnW4VJJPY2WFcuGNEuCGQiSsncQ6YRQUQ8V\n9qT9ds6Ob7hY6VhLkid8bb4cpoZRYSHHEkFErhCRORG5JWg7R0S+JSI/EJFrRWRdZLuTReQbInK7\niNwqIr8brDtGRL4mIneJyFdFZEM3D9XoD+f9jOXaHljSObabXTvCmhSxYPwW3EGSa9V0xrU8rxdJ\nq2XY82yftd1AGKbalNnDjCnbhmEMN6UcS5wrgZem2i4HLlHVZwFfAC7J2OO7VfVs4KeAi0Xk6X7d\npcD1qnoW8A3gfe0dlDEw/Ik272OMLJ36XRsR2pfZQ4sp2yvNWr9sxHmJpJ+mLNOdnD2RUuhApYx6\nmUKN20ge8qQATMau9E3fXid3rA3cSJJKXaP4gzN6wHKOJYKq3gA8lmo+07cDXA/8cmS7fap6s399\nGLgDOMmvfjXwKf/6U8Br2jkkY8D4RfO5HBRa0sXSlZWbPf1tkna2WKxen8KlMrcmQZSGp02ZnfE0\n8o/8k8jvi8hXROSEXk+/HUzZXmH0uf7Fm/s6jcHlfJg+35dq9wLviUeyuzfydUs/LhuIx2dG9ynn\nWPJzm4i8yr9+PXByo84isg04F/i2bzpeVefAKeXAcS3t3RhMivDb7+n3JAxjRGhfZseeRn5YVZ+l\nqs8G/hewvQcz7hhTtvvFV4DNZFdJlGBJkz4ZWwncLdX6W5da2jhOaPEuUaAUWs3XUmsxiN31h203\nAz96JjEAACAASURBVLfVrl5/fPa+W1Ggxy4IZVzorv/fRcC7RORG3Nm7lNXR+3N/Hvg9Vc2qmWqM\nCmv7PQEjJB2oWEfaOp1+n/bbzmAiKLQ2kfhor3ZLVmxRlutJo+tVM7/tZk9WhsqY1KbMjj2N9E8X\nE9YCR7s+3y5gT8b6xTqqriRh2fYy1V9NkO+TLLfBpD1vmaoOHnE1cz0pBINPseiU8GcAN9UMkj2P\nIq7MexBsMtH5vYAx6sTOpR/sglt2tTyUqt6Nt5yIyBnAK2P9RKSIU7T/RlWvDVbNicgWVZ3zjzMb\nPJcxhooRqQEw9oSGnyTjSDpbSUSmTPgAzJhS21Txz0m3M5NkJWHpewaULrvaiMgHgbfgqpf8QndH\n7w6mbPeLWZxHqGEYnRET3M+cdUvC/9yZtXXN8yMROU5VfyQiq4D3A5/M2O6vgNtV9c9T7dcBFwIf\nAt4KXIthGIZRJSazb9kFt+5qazhVfT/wfhF5L/A7wI52p9YrTNnuF/fiKkmuo9aynVCgegvdpbvm\ndGTJkaVpmGx9mHTawFJNGkC3rmIBP57aFId57miTZGnJg/maqppVhuqxmdE72rSSiMjVuNveTSKy\nG+frNyMiF+OeGV2jqlf5vicCl6nqBSLyM8CbgFtF5Pu+7x+o6ldwSvbnROQiYDfwug6OzBgk7Cnb\nQNEwEDFt0s3Imd2UjO885iYSm0/MstyJVTlPRcmhcJeMHcTZs25JuDrTQNKIz+D8tne0s3EvMWW7\nX2zEhU7F/ACTX0vebydL6wxP6IM4xT5g/vCariePTWcs2XfiBk7Y8Lh78yQuz3aJeBBE4piWfCaL\nZDKBJSsxPPPtbaaqb8xY9bFI34eBC/zrfyXjMqyqjwIvam9GxsDyboWPjl8hjkHkIZwNp4bwWtlI\nqc4q0Z6+mKRjjJK+qbF7kXmkWVn1Zgr3UNCmzPakn0aerqr3+revxmWHGjhM2e4XW/o9AcMYEbr1\n5McwjIGnQbx8bzAtqfu0KbMznka+UkTO8qM+ALyjO5PsLnYa9QF9LsgtVAMkw7voWCBkJef0su8c\nmLKzspWkuQN4NjW3xEsLU9FKkmEgZJ5c3LExku0OspETeLzxAImbyBS1LidNKmyOxB2+0Tl2Ehgr\nwSLMEPf6M1ae5dDqHBK6jMSCIVshRzXJZsGRsURc4cPoLAt2I5eQVq59Axkk2abMzngaeWVHc1kh\nLPVfn1h3+n54Q79nYRgjwBhWIzP6wInw7v/R70kYxggwhjLbLNv95B+IW2/LtJZmKv0tlqh3an4S\nl7syvJUtFep8rPOStV3SHqYBbJZSqYbYbbidpUYjWsujbRjtY0GSA0PP9LHwepND8Zso1Fu3J4r9\nK/PezOd7IBhDmW1qTL+Z9gvUP5+MfjuJJu2JCf/kR57+td0PbA5cQ0qtXTlqyrBH2ouU64rkFCnX\nBjpmBaS4zo3fDzhDEwk+aoygFcQYUCzX9sCwDI1/+818LcJ1sWtNetsOY0MauXNA/NrRiStJuO3A\nuVwO1GRWBnMj6SOT73ii31MwjOFnDB9JGn3CLNuG0TljKLOHzHY4WkyuXmJpHa1/C2EQZRhgmZB1\nK7wf2AyTgam5XTeSvBQo1/5wQutAzMpdxLJLGK0xho8kjT5wocJVlv5v5EhfAtu8/hSLtakAY64k\n7ViYR/KJ6RjKbLNsG13jFB7kh5xek52kQJndv358/M51d2oAXw6XY6lIpGKTGxG7WzTG0Upi9I9f\n6vcExpxH/P+KG8kBsn/jsQtEMfifdQEJ5UYLF5lm16tGu50IlrzrijQ+jIlI39i4K84YymzTVfrE\noTWbmTmy3/kANvMDrAl2XKbq5E38G0wM17E79IL3o45QDW4sU6ZQ53+d7hf2BdjLVrZxf13/p1z1\nSF2bWxFvJqN7jBH8TRqtYieBsYJ8od8TGHPq8mxvoLHSnKetES30z1vkplG3lbZi98VqPoYy25Tt\nPnL43s2uqmP6W4jl2s5iNfWPwUq4X1DGCd0sd/Yik0yxlKmUt016uLT7yCItnZH9/L2O5KO9YWUM\nBbfRJ77kcm2D5dvuNyVoz+UjVh0yfJ+Fz9MduockriNJRpLQsl0qub4hle2CtvRuhyKbSKeMocw2\nN5I+suHp+5j+i8f6PQ3DGG4WciyG0Q1+Cd795/2ehGEMOWMos82yPQg0qZRYSyTiIkbsjr+YrCoE\n3WKp/IqUWzAZlJqMVxkq9MXKcHHJ9LFrw3/OGBPG0Epi9JEpWI9ZtvtN09R/zWhkXu4C6YDJVsl6\neppl+c4y0KfHSQdp9sWSPoYy21SXQSAdoZAEvOdJFDIV2R7cnWG6mIz/to+wxr0oVjXedMn1mL92\nlg93QqZ7SjKPxYz2cLO11XnW9V8h7EcxZIyh4Db6i8mI/vEIzm+7BPl/+4mGGcs8khWQl2wTKfme\nuIcsl+JBkUmRm2ZuJZVxM5pG1qVkDGW2uZH0mULR8twZRkcs51gMoxv8ujqDgNE36gIkR4yx0EPH\nUGZ3pGyLyK+IyG0iUhaR84L2U0XkiIh8zy+fCNadJyK3iMjdIvJnQfsxIvI1EblLRL4qIhs6mduw\nUCiWnPBOC/C6O+DQfD3vF7Lz9hzM3ufDe7fy8N6tNZbtTnBuJ3GrdyXPdolaa3sJZ1UoVzq6Y16L\niy4fi2/f6AqLORajgsntzjm53xMw3BVwkfzp4hrlyOsyEwW31Oy+mC81YHQ86i/1E8RTAjZK8TcR\n9IntY8VoU2aLyBUiMicitwRtHxaRO0TkZhH5exFZ3+vpt0Onlu1bcWlHvxlZd6+qnueXdwbt/y/w\nNlU9EzhTRF7q2y8FrlfVs4BvAO/rcG4Dz8HJE/o9BcMYfsYwZ2uHmNw2DKN/tC+zrwRemmr7GvBM\nVT0XuIcBlUEdKduqepeq3kPVyzikrk1ETgBmVPU7vumvgdf4168GPuVffypoH32SW87cxcmCZy1Z\nd+vzZD+K2TflFqp+1g0t0wElCg2rTpaD9XX9Yqn/0j+qKWos/VEfN8MIGcNHkp1gcrtzju33BAz3\ns26WtaKYWiCfhbuY+h9uV6guE8XqUkwtULVwh5budL/p1bXjTPslPfUi2dZsIu+bHWZfL61tymxV\nvQF4LNV2vaoe9W+/zYA+eOqlz/Y2EfmuiPyziPysbzsJ2BP02ePbALao6hyAqu4Djuvh3AaGx+8/\nwX0CJ5EdEFl34gVaavoXkyivT6bak35lalLrNFO2Q8IgylJQ9KbptsmvPnEdCefpJlE7xynqM7RE\nFPNWhUUvjJymxw0A5RyLkReT2834Apz32mq+baN/zD+J+32ntdJCamlGM600vT7cjydUmCGf8p1W\nwEPyGJrSSnceV5C0O0kxtW5F6J3Mvgj4x84n2H2afp0i8nVgS9iEK7vyh6r6pYzN9gJPUdXHvE/g\nF0XkbOKWlFZKuFTYsWNH5fXs7Cyzs7PtDNN3TjzzPpb+dpIDv3pS886GMeTcB5Eaox3SZk5WEbkC\nuACYU9VzfNs5wCdxz1buB96kqocj274M+DOcweIKVf2Qb78SeD7wOE62Xaiqt6S37zWDKLdHRWbz\nNuAm4Jp+T8QwOiePAeq7wPf8638MfsdtE5PZB3bBo7vaHlJE/hBYVtWr2x6khzRVtlX1xa0OqqrL\neFO/qn5PRH4InImziJwSdD0ZJ+AB9onIFlWd848tGxbt3tGNL3xAmFy1VGsmyXMn3qxvnXqQtbm7\nhUyn9UunAnRteazfkT7pBKBhOqXaydS2xywTbTz7qql230VWNKBkRDjNLwkxp+GWaf/xwpXAx3Fu\nEQmXA+9W1RtE5ELgEuAD4UYisgr4C+CFOPl1o4hcq6p3+i7vUdW+VvUeRLk9SjKb892djOXaXnkS\nuVsCnngSpheoTTAQy5/tU/ZFSaf4a0QRpyim0wFSO36YGrCyaWr8JAd3GEiZVKLM2ibcrmZaQVs6\nXWAsX3cpaM/Kzx3yE34BeO6OHezcubNB7xzEZPb6Wbck3Jt/HyLyVuAVwAs6m1jv6KYbScX6ISKb\n/QUJEXkqcDrwn/4x4xMi8hwREeAtwLV+s+uAC/3rtwbt48Em2nsuOYEr2R4+5C1SSVbCrZFt7vf/\nS/m0+kN+YqEinZRyT/t072ez7xsmGCX+S94baSsCTyHuM5fqlvzvpe+ZxdYNAW0+koz5/wFn+naA\n64Ffjmz6HOAeVX3AK6ifxfkuJwxTSlWT263ycmfUt3CSlacIzAXvnwDnMrk76JDln5025oRuILEL\nSSH1upEfd5Gq++MUVZ/uqdQS+mavri41PtxTtUva7STqnhI5GUN3kVjGkrB9Apim6hfeczpzIxFq\n5dbLcEaRX1TVgc091Wnqv9eIyIPA84B/EJHEV+bngVtE5PvA54C3q2qSjO6dwBXA3bgL1ld8+4eA\nF4vIXcCLgD/pZG7Dwt4aO1+bLJAdEvDjkbZtrQ0/E7HfZBW42cz+/ANvzWiPKeGGkUV3s5HcJiKv\n8q9fT/yXdRLwYPA+9GEG+KBPQ/URERm4ByAmt41hZkus8SldGDhLTrTypHmFaaVC5UDFF7Ups0Xk\nauBbuIxIu0XkN3BPJ9cBX0+nLB0kOro5V9UvAl+MtF9Dhkebqn6XiAqoqo/ihPV4cgzOQg3u1jLX\nN5M8DMpJ+iQuFSj4hjLF4HUhuxpkhHIQLBkl/citTPbxpd1GVmf0M4yE+UjbE7vg0K52RrsI+LiI\nfABntV2K9Gnkw3ypd6mYAC4D3gt8sJ2J9AqT293hGcCdTXsZveQQsPwITCSVbtZRe/1IrndFGivT\n4TUp3TdtyU62CUmPnbW/DHeWRsGQ6XXTkT6Ju0qofC+X3ftpvz7ZLj2t5dT/urGzp9Y+MZmdA1V9\nY6T5yo7mskLYkzDDMIab2H3h2lm3JDycz/9PVe/G53EVkTOAV0a67aHWllbxYQ4ycyz7YMn35Nqx\nYRjGuDCGGaJM2R4AHv7eafAynOfnPnJYc5N7TX+v2upjruTWdqFqoHPW7FLN+3aIWrgTq8N/Ur3j\nD1P7ZflnN7rb98M0u+u2E3wM6MyxPu3/d5yq/sj7Lr8fl5kkzY3A6SJyKvAw8Abg1/z2J6jqPu/b\n/Brgto5mZwws5zwPrv+2BUl2QiyWsVHf9EPfeeChx2HbE75hnf8fszw3uxiECmDMmp28jo01RbYC\nmUc+dRgcNOGvpxPBWNNU57Rcqnc5SQIxY64oT/i25GPtunV7DIOhTBcZAE487z7KFHhk81OqbhRl\naqMb2j05G223UA1kdMVo8p0ODV1GPImyXqAEZ/jGm8lfTCCLYNdF8guBQfFXa/Q002iTNj9Q7/83\nC2wSkd3AdmBGRC7GuYVco6pX+b4nApep6gWqWhaRd+EqlyWp/+7ww35aRDbjFPibgXe0e1jGgPN/\nw7E/a8p2SCcKRd5tH6Fqv1kGHgK2JVGTx1MbzBhzIwmzh2S5jsSKrSX/Q2U7Vi8iGTshdmAxt5N2\nSG8XuxEo+eDMVPN0TG6WYX6h6payTNXjo6vX0DG8CJqyPSC04iNtGEZAm3m2M/z/AD4W6fswLid3\n8v4rwFmRfi9sbzbGUPFyhX/NXfLX6CLHN+/SXdIF1ozOaVNmDzOmbA8AezmNrdzn3Eem/TJP6ttp\n8b4yllwzzQIcYh1bmKtzG2lX+Y9axzf5/0kp9qy7+iSFUjnVHiFZ1SjOopOTO8zlagw49iUZfaJX\nqWaaya48p/ygX9zb+ezSqelKuGvAPT67+xkHqGa5Cj+A8JqStnZnXW/SLiOJ++Mi1bzeWdbsGOGX\n1ooC3yiZQA+YLvvc5cCWx+HRR51byVzjzVpjDGX2MOWDNQzDqKe7qf8MIzdv+qd+z8AwhpAxlNmD\nfvM7XjwT+LZ/neu2f5l4IqD/n713j5bkqO88P9FV91bf2+oH3aJbaj2QsIQkMIyQsYTBLLKNeWiO\nAXsAw9oLMmaGBWPPGfYcG4bZQXjH77VnbbzYOzbm4QcYGxaEjwwCY8k2DyEZBGL1oAVqtVotdaNu\ntfp1u+6t6tg/MqIyMm9kZdbrVtWt7+ecPBUVGRkZmVUZ+ctf/h5d+sj9kQ+xi4vZm7HD7qbVzmuu\naxWuCuu6NltJnuhP5hrkEwpUuNAWXLNjZQ3F+mcGX0mKCWFMJgbDvnHnsw72s20VBh136CDpc7cd\nA+53dZc+RPImdWPQCLJzRMzOOfyErNY4zE65lUSzHSbDqcowNdFV99uLVjzWdids3wP1Y3BwmPPs\nDM7ZErYniSuAc4DvkZ1V+pkBVyifBVtw9Mg2WtsT50hvSjJPM2oO0s0xslv7tltV30FykeeF7Vrw\nWc/V5yOXOBaBU4WjSRn0Na8cGqcA/UBiXLwttfobJkVhnkOK5rYiWbIKVfscFWXzdWhGMkfinNoi\nNXG47TBc8wBwOYlg7PHmH3mtad5JMs9p0vtPi0TwbgR9P5HbR54q1pi9OEuGt+Bef5RY+25ZMyF5\naGnClq3AMN/izOCcLTOSCWLhVfnM0UKIUmbwlaSYAJ5vk/yZQojemME5W5rtCeEAF7Nryz6Wzn5S\nEms7fMRvQ+m/LxaKqOjXDRxElk83WKaRcZCsV3gcLwsTGPbX0WzvdPs+QNZ0pEqWyOC4Wq3VjjLD\nZJB+Q7/U2E8iRsCkxHUUs8cO2E4Sfm5UxOaPfNjTbnNW1bmy38uoijZ6EEJ/xvy+fGg6P/b7ge3f\nhUtrJCFntwYbx1T+oYNk3pykTqLp9X34dhtJnf5HHUSs6GVy0UmtqhUv2ybMlLmT7FuCYTCDc7aE\n7UnDB+UvCp4PrAo10u3d336S/Hb+e57HGjR3z9NkvjAiyXE2s1jJaCPetlVLXqA0tp6J22p58xE/\nvmcCd5Xva45kPt3bZf0kItOUIaOTKcbIOG6i+b98KB/6O8NclzpfT+77MObMMjlqEFOVORLhervb\nj1/88R8BvgawBy5tusoLgF0kZh5egMZ9envs/AltuvZHSMwet7v2x9w2RaaPvVD0FFVGPwJ1lT7y\nJpyerSX77IcZnLNlRjLJFP7Be3gsPL+8SRlVBe1e2xZSQdD27B18b2vODM4zQqxbrv+XcY9gehiG\nML+9l8YXrPUOxSgxxrzfGHPQGPPNoO5VxphvGWPaxpirxjm+bkizPWnETCospB6P/lkeopFI/C/a\npvgpN1SDHMWZkdQHjrVdmuI91AgUpcPNO4DkX//1+NquSrjxfHshhKjMxsl5W1WUBDHMSxBqvPOa\n7iK/+ryg0G2eXIi074Vu57EObHHlJbf4WNseb9KztA+ucA6Mc0dIzCE2kWqzfU6HmHbaf99KxqF/\n5Ssw90KSNJaQmJM0qHbARa8jyigaW1ndkLNOd4l7tpZ8AHgv8OGg7i7gJ4H/Zywjqog02xPGzk/s\nG/cQhBBCVOEH7LhHIMTMYK39F+DxXN191to9wESndJVme4I4yIWcfebhxPTjRH5tTD/rHkEH/BVP\nsRDVSleJoR3TiCcjq3XWd2hQbKdWpBTP1xfE58w7DIlZYtiB14TogVai6Z0EzXYRRRpvj5+l85ru\nudz6sE0vGvB82263rG4xv8N+jpGE/lvKtV0h0W4vAYecZvspT8D5+2BhF6lZiM/74N+ehm9d6yT3\nmk0kDv0AO+AzT8BPNIA7XN3Lg4Pp1Zmxn3ZVbLKHIdX5P0mbjmZ/uG99Z2/OlrA9iewneT21ymSi\nizi5131eRFwg7RKZxEcjycfRzkcl8YJzLBJJuyNc11a17+Bidq4SrrslCAjNYgBOwkpr9Woxy+gx\nS4yXX/4KvOe54x5F/8TyuoQUCdF5Id0L6HmzlbyDZsxcJb+P0GwhFoXkCKsFbc8SiaXHcff9IPDg\nySRSya7vJnU7t8LcDhK7lE2kwQlqJPeqk25QF8KRv4Ht18Fh1+TzTgB/UZ2IYix3MLFyLF52lUhi\n3cxDPaGZaDe6rQ/XufjhwzVdj/1q/wysXwcIySoTyI7HHubwZeeNexhCTAmTrFMUYn2z1n4ua/1o\nfeRv1niHMyGVxebsH3KL5zfXaCxrw0z8rNPG4fPPS560q6Q0XSHrnfMoybY9yB+nWKR9pkZ7Q/bv\n0KuDZEiqBc89hodfwyfweqTerwu2WQmdVQr2Hca5lnnJLKBfWIyRayzsMh3N35GxDmY0VPXtq2Ie\nErabi5TDz1i9d4A8QjbsX2zMfmZYcu0XgM2ubssTsP2JRGO7BdjlY2c3gN3AA8A18Am3gzc13Jg2\nBkYQB0ne1vod5unm3Jh/o5tv229696J9FvXfTfMerNs+1FjbA83ZhmL77Im125aD5ITx2Ibz4JXj\nHoUQ08RShUWIEfIP8Is9hCwVYrbpb842xvwV8CXgacaYfcaYnzPGvNIY8xDwXODvjDF/vwYH0DPS\nbE8i72glxmCv8hVh2L8hkPvVl5mn1arRnh8s9F+MULNta+6xM6/Jzn/PDgJI7bSPO822VyJ0c6bp\n1bhAYf+mFWm2xZiZlNh/Y6bbKahyerppvH3Zvzmo8ggd2qKvkDhV+u3rJJpuvyw6g+wF4LwDSTbK\nnziSbANA04UdbMF5QR2HSX2RGrkDCW+hNbKJ6vzgmkGbMolsGA6SJffaVW1cqMS53RX2XZn+5mxr\n7f9csOqT/Y9lbZCwPak8pwU2vCp7ELbnSC7gmPQYyUrZXJ6n3arTnJ/v1CUxRtoZYblGq2ua9qxz\nZOow2a47k5L6MnVvFhJ71VXhXeVSKzUN8RY0UOwkoz/4LCApR4yZyy3ca7iI9WlGslZ0c9SM+REO\n2rcX2EOBHpJ4A0eA598RVJ50bZqBs+AdsPQE7DmZOmP6sXaEeFe3UIfNm2CuQeKM6eN9b6I4Kgq5\ncl5473ag+T7y6/PrinRr3nRzU8H6vpi9OVtmJBOIvVAiohDVWamwrKYgG9m/McZ82RjzdWPMV40x\nzynY9reMMXcZY75pjHlNUH+RMeYrxpj7jDEfMcboYhZCiAz9zdnTjG4Ek8onYz9NBe32CeDs3na1\nfLqR+Z7XaLdyGuuYBjvWNk+zsYF6/Ux8pX/FVvB03XIPwl6bnXeMiT0nh5rvGJMeG1dUpW+b7Fg2\nst8G3m2tvdkY8zLgd4AfCTcyxlwHXAk8i0R5dasx5iZr7Qngt4Dftdb+jTHmj4CfZ8Izm4khcQB+\n4h/g8I/Bg+MeyzpkFHN1kSbdZ6b8+1Ywu+xL/CH5rvsEbjuQxvouCkPomWtB/YnkvrNwKHXUXCQp\ne0dNH/JwyyZY2Eii9faZpX1YQv922N/gijTjsVC7+VcEsZukvw+H9+WdXQ6uZ2bPj0bC9iRzgft8\naIHCP2dMOO12EUXqlo5uZkOj2cmDO0+Tpc7LryQO93xgWLbMPPMs54ZRi35vUaNdC9ctpxd/OBYf\ng7sFPBO4JxhvMBOuAFvqiTlJmY31CsnENWnPyDLvHDb9nU1r7b8YY56Sqz5Dku4CYBtp8IOQpwO3\nWmstcMoY8w3gpcDfAj8KvM61+xBwAxK2Z4MftfAFw09vgveenEVxYv3gZ5T7g7rP70lMS754J+xx\ndYeo/jv3YrMOMHeSjulKLNlQ3qZ9kWzbBbLmLGH9wkZYaMBcKKyHQnxoe76b5IAvrHAAlZm9O6DM\nSCYU+0vjHkHKfMaDYw24p7zJNDN708yoGeoryf8E/J/GmH0kWu53Rtp8A3iZMWbBGHM2ieb7AmPM\nDuBxa61/fbOf5FYlhBBDZyhO/Y3yJsNHZiRikvhp4EnAu8LKElOSvDd0lV/4RJ0z9TYNp61usMxy\ncAV6p0ifvv0Ui51IJU3mabnsky1qnbbdzEnYSPbV1qVu3KfJSqJe2w2sOA1+C6g7zXaZ0DrIRLT+\nLvX1TOyf8A239MxbgP9orf2kMeZVwJ8BPx42sNZ+zhjzgyQhqA65zxbx+K+2n0GI6WXhTth+afyV\niJhebiO5yL/I6N5alJlG9kM0++dpqJ8OvpPVlIfZOy8i0X+9aahC+eypnKTZnmDs74x7BEJMA7EY\nrU8DXh0slXmDtfaTANbavwWujjWy1v66tfbZ1tqXkMyje6y1jwFbjTF+Xj0fOND78Yip5UeTZ6s3\n7SlpJ8RMM3u5EaTZngZeB3wkrAh0tjH77CK1bFEYoOPANljkFODNRjZ37K6X3HPuAku0qXGYHatM\nS5Zp0HYBAyHRhtdoUQ+Myju2296Zw/P9vgHZB95NJGGHgrpjJDFO88/FK7nP2GH2w+w9f08jQ81G\n9rAx5oXW2luNMT8GfHvVBokwvc1ae8QY8ywSL4Ob3ep/JJHu/xp4A/CpQQYnppNjF8+zwPI6FBlm\nF38vmLbftGr2zyK83fqRbyWf2wtb9sLsvTuWZnvCsf/Zl/JuEo4T7rNFPJrHRlKzDf+Zpw2cnmcb\nR9nG0cKxeKH7FIssueUo22hTd3ULnWglbWrUabMQTE1tatE43x1P69OsDvCfs0ZZAh4+nT77+sP2\nhGdo9i7nWaXv0H+rspEB/x74XWPM14H/BvwH1/YHjDH/w206B/yzMeZbwB8DPxPYab8DeLsx5tsk\n96X3D/lgxaRzSaLd/uULkwAO290izZaYZr7ZSpbhIJttMYHYvwKzcQt8QOkShFhNf7qmLtnIVsXW\nttb+K07wttY2gWcU9PkAcE1fAxLrhi21JnzW8BbgvVeMezRCTBrT9n5gcCRsTxU+wnTAcbK/otcE\ne5XvWcG684J1IaeBlmHBmZHks0T6MH/LJBkmm8xz3EUJ3cxxjrOZJRZoUaMZOFa2qHVMUyDRiNM8\nkYQYjKWx9XWNTgdRDgaHXPb8K/ORWUC/lphALrf8qTEdZzMf8jOfIwD60+NV/dd3SyI4a/Qi8FR1\nsO+lz27nfVJ1uf5l9Nfc92uH1utsMZAZiTHmt40x9xhj7jTGfNwYsyVY905jzB63/sVB/UuNMfca\nY75tjPmVoF6Z17rwj6+/ZdxDWHNuOTTuEawtD4x7AFPL7L2SHATN22vDLbfcMu4hrDmzOIfdt+KA\ndAAAIABJREFUX95ErGKoWX+fZIy52c1BnzXGbI1uPGYGtdm+GXiGtfZKkrDn7wQwxjwdeA1wBfAy\n4H0mYQPwh8BLSF7Dvs4Yc7nry2deuww4SpJ5TThuueUWrN0CL9iVXeFNrH32qDBmzwlSDXeLJIzg\nHKsNnUm+N1juhP+LMc9yJuRfk3lOscghdiZa64A2NU6wmSd9b4lTLHLK2XfzBKmNdpushtuFIuKs\nZLnl4Oo2C6Q2kFUZ9zN0Velj7ygHsa5pVVhEgObtNeCWW27hTdbyJmuZs68BsglJwsUnHellWai4\ndNs2P47YuHpZHu5jm7Vcejm/ReTP0XdcfZXfZnOXdVsmYOk25uHS95z9AZJ5KOQdwOfdHPQF4rkR\nxs5AWghr7eeDr18B/p0rvxz4qLW2Bew1xuwhCaFlSEJkPQhgjPko8ArgXpR5rRL2nwB2YYxLGNsC\n7gTOcQ22BY1bwEOufK77jDlJuv+1F6QbNFnkVOd7njb1ThzuBsucYtE5RdY7TpQtaizT4P4nn8/9\nXOKGdhT2kXgNnSZrNtJ0330WSUgeBU9m952fNI+5em8Blje0OcVq1kL0yvuBSt03SmbP/m8QNG+v\nPW/gr/kjPsbf249xvXlNp36JZA5rkc0KCKnAV/RepkggLHuPk99Pr/j5M2YOM08inFU1wRjkndNQ\nEroUUOUcehp0ki9X6ieMZz0Ig5jElG07DDOn7vTtZxPL+vsK4IWu/CHgFhIBfKIYpgzwRtIAdecB\nXw7WPezqDKn4B0mGtauVea13rE003CafQkOImUNmIgOgeXuNeIu1vAXAWj6hiVvMNEOds3daaw8C\nWGsfNcY8eZidD4tSYdsY8zkgtF0wJFnR3mWt/bRr8y5gxVr7kaBNHkvcbMXSR+Y1M4OT1Xve8574\nisfdAgOlOv94/5sW8stAcg/uj4IjXrfcOu4BTB8Pwn/JazoK2s0Okzhva86eDW4a9wDGwKfHPYA1\n5OcGv46rztkHB93RJFEqbFtrf7zbemPMG4DrSF4nevYDFwTffSY1A1yYr7fWPmaM2WaM2eC0JF0z\nr1lrZ2/WFkKswlp70bjHMIlM2rytOVsIASOZsw8aY3ZZaw8aY84BJjK0wqDRSF5Korx8uYs967kR\neK0xZt4YczFwCfBV4HbgEmPMU4wx88BrSTOsfYE0r7IyrwkhxAjQvC2EmGLyb9RuBK535Ymdg4y1\nXa01um+cONDMA4dd1VestW91695J4pm+AvxHa+3Nrv6lwO+TCPrvt9b+pqu/GPgoScyMrwM/a62V\nMaYQQgwRzdtCiGnEZf29FthBYmbybuCTwN+QvJXbB7zaWlucCntMDCRsCyGEEEIIIYoZNM72mlKU\nWGG9YYzZa4z5hjHm68aYr7q6qQjcXpVeg9MbY/7AJdu40xhz5XhGPRgFx/xuY8x+Y8zX3PLSYF00\nwcg0YYw53xjzBWPM3caYu4wxv+Tq1/VvLVJmYd7WnL0+r2PN2Zqzh8XUCNume2KF9cYZ4Fpr7bOt\ntVe7uqkI3N4DlYPTG2NeBnyftfZS4M3AH6/lQIdI7JgBfs9ae5VbPgNgjLmCSIKRtRvq0GgBb7fW\nPh34IeAX3HW73n9rwUzN25qz1+d1rDlbc/ZQmBphmyS5wh5r7YPOJtAnVliPGFb/Nq8gCdiO+3zl\nmo5oyFhr/4U0YKEnf4yvCOo/7La7DdhqjMml0px8Co4Z4iHXXoFLMGKt3UuS6e/qSLuJxlr7qLX2\nTlc+QRKc8nzW+W8tOszKvK05ex1ex5qzNWcPi2kSts9jdWKF88Y0llFjgc8aY243xrzJ1e0KA7cD\nExm4fUB25o5xp6vP//Y+2cZ64Rfc67c/DV7NrbtjNsZcBFxJkrUw/3+eld961piVeVtz9mxdx5qz\nZ+e3HgrTJGwXJVxYjzzPWvsckji4v2CMeQHr91irsJ5/+/eRvIK7EngU+F1Xv66O2RhzFvC3JBEu\nTlB8LOvquMXM/J6as7Os599dc3auaaRuao97VEyTsL2fSGKFMY1lpLinRqy13yMJa3M1LnA7gJng\nwO0DUnSMRck2ph5r7fdsGhLoT0hfO66bYzbG1Ekm7T+31voYqDP3W88oMzFva86enetYc/bs/NbD\nZJqE7VhihRvHPKahY4xZdE+UGGM2AS8G7mJKArf3SLfg9NeTHuONwOsBjDHPBY7611lTSOaY3aTl\n+SngW65clGBkGvkz4G5r7e8HdbPwW4sZmLc1Z6/761hzdsIs/Najw1o7NQvwUuA+EseDd4x7PCM6\nxouBO0kSRNzljxPYDnzeHf/ngG3jHuuAx/lXJE+/TZJA9D9HkhgjeowkEQ3uB74BXDXu8Q/xmD8M\nfNP95p8ksYvz7d/pjvke4MXjHn+fx/x8oB38p7/mruPC//N6+K21ZP4D63re1py9fq9jzdmas4e1\nKKmNEEIIIYQQI2KazEiEEEIIIYSYKiRsCyGEEEIIMSIkbAshhBBCCDEiJGwLIYQQQggxIiRsCyGE\nEEIIMSIkbAshhBBCCDEiJGwLIYQQQggxIiRsCyGEEEIIMSIkbAshhBBCCDEiJGwLIYQQQggxIiRs\nCyGEEEIIMSIkbAshhBBCCDEiJGwLIYQQQggxIiRsCyGEEEIIMSIkbAshhBBCCDEiJGwLIYQQQggx\nIiRsCyGEEEIIMSIkbAshhBBCCDEiJGwLIYQQQggxIiRsCyGEEEIIMSIkbAshhBBCCDEiJGwLIYQQ\nQggxIiRsCyGEEEIIMSJGLmwbY/YaY75hjPm6Mearru5JxpibjTH3GWM+a4zZGrT/A2PMHmPMncaY\nK0c9PiGEECmas4UQYrishWb7DHCttfbZ1tqrXd07gM9bay8DvgC8E8AY8zLg+6y1lwJvBv54DcYn\nhBAiRXO2EEIMkbUQtk1kP68APuTKH3Lfff2HAay1twFbjTG71mCMQgghEjRnCyHEEFkLYdsCnzXG\n3G6MeZOr22WtPQhgrX0U2OnqzwMeCrZ92NUJIYRYGzRnCyHEEKmvwT6eZ6191BjzZOBmY8x9JJN5\nDBOpW9XWGFO0vRBCTDzW2thcNylozhZCiIBB5+yRa7adFgRr7feATwJXAwf9q0ZjzDnAIdd8P3BB\nsPn5wIGCfrVUXN797nePfQzTtOh86XyNcpl0rObssS+6pnS+dL4mZxkGIxW2jTGLxpizXHkT8GLg\nLuBG4HrX7HrgU658I/B61/65wFHrXl0KIYQYLZqzhRBi+IzajGQX8P+6V4h14C+ttTcbY+4APmaM\neSOwD3g1gLX2JmPMdcaY+4GTwM+NeHxCCCFSNGcLIcSQGamwba19AFgVd9VaewR4UcE2bxvlmGaR\na6+9dtxDmCp0vnpD52v9oDl7MtA11Rs6X72h87X2mGHZo6wlxhg7jeMWQghjDHayHSSHjuZsIcS0\nMow5W+nahRBCCCGEGBEStoUQQgghhBgREraFEEIIIYQYERK2hRBCCCGEGBEStoUQQgghhBgREraF\nEEIIIYQYERK2hRBCCCGEGBEStoUQQgghhBgREraFEEIIIYQYERK2hRBCCCGEGBEStoUQQgghhBgR\nEraFEEIIIYQYERK2hRBCCCGEGBEStoUQQgghhBgREraFEEIIIYQYERK2hRBCCCGEGBEStoUQQggh\nhBgREraFEEIIIYQYERK2hRBCCCGEGBEStoUQQgghhBgREraFEEIIIYQYERK2hRBCCCGEGBEStoUQ\nQgghhBgREraFEEIIIYQYERK2hRBCCCGEGBEStoUQQgghhBgREraFEEIIIYQYERK2hRBCCCGEGBES\ntoUQQgghhBgREraFEEIIIYQYERMnbBtjXmqMudcY821jzK+MezxCCCGK0ZwthBDdMdbacY+hgzFm\nA/Bt4MeAA8DtwGuttffm2tlJGrcQQlTFGIO11ox7HMNAc7YQYr0zjDl70jTbVwN7rLUPWmtXgI8C\nrxjzmIQQQsTRnC2EECVMmrB9HvBQ8H2/qxNCCDF5aM4WQogS6uMeQI6Ymj767tGYd8Hlc5z70/vY\nfO2zue8//BIccSu3Aj/ryoeAna68A6gF9ftc+QjQcuU2cDCtP3You9+l07CwMSlv2RSsaACuni1u\nXx7f9xHgcFJ81cN/wcdv+pnky2nghGtTB47mtvP157vyRUFdwPw5xwA4d/sBGix36mu03RCbLLAE\nwNk8RsudjGUanGIRgMPs4DLuA2Azx3mcbQAcZzPLNAA4xUIwrKTveZY7+wFou77naXba+H34ej/G\ny7iP6/kAAD/40LegGRyU/73a7jyF5wOSc/QRV/bn/1Cure/vNOl/ZB88vCcp7iE91SvEaeV26dsd\nA3dGk88lBqdV3kRMEQ8Ae8c9iNFRec6+1qRNLwIuHs14hBBiIEYxZ0+asL0fuDD4fj6JHWCE/wJX\nLLD7hi+uwbCEEKI/LiYrWN46roGMhspz9o+syXCEEGIwRjFnT5qwfTtwiTHmKcAjwGuB18WbHoOH\nFvjXC58PwLv2/e/82hf/j2TVt+B33vyLAFzLP3KIXUCi4b2E+wG45IH98K+uqztI1JuQVWHuhi0N\nV3ba8S0PpGUupKOp5ixS7fRG4AJXrgMng7KjltdflqkzW6Rq07DtiaB8TvLRYJn5jHo4xWucmzQ4\nwLkAHOVJLJ1JtNWHbz+Pg89ODvAl858tHE7bHYz/nM9o0lsc5yxXbnc04u2OmhqWAi13i1pH+52h\nBnZrUjSHVq/u4M+r/61qRQ0zB8CxglWxn2Il2E2R9jtkroe2QkwxPczZQggxm0yUsG2tbRtj3gbc\nTGJP/n5r7T2FGxymcwS//qu/yof/6+sBOHTFTpZv2gLAU667l2u4DYDn8SV2h0oXL5xtdwvAE2mf\nbA/ahLobbyJyMYnJCiQC+BNBG19fJzVvqKd912mn+8n/CmWCdyjBRdrWaGeEV28u0qLGvKs7xQKH\nORuAo8e2sXR0c6f9E/c6qf1Z8d23I3+bNrWOgN9gmW3OFiYZSSr91mJC9eoDAODk7g38Q+NFALz8\nwM10Ng2F6fgzRUor196blzyRPrvMkZ7Gbqe+zNTE9yXErNDznC2EEDPIRAnbANbazwCXjXscQggh\nytGcLYQQ3Zk4YbsnjoPz34OPwv7WJUl5Ix1t5oP1y2m/ODnMBss8mzuTFW1SrWgd8M6OJ4PyjqDs\nTUdOk2q2d5ExOelos1uk2uwaqdY80JRnNLxVPOLqpGrTUDncozddO3CKXD6T6LnbrRqcdgeyQOeY\n8hrsmANkjHmabOY4AAedCU+sTah9b7oT89gFZ3XqDrKLO3gOAC+v30xUKX4yKNcj5RbZ7dxvvhQ6\nUFagV411LyYnIXKOFEIIIdYX0y1s500IPu8+t4GT0aBFxx756IZtHeGvtRPqjWDbC0ncehok9tbH\nSATtvLDdJBWet5CaKFxIaqIQCoD5cTqBfJ7l7NkPpazQ/ttTBx4jsct+DJwFSLpt5Jds0qCRO0nH\n2dwRhFcR2lJsTNpCYoPtBe8aLXbwWMcO3hMK34nhSNxcxNc/iaMd8xaAQ+4E12hlope8hM/yWV6S\n/hY+mog/5tPA84Evkj2H/vd6IFfvhe1m//bUvjt/yhdITVLqSGAWQgghRMp0C9vDJPSfL/KcWyvy\ngrbHmVJ3BO02hZJdk/RJInVmrHUE7TY1mqeDp42wn41pMXTk9OXDGUl/tHyWl6RfjgQrwn/uGALS\nhLsPw/1J0BZCCCFEyBQL23OJlOMVqJtJhcQV0pjU29ItWtQ6GtSDW3ZwXuNwuDJhI+lZ2Uqqufam\nI6Fme0fQ9txgLIHjZuYMf5fU1KQKBRrrjEQXke7a1Gg6V8hQWD7Kto6w3ey4SkbYmGyzzHyn1XHO\nCpweq4T7iOO3rdHORDB5zAnwB9jdqX82X+9owk/u3MCmI2dWd1jkIBl7a9BMyyut4uZVqCpUz6GI\nJEIIIcQsM2kZJIUQQgghhFg3TLFmu551fNtINsSe97PbBvMbEk1pg+WOeUVGOxuG5wucK9lBqone\nHezL120hPYNPC9YfoGPrbbfDqU3JM80mznTGvCrOtqdK7Lm80XCOJvOdONYNljvHevzY5mTMZJ0f\na/W4fXWTRkezvEwj2iYkFhKwiBrtwKSlzpLLShk6VJ7NY53ztNRYZFMrYl+Tz7LpPxvBen94TVKb\nbTqnImOdMm5k8y2EEEKsL6ZY2CabFDhMeb6NjsSyYcdJnsMdAFzHTVzAQwDsaD6WbrudbFpwX/Zy\n307IyJp+feBAef+Tz+8I8s/gOzzw5CRhzG1c00lT/sbL/6rjPNk1znaMFvAoqd12nqCPNnWay4kB\nyKn5NHnM0olF2ltqrk0tiUIS7csL2POrHCy7UcW8JDUjaXUE+RqtTCp3z+OBDVBybiPCdht4JnBX\nUBfEMweyDylBFBJvDZQ3BS8TdusUp2WXsCyEEEKIEJmRlLGzvMmaUSRozzp3lTdZKyRoCyGEECJk\nujXbkEo3x4PyNpLEwcDuXY9wpYutfSVf5xK+A8Cmh86kR7+T1AES0nB/m8jGzoZs+vWtadsv8jw+\nzcsB+E9P/u/c53I83MmVHXOJBy4+l4uPPLL6GPJa2JgDZJ3KnnZtaiydcGYk21MnRE404mY04RiC\nfTeZZ6GT3n0+nlI9t99YuXy89ahme5XpSnheapG6GOH5DMpzwII3Heox5na42+m/gIQQQggxSqTZ\nFkIIIYQQYkRMv2IuVDGGR/NE8tGmxryzO67TZr4Z2CDHTETqZLXZeY1vg442u3khHFxMOvkq13AH\nPwDAl3gee7kIgMcClfnXuZKLL0w027XQZjt2PN2ItWlBa8Vlhzwzz7LTbDfPOpVp0+5oqhtxm+2g\n72UahU6PYQi/qrSpRdvXaLHcCVVYlAwnGFiLrANk3va9SKkedFEHFnwfI8gm6du0cnUKAyiEEELM\nFlMsbPuAye7rRuByVw6Ep8NHdvDI9jSUyNHGk5LCBY936urtM9Rcd+3gjMyfhuUgwQvQaQfw9cUr\nuYtnAvBNntkxe7iLZ3ayLz7GDhadO91hzsbGBMGqDpLd6oM+Wq0anEgqlsPENcfT+Nptap118xvj\nTpBN5jPp3bsPr5bJCNkLddoZ4b1UgC+KPx5S4te5sBHmvLnQE8Xt/N8rL2DHdj/H4DbbsvkWQggh\n1hcyIxFCCCGEEGJETLFm2xEqQf3RnEUncsfyo1u4bfs1ADyTu7iM+wDY0Ticy2aYqEIbLHcyJR5f\nrHXiPh925iCh1vUmruMf+REAvsP3deof4KKOJngvF3ViXj+PL3VibrvOsuOGrGpzhWo2C267M+1A\nm+20+82leepzbsztVEPdpgYxM5IVOvW9xM0uat/NUdKbhvRiirKKmNMkFKe8d8zV6MRWXyGuUQ59\nUgcJ6Vf1JxRCCCHE+mP6he0w0sR+V34u6ZEdh/uXE0H4S/PP4yEuAGAbR1kksWc+i+M0XIrwy7iP\no2xjgVMdIfmfeAGHnNC9meMd4fCv+WkeOnJBZygLzj56aX6RAy4LzqHbLmT+mqTvg+zkoUbSvk0t\nlcK6/QqhwH0Qgpwv2eOHVEhu1TrC9plmg+UmSezs01nhd+eFBzi0bzetlRobtp7kzOFN5OXeA+xm\nFwdpU+Nuns7Tubtj6rEcmJn0KpiHVI5cEh7rYdIIMhcAD5E9jz5iTJvoA1m9TqFtt+9mjuJ42v4n\nWQEWgnZhWQghhBBCZiQRFkidCv+JF4xxJGTVonlBuyoFGSIP7Utt2c8c3hRts4uDnfLTubtT9g6N\nYyMM1fjQ2EYBZIVrCdpCCCGECFlfmm1f/mHgX1x5Bzxx7tkA/NOFL+BJzkSkRY3L+DaQmDM828Xi\nPsViR5A8xSI3cR0Ad/N0AC7gIU651OLfufsZGWfM1nkuLfquzTzy3YuSyi/C/icnmvW7nvpMDnO2\n22cfphN+k6Igz06z3VpJNdsZU5HT0D5TW9U+4/t4OrtNR3N9ptb10SyMNFLFUTKvCffbzJONPOLb\nFWrO28T/xSUOknPl2ef7ujim/4ISQgghxDCRZlsIIYQQQogRMf2KOO/BFjrEfX8LPlBP6+eS8oNf\nvpwHz3VtLmqx9+yLATh1fIH2rqTNNo5ylG0AHGUb//Clf5u0fyz5eOSSi3EJIRO74cCO+Ew9McX4\ndvPpcLtJt7slKR966q6O7fczuSt+9sNAzFWU32H708aNI3WQ5LRxBsrAaRcWMN9+Yxg3MC02ytTD\nIyKWqXKJhfR8bB+o85SCw/OWOwsD7KYXFH9bCCGEWL9Mv7DtBbATdFK0c0cdbgvaeAHyXuD7Xfmi\nOidOnN1Z//FX/gwAG847yZn7nP3y6WC7EN/fabIJUfzZ3FuHbwRt9ibF245dw/+y5cPx46jySzxK\nEmUlNJ3xhCE1WqEZSbZNu5XsqFZvxdPCt4BWIoTPs9wx72i1arTmU0F9nmWWmY+awyzToB7Yvae7\niCe1CSla7+OWA4ntujclb5EI30cojupSFEbEnaN8fOzQQbLXSCISnIUQQojpZ5gCssxIysgL2uPk\nnHEPIGXsDpIhR8Y9gBQJ2kIIIYQImX7Ntg3KXtv5F6RmJS1wvo+J4HzUlb9Fag6yQCds4JlzNmXP\nig8v4VWcG8mqQUPNts82+VhBPXRCDAKr04znaZGGp8toroM2XhFcC9ebVOoL2zbJpmj352hbLdp3\ng2ZfWSHzofz6jaPddkEGgY5pD4CtgSnbuEibXaT9LmkqhBBCCNEP0mwLIYQQQggxIqZYeZd/Yb8E\nx51L253A48Gq291ni1Sbvc0tvnw8aB8qZvNK2a1kDXlDDfaJ4NP3MQec77pq1TjlEuUs5m2a/S/R\n7rL/bprYNllttt9uhaiWu92qZW28wzauvkabps842arTzXIk1GY3abA5c0J9mzqEmv0eeICL+ZHa\nlwEw+UQ1vVBwbvs1/8ibzQshhBBChEyxsO3xIs5hOlLwA2G4irm4kDpHKmzPkQpeoYwYE+ieIGMW\n0ul7E0EEkGDbObJxrEM2OhuYWs4ookyQjAjGme3C+ibpr3w6NSOp1dtZs5Owb1c/z3Ln4SCPNw3x\nn6GwPagZSdjelw+xMz3vJ4ib1HR7SBJCCCGEqEivARK6ITMSIYQQQgghRsQUa7bzthGhinOJ9Jkk\neDYx0IkgtylYtUJG+9vpOozD3AjW93rWnHXL/MacCYVPo75Qj/eZ18j770Va21g2zVwIvNZKLd6+\nxFyl3aoVZ3HsDKuW+exGrcw7kUSr7WN9t6ilv8Gx+BgrUeG3q9L1sE1G/F+x38MSQggxXvztRfP4\n+mCYAvIUC9v+77wSfB4L1m9xn3WiLwPapJFJ6qxOhd4imyjHC3rHydpj+92HZzLcrk7H/GHz4vGs\nQOqF7Xo97bNFPGJGnSTO9tnEheqwbVHkkiU403QHMneqOBZ1IEmGgvOdx67kyi1JaJca7VVCdasH\nYTtPmpY9G4t73tl4t1hIHpAg+Zk3kp7nLWR/+vzxjHjmU2xtIYQQnm6ClQTx2URmJDEm9Wo4e7y7\n94I29CdQD5XwgSYvaK8xErSFEEIIUcQUa7ZXErMQ6zOaHCINit0imnTbkjoxHiXVJm9Km2TMKUJr\nFH+mjgZdtkkF87mgzXEIEx76+jBCR5MGG2rJxmc2zsNc4KQYaqXD91IFpiGdfYRmJkUxuR9LOmw1\nasUa8oiZSiY+N6GDpN+wWpKbUGsdS8ue7TOlwXLqIFmUxKbKv7lCm6tcm4OtbDbJsmcwabiFEGL2\nCO8TnqJ7wSQKXZOqXxw3cpAUQgghhBBiCpjEh6yKLIFdIVVzHoFM7OrtQX2g3V5yttwrQfVRspkY\nPaHiNQz3txSUvd33uaSPsmGs7EBrPE8zY36xuDnp6ES7DhsL4gPGtNgxjXQ9sj62nRvvmXPq5bbf\nPVLkQFnFGTIkpvGep5l1YvVNBgnx536KFbLvQba/Likf/vPyLkLzeCHEdCGHNjFMwv9TFa3opLwJ\nHZcgOEvX3cg028aYdxtj9htjvuaWlwbr3mmM2WOMuccY8+Kg/qXGmHuNMd82xvxK+V4eJhGmj5Dk\navflw0H5YeB+t+wlMfA9tiqNOUfd0gyWVlD2nHTdH3bd+cVH9Ogi/NWdU6FfFhdPsbh4ivmNTpDM\nm4yskE1K8xipdNfKlasskAiqp3PllVwbVw7HmoliEiGf1r0WbJ3W9X9p1WnT3ATNTZGVmzqNymeN\nGumDUKT9dt+f63OO7pNm/oiG+dpJiLVkbebsySKvr5hi7ZMYI3O5pV6wlG231su4KTpPk3ItDnMc\noz6e37PW/l5YYYy5AngNcAVJbsXPG2MuJbHA/kPgx4ADwO3GmE9Za+8d8Rinh63jHsCEcnLcA0iZ\nFE2FEH2iOVsIIYbMqIVtE6l7BfBRa20L2GuM2QNc7drusdY+CGCM+ahrWzBxe+9B74l4EbDHlY+T\naLQha1+xnYx3nU/vfjx4xgvTvC+wOgLI98g6TXrF7QlSSSs0c/DfSbS/PiPjZo6z4MxemmfNs7xx\nC11ZYXV4wrwWvSzOdqZNLdVw92GK0U1Lnddy90I+9F+6vzatWvIiptE+k1/ZndhQc4+svrirTvLW\nIlc/S6+7xEwzsjn73deRmOP5N1E10gvsJEl2Xl+G4osu7wDu3zw+AUuuj/0n4UFXvZ901l/q0m3M\nIk+IXhiHNjYfRyF/z4pFEvastXa7V2XUuEMoTpOD5C8YY+40xvypMcbrZc8DHgraPOzq8vX7XZ0Q\nQoi1YTLmbEm7Qoh1xEAPYsaYzwG7wiqSAHvvAt4H/Kq11hpj/hvwu8CbiGtOLHHB3xbv/Z3AM0hs\nsGvAq119GK9vL3CJ+/SqTJ9+8HJgR9BfnUSVvUQnIc7pYPVxVhM+9jxC4iQJie13aFvsYkIf5mx2\ncQiAbRzlSc5bcXm+wRMx/8hQwVuju4NktwQ1YXrCTnTEQLNd0UFynLG1M9ruYd2I3b9EEXajAAAg\nAElEQVR/jtRXdvtOkhfiDl8f+sQK0QsPkMxAk8A452xz0wt59+W3wjy855tvwF7/oaT+T2/Avu4G\n2ArmIzdgX3gDXOg28neorcAWML9+A/b3b4Cdrn4n6TS+HRacI/vuLRu40L0Ba+wD7nFt9gB3uHIT\nbrsxKd6KrnHRP/nQf6MIAxveysMyxDWwMeFuGjTFVc9blaTb/bKPZN4+a0j9wYDCtrX2xys2/RPg\n0668H7ggWHc+iXhjSKfYsL5g35+N1L6o4nC60duLA/P04IuPTPI90ugl29L6w0d2cHh7cmf4Pu5n\nwU3vmznOI16qq5MV8j2h4B1mqvfljQVlcuWOKYpJHyAKTE1C4fpMu/yvEpqWxExBquL3m++jnjcf\nydNrnO3gAacjfewkc669cU/RjVivnEUZF7vFc+u4BsK45+xbOuUbAPhgUv8nAO9Oyn+VlqN9/Fr3\n9Z6MH/XlbvG8Jnl22PepnVzRTibna/63ZXA5uz5/K9zmmuraFlXIp+MYFuH/Ly9cFzlc9kIoGqyF\nCUyV6yl/DL08tOSPod/r96lu8a/pPt2lbVVGGY3knODrTwHfcuUbgdcaY+aNMReTqJ6/CtwOXGKM\neYoxZh54rWs70di73fK5oLJZ2FwIISaSWZmz+ZiFj1ku5CBbam6y3gg8d6yjEkKsY0b5MPPbxpgr\ngTMkb1HfDGCtvdsY8zHgbpKHlrdaay3QNsa8DbiZ5CHg/dbae6I9Tyg2uM2YH3SFs0hC9gHLd2zh\nwIt3A4k2+2y3Ypn5bBzvkJjXTsxrz4cezNeHMb/z604W1Fd4HPSxsAdxhhwKvTy65pXt9fRjp7dO\n3UrmvPgXDpMQJkmIETNzczaQCNy/Cfy2gevgRZfCi25O1r13X/JZlLRWCIhnkAxNPsJ2vdyyupmj\nDHpPGkcs8H7MWIrGWGVc3ZxDuzGX+xwGIxO2rbWv77LuN4DfiNR/BrhsVGNaS+ztgcD9qPvcC4e+\nm7yNveCpD3HYhTo5xSJsdH+FWsFP4hPSnEXWTjtmrVEkeIffM/bbBW260KRBo4sK35uUDBJbe1Wf\nRV2VzWDhOaqvLs8Bc94GNBC2W8Au9xB0MGbaE2FQWz2ZpYhxMetzNr9sE4H7+STLR+EX3XX/24dk\n0y2KOURicuCVM6MQUIuijuTblOHHViT8rVXEkvw56tUGOzaubue96r11VDG+la59hNjbXeHEkDoc\nprX+gHQTtNecCZJOFWdbiCnmly1cb+GjpD73QpSgsGmTz7jFhElI0rOusR8G83oSgft24JzEOWfb\nU4+yi4MAHGcz1L36tctPEjpAQn9p1sMIJEU+jG4/bWqpmUgrNRdJaovNSIrStg9KrexYw6H4ITxR\n0CZQDdQhjWiwE1zAGOrAFq/x3tfzcEuRaYoQE8pnLLzfwHOSr//rF+C9nXwJQmTpFo0k/7az39wN\n+ftFUTSSmPlKFco03lWpelxVHCF7dXgM++zVsTJ0cg3jVQwLabbXAPthV2gCfzvOkQghhKjEz1u4\njmQRQogBkGZ7jehouAGW4Ktcw2YXe69BM9UcV1F3xjS8oZZ7paBtvr2nTs+PwbHQfvWgrj5A6L+Q\nMPyg6afLMNtc3sgtPOXbXf1WOnHDFiGN5zsCzbYQYsJxc8aW7fB8F9Twq8h+W2Txt+3QZrtMgz0M\n/55uZd/3AlnRoMg2upc3rWW20VUpCm1YtJ+yvsuyw+b7mIvUzxWMZVCk2V5D7IdJwksdhvd94u2c\nYrGzcLqeLF7wDWNp++UkqfCYNyGpit9uhUTYjAUTaVOawv2Um1bqtLsK1g2WO+U6bWpu6YuiY45d\ngf7YfDrnJqnpiG+/MVkWIBGyt7p1m5Jl88agviIyDRFiHfFml6Pnbcnz+HakoRJZ6pFlgVRo89/D\nOr8suiVfX7bUC8p0aV+P1Hc7hm6Ogr2Ot8q5q7KfIvK6xpiQnj8HC2R/r4VcXf68DoqE7bXmNPGk\nNVUoCg84BhYnSbczQUaUcpAUYp3xZgvb4Vl/PO6BCCGmFT2krzH27WB+DzgKd5Okn3yIC/qLWLJC\n3KSkHanzhIJ+6BEwF6xv+U37j6Htt93McZod78N4myLNuNeDBxtkP/PE/s0nSY85yBhJLW0/B1nt\ntWu3ZQhqLIXyE2Kd8BV41vVwzwfh3nGPRUwU3eIyh/eAItORfu4TRU6ReQfJcJ9Vb2eDZJaMHUeV\nWNlVQv/16gAZy+zZra7o+zCQZnuM/MP/+LfjHoIQQogy3mzhh0kWIYToEWm2x4B9O5g/A+rwz0de\nQK3ezmq2/WNVXuGbd4BsB+X8Y17ZY3LYd6OwVSHe7rrM/nqRUxDRbHcLD+g13mHfbWrZY9rUZadh\n13mTndBrxSnNF+pkz4Ef7u5wTEKImaYGtOEa4EFXNUHGdGKM5B0kodhBsqi+F61t/u4ZOvflwxCG\nL65DBnGWHMRBshenyCqh//J14W9Qdg5iYy0KqTgoErbHzPKJRTY0+kwQk4+VXfRPLMtZukB2Bgja\ndITiIM52kdlHVjiud9r2EpkkL7xnTFnCUOQxy5Sif3MYlzxs69ov5M1LvCB/KZk8zbLHFmKGud7C\nBw3nbYUFF79fwrYIBdyiW1BMwO4WjaTXWNxeKGzlyvn13egls2RVIbRK7Ox8/1XibxcJ5LGHjVib\nMpRBch1h3zjuEQghhBBCiFEjzfY4uRJ4rA7nDZD6PBbZpCi2dr4ufJQt037nqHUaza9a1x7AsTK/\nbcbcpChYZgx/Suuk5iAHcm28ZjuM8tIm1WxfSEaz3Q9zyARFiPXE3K/BC9+WlD+Nrm8RNyMJ0zsU\nOUhWicXtqWK6EYu3PYgpRK+Okt1MY/rpvyhpdF5r3Y+5SDdG4SApYXuM2KvAfM19KYoVHRIzCSmz\nbahiRlIHznLlR0v6c5xgMzs4zHIFg++YXXc3gTwVsJfjDWIGa4ENdmZ2q5MIzQAP5bYJh+CH2CIV\ntut0HmaqmpB0ezXYqxmKIpkIMWFcb+H/NhmhSoivAVdTLKSFEUJ6NSmpQlks65CYuUjeTjuMZBKj\nzPylG1Vstsvuez42tu+jVzORqgxTQJYZyTQxQY9GOzg87iGkTJBEKrtuIdY/l/7huEcgJomrxz0A\nMfFMkPg2u5x5eFMajaTIzbjIFMRrZNsFbaoSKqhbvsvsYEJtdBJlBI6zOdpdOxJRZHWb1ImyiFp4\nUK1OZVyLHSOv2Q+JafwbpOdigHNaphkQQkwxN8Gl18EVN8Fd4x6LGCuh6UIsEkYso2FRP9Bfevdu\ngly3e1AVLXe+bVmfsfYhVeJpx/rIn+fQTGaY99kwVvkwkWZ7zNirxj0CIYQQlfkFO+4RCCGmDGm2\nJ4WzqWwv3aHo0bHIq6CIjd3Uv6OhyGY7nzXyEr4DwFG2pY3yDp15wvV52+yIB8lKC+a8o2k+frdT\nuk+QpYoQYty8HDgCCzeNeyBiEuhoWUv8o/LZHIuyLfZqjtiLzXYRRVrusn0UjbXXWN3+e9E+i7TZ\ng0guZdkuJ9X+WwzKV0iE7vBXCaNqdCMXH7uUMtOLLtRoc4Dd7OZARzBOTEJSh8YiYbpWYZChCcpl\n3AfAbVxTNJhEQD5J9hx5oXk78Tjbflug1YK5ooAwsWgvXRjU0UUIMSVsh/PoPSayWH90BL9ebCTI\nmpoMeyyx76GJSN5ZM+YgWSWpTK8CaXisRfEawr5DR8iiNlX2FaPowUJxtsXEsHtVHL0xcnLcA0iR\noC3EDPBmmZIIIaojzfYE0AkBeILuDpL5wJmh1rUftUr4SNhjqO8ix0iPz/zYZD6q5W4VaL7z9YUO\nlt3+uTXSDJNbu7TxZiRtWIgd/wl6Pi9CiBnh+bCFeMY+MTtkshYWRLTtaJNb1d6EDKLxjokQMdOV\nvEmLp5uDZL8Co99nN2fRWKzsQcP6lTl6hoxaGJZmWwghhOiVL8JFfzzuQQghpgFptieF/cCLSOy2\nQ/yTclHovzLCCPFFHhmn62nowYCMRrplMrbUGYfFCD6sX5kGPLZdkda7kNijvNdob2F15sjcdq0i\ne/djSLMthIjz5iTBzSXuq0IAzi5dbbaLCO45w0xgFtPm9hKqr4qD5LDMJftNTNPtNJedx1EcRxUk\nbE8I9uVgbsxVhu9/8vV5qmSTLOIE6T+0R0fLIsHYC+anhplrrUq8bI93kNxBNuV6JDLJUovU7jvs\n6wm3rCGKyy3EdKFskmJVNJIe9UVAz9J2kROjJ3YvGcRBskpkkvz4QvOR/LYLZE1HhkUvDsuDCPW9\nIjOSSeO54x6AEEKIqrzs98c9AiHEpCPN9qSRfxzzj15tVj8tFz26hfXFyRlTjgJL8VVhqL5WYEay\n2pExOxiv2T7KNjY7G5XQ2TGfnTK/XdH3DuHm+SZ10iyQm3L1YdlttwLxEH+n4cgTQRshhMhTg10M\n1xRATA+ZO1mQiXkobylzCZRDrXRZ/6H1aL8OkvkMjr0MOaYJr1NsOlIli2QvVOl7LZGwPWnck/se\n/kJe4I79aoNIgz1G3ajRZpGlQhORNrWOML5Mg3aRJF+BZjh7xd4PRZLUAOmkFwreMaEcd+piDyVN\nONjjVao420LMHrtIrv1JuKmLtWeV4Bvci+aqKLxytNwfqSxJDlRLo15mUhL2kxfIi/YVI7Rmjdlg\nby4YS96kJaTX5DgxJkHwlhnJpHFFl3X92IGNiKHaYq8jJGgLMUModbsQogLSbE8Q9uVgPkH8Ea9G\n90e8Pp6eOywRfdzLRiMpNv2ID6fe6SPsp14y0LBtmxrLzKcrg+FYVzZJp1lC7X/+TUBR2ZuRhA80\nzaxvpRBCrOIAnHc9POWDcO+4xyLGQufWXA8+/T21FmnXA8PQcpc5NxY5TlbZNr/fsK1XyfWimutV\nC93r2+RxZXyVZnvSOAF8/7gHIYQQohJ1YPe4ByGEmGSk2Z5EYs56IUXOgb1ot8OMlE3SONsbizeJ\naahbOU30MKnRphlqtov+rbHdhhqG2HahTR3Ez93pQr9RIYRIqcPiuMcgxk/Rm9MIGXvpVrUY3aGW\neyWimi2KIR3TFucdJGP1+W0zYwn2Ew4l1GbHQvvFNMpF2ulROh13G9MoBGMJ25NIKAiHV0A/v1aV\nf2qLVNg+i/i/vlUuTHvBu8xUpCo12lnTlXru09MkiTpSK1jfKKjvJqS7fmOv5bq9spKDpBAzxnss\nvNuwc9zjEGOjc9voU99UJHi3WmkK+JV2rj5iD1Fm8lEUW7tbzO0Y+XtcJ844qbC9lsLlIOntYW3G\nOpAZiTHmVcaYbxlj2saYq3Lr3mmM2WOMuccY8+Kg/qXGmHuNMd82xvxKUH+RMeYrxpj7jDEfMcbM\n5IOAff24RzCFbCpvslZI0BaTjuZtIYRYWwa12b4L+Eng1rDSGHMF8BqS2BovA95nEjYAfwi8BHgG\n8DpjzOVus98CftdaexlJ5OefH3Bs002opa1y+2oFS6+0SExXTnfZV0G/beq0qbsQf/WenCjLqNHq\nOFjWaKfnIpaevVtdg6x2O9d21VN82y2BOU/RaVXGRzGFaN4eAVuoPl2L9UPmHhDeo2rEHfRjSy1d\n5urpUg+WuVq6hCYnmfZ0/w+GY42F5ssPMfYdVmvQF4LFty1yxOyVXq6pSb4fDyRsW2vvs9buwQWF\nCHgF8FFrbctauxfYA1ztlj3W2gettSvAR11bgB8FPu7KHyK5GQghhBgimrdHwxX/ddwjEEJMKqN6\nCD8P+HLw/WFXZ4CHgvr9wNXGmB3A49baM0H97Pp3nyCJ/h4mmgkf70K7sF4e5UJvg/ARs+BxM5Ml\nciX33eHtuJfPzLOwIe5O6NvU+rDljm5blBWyqC7WJq9xiDmlDsf0XIhpQfP2INyZaLdBIUNnjblQ\nDVxGmNoxVq7RufeEjpD1euog6b9Dtq4sPGCYebKKnXbogxQmrAmpk80KOW4Gtd+O9TUMSv8axpjP\nkSTI6lQBFniXtfbTRZtF6ixxTbp17fPbzG62gC4RQTIUueoO4lpbFAmlHY+z7YXh+Q3LnXIolPcj\nYHtCR8tMOvitxWMMNsANpvr59O2D8lykugqTMOmI2UXz9hrzHgvvN2y/MfkqYXvGqeIomQ+EEJb9\n9u1UgM5HLFlx97uwrkjw7kQxIRVCi9K1+yF0IzQTKTIZGbf/0qQFKygVw6y1P95Hv/uBC4Lv5wMH\nSCbmC/P11trHjDHbjDEbnJbEty/khhtu6JSvvfZarr322j6GOZnYN4L5M5KzsH/coxFCDMIDwN41\n3uckztvrec72/Myvwl/KnESIqeZOtwwzEc0wzUhCDceNwF8aY/47yWvIS4Cvkoz9EmPMU4BHgNe6\nBeALwKuBvwbeAHyq287CiXsmKPqlyn7BokfUoqfqx4vbh6H/vPa66TwPN3Oco2wrGUyWKnG5w3CC\nPmvkqS0b2HTsTJetcoTOppHwgJuLNN9DDvCZ1yqI2eBit3huLWo4HtZs3p6JOXuTHCRnmqJbWkxr\nnacHkxLIhgTs7KZAy93LfzJvXlIUFzvMChm2L4gcXMowzT8G7fNKt/jtPzCEsQwa+u+VxpiHgOcC\nf2eM+XsAa+3dwMeAu4GbgLfahDbwNuBm4P8jccbxGW7fAbzdGPNtYDvw/kHGti54NFKX92wO6Tca\nSWhq/RiJrXjT7yKJMcLpbOr1RbeRr5vPGJgnZh+13GBqnda9m5bMs9wpLzca2WM9WbKxt3fP23q7\nZcsm4FK3hPRhARMTokNz+7mCNp5Jeu0l1ieat0fIpkS9L2YLHzGkUjQSTy1XHwsB4tu5tmGUEk8Y\npSQ2pnoQrSS/qzni9yR/e83fj2JRR+r0L3qsFWX33UHbV2Ggh3Br7SeBTxas+w3gNyL1nwEui9Q/\nAFwzyHjWHeeQNSOZIJXJqcxz7ZhRnG0hKqN5e4RM0BwthEgZ971ZU8OkE76fGWR9nrB9M76uTT11\nUjwN7TPu0bnkfciwYm3XvFbd91vkad0gS16b4NdvL9jRVuCZfidB35P8qC6EmCx+PnGS3DzucYjJ\nIHYb7OIIGQ1kXWBSAgXRSMIAYu3VdSErrXLxwQ/BU6ZiG7dA242qJiWjMvEcpv23GCL2jeMegRBC\nCCGEGBQJ25PM0aBcFCvaM4gWNgz31yax4XZ23MfZzHE2wxK0WjVarSSb4zCyRYY24GU0ApvtVWyl\nezjAjW4J4ynUSA3Ntpf0MWHodZQQE8qN8KyXJ96lYgaJpVuE3uy3w37yZUcY1i+0zQ6/F9lxh4S2\n1ituyYsS3n55gbiN97S9AC6yUx+FnXaI7tuTzEaK415D3KshRtnVsEI2FnXbf9Q4tM/lqGhCu+X+\nLvNh02rCcjeqOEyuahO+WttH4txY1s2FpIHJwn9+kZDdxywyaGzPqttXef0nhFhjfhJoQ/3GcQ9E\njJX8bbEVqc+blHiKkt2E2+fib89VlORaBTeM8J5TZDYS3psm2VykF9YyKpg025POWeMewBSQjyIy\nRtbLJCSE6JPB9Q9CiHWGNNuTTuwXGsbjWCgVdtMIP+K9MKDdKr6L9GpSUqPVk1a8scqLs6edJewM\n6qpotiugC0gI0eF6Cx80nbTtQgDlGmzIOksW9VEQf7sXVgq023MF5SLCbqRkKkeabSGEEGKI/NQw\nsmAIIdYNUsxNMPatYN4XVMScKGLlqpRs06YGD7svBZrtWDjAYdhxQ9ZOe57lbOi/EF/fzn3Pk09q\n42kAJ7p3PS3IlluI8XPLz417BGKtyGh1awXlMg12Xssdy+5cFDYw31d+fBWSs81RfK8LHSjXgiK/\npfwpmjamTZYQIfl/n/+H9vqP7CYbB1ksWyv9CdFFDpCtCkK533ZVH738c33bTUE53HUDOBa06Wcf\nQgjh2DXuAYg1ZZXjYZFk2E2o9oTxtIucJYtyTkSYq6UCdz4ayUJBevciUxOZi/SPzEiEEEKIIXKF\nzEiEEAHS3U06R0vWD+MXnCP6dNw+U0tDD26EM4EdR81t0HKmJe35alrvUEPtnSrb1ErD/9W6Pb53\ny/gY0yLEyhWcRvrF9zHqV2C6mIWYEP40TVh7ZKwDEWMjNG8s02BT0Kaozwo3k7wW29fF4hwUmZoM\n654l80bdn6cDf1G2Xdm/yyl6rVSF2EWeo5W/KoPvmznB8YK4hFVttnux7a53E8b3ADvIpm0vOi+x\nXRYlF+jj6hg0zrYQYsq53gKG+hfHPRAxNrqkWe85MkmRpBqRXIsik8Tqi2Ju56lyP6uaCn2WkRnJ\nhGP/M7DZfZmg+K1FgvZY2DHuAaRoshFCsBHe8lvjHoQQYlKQZnvaWctfsGuc7VonMkltQwX3Z6AZ\npqIsYT6frj1MZXuyZOMiTUKsTUgjm0GrF6ooL2JIWBdinVDvf/4Q08VK1TfMVW4CRVrxbtvGbs2R\n23De8TFmPlLkHLmWFGnKp9kcRZptIYQQYtg0ypsIIWYDabanhdiTazezkn5tuYNt263cxi3TKXa1\noe6RMufIpE0PDpJ14jG3+zgX0kwJIfpiU3kTMf0U3pmqqGGLskb26izZg8o3ZqudrxuV5njaY2UP\ngoTtacJfkEWCt18f/psrOFVk6oP13dKzD4NeUrwvsjScnYaT0qZcXZ4GldIuT/OrLSHEiNiYuJM8\nOO5xiJHTde4P7y9VE9n0QklkrdAsJBNLe3j6sg5rFSBgGoV2mZFMC5vLmwghhJgAXmvHPQIhxAQh\nYXsKsG/tsrLG4FFKyl5VhU/cLb/bdsb8o0o2yEGYp1neyIdHhMxY+6aeZNhaqA8vnHl4OoUQ6xvp\nSEQlqoSczWvBYzeTAe55K621cY7s5R44jDwXk4KE7WnhMcovpCrybg8R+9qtGvM/eyytuKXidmdq\n3HPm6VEzkaNs65RrtDqxtsOY24+wu1M+xSJtajRY5tRiakH9+LkVraljaXT9sJ4o2OZ02nb7c2Ch\nkW7qCc1LwpEMe3KQYC7EdPKXr/13XPtyCdyzwCfImU90m7iLpM0igbsW1OW3LRK6R2AiAtn7W9Fh\nzLE2QvK0Ka4kbK8nqlxgJ9xnxSfY5b8IxMpr02Jes53naRu+Ha3fFqTEXA7c9cO+zuVAp9wINNqL\np1K77Sc9MgQb7q0F9RvT4tJdaTk8ZcEjSMaafNj2atNmlyaESPiZv/04vG7coxBrwU8Mo5Pwdtoq\nqA8JJc0q7YeAQtP2zzQ9GIhuzNH/RVZwBbVW8hkkk49QI+2p6uwYiypSJLR3jUDSC/12U4MFL3iX\nxfIWQog89fX1KlzE6dxC+3Vu7DViyZgkt1j8636dFYueFarscxqRZlsIIYQYNq9KnCR/8SNjHocQ\nYuxIs70eyT8CRsL6VeFMO/h75P4pMW10y4UKrNeH9x4rdLxs1QZ8Nsw7e/pyka1cnZ4SU9QZztP3\nICHShRCTxR/JlGTdU/nWGobo7ZXwPtXustOi2N0lzLkbzkore5usolmOKejDNzqj1EpPSxhAaban\nBPtfXaHqv6rXaBw+kkcmRnetsB9v4tFu1ZOlj2gkMbvv/Pc2dbfk+o85ihQxSGSSjWRsuMtQEhwh\nRIjMSGaIMCJWmQdfFW1KPbf0wdyQtDZzBeWQfndVZbtpv44kbIu+6CUhzciZoKEMKfWOEGKd8Ka/\nGfcIhBDjZoLEFFGZWCbJoixVvfSXJ8wgucqMpLuquB9Nd5467U7EkiYNFjg1cJ+VhhXacfRgRiKE\nEHm++epxj0CMkhVKHCT7sXOISWZDsJWo1+Pp2rsNo6h5kXlJmUmJp8p2g+xz0pBmWwghhBgRz5Jm\nW4iZR8L2NDGMrIhFnCZN5tLZn6m8+TA02XlC++1l5uONen03U5QYoKz9CMhoRIQQ649XWTidJLZR\ncpv1S+mtucp9pMZwMkLn+ytgLnxxHYxtrp4ukB36HKuT1sTqwu36uUWvRyRsTxH2V0mS0pRd2a2C\ncq+EwnfuCvBuiyHeWbLVKp8t8tvGqNF2LpQ1mkXCdhWqOK0UpKXvdfJbq+xZQogpYaPmhfVOR3HS\ndMugVLnvxO5lMQm3ROD2Qne9nhW6Y7sro5vjZH5ZoFxQ77afou0mFQnb08gkGyYJIYTI8It/Pu4R\nCCHGySQ/CIgiwhjRVdv3u5+Kdg7tM6MwI0kH3nP0E79pkYNjL2GXSJ6g1+oZRxelEOuMjQoLup5p\nrSr0SH7SH2YmyjrMFbxI9s6SczVYcW1CJ8owbGAYf7tfuokTw8pOOanOkgNpto0xrzLGfMsY0zbG\nXBXUP8UYc8oY8zW3vC9Yd5Ux5pvGmG8bY/6voP5JxpibjTH3GWM+a4zZOsjY1jUrJP+kbpYYRQbB\nvj7/TwxjSft1J4AfcuU68K2wSXfhut2Jot2/EF6nzW4OANCgySON3Z11jz95AZvvusqrt1ibohmk\nRiKsRwT2LUE5vIlKUBaTjubt8SBhe/1yG32akZTZS/Ry+4zZapTckELTkTKTkny87qLuu5lMzeWW\nhWApMi8pO6R8n37fI3S36otBzUjuAn4SuDWy7n5r7VVueWtQ/0fAm6y1TwOeZox5iat/B/B5a+1l\nwBeAdw44tvXL8BI0phTZZ385KH9/2GQUg1jNAVIB+9zmgU5525HxRrQ+FpTDkUza07QQETRvryUu\nbbtYv1xV3mS0TJJUOWZCHeMk3Y8HErattfdZa/cAsbAVq+qMMecAm621X3VVHwZe6cqvAD7kyh8K\n6kWA/b1cRej85yn6h+XryzTBoQCea9eiRosatXqLWn00f+l5ljv72cHh4XRa5iDZCsqburTvg6qR\nR+RMJUaJ5u3xMHaBTIwEb2LYguRtsA9iUETR29Ve7jVFOTbyffkliHSSjzYCqSa7Xk813HO1bH29\nnt3WL0UK9YXIEtNCx5ZYBJT8IRYxqdrtUTpIXmSM+VdjzD8aY37Y1Z0H7A/a7Hd1ALustQcBrLWP\nAk8e4diEEEKsRvO2EEIMmVKh3xjzOWBXWAVY4F3W2k8XbHYAuNBa+7izCfykMWNYN6MAABjKSURB\nVObpxDUpfb1ju+GGGzrla6+9lmuvvbafbqYX/yg9yse2x0m15iWq1irh/qDc/CSMrb3IqY5j5Hyz\nz3hK+d3581Wlu63AkexmQvTKA8DeNd7nJM7bMz1n1+CK58DmO+D4uMciho5/a7ni7iuZ22WRl1/+\nlhmGp/WE2+Xr/fbtXF+1oI3fLnYDa6fa7ZVgPxkHyaDflXb30ICddl20+t02Dx0bQ2fJlWB9WVZK\nv01+X2Gshyrv4b8GfL1Cu14oPXXW2h/vtVNr7QqJqIa19mvGmO8ATyPRiFwQND0f8Ia4jxpjdllr\nD7rXloe67SOcuGcOb95xFtmLrJX7hP4yp/jtQ8uNChdZ2wncVcxKWtRKU77XaHeS2bTrdRrNZQCW\ngXY9N6yq0nCsXY2sUO7b7AAeKu8ynBj68Z4eJpNkoyYSLnaLJ2YoPWwmcd6e6Tl7E/BrsOUlErbX\nM0eeSD53nSa5P3vK7k954bmMmOlIvuz7aVB6Y5jL3wPDoUUEb8hGL8kMpZ7dLtamDL9t6FS80lot\n2sTKsWgk3Z5ZYlzlFt/2A92HW4lhmpF0tB/GmLONMRtc+anAJcB33WvGY8aYq40xBng98Cm32Y3A\n9a78hqBexMhne5xlJkjtLGFXTBmat9eCF8tJUohZZiAxxRjzSuC9wNnA3xlj7rTWvgz4n4BfNcas\nkDwvvdlae9Rt9lbggyTB5m6y1n7G1f8W8DFjzBuBfcCrBxnbesa+D8xbSxr5p9RBwl8PoIKpEvKv\nyKTEm474DJIAB2rncjEPVh9At3B+VQnC/q2Vw2K3/UzQM4WYYjRvjw9dw+uHeu4T0ihVu06SmCGW\nEZp6hFmLq2wX02bD6lC1DeBkpI8isxQCLXZgagKrzU06m0e0THlNOKTa8DKKNOHh/bEolGY4Rl/M\naMiDdT6S2FrENhvo2rfWfhL4ZKT+E8AnCrb5V+CZkfojwIsGGY8QQojuaN4eH9ffBO+5btyjEEKs\nNXrQnmZi9tpl+CfLKu1jdsydVUlFvZ40ap4uStWYdXosI5s1Mj3AR9hdrNmOhVEqOj6fvCf3JF+o\nTcjbhgshRL8MP9GumCA6L4MPQSdFROigGP7+4W2x2/04NEL22+f/R+Htd1Ou/40UZ1KOEY4lZ8sd\nc6iE6jbZYbt8kpyeqHodubGvtFLt+5JzYj2WO4ZeXdt6RTLENHOSeObH8F8TxuHu1aB41NFOKg2h\nlvn01Ho5ltBxtOwizb+a62WSmgBiziFCiAnhLekr7fGm5RKDUHRb9L/pwQOwy3tFhzGB6hQnkItN\n3kWOi/l7c3if8jLByYK2MYrWF3gZzuXvi2txwykaYzdnUcccMOedLt3n9mb60HD8JBx25SMDDrOI\nUcbZFkIIIQTISVKIGUaa7SnFvg/MLwHnuIpRvAPJhy8aMmXmJd2cLE3MxCX2dJ2vi2kSKgT/HFdG\nR2mqhVhHfBg2u1RB0myPjrUQbOZyn5D+pnuBXT5s7C6yb1RDU8Yq8ek8+ayRsT7bkW0PkTprFpme\nFmnQQ5PMfL9l4y2jgkZ6FTGRIB9HvKhNhDmn/d9+GJZc0NLjjEackrC9XmiT/kPaFF/EoUlFmSn1\nCbLC9n7g/NReG8qT2VSx125T67SrBxFImjQ6+2qwnPbZbnNs+zxbDrm6k6Sp1ZMOs/hjbhIXtrsf\nQCn5+Sg/hw5C7KfTRSvE9PKWW+GPXjj6/fQ6T5TNWVX663Xem6a5rEjhUgcOksjU/hZ8BNizLylf\nups0Sn23A65F2oQmIPmTG5qQnibJC3Ga5L4dmI8e3Ae7nhPpu8hEMm9LHmtXVF9E7LgHiRhWRVAv\nSmkflv1DyE44z5n77NyXxkvfW2EoVZEZybTz+Bru6/w13FcJHUEbUoeQMVH0XCOEEKuQk+S6Y1d5\nk9GyIyhXj0cg1pBperAUMZrAYyTvPkZxkRXcGPImHu2K6drT7esQaKtjLAXRMRc4lV3Zj1QbOkhW\nfYW1sfvqPGUWLaO84CbAn1UI0Y3nW/ii4SJKUiQPgV7fhMViEffKOOafYZj49TPu0IzEl70ZySng\nflfedSds8VrgCym+ScTibIflBtlgB43cOpL1x+5MilvCtLX1oF3RvbNs/yHhWPqlm8jQi0NnkQa7\nrL/QFGcTnQeWuRbscgq8vQci2/WJNNtTjP2DcY9ACCGEEEJ0Q4qwaedopC40Gu4WczpGt/auviw7\npI+93Q+hjfcpFjv72pxPZ9nsoVPfZT7eaeyJuJtDZYS5yCbDYpR9CyHGxE/By3bCPYcGStJbmaI5\npNvU1q+2uEgjPi4H8xiDCD3d7LZDlki13F87DVfdlpS3NAGvcd5EagLZJOtb5Cm6HzWCbY+Q3uNO\nwz0utOA14Xabgu2qODx6ivyfYtt3o4omuhetdDdtdtm4isQXbwO/m/Q3GqJmW8L2tBMTjouMiFeC\n73lP5B6ICdvtVo1aIGTn42LHKHOeDIXtVandw/F7B8m04/g5yF+gVaKRuG2GdbOQ8CzEjHMz8ATM\nrYGTZDeKbhvhdJif98oEdG+KUsUMpZ+HgKL99sswBO+wD3/cYaSZvUDLCcBX3QHbffzrS4Htrlzk\ndxQqzsJb4ElS05Ea8F1XbhZEufGD3BFbGWHYJqk9RAgpXVfUX2y7Kg6p+bZbGUl+DZmRTDs19Mg0\nZgdJIYToiSvGPQAhxFoy62La1GP/BMy/Z7UGO3zcH7I6NQzVF6O2YVhmJAvFDfuJiRfGIN2YW1cU\nf7TPK2RY8bEVZ1uIdca/sfA90212+//bO/8YO6rrjn+O3/Paa4Nt7MSuvIEYBVSc/ENRhNLQqm6l\nuLhSoHKVX1WbEIpE2yiNmj9arPyR8kdVqBTStBUNSkJVKhHUVigFKQkE0UUlLSUVcXAVkywQx/Ei\nTGzHP4jX633Pt3/MnZ37Zmfmzfs5b9/7fqT1u+/OnZn7rmfOnDn33HMqpSj0c2y5XZuqT9OJRbyb\nfnVKmfO3s5DnHWNDUI6tymFfz5GEkFtowHWHovK1Z0jcFbaTGI3CZ1P6ORWTSvs+7xdFzmS8xE2v\nBzb5L5uBM8HGdgPT7wdP+nydZHQuu63XaD+b2jfpBlm2hRBCiCFzx8GqeyCEGBaybI8LedbYfq5M\nWYpP1Xug2FqJV+YFNvTlXJmW79D9JvTfzjHK98MK1ela1W6QBVyIVcLOqjvQGe3yCdRpb/FO12U9\nnvKUkk4fZYPIAhgT9uVykvGILdvpcy8Fn3EQ21NHYbeP/7jpSiLrNkR+1bHP8Hpaw9WGz7I4Q2UD\nnvXFD+UlrYnrXyPxEy+zbqldmMCytLsYyvpgd9smi/QFHSwyjenn7JOU7XEkfSNkSZ2wTZEUy1A+\nF9iwHPe62Vh5CeW5mLSLYpLe/3wwQXeOy9vvmOdz0cyoL5qCymhXNESDFOpCiDHkrQ4esKp70VeK\nMufm2X/qBXVxffw97R2Z1T7cL0tRKpLj3S7MXEsUEATgrP9skO1yc45EIT8FzHvFbmYOds1F5R3b\nSRYybiZxL9lIMsDbAN+ea5PzU1v5u9eGj92DwPt9uZcFikWUtY91c45e+lW0b3jhBm42/VS25UYy\nBrgvke/bJYQQYuSYv3Mbn/1i1b0QQgwDWbbHifW0TIF0RF68ywwXjEXWtQ3bl0e8X4NapitJuPjy\nIlPL9Sss22Wv3PAUWRm3ok61Hi8jhvf0MHxAhBATxfyd25j5w5PMV92RAdPOBQXaL7QsYx0PJzez\nrOZ51vE8itxi4m1LwPHgvHEdGeXwe4PEyn2cIOPkG7Ddu5fsALZu9ufbTjJLex1824f7u+m64ODr\ng/V9oQHOd+yFV+GGcJCaK9tQJ3kG5kU7K3r+xsdsZ+HuNgt0mT5kbS/KoRGWNyfFbX2MUCBle5xo\nlyGhKEB9WJd3VZwBNkdK8EWmViaa8YSKeBmlvEmNqQwNt0HNp3WHxUDxBjh77RSb5ny690XKxcXM\nu1HDtK3pMfH19Rxle4loqikztukQ0DuAEKuTGU7AW4w7tsF9J4eT4GaUyXsclaXIHzxLIU+3yTpO\n+hih60jc7hSRgjtPqyLdjrDNAokryHES94VpYJN3a5g5kzxn9tTg2758E60BNHa/B+aeKzixV+S5\nQLaynSYvqUy3ftjDIk+Zzupj6L++Lilvjf3b36Bn5EYyJrgHh3CS4I0vT9EeFsuKNgwkAH0nVKVo\nCyGEqJ5RmpkoVLRFZciyPU7EJtaiFXtLqc8swqmT+G13Pcuv9c1LNRbXRBpus9Hd62uzxKVX2CZr\npXX4PVwUGf+G9D4dZLXatJHuXXSEECKDR0/sA2CtfaPinqx+ihIph3Qb7STP4h2mZu+WdFzu8Hix\nUXU+qJ+Za32EL1u2a0Hfwueddym54SqSFOThtGh61jf+sWHAgLR76WJGfYYLZmk6VSXaqRCLQZu8\nfmWd87KgvMN/yrItVjCqmRKEEEK0sJ+v8xOuZMbtq7orQogBIsv2GOEeAvtoxoZO1zKGb3uhH5On\n0ajRnMp/DS0TQ/siU9S7XGTZ0q9+EL7J551nI3Cyj+ekvyHQhRCrlyVZtodGv0JHD5KsBaWhtfuZ\nsM2pYENowfUNFhZhOp6V3QkcTtou+PqzP28NWxg/9jbhM1DiZ3djPaBespwVxztLvygiT9Uokzm6\nXZtQBYnP82ZQ18dsklK2x5H0KpCYcPVxk+yl0/H+cZv4OIHFvNmoc65xORs2nKdTWqORFCvb6bTw\ntdAdJPx9P6fFn7zggGFHOmNj/qZwVXo/6eZ4fVw8LYQYEh/6NfjLZ6Ky7l3RjtBH/PhzSTp43ki2\n7fJK+PEGbP2RrzwKc94l4mWSKCqhK0zao2StV8jrF5JnXbhYdJrW+umM+ulge5w9Y7ruAw8A0+tg\nbZjIJyupTzrBT9aix7Qin/VAzFssGUZRicvb6BtyIxkz3EO+MGCJ3Y2iPTDKKNpCCDGCfIoHeHR2\nH7vlSiLE2CLL9riSFSs7LF+g3AqSWkYd0SJJaF0gWas3fdNy7iGhlfuif5Vdx8XMtuExm7Va+zSz\nnZD3NhxSEPEkzHDWD7KOoxtViPFm/9u/AVfBfUcVBlCU53ESF5AXj8IxX5737iJHgOn/jcqnSCzY\nCyQqQHpRZr8ojJ0eBC8IrebhfmmreVboxU7LWZb1TRtJ9ICrgHgm4N25P61jZNkeQ9zDVfdACCFE\nWfbzdfgI0Z8QYuyQwWxcCRcGdJItYIkk81S4UKAO1N3y18ULK029tXp735V48eQGFlr8sc/79810\n/O6mf91M+3c7/xZqnfpet7Pm520PfLbTCxvLeuys7aCtEGLCuMfxH7yXTff+tyzbojSh//bzJOsl\n42fNcRKf7gatiXc6ScLTDb0mKuqFdsrt2pRlPWYm8Hv/9NHh9UesUtzDYL9LNDcU68VFiyLDO6AW\nfAaa5fRbTkfV9QbNRuulU6s3qXs3kjJZIzdwvlTUkpiplHtJ05++nucuk0V6e9zNorsg3nZZQRsh\nhOgTd+yEL/tYyKOULEWMPuH1csR/NphMt6RO1YGYl4LykcM5jbpAbiRjzLI7yelKuyGEEKIEv85/\n8dj8Xra7vVV3RQjRR2TZngTWEoXHC2mSWLDThujL/ecZkivkBCw0rgBg6prXA5eRqejf9YtMrym/\nxGKqINVUbPFuBisXQyt4k1q2ZXtxuXH/2ZiELwp/ZTgVJ4QQvXILT8CMwU74u9eS+rNBG7mjiXbo\nGumdQ308lpTtMcf9q3cngVatMCtCCUSKeegyEftvn0iqYneRRhCJpF5vsi5DgW5Sa1GaY9ZxcTkC\nyRSLy/uWcUFpUKNRW+OPcymqvECSTj0vJnb4O8PTpF1Rahnt1sFWX+zX1G7839HP5DZhQgIhxOrl\n0fl94JPd1GnNr5Enyqt88S9S7vJkUqcKYfo4ve6fRZljSsa2ZxyU/T56kciNZBIYRHSSUNGunAvt\nm0wKeggIMQbMuyhCCbqn8xgHZU5MDj3dx2b218D7iSbwXwE+7pw767cdAG4nuic+5Zx70tffDPwN\nkaL/Fefcvb5+F/AIcAXwAvD7zjndT31gdnYW9/AeAGx/sKGR+oTWONObSazcC2QqtY2llUp32pKd\nFVGkSY3F2AWFRbZ4x/IaTZoZl+VptixnkLzIOpp178zRuLjSDSb9vUxa14DZV2DPO/yXIM74Lr//\n8Q6uyiXyM0yOS7r2HwFXV90JURrJ7dFndnaWPXv28Enn+AczrnG/wkv27PL2UHaE8qUTC3KZLNed\n0I0860UGBkmNeRm4podjTRqTMl6jJIh6tWw/CbzLOXc9MAccADCzdwIfBHYD+4D7LWIN8PfAbwLv\nAj5iZtf5Y90LfM4594tES/r+oMe+Cc/s7Oxy2T2a2vgmIsXsq1X3YHVxpOoOiE6R3B5xQpn9R87x\nPv5z+fur7q8q6NFo80rVHVhlaLyGT0+WbefcU8HX54Df8eVbgEe8heOImc0BNwIGzDnnfgxgZo8A\ntxJFW/kNkpD+/wT8BfBAL/0T2YQKt92e2lgn8dPeRavpwUc1OXf68uWqS83sSyi2TjepLcfQ3kCS\n4r2Rsn6Hof1Cy3i8kPI1dnJ+4xrfjS3LlvDcQJ5x/SKtPth5r7phpsw1rLwzarDVp4VfezLnGBWj\n6WZRBsnt1cknXZTn4E+5hw/6un8Jtmdl4CsibVXO8wPPojAzYBfHyztmWeq0Wrrz6MbS2TZec5vt\nZf3o+zHTGc6kFrGOaA1Au74VHStr33T7Tv5P2609GOZM8CCepf302b4dvJMZzAA/CbbN+7p0/TFg\nxsy2AT9zzl0K6nf2sW8iB/cguPuTPyHERCG5vcr4PHexwzl2OLesgAshRpu2CryZfQvYEVYBDviM\nc+5x3+YzwJJz7qtBmzSObOXe+fbpfQqliFnWKUQed999d/nGny/efDGj7qT/a8fB8r1YwW3LpR/2\ncJRy3P3kwE8xVjxTdQdEC6MotyWzO6MjmS2W3xhFOR6vugMTRltl2zn3vqLtZvYx4LeIphNjjgFX\nBt/fBrxGJJivStc7506Y2RYzW+OtJHH7vD5JagshRA6jJrcls4UQk0xPbiR+hfqfAbc458Igy48B\nHzazKTO7mmjh6/PAd4BrzOztZjYFfBj4d7/P08AHfPljQb0QQog+IbkthBDDxVwPPl9+Ac0UiQfB\nc865P/bbDhCtTF9iZQipL5CEkLrH119NEkLqu8DvOeeUnE8IIfqI5LYQQgyXnpRtIYQQQgghRD6r\nKoOkmd1sZi+Z2Q/N7M+r7s8oYmZHzOx7ZvZdM3ve111hZk+a2Q/M7Akz21x1P6vEzL5iZsfN7MWg\nLneMzOxvzWzOzA6a2fXV9Lo6csbrs2Z2zMxe8H83B9sO+PE6bGZ7q+l1dZjZ28zsaTP7vpkdMrM/\n8fUTeY1JbrdHcrsYyezOkMzujGHI7FWjbFtxYgWRcAnY45z7Jefcjb7uLuApn3jiaXwSiwnmH4mu\no5DMMTKzfcA7nHPXAncCXxxmR0eErPECuM85d4P/+yaAme0mIzHK8Lo6EjSATzvn3gn8MvAJL6sm\n7hqT3C6N5HYxktmdIZndGQOX2atG2SZKrjDnnPux9wmMEyuIVoyV/6+3EiWcwH/+9lB7NGI4554F\nfpaqTo/RrUH9Q36//wE2m9kOJoic8YLsUHG34hOjOOeOEGUovDGj3djinHvdOXfQl98EDhNF6pjE\na0xyuxyS2wVIZneGZHZnDENmryZlOzOxQkV9GWUc8ISZfcfM7vB1O5xzxyG6qIC3Vta70WV7aoy2\n+/q8RB8ievs/aGZfDqbXNF4BZrYLuJ4oU2P6PpyEa0xyuxyS250jmd05ktltGJTMXk3Kdl7CBdHK\ne51z7yaKofsJM/tVNE69oOsum/uJptGuB14HPufrNV4eM7sM+DeiqB5vkj8O4zxm4/zb+onkdv/Q\nNZeNZHYbBimzV5OyfYyMxAoV9WVk8W9fOOd+CnyNaDroeDzFYWa/ALxRXQ9Hlrwxykv0MdE4537q\nklBGXyKZdtR4AWZWJxLa/+yci2NPT+I1JrldAsntrpjE+6lrJLOLGbTMXk3KdlZihccq7tNIYWYb\n/JsZZrYR2AscIhqn23wzJZ6ISKeaDsfoNpIxegz4KICZvQc4HU8rTRgt4+UFT8x+4P98OS8xyqTx\nIPB959wXgrpJvMYkt9sguV0ayezOkMzujMHKbOfcqvkDbgZ+QOTAf1fV/Rm1P+Bq4CBRcolD8RgB\nW4Gn/Nh9C9hSdV8rHqeHid5CF4GjwMeJknJkjhFRNIWXge8BN1Td/xEZr4eAF/319jUi37a4/QE/\nXoeBvVX3v4LxugloBvfiC1525d6H43yNSW63HR/J7fZjJJnd+3hJZueP18BltpLaCCGEEEIIMSBW\nkxuJEEIIIYQQqwop20IIIYQQQgwIKdtCCCGEEEIMCCnbQgghhBBCDAgp20IIIYQQQgwIKdtCCCGE\nEEIMCCnbQgghhBBCDIj/B3dpaTW1lawzAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0186e54208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"t = 74 # 37-hour snapshot\n",
"\n",
"for i, e in enumerate(['KH0.01', 'KH1000', 'PPM_KH0.01', 'PPM_KH1000']):\n",
" d = Dataset('/scratch/mizuchi1/angus/spurious/flow_downslope/flow_downslope_{}/prog.nc'.format(e), 'r')\n",
" x = d.variables['xh'][:]\n",
" y = d.variables['e'][t, ...].mean(axis=1)\n",
" z = d.variables['T_postale'][t, ...].mean(axis=1)\n",
" d.close()\n",
" \n",
" plt.subplot(2, 2, i+1)\n",
" plt.pcolor(x, y, z)\n",
" \n",
" if i < 2: plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# MOM6 Setup\n",
"\n",
"The MOM6 setup uses a longer domain (4x longer), twice as deep, but at somewhat coarser resolution (10x horizontal, 5x vertical). I've slightly modified it so that the overflow is into an unstratified ambient with the same density difference as the case above."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"rpe_m = [lib.rpe_norm('/scratch/mizuchi1/angus/expts/flow_downslope/z_KH{}/prog.nc'.format(nu),\n",
" step=1, split=False) for nu in nu_h]\n",
"rpe_mp = [lib.rpe_norm('/scratch/mizuchi1/angus/expts/flow_downslope/z_KH{}_PPM/prog.nc'.format(nu),\n",
" step=1, split=False) for nu in nu_h]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f018e872a90>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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x92KzebZx5SIiIq6hTLfILpTF+2f9+iTx852jiekWiPeqDcw/fB6Pnl/KvOOz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5I352ad40DjA1xae+m2rqO2UlNvcj1an2yNykzF/sD9nJl+hvL88mqqufSgkuklNUyr1bJ8+XLc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\npJYp6RYRERERqWVKukVEREREatn/A71bBy7VOGl7AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f018ee76550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for nu, (t, r) in zip(nu_h, rpe_m):\n",
" plt.plot(t, r, label=r'$\\nu_h = {}$'.format(nu))\n",
" \n",
"plt.gca().set_prop_cycle(None)\n",
"\n",
"for t, r in rpe_mp:\n",
" plt.plot(t, r, '--')\n",
" \n",
"plt.ticklabel_format(style='sci', axis='y', scilimits=(0,0))\n",
"plt.grid()\n",
"plt.legend(loc='lower left')\n",
"plt.xlabel('time, days')\n",
"plt.ylabel('(RPE - RPE(0)) / RPE(0)')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"drpe_m = np.array([lib.drpe_dt('/scratch/mizuchi1/angus/expts/flow_downslope/z_KH{}/prog.nc'.format(nu), split=False)\n",
" for nu in nu_h])\n",
"drpe_mp = np.array([lib.drpe_dt('/scratch/mizuchi1/angus/expts/flow_downslope/z_KH{}_PPM/prog.nc'.format(nu), split=False)\n",
" for nu in nu_h])\n",
"\n",
"drpe_m = np.mean(drpe_m, axis=1)\n",
"drpe_mp = np.mean(drpe_mp, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Oaq399qIHbfqnu9Y3+fVLdn2TX79kt9w2G7Y/2Vr7Xxvdoaruv4f7AQCAo8ZmNZKrs/Yi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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f018eb820b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.loglog(gridRe, drpe_m, 'go')\n",
"plt.loglog(gridRe, drpe_mp, 'm^')\n",
"plt.xlabel('grid Reynolds number')\n",
"plt.ylabel('dRPE/dt [W/m2]')\n",
"plt.grid(which='both', axis='y')\n",
"plt.grid(axis='x')"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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/KMlVTV3/X5Kju6hrqL4Dktye5JppqSvJ1iRfav7Obm3GJvpzbI5zSJL/nOTe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\nmOpi8QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f018c88fe48>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"t = 2 # 3-hour snapshot\n",
"\n",
"for i, e in enumerate(['KH0.01', 'KH1000', 'KH0.01_PPM', 'KH1000_PPM']):\n",
" d = Dataset('/scratch/mizuchi1/angus/expts/flow_downslope/z_{}/prog.nc'.format(e), 'r')\n",
" x = d.variables['xh'][:]\n",
" y = d.variables['e'][t, ...].mean(axis=1)\n",
" z = d.variables['temp'][t, ...].mean(axis=1)\n",
" d.close()\n",
" \n",
" plt.subplot(2, 2, i+1)\n",
" plt.pcolor(x, y, z)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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r20CJSLRRDpJtAKgPkm2gFCTaKM9ksr2vppdiAACqhWQb6DoSbZQrvbJNwg0A\n1fZpl64m4Qa6pfA+2kDHbs2C9m9kYwmSgTZDYVDhcHNT28PAmtw3bBzsGOwKA3yG4gDGnAkKps2c\nE7fnTazAbxmAurnapT/MYnYMzEncHjq0edOyMHBy94bm9vYQd3clcXu/GCtjzI5xNsbwvAs5C0I7\nDpbMm7AmYMIatIMr2pg7t3KVBABqgyvbQMdItDG3SLYBoD5ItoGOkGhj7m1rBO7xGSdrBgBUxme9\n8QDQNqpH0RvbXKOSdGTzPeBjzfbSUHc98WJzO30Dx9q/afV+wdDGsOLAGZal6bWAcfKDWB+eUy8e\nu/Viy70AoGI+69LHrDkexoAWaranTTL2veb2iy+2Xm5l2riavMlxYo113oQ00vT67nR7wfgfIA9X\ntNFbm7lKAgC1wZVtoC0k2ug9km0AqI8bsvK/f+hxP4AaINFGNZBsA0B93OAa9Sxux5IOAHuQaKM6\nNvuegZIAgBr4epJsPy8GnQBBR4MhzexKSe9WY6jAk5LOd/edZnakpLWS1mW73ufuF2XPOVHSl9UY\nmnCbu/9htv4QSV+TdKSkTZI+4O78nTyItrm0qDFIcugVzZvivAl54sCaaYMjD8tpx3devENK6Ffu\nhDVAhRC30XV3uXRqMrA9jX8hVi44qrm9u527T8UBjj8I7byMpmiAe15MJ56jA51e0V4l6U3ufoKk\nDZIuS7Y94e4nZo+LkvVfkHSBux8r6VgzOz1bf6mku9z9OEl3h2Nh0HBlGygLcRvddxcxG2ilo0Tb\n3e9y95ez5n2SFiebLe5vZodLmu/uD2SrviLpvdnyCknXZcvXJesxqLJkeyLvFk4A2kLcRmnuchJu\nIOhmjfaHJX0zaS81s++Y2bfM7K3ZukWStib7bM3WSdKwu09Ikrs/I+k1Xewbamrop66lTuAGSkLc\nRveRbAN7FNZom9mdai6NNUku6XJ3vyXb53JJu93977N9npa0xN2fy2r7bjKzN6rF1ZLsWECuoZ+6\ndh1k2h1q5RYkdXe7X8o/xrw4IcHbQ/uUZHlD2Bbbsb4v7zeJ+j7MMeI2em6ybnt7WB/i4bxYO92O\nnaH9ihmWpen9KBpJkE5SE2vDgTYUJtruflredjM7V9JZkt6RPGe3pOey5dVm9qSkY9W4EnJE8vTF\nmhpm9oyZDbv7RPZV5bN55x0bG9uzPDIyopGRkaL/Cmpu6KeundbqMx+oro1qjBKUJE/iVpmqGLeJ\n2QNo8sqy0W2mAAAgAElEQVT2G4nbqI9ux2zzDr6WN7MzJF0l6W3u/uNk/aslbXf3l83sdZLukXS8\nu+8ws/slfUzSg5JulfQZd7/dzK7InnOFmV0i6RB3v3SG83on/Ub9TWQJdydXtId+J+zQzhXteLUk\nb17125o3/XlIRbjgPThG3WVmcveeZR69iNvEbOxJtmPA62QMTpxWPe+KdpgaXmcVHDu9or2+edON\nX25uP1ZwKNRXN2J2pzXan5V0kKQ7zWy1mX0+W/82SY+a2cOSbpB0obvvyLZdJOlaNd66G9z99mz9\nFZJOM7PHJZ0q6dMd9g19bDj70F7NQEmgXcRtzL012R9asYQD6HMd3Ufb3Y+ZYf2Nkm6cYdt3JB3f\nYv12NQI1MCvD7nrCrCnZPj5e4QDQhLiNnlnj0qtD3Xa88gz0mY4SbaDXTnHXt7MykqMl7UoGrQzH\ntCBOUHNCaKeDcuK+cVIF6j0AoH0/yq5sv7pFKUks7ygSk/T0Qksc/B6znTiaIO6fliLyzSk6QKKN\n2jslKyOZYKAkANTDj3wq2Qb6WDfvow301DCDrQCgPn5EzEb/I9FGXyHZBoAamSBmo79ROoK+M+ze\nKCM5Imy4ILSXhHZah7clbFsW2j8P7Vgr+FSyXHDbQQAYaBPJ/bbTiWTiZDaxhjtOOpbWWW8M22LM\njuNuYo12Wu8dYvhuAbPHFW30pWF36VaulABAbawhZqP/kGijv5FsA0B9bCNmo7+QaKP/Zcn2o+9v\nPAAAFZYl2xMbGg+gzqjRxmC41aXs9n+TyfabH+phfwAAM9vmGlbjtq2TyfZwu/fZBiqARBsD483Z\nHUkenbzf9tqwQ/rbEOfOi4Md44Q1caBNuj0OsgEAzMqewe2S9IawMU46lkxYpoPCthjvY1w+ePZ9\n2jX7XQFKRzB43swtAAGgNrhtK+qMRBsDiWQbAOpj2F36EnEb9UOijcH12954AADqgWQbNUONNvDb\nLv1Pkx5J1p0S9ok12a8N7RdCO6n32x3qt+OhAABt+JJL55v0T2H98cnyYWFbrO+OMTxOjvNssvzV\n5k3EcLSj4yvaZvYJM/uumT1sZreb2eHJts+Y2QYze8TMTkjWn2tm683scTP7ULL+RDN7NNt2dad9\nA2aNK9sYEMRs9AWubKMmulE6cqW7/6K7v0XSrZJGJcnMzpL0enc/RtKFkq7J1h8i6c8k/YqkkySN\nmtnk9b8vSLrA3Y+VdKyZnd6F/gGz82kCNwYCMRv94YveeAAV1nGi7e4/TZoHSno5W36PpK9k+9wv\n6WAzG5Z0uqRV7v68u++QtErSGdlVlfnu/kD2/K9Iem+n/QPa8mmfSrg/1duuAGUgZqPvTCbbf9vb\nbgCtdKVG28w+KelDknZI+vVs9SJJW5Ldtmbr4vptyfqtLfYH5t67XfqUNSfbf9qz3gBdRcxG3/mi\nS2+25mT7D3rWG2CPWSXaZnanpOF0lSSXdLm73+LuH5f0cTO7RNLHJI1l+6jFc+J6FaxvaWxsbM/y\nyMiIRkZGiv4bQHvudelXs7flCZJuS7a9PewbB94ktj/f5X6hVjZK2pQtexK3ykTMxkB6NEu2Jem3\nJf042RYHrMdZJmMMTyewCTF89972D7XQ7Zht3sX7CZvZEknfcPc3m9k1kr7l7l/Ltq1TIz35dUkj\n7v572fprJH1L0j3Z/suy9edIeru7/36L83g3+w3k+lWbPgNZUaK9YWpx4veaN13TpW6hfkbdZWZy\n91ZJ6pwjZqNvXRl+xV4ZtseYfkRob0+Wr2je9IV/aG4/K/SrbsTsbtx15OikuULSumx5pRpfTcrM\nTpa0w90nJN0h6TQzOzgbZHOapDvc/RlJO81suZlZ9tybO+0f0LF7XfoCSQL6AzEbA+FiYjaqoRs1\n2p82s2PVGFCzWdLvSZK732ZmZ5nZE2p8aXN+tv45M/uvkh5S42vG8WyAjSRdJOnLavzteZu7396F\n/gHd8QWXfr8SFyKBThCzMRgu9ulXtoE51tXSkbnC15Doqd836RVhXc6frHdd1dz+dtc7hLqoWunI\nXCFmo6euNOkfw7qTQjuU+DXVZX+iedNf3dbc/sne9wwVV4nSEWDgUEYCAPVxsTdKAIEeINEG9sbV\n3ngAAOqBZBs9QKINdCJLtv/8qoL9AAC9N5ls36bmW7YCJenKhDXAQLvapf9uTcn25X/Su+4AAHLc\n69KxWcntZLIda7SBLmEwJNBFf26N4J1Oj7e5N11BBTEYEqiYY2f4VUwmrLnroeZNDGgfHAyGBCrm\ncpIJAKiP9cRslItEG+gykm0AqBGSbZSIRBsowXkk2wBQH+udhBulYDAkUJLJZHvcBqocFwDqa31j\noOT4Q8W7ArPBFW2gZKNc3QaA+uDKNrqIRBuYAyTbAFAfxGx0C4k2MEcI3ABQH6PuxG10jEQbmEME\nbgCoF2I2OkGiDfQAgRsA6oOYjb3VUaJtZp8ws++a2cNmdruZHZ6tf7uZ7TCz1dnj48lzzjCzdWa2\n3swuSdYvNbP7zOxxM/uqmXFHFPQ1Ajd6gbgN7B1iNvZGp1e0r3T3X3T3t0i6VdJosu1f3P3E7PFJ\nSTKzfSR9TtLpkt4k6YNm9oZs/yskXeXux0naIel3O+wbUHkEbvQAcRvYS5T/oV0dJdru/tOkeaCk\nl5N2q5sHL5e0wd03u/tuSddLWpFte4ekr2fL10l6Xyd9A+qCwI25RNwGOkfMxmx1XKNtZp80s6ck\n/UdJf5ZsOjn7avJWM3tjtm6RpC3JPlslLTKzQyU95+4vJ+tf22nfgDohcGOuELeBzhGzMRuF9XRm\ndqek4XSVJJd0ubvf4u4fl/TxrG7vY5LGJH1H0pHu/jMzO1PSTZKOVeurJZ6tj9ty38FjY2N7lkdG\nRjQyMlL0XwEqb9SdmST7zEZJm7JlT+JWmaoYt4nZ6EfE7P7T7Zht3qW/yMxsiaRb3f34Fts2Svol\nNYL2mLufka2/VJK7+xVm9kNJw+7+spmdLGnU3c+c4VzerX4DVUXw7j+j7jIzuXslfrhzFbeJ2RgE\nxOz+042Y3eldR45Omiskrc3WDyf7LFcjod8u6UFJR5vZkWa2v6RzJN2c7Xq3pLOz5XOT9cBA4mtJ\nlIG4DZSDmI1WOq3R/rSZPWpmj0g6VdIfZOt/08y+Z2YPS7pa0m9Jkru/JOmjklZJ+r6k6919Xfac\nSyX9sZmtl7RQ0rUd9g2oPQI3SkDcBkpCzEbUtdKRucTXkBg0fCXZH6pWOjJXiNkYRMTt+ut56QiA\nucEtAAGgXojZkEi0gVohcANAfRCzQaIN1AyBGwDqg5g92Ei0gRoicANAfVD+N7hItIGaInADQL0Q\nswcPiTZQcwRuAKgPYvZgIdEG+gCBGwDqg5g9OEi0gT5B4AaA+qD8bzCQaAN9hMANAPVCzO5vJNpA\nHyJwA0B9ELP7F4k20KcI3ABQH8Ts/kSiDfQxAjcA1Aflf/2HRBvocwRuAKgXYnb/6FqibWb/j5m9\nbGYLk3WfMbMNZvaImZ2QrD/XzNab2eNm9qFk/Ylm9mi27epu9W2u/PM//3Ovu9AS/WpPv/arrMC9\nsZSjdq6q/aoKYnb//q6XhX61h5jdnqr2q1NdSbTNbLGkUyVtTtadKen17n6MpAslXZOtP0TSn0n6\nFUknSRo1s4Ozp31B0gXufqykY83s9G70b6706y97WehXe7rRrzIC96auH7E7NvW6AxVGzG7o59/1\nMtCv9nQrZnc7bm/q6tG6Z1OvO1CSbl3R/m+S/ktYt0LSVyTJ3e+XdLCZDUs6XdIqd3/e3XdIWiXp\nDDM7XNJ8d38ge/5XJL23S/0DkKGUBCJmA7VCzK6vjhNtM3u3pC3u/ljYtEjSlqS9NVsX129L1m9t\nsT+AEhC4BxMxG6gnYnY9mc/iB2dmd0oaTldJckkfl/Snkk5z95+Y2UZJv+Tu283sG5I+5e7/JzvG\nXWpcQXmnpP3d/VPZ+o9LekHS/872f1e2/q2S/ou7r2jRH95tAGrL3a3M4xOzAaB7OonZ+83yBKe1\nWm9mvyBpqaTvmplJWixptZktV+PqxhHJ7oslPZ2tHwnrv5Wzf6v+lPohBQB1RswGgGroqHTE3b/n\n7oe7++vc/Sg1Au9b3P1ZSSslfUiSzOxkSTvcfULSHZJOM7ODs0E2p0m6w92fkbTTzJZnHwAfknRz\nJ/0DAEwhZgPA3JrVFe02uBpfUcrdbzOzs8zsCTW+Zjw/W/+cmf1XSQ9l+49nA2wk6SJJX5b0Skm3\nufvtXe4fAGAKMRsASjSrGm0AAAAA7anVzJBmdoaZrcsmR7ikB+e/1swmzOzRZN0hZrYqm8jhjuT+\nsjNO/tDlPi02s7vNbI2ZPWZm/7ki/XqFmd1vZg9n/RrN1i81s/uyfn3VzPbL1u9vZtdn/brXzJaU\n0a+kf/uY2WozW1mVfpnZJjP7bvaaPZCt6+nPMTvPwWb2D2a21sy+b2YnVaRfx2av1ers3+fN7D/3\num9m9kdm9j1rTOTyd9l7qOfvr17pZdwmZrfdt8rG7SrG7Ox8xO3Z96mSMTs7T3lx291r8VDjj4In\nJB0paZ6kRyS9YY778FZJJ0h6NFl3haSLs+VLJH06Wz5T0q3Z8kmS7iupT4dLOiFbPkjS45Le0Ot+\nZcc/IPt3X0n3Zef7mqSzs/VfkHRhtvz7kj6fLf+WpOtL/ln+kaT/KWll1u55vyT9QNIhYV0Vfo5f\nlnR+tryfpIOr0K/Qx33UGIh3RC/7Jum12c9x/+R9dW4V3l+9eKjHcVvE7L3pXyXjtioYs7NzELf3\nrn+ViNnZsUuN26W+kF1+IU6W9M2kfamkS3rQjyPVHLTXSRrOlg+XtDZbvkbSbyX7rZ3cr+T+3aTG\njG+V6ZekA9So71wu6VlJ+8SfqaTbJZ2ULe8r6Ycl9mexpDvVuJPCZND+YQX6tVHSoWFdT3+OkuZL\nerLF+sq8v7LzvEvS/+5139QI2JslHaLGh9tKNQYP9vx934uHKhC3Rcze235VJm6rojE7Owdxe+/6\nWImYnR231Lhdp9KRmSZT6LXDvDEyX94YhX9Ytn6mSR5KY2ZL1bh6c58ab8ae9iv7qu9hSc+oESSf\nVONOBi9nu6Q/wz39cveXJO0ws4Vl9EtTs+J51s9DJT1XgX65pDvM7EEzuyBb1+uf4+sk/cjMvpR9\n3ff/mtkBFehX9FuS/j5b7lnf3P1pSVdJeio7/vOSVqsa7/teqGLcJmbn96mKcbuqMVsibu+tSsTs\n7Jylxu06Jdqt7sPqc96L2ZvT/prZQZL+l6Q/cPef5pxrzvrl7i+7+1vUuBqxXNKynHPHfplK6JeZ\n/YakCXd/JDmntTj/nPYr82vu/suSzpL0ETP7v3PONVc/x/0knSjpr939RDXuRnFpBfo1dUKzeZLe\nI+kfCs5Xet/M7FVqTGV+pBpXSQ5U4+vPmc47l++vXqhT3B74mC1VL25XPGZLxO22VSlmZ/0pNW7X\nKdHeKiktOJ9xcoQ5NmFmw5JkZoer8VWD1MZkDp3KCvT/l6T/4e6T97Hteb8muftOSfeo8dXLq8xs\n8n2XnntPv8xsX0kL3P25ErpziqT3mNkPJH1V0jskXS3p4B73a/Ivebn7D9X4Onm5ev9z3KrGdN0P\nZe2vqxHAe92v1JmSvuPuP8ravezbqZJ+4O7bsysd/yjp19T7932vVDFu9/y9W/WYLVUqblc2ZkvE\n7b1UpZgtlRy365RoPyjpaDM70sz2l3SOGnU0cy3+Jb1S0nnZ8nmamrBhpskfyvD/SVrj7v+9Kv0y\ns1dPjhw2syE13shr1JhR7uxst3NDv87Nls+WdHe3+yRJ7v6n7r7E3V+nxnvobnf/7V73y8wOyK5w\nycwOVKN+7TH1+OeYHXOLmR2brXqnpO/3ul/BB9X4AJ7Uy749JelkM3ulmZmmXq+evr96qApxm5g9\nS1WM21WN2RJxuwNVitlS2XG720XlZT4knaHGCO0Nki7twfn/Xo2/aH6e/WDOV6N4/q6sX3dKelWy\n/+fUGHH/XUknltSnUyS9pMZo/ofVqCs6Q9LCHvfr+Kwvj0h6VNLl2fqjJN0vab0aI3rnZetfIemG\n7Gd7n6Slc/DzfLumBtb0tF/Z+Sd/ho9Nvr97/XPMzvOLaiRMj0i6UY3R6z3vV3auITUGRc1P1vX6\nvT+qxqCdRyVdp8bdNirzvp/rh3oYt0XMbrdvlY7bqlDMTvpA3G6vX5WL2dl5SovbTFgDAAAAlKBO\npSMAAABAbZBoAwAAACUg0QYAAABKQKINAAAAlIBEGwAAACgBiTYAAABQAhJtAAAAoAQk2gAAAEAJ\nSLQBAACAEpBoAwAAACUg0QYAAABKQKINAAAAlIBEGwAAACgBiTYAAABQAhJtAAAAoAQk2gAAAEAJ\nSLQBAACAEpBoAwAAACUg0QYAAABKQKINAAAAlIBEGwAAACgBiTYAAABQAhJtAAAAoASlJ9pmtsnM\nvmtmD5vZA9m6Q8xslZk9bmZ3mNnByf6fMbMNZvaImZ1Qdv8AAFOI2QDQPXNxRftlSSPu/hZ3X56t\nu1TSXe5+nKS7JV0mSWZ2pqTXu/sxki6UdM0c9A8AMIWYDQBdMheJtrU4zwpJ12XL12XtyfVfkSR3\nv1/SwWY2PAd9BAA0ELMBoEvmItF2SXeY2YNmdkG2btjdJyTJ3Z+RdFi2fpGkLclzt2XrAABzg5gN\nAF2y3xyc49fc/Rkze42kVWb2uBqBvBVrsW7avmY20/MBoPLcvVWsqwpiNgAkOonZpV/Rzq5+yN1/\nKOkmScslTUx+vWhmh0t6Ntt9q6QjkqcvlvT0DMet3GN0dLTnfaBf9It+VbtfVefE7J4/6Bf9ol/V\neXSq1ETbzA4ws4Oy5QMlvUvSY5JWSjov2+08STdnyyslfSjb/2RJOzz7uhIAUC5iNgB0V9mlI8OS\n/jH72nA/SX/n7qvM7CFJN5jZhyU9JelsSXL328zsLDN7QtILks4vuX8AgCnEbADoolITbXffKGna\nfVXdfbukU2d4zkfL7FOZRkZGet2FluhXe+hXe+hX/yBmVwP9ag/9ag/9mlvWjfqTuWZmXsd+A4CZ\nyas9GLLriNkA6qrTmM0U7AAAAEAJSLQBAACAEpBoAwAAACUg0QYAAABKQKINAAAAlIBEGwAAACgB\niTYAAABQAhJtAAAAoAQk2gAAAEAJSLQBAACAEpBoAwAAACUg0QYAAABKULlE28zOMLN1ZrbezC7p\ndX8AADMjZgPAzMzde92HPcxsH0nrJb1T0tOSHpR0jruvC/t5lfoNALNlZnJ363U/uoGYDaDfdRqz\nq3ZFe7mkDe6+2d13S7pe0ooe9wkA0BoxGwByVC3RXiRpS9Lemq0DAFQPMRsAcuzX6w4ErS7Nt/y+\n8Uyb2vWY7DFbu0P7xQ72L3oBi46N+hpt8VX4uPVFRQC6aKOkTdnyyOhoD3tSilnH7HckvxtHSVoS\nthNLAVRBt2N21Wq0T5Y05u5nZO1LJbm7XxH28890cB4SbQC9MOrebzXas47ZnwzPjbGRWAqgaroR\ns6tWOvKgpKPN7Egz21/SOZJW9rhPAIDWiNkAkKNSpSPu/pKZfVTSKjX+CLjW3df2uFsAgBaI2QCQ\nr1KJtiS5++2Sjiva77DQ3hXa8WvGuD0VX4SiryjT/ecV7MvXnQD62WxjdlGsBIB+VLlEG6ijvF8k\n/tgCAGAwVa1GGwAAAOgLJNoAAABACUi0AQAAgBLUtkb70NCeKNh/vxmWpfYGP0bxufGe2/G5QznP\nj/v+pKBfaNbpfXjb+Tnv12Jd+rPNG3wLDKL4+xXbRQPaOzkX4yQA9EptE22g19JfnvgHFAAAAKUj\nAAAAQAlItAEAAIAS1LZ0JH5VH9vt1MjG58YXpWiihXbOFY8Vz70g57jt1hlyb2cAVdHuhDWdxN2i\nsTIR8RBAWWqbaFdFNwe9LSjeBUE7s3TG7fHDuJ1EIP6BFJ/LQFagPAw2RitlJTQxvvP+QzsoHQEA\nAABKQKINAAAAlIBEGwAAAChB39RoFw0yTP+jrSYfyVM0WDJvW6zlypvAJtZoF9UMF/0/2qk5buc1\n6WTil9k8f2+1e974+rTzc538uaU/3/nJ8vaCvgCDZn5ox9/HuD1vMHjRfes7mbCmaCxHxEDK7mk3\nIWl3gG070vdY0ec6kKe0K9pmNmpmW81sdfY4I9l2mZltMLO1ZvauZP0ZZrbOzNab2SVl9Q3olqHs\nEZMEoG6I2QDQfWVf0f4rd/+rdIWZLZP0AUnLJC2WdJeZHSPJJH1O0jslPS3pQTO72d3XldxHAEAD\nMRsAuqjsRNtarFsh6Xp3f1HSJjPbIGl5tu8Gd98sSWZ2fbYvQRsA5gYxGwC6qOxE+yNm9juSHpL0\nJ+7+vKRFku5N9tmWrTNJW5L1W9UI5i3FGr3DQnthaMea2Z3JctH9q/NepAWSJnL2LTp27GdeXVhR\nrWA3J/HJs5+oSwT6VGkxW2quqY3xKcaUojrsXTMsS8U12nmxtNM64aI4nYe4CvSfjhJtM7tT0nC6\nSpJLulzS5yV9wt3dzD4p6SpJF6j1FRNX63pxn+ncf5Ms/5KkX2yj3zuLd5m1ieJdZq3og6UT3R68\nkffG6WQQZrvnnTfDcitFH4jp61+0b/wD6dDQ3lzQFwyOjZI2Zcs+Nta7jqi3MXtlsrxM0pvb63oT\nBqPVV7c+O9o9VtEfQEU3VMDg6HbM7ijRdvfTZrnrFyXdki1vlXREsm2xGvV9JmlJi/UtXRjanVxF\nAICyHJU9JGl0bEzj4+M960svY/Z/mH03AaBnuh2zy7zryOFJ8/2Svpctr5R0jpntb2ZHSTpa0gOS\nHpR0tJkdaWb7SzpHzRdBAAAlIWYDQPeVWaN9pZmdIOllNa7CXyhJ7r7GzG6QtEaNC9EXubtLesnM\nPipplRp/AFzr7mtL7B8AYAoxGwC6zBrxsl7MzL9TsE+sr9qZsy3WZsUa7ryJE6Kimu34l01aLBkH\nTt4f2j8pOHb8f6X3do7/h3b+T1Es02m3rq6bZT55E/60OyBqwQzL0vT3xNJkeasaNdrLknV/l3Me\nBjwNrlF3mZncvVXdc98yM/9WwT7x9yKvDvtnBccqind5v9/drP9u93e9m7GxKnGm6Gpe3gDZqOiz\nZ7+cbUU/1zgXQtqX+FzG4AyObsTsvpkZEuiVxWpOvAEAAKQSa7QBAACAQUaiDQAAAJSgtqUjxx/c\n3J73irDDcGjHgrV0/5fCtnCDqu3PN7d3hmOldWPt1gXH+zGndWWxjrAqNXcAsDdG0oEMRTH7x6H9\nQminAfHgnG2Sdoa5Kp/49+b26mQ5r+5Xml6vW3S/5hdzthXZnRyfW9gC9VTbRLsjMcB3oJvBr91B\nhVEczJE3K2XRwJC8PxiKPoja0e7rF8+dtuP/v50PQKn5cz7+ART/j0tDe9Exze3DNkwtx1lJiwa1\nAv2oKcnuVE2uOnTazbwJuaqSeLcz2LHo+UXHypuwTMofTFl07Ph5mX4GbCt4LpCH0hEAAACgBCTa\nAAAAQAlItAEAAIASDGaNdpsWhsGReu3M+24PRXmxRi/WkKXtWG9WNGlK0bFjnXGqkwlrihTV5OXV\nexeJb9i0LjuOpSqasCC2F6XLr2zetjsMnloU3wPHNzeXJjXa8bWlRhso2XuamwtCDD/xwOb2/GTg\nZazHje2iuJIX04pqjPPGznQ6nqWdY7VTD95ODXYrQzMstxJfn7h/+pkZzxs/P6NFoZ1+nhCz0Yna\nJtrzdszxjJY/HKiJ3ACgu9bMccweJWYD6L3aJtpz7jXphwQBHAAqbTyJ2dcQswH0BjXae2Hh7jm+\nMgMA2HsTxGwAvUGivZdItgGgRiZcmnDd/2yvOwJgkHRUOmJmvylpTNIySb/i7quTbZdJ+rAaY8H+\nwN1XZevPkHS1Gkn+te5+RbZ+qaTrJR2ixkRdv+PulZ6WYDLZ3jlkmrdvY93SOCNZeE7ewJGim+8X\nDZY8NLTj4MDURM42Kf+NEQfGtDuBTbq93R9w3msU/7+xH3FASxxYszQZIDW0pHnb4rVh57BdYcKa\ndG6OotcamEuDHrdPcpfe0lxKckwys+RwGDj55vC/+efQjnE6jY8x5uTtW7S93VmH834I7Q5Cb2f/\ndiewyZsNuei5cf/DcvaN4nOXhQHwC5KDbXuq4GBAjk6vaD8m6X2S7klXmtkySR9QI5CfKenz1rCP\npM9JOl3SmyR90MzekD3tCklXuftxknZI+t0O+zZnFuzi6jaA2iBuP0zMBjA3Okq03f1xd9+g6aMD\nV0i63t1fdPdNkjZIWp49Nrj7ZnffrcaVkBXZc94h6evZ8nVqfBDUxtBPCdwAqo+4nSHZBjAHyrrr\nyCJJ9ybtbdk6k7QlWb9V0nIzO1TSc+7+crI+527V1TT0U9fuoebPrp3/PsPOAFAtgxe3J5PtFUnc\njvMmAEAHChNtM7tTzeWvJsklXe7ut8z0tBbrXK2voHu2f3xOLS83TJaR7MwS7kPDK7zwsPiMZrue\nTxovNG+L9XvxhxcPne4fJ6+J9Wl5EyUUif2I/Yy1gt0s4Ez/H8OhI/uF9gHhj55YPz+UpghHNW9b\n9Hxze1o6EdrDSc32ARsEzCnidptu9j3J9oIYHEMcOXV7c3tTiCubk+UDwqHanXQmbzxLbOfVPkft\n9qMd7Y7ZST8v4ktf1M/5ob0457zxWItDe8Ebwopk0NOiUKNdVC8PpAoTbXc/bS+Ou1XSEUl7sRrX\nCUzNw8gWS3ra3X9kZq8ys32yqyOT+89obGxsz/LIyIhGRkb2opvlWbDL9yTbs7UrJnMAam+jpE3Z\nsidxq0xVjNtVj9lpsg1gcHU7ZnezdCSNUCsl/Z2Z/Tc1vno8WtIDalwZOdrMjpT0b5LOyR6SdLek\nsyV9TdK5km7OO9nYHH1gdWLBLtf2eQRuYJAdpakvSEbHxjQ+Pt7L7kRzFrfrELN1s0vDxGxgkHU7\nZpoYLKwAACAASURBVHc0GNLM3mtmWySdLOkbZvZNSXL3NZJukLRG0m2SLvKGlyR9VNIqSd9XY+DN\nuuxwl0r6YzNbr0alw7Wd9K0quN82gCohbhfI7rcNAN3Q0RVtd79J0k0zbPsLSX/RYv3tko5rsX6j\npJM66U9VTSbbXN0G0GvE7Vma4Oo2gM6VddcRtLBwt0v/EgL3n00tbrqneVMcvBF/WO1McBO3xXYc\nDNnOGyMeK06cEwcddjIQJ54rHeS5sOB+B/N+3Nye/1LYYckMy5IUZ5OLo0tj+3XJeRgMCdTThEtX\nNsfsBSubd3nzlub2smSszT1h3E2MX3HwX16sLBpw105cbXcwX96x2x38mDfpTAyj8bxhHKoWxXb6\nGRA68mIY0Lgofl6cENrJJEZLH2neNBQ+S+LERECKKdjn2tv4ShIAauNiYjaAvUei3Qsk2wBQHxc7\nCTeAvULpSK9MJttHJV9L3tN6VwBABVzseuriqduTL3lrrCkDgGYk2r32JZfObyTby86T/vnLU5uK\nJpWJ22OdXVrfllcXF/dttX9aO1g0QU2ss4vS/0fsc9EbMrdOPc7YEw4+rU49njzt+MFhWzx2LER/\nZWj/X60PC6DelmhCT2VzAT31r4dpya82J9vzktjx9lAXvCnUbMc0PdZo5006E2NhO3XXReN/is6V\n6rRGO92/qEY7PjdOCNQ0tmbf5k0LQ111nJRMv5zTsbAvNdpoB6UjVfClxtXtNMkGAFTTEk30ugsA\naoJEuyq+5BpxagABoA6WaIKEG0AhEu2KIdkGgBq5l5gNYGYk2hVEsg0ANUKyDWAGDIasqBF3rbbm\niRKGZ9h3UhwsmYqDH+PAwKhoeypOGrC4YP90HEnRwMo4oCcOhil6TZrEAY7x4OlAmgPDtjj4MY7a\nCQNv0o7F1x5AH5pMtm+Zitvz/rp5l2PC5FXH/Htze+3Tze10cGSM73EAXhxImafdCWs6UTRYMg2l\nS0OcnYgDGINpk868IVn+efOmoX8L+8YPj+NDO/3ZhMGQCx5qbnPvGeThinaFneiuE7m6DQD18W5i\nNoApJNo1QLINADVCsg0gQ+lITZwYSknyykQAAD32bte/vPskfcse0K/7cknS217/QI87BWCukWjX\nSJpsD2n6zfznh/ahOT/dpaEor2higF0522JN9sJQ37z7heb2pmS5qAY7ijXcTf/FUJM37eCvCO1Y\nhx3bqVjfnbev1FR4uDBOZhPqMgH0p7fpfr3NpX/RSY0VcWxHiI3LwuZtSc321rAtXmyJsTGODflZ\nslwUd+PnQdTORDpx39hu6neIs7GM+sVYsx3j8OuS5fDaKkweNO0FOiK006L3UAvOJGRoR0elI2b2\nm2b2PTN7ycxOTNYfaWY/M7PV2ePzybYTzexRM1tvZlcn6w8xs1Vm9riZ3WFmMbWBqNsG0Bni9tx7\nm+7vdRcA9EinNdqPSXqfpHtabHvC3U/MHhcl678g6QJ3P1bSsWZ2erb+Ukl3uftxku6WdFmHfetr\nJNsA9hJxuwdItoHB1FGi7e6Pu/sGSdZi87R1Zna4pPnuPlmo9hVJ782WV0i6Llu+LlmPGZxEsg2g\nTcTtHnqQmA0MmjLvOrLUzL5jZt8ys7dm6xapudRsq6Zuwzzs7hOS5O7PSHpNiX3rG5PJ9u097geA\nvkDcLtuDTsINDJDCwZBmdqeaxySYJJd0ubvfMsPTnpa0xN2fy2oAbzKzN6r1FZS9ijhjY2N7lkdG\nRjQyMrI3h+kLJ7k3htosCi9vevP/gllTfvbt5nbeJANFN+cfCgNUFoV32cLnp5Yncs4jFQ/SHEoH\nGsYRPnEwTJRXTVo0kLKoEjXp14I4YIfBkANlo6YGAHsSt8pUxbhNzA4e9KbJbSRJVzU308nADgvx\n7IHnm9tFA8lTPyveZa8VDX4sGizZJMTOw2JczhuUHmN2nHQstmPH0ueHUZlMQtbfuh2zCxNtdz+t\n3YO6+25Jz2XLq83sSUnHqnElJB3bu1iN4C5Jz5jZsLtPZF9V5uZzY3P0gVUr23x6sg2gp47S1MRy\no2NjGh8fL/2cVYzbxOwW3t0i2QbQU92O2d0sHdkTLczs1Wa2T7b8OklHS/pB9tXiTjNbbmYm6UOS\nbs6etlLSednyucl6tGMbX0kCmDXidq8xuQ3Q1zq6j7aZvVfSZyW9WtI3zOwRdz9T0tskfcLMdkt6\nSdKF7r4je9pFkr6sxpfrt7n7ZHnxFZJuMLMPq3HHy7M76dtAy5LtJ5KLUEe/Nd6FFcAgIm5X0GSy\nvV9ydfuK3nQFQHd1lGi7+02Sbmqx/kZJN87wnO9IOr7F+u2STu2kP2h2tLZMJdsnh40PNTePWdLc\n3hm/AE7qiuPECEPxXRQmaJkX2ouS2sI46UJRnWE81YJ0IoFYv9duLXQ64c2+YVvRZDdRun+s546T\nLgBziLhdYWe69M0s2b5E0u9NbZoX4sjy8NTVoWY7xtY0dsby5DgWJj63aKxMatrnQ86+krQob5xN\nPG+MpUta7tZanGUmfpjEc6fbw3OL/k9Aqsy7jqACjtaWXncBADBbZ1JKAvQTpmAfAI1kmwE3AFAL\ne5Jt4jZQd1zRHhR/6Y0HAKAeNhOzgboj0R40JNsAUB8k20CtUToyiP7Spb8OX0n+TXMz3pB/QTKw\ncFsYKLlf0bsoDBxcnOy/OQxAiYc6oODQ0wYtpl4K7aLBkXkDcfLO0+pc6X+kaOAkAOTZPD1mz/tq\n8y4nbWhu79zZ3P5JEv/iRGFFg9Lj9jxFA9rj9qYJvWIMju0wsL5w4rC8fePgyBjD03OHGD6/jdMC\nXNEeVB/hKgkA1MZHnLgN1BCJ9iAjcANAvRCzgVqhdASNwP1I8rXk/b3rCgCgwEdcek8Ssz/Yu64A\nyEeijYYvuvSfssB9kqRvh+3JxDCL4mwHPw/tOLlLqI1bmLSH2py8ZVr9X1pXF+v5iuqq8xQdK6+e\nL4qvBwB06giXtmQx+6uSTm/e3DSZl6ShjVPLu8PkNrFmOyYGeTXJefO8SNNjdm7SUTBhTWHGko7D\niTE61neH1ye3L+G5hWOHgASlI5jyRb6SBIDaOMIbDwCVxRVtNJtMtt/IRAkAUAtHuJjcBqgmrmij\ntTVcJQGA2iBmA5VEoo2ZEbgBoD6I2UDldFQ6YmZXSnq3GsPhnpR0vrvvzLZdJunDagwp+AN3X5Wt\nP0PS1Wok+de6+xXZ+qWSrpd0iKTVkn7H3YuGRqBsa7xRRvILybqnwz5xkEnR4L+nphbbfQPG/Xcn\ngynnFU0MEwfHRHnvtnjiookV0jYFWqgQ4nafm0y24wQ3j0wtL32o+SlLQ0xfHSYly5uwpq3Bji3s\nSgYwDsXPkigOSs8bpF70LoznihOapccK5xkq+jwAEp1e0V4l6U3ufoKkDZIukyQze6OkD0haJulM\nSZ+3hn0kfU6N8dFvkvRBM3tDdqwrJF3l7sdJ2iHpdzvsG7pljTNQEugfxO1BwP22gUroKNF297vc\n/eWseZ+kxdnyeyRd7+4vuvsmNYL58uyxwd03u/tuNa6ErMie8w5JX8+Wr5P0vk76hhKQbAO19/+3\nd//BdpT1HcffHyRIRAiE1jAGISqJxopiagNTqNyiSKBTsM5QaaclapmKtNjaH4KG8SZW8MdoS00r\nTFurplXUqhUoCMSCtrUGVAixEghigiTWqA0hogwTzbd/7HNz9zy5OSf3nh+7e87nNXOG3Wf3nH3C\nOfdzv3fPs/s4t0eIi22zyvVyjPbrgZvT8nzgkdK2baktb98KzJd0NPBoKfy30vkul1aFvw94KZMP\nM2sy5/awm5gB+EQmH2Y2MB2HU0laC8wrNwEBrIiIG9M+K4DdEXFdaZ9cMHVhP3Ffovw5/lO8rlal\nt2ZcRbGdTX6wz/qubL00wc3sDofKxwbm4wF/9OPJ5bkdxmjvzsbRzfpxtkM+8U5ZPp5vOmO0s/F9\nHt5n/ebctn28KeAD6e06J9uWZd+S9dn2bP3B0rUxO7JdO43Z3mfSsZI8o3OzOl1n027Cmk4TmOX7\n52O2Sw52iNs0dCy0I+LMdtslLaf4sT2j1LwVeFZp/ViKS+gEHJe3R8QPJR0p6aB0dmRi//1auXLl\n3uWxsTHGxsY6/VOs11ZFUWyb2X5tBrak5SjlVj/VMbed2TVQLrbNbEq9zmxFzPwERLoS/f3AyyLi\n/0rtLwA+RjGZ93xgLbCQ4szIA8DLgf8F7gIuiIj7JX0S+GxEfFLSNcC9EXHtfo4b3fTbeuyPs+Du\ndEb7S5OLd3aYgr3TGe3FpT8V5z4j25idZdidnbWZtTDbv91QmGwa+Za7sExxLMpny69r3XRlNr29\nT4aMjvEIJBERlVU7VeS2M7tmVmQfv/zbvAGe0V5Q+iZynzPF+XOPzhpelq2Xc7rTGe3TsvX890H5\njHb25+Ou325d/6s2Z7+t2XqR2d2O0V4NPB1YK+luSR8EiIj7gE8B91GM/7skCj8D/pDiqvdvUlx4\nc396rcuBP5G0CZgLfKjLvtmgXO1foGYN4twedVdG8TCzvuvqDr8Rkf8NWN72LuBdU7TfAjxvivbN\nFGdSrIkmiu387LaZ1Ypz2/a6MvY9u21mPeWpNKy3rg64MAvu/Gu30rCKdhfGTFs+BiP76vCnnS6G\nzNfL8kl4Ohyr3eQ4+b/ZQ0fMrDJXBvxZltn50Li5rasLy8MBs8lvnsiGUWxvl6uZPKNzs/IhGvmQ\nl3Lu5vt2mqAmX2/Tl1mdLqw0K/EU7NZ7a/yVpJlZY7zPmW3WLy60rT9cbJuZNcf7wgW3WR+40Lb+\nWRPFYyGTDzMzq6/3RTEEY+JhZl3xGG3rvzWlcdsL4UfrJjctyD6Bu7Jxcduzl8rHNz8xjQHOu7Nf\nGrPzsYP5bQnL8jHa+S+g/LXK4/38U2ZmTbI64NKU2T8D8tvqlcc7n9q6aXaWows2t67vaDtDRqt9\nMjsfk53nbjmn8307TTLWbv92k5mZdeAz2jYYHkpiZtYcq1Nmd5jrwMzac6Ftg+Ni28ysOVYHfNy5\nbdYNF9o2WGuC+Z4hzsysOa5xZpvNlAttq4SLbTOzBnGxbTYjvkzLKjM/Ap7bOlHC3OwCldnfaV3P\nL478SWl51y6mJ5+goN3FkIdl6+0ufoTWi2eyf5N/6MyskSaK7fPazCaZB1yWnQdn2/MLHtvZnU86\nlmd2+WLIPKPzDO90QXv5WFm+5/8Gs3Z8Rtuq9VAUDzMza4brndlmB8qFttWDi20zs+ZwsW12QFxo\nW308FMVXfxMPMzOrr4lie3N6mNk+PNLI6mVTwKI0/u+pMO8ZrZvnZePqtpfu8frTDpPXzM6L9/zT\n/1ibbTuy9fxY+fi+8hhtz65mZsNqoth+kYpiOx8LnTniiNb1J0rZmY/XnvWU1vU84/cZo13ePp0x\n2ND+OhtPWGNd6OqMtqT3Stooab2kz0g6IrUfL+knku5Ojw+WnrNE0gZJmyRdXWo/StJtkh6QdKuk\nOd30zRpsUxQPM+s557b1xQZnttlUuh06chvwCxFxEvAg8NbStm9FxJL0uKTUfg1wUUQsAhZJOiu1\nXw58ISKeB9yevZaNIhfbZv3g3Lb+cLFtto+uCu2I+EJE7Emr64BjS5v3uf+PpGOAwyPirtS0BnhV\nWj4P+Gha/mip3UbZdge3WS85t62vvuLMNivr5cWQrwc+X1pfIOnrku6QdFpqmw9sLe2zNbUBzIuI\n7QAR8T3g53vYN2syF9tm/eLctt77SrjgNks6XgwpaS0wr9wEBLAiIm5M+6wAdkfEx9M+3wWOi4hH\nJS0BPifpBUxxtiS91rStXLly7/LY2BhjY2MzeRlrilRs7z6y9SM0+9DJ5fzCmY4TIeSjSc8qLecX\nzmQT5/Bgtt7pQksbWZuBLWk5SrnVT3XMbWf2CPpKwPzs49Mml/MM7yi/SL2c23kG5xn9/Ww93798\ncWT++8CGWq8zW9HlVNiSlgO/D5wREVNemyvpDuBPKYL8johYnNovAE6PiDdK2giMRcT29FXl3v2m\neL3ott/WXOVi+4nSJ65ToZ1vn31c9sLnlpY7FdrPzNbbFdpfbt30l+ta13+EjYrxCCQREW2m1uu/\nQee2M3vElYvt7NP2RH63j2mYfXTWUM7hToX2q7P1PNPbFNq7r2pdv6rdrMLWaL3I7G7vOrIMeAtw\nbjmsJf2cpIPS8nOAE4Bvp68Wd0laKknAhcD16Wk3AK9Ny8tL7WYtZu30L2yzmXJu28Btc2bb6Or2\nC+7VwCHA2iJ/WZeuVH8Z8A5Juym+KHpDROxMz7kE+AhwKHBzRNyS2t8DfErS6ynOH57fZd9siM3a\nGew+UuwonXWY1+H+rWYGOLetCtv2Hf43y0PsbAR09TGPiIX7af8s8Nn9bPs6cOIU7TuAV3TTHxst\ns3YGC4AtmvobnSOelTXkYwNfmq2/srScT2aQDf/YZ2xgO9lXox3m1THrK+e2VWniJAnA7p/CwaUq\nZFY2Qdk+md0pPKdT0eTDA/8vWy8PcXFoWxc8Bbs13gKP/TQzawwP/7NR4kLbhoKLbTOz5nCxbaPC\nhbYNjdmPB7MfD97rWzGZmdXerJ3hgtuGngttGzrjPrttZtYYLrZtmPmaXxtKsx8PWJRdJHlGttNr\ns/XyT0M+IU0uv8NJPtFCp8lyzMxsr1k7U2aXszO/93Weuydl6+V7YeffbG7M1vN7X+f3825THf3U\nF0faNPiMtg2vTT5LYmbWGJsCHnJu23BxoW3DbVPApmBVpzPUZmZWDy62bYh46IiNhPEINpbut734\nogo7Y2Zm7T0UrVO3z6muK2bdcKFtI2Nxqdje+A+w+NXZDuXxf8/Oth2XrecTK+TK4wFvPeAumpnZ\nhG2lYvsx9p1k7Nw2z92eredjsPNx1vl6m5mGd/saHJsGDx2xkbLYdyQxM2uObbF3+nazJnKhbSNn\ncYQLbjOzJnGxbQ3lQttG19kObjOzxrjemW3N40LbRpuLbTOz5nCxbQ3jiyHNzg74vODfS23nZ/t8\nN1vPJlKI7Ip4PVla2dW6bff0e2hmZhMmiu1Ls0nJXtjmOfkF7E9m6wuz9XJ1lE1u80R+YaVZG12f\n0Zb0Dkn3SrpH0i2Sjilt+4CkByWtl3RSqX25pE2SHpB0Yal9iaQNadvV3fbN7ICdHbDKZ0ps+Dmz\nbWisdmZb/fVi6Mh7I+LFEfES4CZgHEDSOcBzI2Ih8Abg2tR+FPB24JeAk4FxSRPnA68BLoqIRcAi\nSWf1oH9mB87Ftg0/Z7YNDxfbVnNdF9oR8Xhp9TBgT1o+F1iT9rkTmCNpHnAWcFtEPBYRO4HbgGXp\nrMrhEXFXev4a4FXd9s9s2lKxve3E4mE2TJzZNnRSsb3h4smHWV30ZIy2pHcCFwI7gV9NzfOBR0q7\nbU1tefu2UvvWKfY3G7wXBvMDtklsOxHmn5ptv6p1VU/PtpdLGY/ns5pxZtvQWR28aDVsmJgBOLs2\nZp/JbrJJyJ5c3Lp+SCm3dWfrtnxuG7N2DqjQlrQWmFduAgJYERE3RsQVwBWSLgMuBVamfZjiOXk7\nHdqntHLlyr3LY2NjjI2NdfpnmE3b/Ai2aaqPptmB2QxsSctRyq1+cmbbqHpRxGSxbTYDvc5sRQ8n\n7pB0HPBvEfEiSdcCd0TEJ9O2+4HTKc6ejEXExan9WuAO4Etp/8Wp/QLg9Ih44xTHiV7226yj07Lg\nzs5ok50NYVNp+TdbN12Z3cHEZ0dGx3gEkoiIWlQCzmwbWu/KfsSen23v4oz2tnNa1/9h2p2zpuhF\nZvfiriMnlFbPA+5PyzdQfDWJpFOAnRGxHbgVOFPSnHSRzZnArRHxPWCXpKWSlJ57fbf9M+uJ/3KR\nYMPBmW0j4a1RPMwq1osx2u+WtIjigpqHgYsBIuJmSedI+hbwY+B1qf1RSX8BfI3ia8ZV6QIbgEuA\njwCHAjdHxC096J9Zb0wU2/nZbbNmcWbb6Hhr7Ht222yAejp0ZFD8NaRV7o+z4D4s2166W8mO323d\ntNpjRUZW3YaODIoz26q2JRu3veDDrdufzIb4lT31v1rX785uYnljF/2yeqvF0BGzkXS1iwYzs6ZY\n4D/0rCIutM1mysW2mVljLIhwwW0D15P7aJuNrFRsryp9LTn+tqo6Y2ZmnSyIaM3sD7fZ2axLHqNt\n1iPl4H5Fqf3L2X5PDKQ3Vkceo21WH21PkJRv/7e+ddM117auf7+nvbI68RhtsxoZdyFhZtYYzmwb\nBBfaZj3k4DYza47xCOe29ZULbbMeG4/gVAe3mVlzXOnMtv5woW3WJy62zcwaxMW29YHvOmLWR6dG\n8GXJF0CamTXBlQErxKqLJ5vmZrvsGGiHrOl8Rtusz97iM9tmZs1xpcdtW++40DYbAF9wY2bWLM5s\n6wUX2mYD5OA2M2uOiczegYeM2My40DYbMBfbZmbNcWnpG0kX2zZdXRXakt4h6V5J90i6RdIxqf10\nSTsl3Z0eV5Ses0zS/ZI2Sbqs1L5A0jpJD0i6TpIv1LSh5aEkVhXnttnMOLNtJro9o/3eiHhxRLwE\nuAkYL237j4hYkh7vBJB0EPA3wFnALwC/Jen5af/3AO+PiOcBO4Hf67JvZrXn4LYKOLfNZsiZbdPV\nVaEdEY+XVg8D9pTWp5oXfinwYEQ8HBG7gU8A56VtZwCfScsfBX6jm76ZNYWD2wbJuW3WHWe2TUfX\nY7QlvVPSd4DfBt5e2nRK+mryJkkvSG3zgUdK+2wF5ks6Gng0IvaU2p/Zbd/MmsLBbYPk3Dbrjof/\n2YHqOJ5O0lpgXrkJCGBFRNwYEVcAV6Rxe5cCK4GvA8dHxE8knQ18DljE1GdLIrXn29p+gleuXLl3\neWxsjLGxsU7/FLNamwjtVZrqx8SaajOwJS1HKbf6qY657cy2YTQe4cweMr3ObEWP/iKTdBxwU0Sc\nOMW2zcAvUoT2yohYltovByIi3iPpB8C8iNgj6RRgPCLO3s+xolf9NqsjB/dwGo9AEhFRizd4ULnt\nzLZh58weTr3I7G7vOnJCafU8YGNqn1faZylFQb8D+CpwgqTjJR0CXABcn3a9HTg/LS8vtZuNHH8l\naf3i3DbrPWe27U9XZ7QlfZribMce4GHg4oj4X0l/ALwR2A08Abw5Iu5Mz1kG/DVFkf+hiHh3an82\nxUU2RwH3AL+TLryZ6rg+O2IjwWdJhksdzmhXkdvObBslzu3h0YvM7tnQkUFyaNuocXAPhzoU2lVw\nZtuocWYPh8qHjpjZYPhrSTOz5nBm2wQX2mYN4eA2M2sOZ7aBC22zRnFwm5k1h++3bS60zRrGwW1m\n1izO7NHlQtusoRzcZmbN4cweTS60zRrMwW1m1hz+RnL0uNA2azgHt5lZszizR4cLbbMh4eA2M2sO\nZ/ZocKFtNkQc3GZmzeHMHn4utM2GjIPbzKw5PPxvuLnQNhtCDm4zs2ZxZg8nF9pmQ8zBbWbWHM7s\n4eNC22zIObjNzJrDmT1cXGibjQAHt5lZc3j43/DoWaEt6c8k7ZE0t9T2AUkPSlov6aRS+3JJmyQ9\nIOnCUvsSSRvStqt71bdB+eIXv1h1F6bkfk3PsParX8G9ueev2Bt17VddOLOH92e9X9yv6elFv5zZ\nzdeTQlvSscArgIdLbWcDz42IhcAbgGtT+1HA24FfAk4GxiXNSU+7BrgoIhYBiySd1Yv+Dcow/7D3\ng/s1Pb3qV6+De0tPX613tlTdgRpzZheG/We919yv6XFmT8+WqjvQJ706o/1XwJ9nbecBawAi4k5g\njqR5wFnAbRHxWETsBG4Dlkk6Bjg8Iu5Kz18DvKpH/TOzEn8lOfKc2WYN4sxuroO7fQFJvw48EhHf\nkFTeNB94pLS+NbXl7dtK7Vun2N/M+mAiuFe1/tzakHNmmzVTudh2bjeH4gD+SpK0FphXbgICuAJ4\nG3BmRPxI0mbgFyNih6R/A66KiP9Or/EFijMoLwcOiYirUvsVwI+B/0z7vzK1nwb8eUScN0V//Ked\nmTVWRPT1t6Qz28ysd7rJ7AM6ox0RZ07VLumFwALgXhWnRo4F7pa0lOLsxrNKux8LfDe1j2Xtd7TZ\nf6r++E85M7P9cGabmdVDV2O0I+J/IuKYiHhORDybInhfEhHfB24ALgSQdAqwMyK2A7cCZ0qaky6y\nORO4NSK+B+yStDT9ArgQuL6b/pmZ2SRntpnZYHU9RjsTFF9REhE3SzpH0rcovmZ8XWp/VNJfAF9L\n+69KF9gAXAJ8BDgUuDkibulx/8zMbJIz28ysjw5ojLaZmZmZmU1Po2aGlLRM0v1pcoTLKjj+hyRt\nl7Sh1HaUpNvSRA63lu4vu9/JH3rcp2Ml3S7pPknfkPSmmvTrqZLulHRP6td4al8gaV3q13WSDk7t\nh0j6ROrXVyQd149+lfp3kKS7Jd1Ql35J2iLp3vT/7K7UVun7mI4zR9K/SNoo6ZuSTq5Jvxal/1d3\np/8+JulNVfdN0psl/Y+KiVw+lj5DlX++qlJlbjuzp9232uZ2HTM7Hc+5feB9qmVmp+P0L7cjohEP\nij8KvgUcD8wC1gPPH3AfTgNOAjaU2t4DvCUtXwa8Oy2fDdyUlk8G1vWpT8cAJ6XlpwMPAM+vul/p\n9Z+W/vsUYF063ieB81P7NcAb0vIbgQ+m5dcAn+jze/lm4J+BG9J65f0Cvg0clbXV4X38CPC6tHww\nMKcO/cr6eBDFhXjPqrJvwDPT+3hI6XO1vA6fryoeVJzbOLNn0r9a5jY1zOx0DOf2zPpXi8xOr93X\n3O7r/8ge/484Bfh8af1y4LIK+nE8raF9PzAvLR8DbEzL1wKvKe23cWK/PvfvcxQzvtWmX8DTKMZ3\nLgW+DxyUv6fALcDJafkpwA/62J9jgbUUd1KYCO0f1KBfm4Gjs7ZK30fgcOChKdpr8/lKx3kl8J9V\n940isB8GjqL45XYDxcWDlX/uq3hQg9zGmT3TftUmt6lpZqdjOLdn1sdaZHZ63b7mdpOGjuxvUbzb\ntQAAA5ZJREFUMoWqPSOKK/OJ4ir8Z6T2/U3y0DeSFlCcvVlH8WGstF/pq757gO9RhORDFHcy2JN2\nKb+He/sVET8Ddkqa249+MTkrXqR+Hg08WoN+BXCrpK9Kuii1Vf0+Pgf4oaQPp6/7/k7S02rQr9xr\ngI+n5cr6FhHfBd4PfCe9/mPA3dTjc1+FOua2M7t9n+qY23XNbHBuz1QtMjsds6+53aRCe6r7sMbA\ne3HgBtpfSU8HPg38UUQ83uZYA+tXROyJiJdQnI1YCixuc+y8X6IP/ZL0a8D2iFhfOqamOP5A+5X8\nckS8FDgH+ANJv9LmWIN6Hw8GlgB/GxFLKO5GcXkN+jV5QGkWcC7wLx2O1/e+STqSYirz4ynOkhxG\n8fXn/o47yM9XFZqU2yOf2VC/3K55ZoNze9rqlNmpP33N7SYV2luB8oDz/U6OMGDbJc0DkHQMxVcN\nMI3JHLqVBuh/GviniJi4j23l/ZoQEbuAL1F89XKkpInPXfnYe/sl6SnAERHxaB+6cypwrqRvA9cB\nZwBXA3Mq7tfEX/JExA8ovk5eSvXv41aK6bq/ltY/QxHgVfer7Gzg6xHxw7ReZd9eAXw7InakMx3/\nCvwy1X/uq1LH3K78s1v3zIZa5XZtMxuc2zNUp8yGPud2kwrtrwInSDpe0iHABRTjaAYt/0v6BuC1\nafm1TE7YsL/JH/rhH4H7IuKv69IvST83ceWwpNkUH+T7KGaUOz/ttjzr1/K0fD5we6/7BBARb4uI\n4yLiORSfodsj4neq7pekp6UzXEg6jGL82jeo+H1Mr/mIpEWp6eXAN6vuV+a3KH4BT6iyb98BTpF0\nqCQx+f+r0s9XheqQ287sA1TH3K5rZoNzuwt1ymzod273elB5Px/AMoortB8ELq/g+B+n+IvmyfTG\nvI5i8PwXUr/WAkeW9v8biivu7wWW9KlPpwI/o7ia/x6KcUXLgLkV9+vE1Jf1wAZgRWp/NnAnsIni\nit5Zqf2pwKfSe7sOWDCA9/N0Ji+sqbRf6fgT7+E3Jj7fVb+P6TgvpiiY1gOfpbh6vfJ+pWPNprgo\n6vBSW9Wf/XGKi3Y2AB+luNtGbT73g35QYW7jzJ5u32qd29Qos0t9cG5Pr1+1y+x0nL7ltiesMTMz\nMzPrgyYNHTEzMzMzawwX2mZmZmZmfeBC28zMzMysD1xom5mZmZn1gQttMzMzM7M+cKFtZmZmZtYH\nLrTNzMzMzPrg/wHpYEM1DyA3GAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f018c48d898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"t = 72 # 3-day snapshot\n",
"\n",
"for i, e in enumerate(['KH0.01', 'KH1000', 'KH0.01_PPM', 'KH1000_PPM']):\n",
" d = Dataset('/scratch/mizuchi1/angus/expts/flow_downslope/z_{}/prog.nc'.format(e), 'r')\n",
" x = d.variables['xh'][:]\n",
" y = d.variables['e'][t, ...].mean(axis=1)\n",
" z = d.variables['temp'][t, ...].mean(axis=1)\n",
" d.close()\n",
" \n",
" plt.subplot(2, 2, i+1)\n",
" plt.pcolor(x, y, z)"
]
}
],
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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