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@naomi-henderson
Last active May 17, 2018 21:13
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "## Example calculation of finite difference operators on a uniformly spaced A-grid using xgcm\n* Primary example is our Reanalysis Data\n* We handle the convergence of the longitude lines analytically in \norder to simplify the metric terms\n"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import numpy as np\nimport xarray as xr\nfrom matplotlib import pyplot as plt\n%matplotlib inline\nplt.rcParams['figure.figsize'] = (8,4)\nimport xgcm\nfrom glob import glob",
"execution_count": 1,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### First we will import a sample vector field (u10,v10)\nNote, this will only work on our machines which see the kage drives"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "files = '/net/kage/d5/datasets/ERAInterim/monthly/Surface/*10.nc'\nds1 = xr.open_mfdataset(glob(files),decode_times=False)\nds = ds1.mean('T')\n#ds.to_netcdf('ERAInt_surf_clim.nc')\n#ds = xr.open_dataset('/home/pangeo/data/ERAInt_surf_clim.nc')\nds",
"execution_count": 2,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 2,
"data": {
"text/plain": "<xarray.Dataset>\nDimensions: (X: 360, Y: 181)\nCoordinates:\n * X (X) float32 0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 ...\n * Y (Y) float32 90.0 89.0 88.0 87.0 86.0 85.0 84.0 83.0 82.0 81.0 ...\nData variables:\n si10 (Y, X) float32 dask.array<shape=(181, 360), chunksize=(181, 360)>\n u10 (Y, X) float32 dask.array<shape=(181, 360), chunksize=(181, 360)>\n v10 (Y, X) float32 dask.array<shape=(181, 360), chunksize=(181, 360)>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### The reanalysis data is on an 'A-grid' (all data on the same grid)"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### We need to define the 'half point' or 'right' grids\nN.B. The Y grid is going from North to South"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "delx = ds.X[1]-ds.X[0]; dely = ds.Y[1]-ds.Y[0]\nxh = ds.X + delx/2.0; ds['Xh'] = ('Xh',xh)\nyh = ds.Y + dely/2.0; ds['Yh'] = ('Yh',yh)\nprint('X grid:',ds.X.data[0:10],'\\nXh grid:',ds.Xh.data[0:10])\nprint('Y grid:',ds.Y.data[0:10],'\\nYh grid:',ds.Yh.data[0:10])\nds",
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": "X grid: [0. 1. 2. 3. 4. 5. 6. 7. 8. 9.] \nXh grid: [0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5]\nY grid: [90. 89. 88. 87. 86. 85. 84. 83. 82. 81.] \nYh grid: [89.5 88.5 87.5 86.5 85.5 84.5 83.5 82.5 81.5 80.5]\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 3,
"data": {
"text/plain": "<xarray.Dataset>\nDimensions: (X: 360, Xh: 360, Y: 181, Yh: 181)\nCoordinates:\n * X (X) float32 0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 ...\n * Y (Y) float32 90.0 89.0 88.0 87.0 86.0 85.0 84.0 83.0 82.0 81.0 ...\n * Xh (Xh) float64 0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5 10.5 11.5 ...\n * Yh (Yh) float64 89.5 88.5 87.5 86.5 85.5 84.5 83.5 82.5 81.5 80.5 ...\nData variables:\n si10 (Y, X) float32 dask.array<shape=(181, 360), chunksize=(181, 360)>\n u10 (Y, X) float32 dask.array<shape=(181, 360), chunksize=(181, 360)>\n v10 (Y, X) float32 dask.array<shape=(181, 360), chunksize=(181, 360)>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Next we create our xgcm Grid:\nYes, I know it is not periodic in Y, but it is easier (don't need to give boundary=...) and we just won't look at the derivatives near the poles"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "grid = xgcm.Grid(ds, coords={'X': {'center': 'X', 'right': 'Xh'},\n 'Y': {'center': 'Y', 'right': 'Yh'}}, periodic=['X','Y'])\ngrid",
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 4,
"data": {
"text/plain": "<xgcm.Grid>\nX Axis (periodic):\n * center X (360) --> right\n * right Xh (360) --> center\nY Axis (periodic):\n * center Y (181) --> right\n * right Yh (181) --> center"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### and our metric terms:"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "coslat = np.cos(np.deg2rad(ds.Y))\ncoslath = np.cos(np.deg2rad(ds.Yh))\nmeterPdegree = 111000.0\n\ndxm = delx*meterPdegree\ndym = dely*meterPdegree\ndxm,dym",
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 5,
"data": {
"text/plain": "(<xarray.DataArray 'X' ()>\n array(111000.), <xarray.DataArray 'Y' ()>\n array(-111000.))"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Now that we have our grids and metrics defined, the hard part is over. \n\n### Let's use xgcm to calculate our standard differential operators: \n* divergence\n* gradient\n* curl "
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Divergence\n\n\n\nThe horizontal divergence of $\\vec u = (u,v)$ in spherical coordinates is\n\n$$ \\nabla \\cdot \\vec u = \\frac{1}{\\cos y} \\left( \\frac{\\partial u}{\\partial x} + \\\n \\frac{\\partial (v \\cos y )}{\\partial y} \\right)$$\n\n"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# calculate the divergence of the 10m winds, (u10,v10)\n# Method I\ndudx = grid.diff(ds.u10,axis='X')/dxm \ndvdy = grid.diff(coslat*ds.v10,axis='Y')/dym\ndivergence = (grid.interp(dudx,axis='X')+ grid.interp(dvdy,axis='Y'))/coslat\nds['divergence1'] = divergence",
"execution_count": 6,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# same calculation, \n# Method II (preferred)\nuh = grid.interp(ds.u10,axis='X')\nvh = grid.interp(ds.v10,axis='Y')\ndudx = grid.diff(uh,axis='X')/dxm \ndvdy = grid.diff(coslath*vh,axis='Y')/dym\ndivergence = (dudx + dvdy)/coslat\nds['divergence'] = divergence",
"execution_count": 7,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "div1 = ds.sel(X=240,Y=slice(30,-30)).divergence1\ndiv2 = ds.sel(X=240,Y=slice(30,-30)).divergence\ndiv_diff = (div2 - div1)*100\ndiv1.plot(marker='o', label=\"Method I\")\ndiv2.plot(label=\"Method II\")\ndiv_diff.plot(label=\"100*difference\")\nplt.legend()",
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 8,
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x7fbaedd10c18>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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4z18NjrXwgelxMsUhZjpu5j3Xmb566QmRYRMpWB/KaHUg1NYkHY+pQ9Ox/VIDu2CnlkF6Pbnh+pwyieqvzNi2LQNltMIS/9Rcw8SvvGh/CoNwcZ1jNj9ov+VsCLehwPpQRqutaYJH1JqorUk6Hj1c7qWLr8+6htj4pGPeN0dEsSF6GN2Kv0dqGkKnNn8IN9wBN04u0a3ib8YFFMokpjvuwxLZnXSToV0lRla/zg6G2pqk42EoyeMQnes1WF5smWeRJg9zYOemNtRM0Vy8WS2yZn3G6HkrSC3L5QPTHP5heoFc2ZuL7I+yR6ZiqXbw/ayz2DPvXL6fdVbYGyxQRqvDcbytSRwOB4MGDWLAgAE8+OCDAIwbN46tW7fWCsSoD/+tSUaOHOnbmmTYsGG+rUkuueQStTVJEEis2sXhiMzj1vGGvhf+VHfViSLU8A9l7ykKeLjqMd43P0q6OMp9jpv4nf3PWIgFwiuUvamorUkCjNqapP3QHr43l9OB86+p5KZezqhb/nPcuvseHUC5sTMDZ6vw91Bm9LwVVFqKuM/wDtP0K6gmgued5/Oyawo1/DZ0H27bzTR1axI1p6VQtGMKd2+hm3CgS6m7gcKxHOx8OsMOvUd1ZRlRMfFtoJ2iKdTasDPezMkVX/GA+U0SqOR110SedV5EiWfdVXpCZLuav6oPZbQUinbM0T2b6AYk9BjUaN29iaMZdfhtbv3bv9ged3q7veiFE/5RgZniII9Vv8zppi3kar25xjGbbbKHr264h7I3FWW0FIp2TE2hOyFMRp/Bx623KLeAx7fEc77OzJm6jXxlGc7sD93rCZXhCh7zl+VR43Bwm/4T7jR8iA0DDzh+z9uu8bj8QhLaQyh7U1GBGApFO8ZUkkehSGl0uG/+sjwqHHp+0AZwpm4joHYzDgUOWar4m2EB9xnf4SttKGfbnuRN1wRc6MI6q0VLUJ6WQtGOSarazZGILNIaqefNRbhaO4kJxvUkUU4JcWGV/bu94XTYedr0f1ygW8Uzzqk85bwM705KHWUosD6U0VIo2ikOu410Vz6HEs5otG5aQiQFFis7PPkJe4sC1sq4dhkyHcp4gy6KLBU8Y36OC3Rr+Ifzcp51TvXV6UhDgfWhhgc7CNOnT6dLly4MGDDAV1ZSUsKECRPIzs5mwoQJlJaWAu7sGHfccQe9e/dm0KBB/Pzzz75ycOcf9D/2x39bkRtvvJGtW91bub/33nv07duXcePGAXDllVcyaNAgnn766dY5YQWFu7dgEi4MXRsP2585KYdIo54dmtto9dHld/iLY1vjDbo4ainjOeM/mSzW8LjrGkpH3NFhhwLrQ3laHYTrr7+e22+/nWuvvdZXNm/ePMaPH8+sWbOYN28e8+bN44knnmDJkiXs2LGDHTt2sGbNGm699VbWrFnD008/TVxcHFVVVfzlL3/hjDPOYOLEiQ32+dJLL/leL1iwgP/85z+MGzeOQ4cO8cMPP7Bv374m6+90OjEY1M/1RCjes5EeQGLm8YMw4Ldgi/lLt1FRE0lfQyFzp3bsi2NbM39ZHtJRzX+NTzFWv5kHHL/nTdcE0rcXddihwPpQnlYHYezYsSQl1U7j8/HHH3Pdde79L6+77joWLVrkK7/22msRQjBq1CgsFgsHDx7knnvu4ejRozzzzDNMnjyZiRMnIqXk9ttvp1+/fpx77rkcOXLEJ//MM89k3bp1PProo3z33XfccsstzJw5k4kTJ3LkyBGGDBnCqlWr2LVrF5MnT2b48OGMGTOG7du3A25De8899zBu3Djuv//+erdPAXj11Ve5+OKLmTx5MtnZ2dx3330+HZYuXcqwYcMYPHgw48ePB+rfhqU9Yi/cgksKMrIbN1rgNlzfzz6bQmN3BkccVgarjbFYSnnFOJ/Tdb8w03Ezb7omAOG1q3BboG5d25gn1j7B9pLtAZV5UtJJ3H/K/Sfc7vDhw6SmpgKQmprqMzgFBQV06/bb1usZGRkUFBTwzjvv0KlTJ+644w6WLl1KTU0NFRUV5OXlsXnzZg4fPky/fv2YPn16rX4eeughVqxYwZNPPsmIESOYMWMG5513Hhs2bABg/PjxvPDCC2RnZ7NmzRpuu+02VqxYAcCvv/7Kl19+iV6v589//nO926eAe7PK3NxczGYzOTk5/PGPfyQiIoKbbrqJb7/9lqysLEpKSoCGt2HxZqhvL5hK8zio60pGVMwJtSuL6UVPyw+tpJWiPirKSnjd9ASDxQ7uctzGYm207z01r1gbZbQUx1DfXJUQgjvvvBMhBHPmzGHOnDlIKbn77ru58sor0ev1pKWlcdZZJzaMUVlZyQ8//MBll13mK7PZbL7Xl112GXq9Hjj+9injx48nPt4d1t2vXz/27dtHaWkpY8eOJSsrC8DnaTYkJ9xTNtUluXoPRZFZZDRetRZapz50snxOWfFh4pNTWkU3xW9BF5WWIl43PcEgsZe7XXfwiXaKr46aVzwWZbTamOZ4RK1FSkoKBw8eJDU1lYMHD9KlSxfA7VkdOHDAVy8/P5+0tDTfFiPeQAzvcUu2HtE0jYSEBJ/XVRd/7+d426c0tF1Kfbo1JKc9YbfVkOYqpDBx/Am3jUzrDzvh4M6NxCc3PGepaD7eoAuzw8Jbprlki3z+6LqbTiOmkr69qN2nYmoJak6rA3PBBRfw2muvAfDaa69x4YUX+spff/11pJSsXr2a+Ph43zBiXcaOHcvChQtxuVwcPHiQlStPLNlqXFwcWVlZvPfee4DboGzcuLHeug1tn9IQp556Kt988w179uwB8A0PnqiccKRg12aMwoWxa+M5B+vSuad7Dqz8wC+BVkvhYf6yPDo5C3nb9BjZooCbHX9iqXMYKz1BF+1pK5FAo4xWB+HKK6/k1FNPJS8vj4yMDBYsWMCsWbNYvnw52dnZLF++nFmzZgFwzjnn0LNnT3r37s1NN93Ef/7TcHbwiy66iOzsbAYOHMitt97KGWc0viaoLm+99RYLFixg8ODB9O/fv8HAiIa2T2mIzp078+KLL3LxxRczePBgrrjiimbJCUdK9rgNf1MiB+vStVtvqqUZ7Uhg514VbqSmMbric5aYZpMuipnuuJdvNPf3pIIuGkdtTRJg1NYk7Ydw/t5Wv3QPIw68gnNWPhGRJx5gsuOvw7Ea4xk0a0UraNex8M/S3jeuhoflC4x0rOV7V3/uddzCQZJ9dTtypgu1NYlC0YExlf5KoT6V7s0wWACWmJ50L1sfYK06Hv5Z2ifo1jHX9hKxWHk59maeLDuTar+6KuiiaajhQYWiHdK5ehdHI3s2u70z+SRSKKa8rCSAWnU85i/Lw+pwcbP+E/5reorDMpHz7I+zwDmFv108RGW6aAbK02ojGopkU4Qm4TxsXmOtIk07SEHilGbLiEzrB7uhcEcucSNOPAJR4abQYuUm/af82fg2n7hGcY/jNhwYEBYrU4emKyPVDJSn1QZERERQXFwc1hfCjoSUkuLiYiIiIoKtSrMo2LkZvZAYU088ctBL557uTSMr9qsIwpYwI2IJfzH+j09co7jLMQOHx09QC4abT1A9LSHEZOBfgB54SUo5r877ZuB1YDhQDFwhpdzreW82cAPgAu6QUi47nkwhRBawEEgCfgaukVLaG+pDCDEBmAeYADswU0rZrFnpjIwM8vPzKSoqak5zRRCIiIggI+NEl+UGn0W5BaxZ/Blzgfm5OqalFTTrbr5r9xxqpBHX4W2BV7Id4x90MSNiKffyBp95DJYL9yJ5NXfVMoJmtIQQeuA5YAKQD/wkhFgspdzqV+0GoFRK2VsIMQ14ArhCCNEPmAb0B9KAL4UQfTxtGpL5BPC0lHKhEOIFj+znG+oDOAqcL6UsFEIMAJYBzfLljUajLyuDQtFaeCf9Z8h9OPR61lcms7GZuw/rDQb2GroRWbazNVRtl/gHXdyg/5x7eZPPXCNZPWQuXXdY1ILhABFMT+sUYKeUcjeAEGIhcCHgb7QuBOZ4Xr8P/Fu4J4YuBBZKKW3AHiHETo886pMphNgGnAVc5anzmkfu8w31IaX0X3G6BYgQQpg9fSrCFP874fZ2AfFO+vcx5rNHdsWBAYdn9+HmnGNpdE/Sy+tf6K04Fu/nf5n+ax40vsmnrpHc5ZhByg5Lhw1jbw2CabTSgQN+x/nAyIbqSCmdQogyINlTvrpOW+9/ZX0ykwGLlNJZT/2G+jjqJ+cSILchgyWEuBm4GaB79+4Nn7GiTalroMad1JkP1hdgdbgAKLBYmf3hZtbtK2FlO0id412Ymi3y2SIzjyk/URxJ2aSWf0lVhYXo2IRAqNiuKbRYGS7yeNywgG9dA7nLMQMnBrVgOMAE02jVF0pXN1KhoToNldcXWHK8+o3qIYToj3vIsMEkbFLKF4EXwb24uKF6irbDf6gGwGIpYfuaXC7X7aO/YS+xoprVWj9WOQfy1mon0vMz8BoyOPEhtWCTlhDJUUsZPcQRPg5AlnBzan/YC4U7N5E9dGyAtGy/DIwt5wX70+TLztzu+CNOFXTRKgTTaOUD3fyOM4DCBurkCyEMQDxQ0kjb+sqPAglCCIPH2/Kv31AfCCEygI+Aa6WUu5p/qorWpq5XZauxMty1mSmGtYzSbSVLHEIn3PcTRTIOqzQzxfgTAPmyE6tcA1mlDeR7bQBljhge+WTLMcOIQEgPLc6clMMrHyxGJyS/enYgbsmkf+esgfAjWPZtBmW0jou1qoL5zieIwME0x58ox70djAq6CDzBNFo/AdmeqL4C3IEVV9Wpsxi4DvgRuBRYIaWUQojFwP+EEE/hDsTIBtbi9pqOkelps9IjY6FH5seN9JEAfAbMllJ+3yqfgCIgeL0qp8PGGbrNnFO5lgn69SSaKqmSZr7XBrDINZotMpNftCyOkAAIuonDjNH9whjdJs7Vr+FKw0pcUrBJ9uJb+yC+sQ7iEL0osFiZ+f5GkODQ3IYvFD2yqUPTceRWw37YITNIb6FhTc3qh10acB5WOQjr47cbpWqeM/2byWIv7/WZT82BXogQvbFpDwTNaHnmj27HHZWnB16WUm4RQjwKrJNSLgYWAG94Ai1KcBshPPXexR204QRmSCldAPXJ9HR5P7BQCPEYkOuRTUN9ALcDvYEHhRDejKoTpZS/bc2rCAp1vaqamhrO01Zyp/lDMsRRymUkX2rDWeo6mW+0wdgw+dr6jwUfkCm87Urhf67x6HExWOxirH4TY3WbuF3/EXcaPsQmDVQTgQ0jdmnAhgkL0SxwnsNSx8nNDnJoLTKc+3BIPZ/NuQ6TuWXrzAxGE3v0GURadgRIu/aD//DzbfrFnKP7kfnOaWT3O4fvfxc6v4f2iEqYG2DqS5irCBy156okk3TruNfwLtm6AjZqPXnWeRHfaoOwYzymbaRRzyXD02sFXdQNzvASTyWn6bYwWLeLSGyYcGIWDszYOUkcoJfuIGu0k/ir4xpuvPyikBk2zP37FBJrDpD5UGAWBa//x1RSKreR8XBeQOS1F0bPW0GBxcpo3WbeMM7jE+1U7nTMID0hSkUKNhOVMFfRLvGGFQ8VO3jY+DpDdLvYqaXxB/tdLNNOxt+XSowyEmUyNGpMRvRIqmV0qmxOLNYYlmgjWaLVDWgFPS6m6Vdyj+E9Fpse4MMPv8DhuBxJYtCHDTtb93Akug+ZAZJnT+xDWvnXWKsqiIyODZDU8KfQYkWPi4cNr7NPduE+x82AUJGCbYAyWoqwotBiZaDYzVumv2EhmpmOm/nQNcaXbcBLpFHPw+f3b5LhqJsDrm7kIYBRL3xzWi70vOU6my90o7mFj7hGt4Qp5tXc5riLb7TBWFuwNqol1FRXkqYd4kDieQGTaU7ti26/pGDnJnoPHt14gw5CWkIkYys+pY+ugD/Y7/YNQatIwdZH5R5UhBVDY0t52fR3imUcF9oe4z3XmbjQkxhlDFjG7KlD05l78cBa8uZfOpj5lw2uVfaXi0/lMcdVnG1/kr2yK/9nfIrTdO5huWDccefv3IROSEyp/QMmMznTnYPQsm9zwGS2B+4Zm8o9hvdZq+WwTHOPaKlIwbZBeVqKsKHkSAH/dPwVAxrXOe6nCPeC1xPxqppKQxm465bNX5bHfksKV9tn87bpcV4y/oNiKGhLAAAgAElEQVTr7PdTGD80YLo0FcveTQB0yhoUMJmpPfvjkHocKgdhLdK3/pfOooyZhlkIuwj6XGZHQhktRUjjjRQstZTytulxckQxiwY9j21HckiEFc+clMPsDzdT6ojjavufWWj6K6+Y/s5zyfMZPW9FmwZnOA5txSH1pPYMnKf1+dZiBtCV8v2/MHreCnVhBo4U7GHwgTdYF3cWr/7ptmCr0+FQRksRsnjnluwOO/9nfJYBYjd/dN3NxJ6n8f0loXHh9F7A3YEccJf5UZ6zP8Ct+fezyv5nCujZZsEZEZYdFOjTyGxhqLsX7+f/D9LJEQeCHmQSKux7788MRiPt4rnBVqVDoua0FCGLN1LwEcOrnK3P5WHn9XzuHMH8ZaEVfj11aDrfzzqLPfPO5dO/XMbtpkcok9G8YZpHT+FOvOINzmhNOlv3UBLV/N2K6+L9/HfIDDLFIUw42uQ8QpFFuQWMnreCKbOfZ3jpEr6Kn0pa1knBVqtDooyWImQptFi5Qr+Sqw1f8YLzfN50TfCVhzK/VMRypeMvSOAp43/Q445CbE29vZGDtsQ+jVduIl59d2td0QtJN3GkVnlHwetxFliszDa8RRnRPFw6mUW5BcFWrUOijJYiZBkbfYBHDa/wrWsgf3de4SsP9bDitIRI8mUXHnRMZ4huN3/Qf+Irby3yd2wMeOSgV999sisAPcThWuUdBa/HOUa3ibH6zTzjvIgjjqgO6XGGAspoKUKSkiOFzHP9naMkcKdjBprnpxoOYcUzJ+UQadTzmTaKT12juMvwAQMN+a2qtzckvVPWwIDJ9J7HPtkFgExxOCw+/0Dj9Syn6VdQJOPDxuNvr6hADEXI4I0UPGSp4nXTE4wQ5Xw07GWitsVgCYFIwabiH5zxkOV6Rpm38qTxeXr2v77V+vwtcnBAwGT6zmPpNsprouhlOMLcqc1f/xaupCVEUmyxME63kQ9cY3CoLUeCijJaipDAPwvFTMO7jNZtZrbzZkZ2H873F4bfRdJ/ndfPy1wM+3EGq9/4C6NueLJV+gt05KAX73ns+GsaA40lDOpgBgvcHufyD14iSthYork3SO+IHmeooIYHFSGBd95gou4nZhgW8z/nWbztPLNdzBsMm3Q1P8VNYPj+l7n6sRfJmvUZo+etCOhEvjtyMCtg8upSHplBki2/1eSHMlOHpnN5dC4lMoa1Wt8WZ1xRtAxltBQhQaHFypm6XP5lfI4NWk/mOK/zlbcH9p7yMCXE8oD9GYw4fGueAmG4foscbL07f3t8JinaEZwOe6v1EarYaqoZVrOanYlj2TnvAr6fdZYyWEFEGS1FSDAtcjX/NT7FDpnOdPt9vq1F2su8wT+/K+J+x02cpDvA7/VLgcCt3WqNyMG6GJJ7YhQuDh/oeBt45/3wCbHCinnQxcFWRYGa01IECf+NHG+O+JLH5Susln252X4PlUQB7WveoNBipYChfOMaxE2Gz3jdNQErEQHxJL2Rg8kBjBysS3RqH9gExQe2k96zb6v1E4rYNi2iXEZx0ujAZc9XNB/laSnanN8Wa1Zzh/4DZvMyy7XhLBn0DPEJyQHJ1B5qeD3GfzkvppMo5yr9V7XKW4I3cjAtgJGDdenc3Z39wXq4Y+1i7LDbyLZ8S178aMzm9uH1hzvK01K0OfOX5aE5rPzV8CbXGL7kXecZzHbeSNedFe1211dvYt2fHX343tWfPxg+433dpIB4kq0VOehPp9TuWKUJWby71foIRbavXspAKtH3nxpsVRQelNFStDr+Q4FpCZF0L1/Hm6aXyNId5gXnecxzXkl73/XVf+3Ws+UXsVD/GA+nr2fq0AtbLNu9W3F2wHYrrg+h03NIn4q5Yl8r9hJ6VG/8kCpppu/pymiFCspoKVoV//VXcVRyR+WLXGH6mr1aClfa/8KP2m/BA+0l6KIhvGuepHYmW+cu4vRDb2CrmYU5IqrZMltjt+KGsESkk1jTccLeXU4nvYtXsj12FMOjY4KtjsKDmtNStCru9VdOztWt5ivzTC7Rf8vzzvOZZH+ilsFqT0EXjSF0Opyn30sXStj4yX9aJKstIge92GJ7kOI6hOZytXpfocCvPy0nmTLoe0GwVVH4oYyWolURlv0sMD7Jc6ZnOCiTuMD+GE84r8SGqdbW9e0p6KIpDBxzIdsNJ9Ft6ws47LZmyViUW8DLi9zh8/N/lq2edVwk9yRS2Dl6aH+r9hMqlOd+QI00kjPmkmCrovCjycODQogeQLaU8kshRCRgkFJWtJ5qilCi7ryU1ytqqOywpZJbIpbzhfkdAP7quJpXXZNwoQfchqq9Bl00BaHTYTvtHlK/vZmH5z7M69YxJ5Rb0Tvservci0OvZ31lMhtbeYPGqK7ZsBWK9m2jS3rrZd8INotyC3hy6VberfmK7+RgKndVM3VoYrDVCnk0qaETre8HNcloCSFuAm4GkoBeQAbwAjC+9VRThAr+81IABRYrM9/fCBIcmqxVZpAO+srdvGB6lYHs5SttKHOc13NAdvbJ60hDgcdjd/xpCC2L3/Mhb3LaCe0M7E171cdYwB7ZFQcGHJ7Fyq1ltJK7uddnVR1qv2Hv3t96jjOPNHMJ8x1XsFTt1nxcDlQc4H/b/scPhT/w/vnvY9QbW7W/pnpaM4BTgDUAUsodQoguraaVImjU51HNX5ZHJ2chE/XriaYGo3BixIVROInQ2ekiLKSIElJFCZ1FGQBFMp4Z9jv4TBtJYpSJdJOhlkx1AYAnl++gn/Mi/mt6iov03/G+6wxflozGPp9Ci5VYqhml28pS18m1yluLLhk9cUg9rqPtNyuG92ZgsuEnHFLPV9owrFrr3gyEAlJK1h1ex8Gqg/RK6EWv+F5EGBpeQiGlZO2htby57U2+OfANeqFnYuZEKhwVJOmTWlXXphotm5TSLoQAQAhhAGRLOxdCTAb+BeiBl6SU8+q8bwZeB4YDxcAVUsq9nvdmAzcALuAOKeWy48kUQmQBC3F7iz8D13jO6YT7aK/U9agOWyr48oMXmSu+Yqx5s6+eU+rcd/YYsGHgqEzgkEzkFy2TwzKJQpJZ5hpBOe6IK0u1g9yHJgblnEIZd5aM4WzQenGf4R2Wuk6mkqgmGZ60hEimVHxGrLDymmtirfLWwmA0cUCXgqk8fMPerU4rdpcds96MWW/Ge03zUmipAuFkuOFnvpI5lHuys4TzcgyH5kCHDr1Of8x7mtT4+sDXvLT5JTYf/e1/XCd0dI/tTnZiNl2ju6JJDafmxCVduDQXvxT/wo7SHSSaE7lp0E1ckXMFXaLaxo9pqtH6RgjxZyBSCDEBuA34pCUdCyH0wHPABCAf+EkIsVhKudWv2g1AqZSytxBiGvAEcIUQoh8wDegPpAFfCiG8+4w3JPMJ4Gkp5UIhxAse2c+faB9SyoCHTtX1bu6c0INR2UaOWo/iki5iTbHEGGN8z/X9+ALRb5XNidXhpK/Yz7n61Vyu/4YuwsIBmcxj2gV8IgZzVEtG0yKRmhmkERCN9tOaF1Kby0aFvYIKewWV9kqsTitOzYlTOnFoDpya+7nGWYPNZcPqtGJz2bC76k/8qhd6jDojep0evXA/AKTfPZr3H9ihOXwPp+ZEINAJHUKI3157Px8BwvNn0psw6810SjuApVpytxzDg7p3uNT0Oq87zqNLdDxHrUeJNcVi1pvr1fNP4zMZ+elSVmt9+UX2BGoPu7o0F0XWIgoqCyisLKSgsoAyW9kxukUYIkiJSiElOoWuUV1JiU4h1hTb4Oddak4n3nrghL+nQOPSXBRWFrKnfA97ytyPSkdlrTpSSqqd1ZTWlLoftlKszt+Mj0C4jZfBjA4dNa4aYvq635+OHqgkRnsQ6YzHKBOZtWoVyRHJmPVm33do0puINESSaE4kOTKZpIgkkiOTiTS07Dfv0lw4pdP9W/Y8JNL9CxICHe7fmZQSDQ1Nar52ByoOsL1ku++xq2wXRp2Rvkl96Zfcj37J/eif3J8txVtYsHkBu8p2kR6TzoOjHmREygh2le3i19Jf2VG6g+0l2/mu4DsMOgMGYfD9X3SJ6sKjpz3KOT3PafA32loIKRt3mIQQOtwX94m4r1LLcHsxzfa2hBCnAnOklJM8x7MBpJRz/eos89T50ePdHQI6A7P863rreZodIxOYBxQBXaWUTv++T7QPKeWPxzuvESNGyHXr1jX5c/B6N7rOr0LEYYShAqE/fjRZlCGKWFNsrUecKc73D5MUkURSRBJRhihqXDVYnVa+21XI57/so6ymirgoQY9ORrYfKsUp7eiEg86ilDRxlDRdMZHUYBM6dujjyNebsRlrEOJYWy2lDjQz0hWJdEWCjABXJC5XBAINdA70eie9U8zERYJRbyRCH0GkIdL3MOgMbuPg+WfwTuRKJN6fl0RS7XBffEpsJb6LUJmtDLvWvKzjRp3xN4PiPR8kLunyXQCaKseoM2LQGTyfyW8XEX/9va813AavqZj1Zt/3G2uKJcoQhVlvpupIPqnFG1jHYPa5EoiMsJORDEZTDeW2coprio/pJ9oYjZTSp49EYnfZaxlkgFhjLFnxWWTGZ5IVn+V+xGWRFpPGxhduo1/R58Q8XIjQtU3wcWlNKXmleeSVuB/bS7ezt2wvDs3hq5MUkUS8Of6YthH6CJIik0gyu/8nEiMSMevN1LhqfDcyNc4aJJJIQyR7ixwUbV3N+eInnnVOpdQABlM5WV2dOEUpJTUl2Fy2Rn8jEfoIzAYzZp0Zo96IWW/GqDPiki6fx+I1Ri7p8t34eI9P5DfYEEkRSfRN6ktOUg42l40tR7ewvWQ7Na4aX53sxGxuGHADkzIn+X7DwUIIsV5KOaKxek3VMhJ4WUr5X49wvaesuvkqkg7437LlAyMbquMxNmVAsqd8dZ223gHn+mQmAxYppbOe+s3poxZCiJtxB6rQvXv3Bk+4Prxj6BewjRqHRll1CgccWRQ5M9CccSB1CH0NJqOd84YkktlF95tn4aik0l5JUXURO0t3UlJTUusHeQzxYI4HG/BrDZjiBbFSEiE19GgUISiUJmqIpUZG4HAkIO3xRNuTmdAnhxVbqimttpIQ42JMThw2rZof9xRQ7awk0mwjLRmsrnKOVh/A5RIYdGa6xsYSHxWBSW/CqTkprinG6rT6Hk7N6fNcNKnh8jiy3jtK71+kIZLEiEQSIxJJi0ljQKcBxJvjiTW6jXaMKYY4U5zPEBqEwf2sM2DUGYkwRBChjyDCEFHvsJA/Xj1cmguXdB1j3IQQbm9M6I8r53jybS4bNqeNjzfu5flvt1FTdYh/mP/JfkMXOl30IJXOKirtlVTYKyi3l7sftnKqnFWU1pRQUbWL/RHROGMtZOgqiTfHE2eKI87UmbjkOJIjkkmPTSc9Op20mDRSY1LrvSN2aA6OVh/lUPUhDlcd5nD1YQ5UHGBv+V5WF65m8a7FtX9CsRFkGuPo/OVdZHXqTUpUCl2iupAS7X5OikhqVgSZlJIyWxl7yvewy7Kr1uOI9YivXpeoLuQk5nB6+ulkxWX5jGp9Bqu5rF0/nhRHNA/YppCWEMXMccfOwTo1J3aXHbvLTrWzmpKaEkpqSii2FlNSU4LFZvF59N5nu2b3eSvemzXvDY/32Pva+7v1/o71Oj0CUeuGQ0pZy3P2fu5do7vSN6kvnaM6H3NuTs3JnrI9bCneQqfIToxOG92s33AwaarR+go4G/D635HAF8BpLei7vk+qrufWUJ2Gyuv7bzle/eb0cWyhlC8CL4Lb06qvTkO4x8olnQ6PYbJ+LSPEOnTiJ/ZoKSzTTma5azi5sh/V6Fi+2khUIwEN1Y5q3vl5Gy98t5HiqnKSo2Ox1QhOsu9gmviOcfxCFBoGoEaayJMZbNUyWaEN5TttADXUvrBFGvU86F1DNeFEzix88V4AjLrWiYLSCZ3P07xu5BCuGzkEgLUfwO83z2Hd1gJGXHBrg+23/riEfj9PY02/Bxh5+cwW6WLUGUmNSSU1JrXe9yvtlewt38ve8r0UVBSw6ddV1FjXsPHoRlYe+tZ3k+HFpDORFZ9FdmI22YnZ9E7oTVZcFpWOSoqsRRRVF3HEeoSj1Uc5anU/iqxFHLUereU5RRoi6Rnfk1Fpo+iT2IecpBxyEnNIjGjd0POa6goGOTayoctU9sxoOMuI17BEGaNIIIG0mLRW1StQGHQG33cTrjTVaEVIKX0DxlLKSiFE83PPuMkHuvkdZwCFDdTJ9wzdxQMljbStr/wokCCEMHi8Lf/6zekjYKQlRFJgsfKyawovu6bQGQtn69czWfcTN+iXcIvhU0plDN9qg1hZM4RvqwchifOFR6/bV8LK7UU+QzbupM58sL4IqyOFGGKZYvuWa/Vf0FN3iCIZz9uuc9mg9WK77MZ+mYJWx84nRjVuGBWtw4ipd/Drtv+RuX4uZ/+Szq5yfb3fgW3VM5QSy6Bzb2l1nWJMMQzoNIABndwZ5PdFjKTH22fwU9qfGHbeTRTXFHOk+ojPSyusLGRn2U7WHlrLp7s/bVBuvDmezpGd6RTZiRFxI+gU1YlOEZ3IjM+kV0IvUqNT22TNT13yVi9hsHAQNeCcNu9b0TSaarSqhBDDpJQ/AwghhgMtDaf5Ccj2RPUV4A56uKpOncXAdcCPwKXACimlFEIsBv4nhHgKd5BENrAWt3d0jExPm5UeGQs9Mj9uZh8BxZv92xuxV0QCC13jeds1njiqOF23mXG6DZyp38iF+h/QpGCb7M5GrSebtF78vKYnh2UGEj2aJZ9Da7/jD7o99Dfu41TdFmJEDT9rvbnDPoMl2kgcfl95XVcy0qjn4fP7KyMVJHR6PT8PeJDLc6/lquq3eJRrj1m7dWDHRgZX/cjabtMZFd1wwERr0bVHHzQpcBbtQq9zT8h3ieriM2r+lNnK2GnZyf7y/cSZ4ugU1clnqEx6U5vr3hRqti6hWprpc8qkYKuiaICmGq27gPeEEF5PIxW4oiUde+aPbscd1KHHPWe2RQjxKLBOSrkYWAC8IYTYidv7meZpu0UI8S6wFXACM7xRffXJ9HR5P7BQCPEYkOuRTXP6CCT+2b9re0sFlDui+VwbxefaKIRTo7/Yy1m6DYzQ5XGOfi1XiZUA1Egj1ZhJEm5nWJOC3TKVT12jeMt1Nps90WX+RBr1XDI8vZaXpryq4PPs9hgcrvFcp1/GZ66RrJc5tdZuFS59ihT09D7vrqDoZ46I4pDohLFsT6N1483xDE8ZzvCU4W2gWcuRmkb34lXkRQ9jaGR0sNVRNECTogcBhBBGIAf3Dfp2KaWjkSYdkhONHmyI+sLRLVb/j1zSXRxhsNjFIN1uorGyTfZgi5bJNtkdK7UXBqphv/Aga9ZnxFHJcvN9dBEWvnP15zXXJL7ShpEd52KR7SY+ZzT6qc8F7fvb8rex6DU7Jz2wuvHKYcS+bevp8c5ZrOn/ECMv+1Ow1elwBDp6EOBkINPTZqhnjcDrzdRP0QjebSy81F34C4IDMoX9MoVPtNrxMGrYL3xxz3HCJNs8pum/5hrDF/xX/xQHtM7ssqYRqbfzgm0K+UFMLVQV053eJd+0eb+tzcF1H9MD6DGq5XucKVqPJs10CiHeAJ4ETsdtvE4GGrWIisAxdWg6cy8eWCsz+u9GdSfSWHuhcaRRz+9Gde/QGdTDmZmTcog06ikljuddFzDG9i9usd9FAZ04U7+RFa4h7JAZviHDYKAlZJFEOeVlJUHpv7WIO7CC3bpMunbrHWxVFMehqZ7WCKBfSxYTK1pOXe8LYESPpGNyBSoDFb7UnePsmhDDUsspLLWfQpY4SLGM89UNVmohc5desBuO7N1G3ODRQdEh0JRbiulj28JP6ddw7AywIpRoqtH6BegKHGxFXRTNoD5Dpghv6n6no+etoMBiZY+svZYqWDs9x6WfBEBZwa/QTozWzh8XM0xoJAxu/R2gFS2jqQshOgFbhRDLhBCLvY/WVEyhULjxDhn6E8ztXbr2cPdrL9oZlP5bA1feUsqIJnvYmcFWRdEITfW05rSmEgqFomHqWxYRzGHg6LhEjpKA3tJ42Huosyi3gPlLt7Ko5gdWySE4fylSIxchTpOMlpTymzo7F0cBgUk1rlAoGiWUhoEX5RbQTeuCVryb0fNWhO08qjciN9v5K53N5Sx3DOYLteFjyNPU6MGbgPeB//MUpQOLWksphUIRmngv9HtlCt3FYV/GjkW5BcFW7YTxJqs+S5+LJgXfaoOCGpWpaBpNndOaAYwGysG9czGgdi5WKDoY3gv9Xi2FNFGCGXvYXui90ZdjdJvZKHtRSlytckVo0lSjZZNS+jYuCtTOxQqFIrzwXtD3ya4A9BCHa5WHE2kJkcRQzWCxi++1/rXKFaFLU41W3Z2L36OFOxcrFIrww3tB3+0xWj3FwVrl4cTMSTmcZvgVg9D4XnMn/A1mVKaiaTTVaM3CvfPvZuAPwOfAA62llEKhCE284fe7pXv/qJ6iMGwv9FOHpnNx4k5s0sjPWrbKHhMmNDV6UAP+63koFIoOin/4/UFrEn30h5h7Ufhe6PtU/8yOiP7kPXJRsFVRNJEmGS0hxGaOncMqA9YBj0kpiwOtmEKhCE284fe/zO1OX9dhcsLUYJUczqenay8/drst2KooToCmLi5eAriA/3mOp3mey4FXgfMDq5ZCoQh1qmKy6Fu8DKlpCF3b7zLcUvasX0oSkDhgQrBVUZwATTVao6WU/knGNgshvpdSjhZCXN0aiikUitBGdsomrvgjio7k07lr92Crc8K4dn5NhYyk9+DTg62K4gRo6u1RjBBipPdACHEKEOM5dAZcK4VCEfJEpboT5x7Zs6WRmqFJWulP7IwegsFoCrYqihOgqUbrBuAlIcQeIcQe4CXgRiFENDC31bRTKBQhS+csd5h4ZcG2IGty4hzcl0eGPIQtQ3lZ4Uajw4NCCB3QU0o5UAgRDwgppcWvyrutpp1CoQhZUjJ6UyONyKJfg63KCZO/fimpQMqQScFWRXGCNOppecLdb/e8LqtjsBQKRQdFp9dTqE8nonx3sFU5YcTebzlKApknDQ+2KooTpKnDg8uFEPcKIboJIZK8j1bVTKFQhDyWqB50qtkfbDVOCKlpZJavY2/s8LCMeuzoNDV6cLrneYZfmQS1M7VC0ZGxJ/Sia8UqbDXVmCOigq1Ok9if9zM9sLA7c2ywVVE0gybdZkgps+p5KIOlUHRwDF36YBAah/aETzDGwQ1fAJAxfEqQNVE0h6bupxUlhHhACPGi5zhbCHFe66qmUChCnfhu7uzoxfvDJ+zdfGAVhSKFtMzwy5eoaPqc1iuAHTjNc5wPPNbcTj1zYsuFEDs8z4kN1LvOU2eHEOI6v/LhQojNQoidQohnhBDieHKFm2c89TcJIYYdrw+Pkf5MCLFdCLFFCDGvueeqULRnuvZ0h73bDoXHfloup4Ne1RvITzg52KoomklTjVYvKeXfAQeAlNIKiBb0Owv4SkqZDXzlOa6FJ9DjYWAkcArwsJ9xex64Gcj2PCY3IneKX92bPe0b6+NJKeVJwFBgtBBCjSUoFHWIjU+iiET0JbuCrUqjLMotYPrcl4ijmg8tvcNyt2VF042WXQgRiSdprhCiF2BrQb8XAq95Xr8GTK2nziRguZSyREpZCiwHJgshUoE4KeWPUkoJvO7XviG5FwKvSzergQSPnHr7kFJWSylXAng2v/wZyGjB+SoU7ZYjpm7EV+0JthrHZVFuAbM/3Ez/mlwAlltzmP3hZmW4wpCmGq05wFKgmxDiLdxezH0t6DdFSnkQwPPcpZ466cABv+N8T1m653Xd8uPJPZ6s+sp9CCEScCcE/qqhkxFC3CyEWCeEWFdUVNRQNYWiXVIVm0VX5wGkpgVblQaZvywPq8PFKN1WtmvdKCYeq8PF/GXhMayp+I2m7qf1hRBiPTAK97DgnVLKo8drI4T4Euhaz1t/aaJu9Q0/yuOUB1yWEMIAvA08I6VscAWllPJF4EWAESNGNKaLQtGu0JKziS/+mOKjB0nuEprblBRarOhxMUy3gw9dY2qVK8KLpu6ntRj3xXuxlLKqKW2klGcfR95hIUSqlPKgZ5juSD3V8oEz/Y4zgK895Rl1ygs9rxuSmw90q6dNQ314eRHYIaX8Z0PnolB0dKJST4Jf4fDuzSFrtNISIkkq20KMqOEnLadWuSK8aOrw4D+AMcBWIcR7QohLhRARLeh3MeCNBrwO+LieOsuAiUKIRE9wxERgmWfYr0IIMcoTNXitX/uG5C4GrvVEEY4Cyjxy6u0DQAjxGBAP3NWC81Qo2j2dMkM/ce7MSTmMMriHAr1GK9KoZ+YkFfYebjR1cfE3UsrbcGfAeBG4nPq9o6YyD5gghNgBTPAcI4QYIYR4ydNnCfBX4CfP41FPGcCtuDPN7wR24d6kskG5wOfAbk/9/wK3Ha8PIUQG7mHMfsDPQogNQogbW3C+CkW7JaVbNjZpxBXCiXOnDk1nXOQuDsjOHCaZ9IRI5l48kKlhuutyR6apaZzwRA+eD1wBDOO3KL0TRkpZDIyvp3wdcKPf8cvAyw3UG3ACciW1U1D5v3dMH1LKfFoW0q9QdBj0BgP79WlEloVuBKHUNE6y/8KuhFHsufvcYKujaAFNndN6B/dapqXAc8DXnuzvCoVCQWlUDzpX7Qy2Gg2Sv2sz3ShnR7dTg62KooU01dN6BbhKSulqTWUUCkV4Yo/vSWrFd9htNZjMLZnubh0ObVpJN6DrgDODrYqihRzXaAkhzpJSrgCigAs92ZJ8SCk/bEXdFApFmGDo0gdDgca+vdvokTM02Oocy4HVlBJL9z5Dgq2JooU05mmNBVbgnsvyrmvyf1ZGS6FQENetP+RC8b4tIWm00spy2Rs1iKFq/6ywpzGjVSGEuAf4hdqLcdUCWoVC4aNrz4FAaCbOPXpwH+nyEAfSrgy2KooA0JjRivE85083JZ0AABSbSURBVAAn4173JHB7Xt+2ol4KhSKMiEtIppgE9CWhF4yxL3cFnYDEvmcEWxVFADiuryylfERK+QjQCRgmpbxXSvknYDgqgaxCofCwKLeAXVoqupKdjJ63IqQS0Tr3fEe1NNNz4GmNV1aEPE0d4O2Oez8tL3YgM+DaKBSKsMObQX2nlkpPUUiBxRpSGdSTS3LZHdEXo8kcbFUUAaCpRusNYK0QYo4Q4mFgDS1YXKxQKNoP3gzqu2QqSaKSRMpDJoN6RVkJWc7dVHRRmz62F5qaxulx4P/bu/vgquo7j+Pvbx6AAGIAAyQ3QAKECD4CUejUdjvWEbQPUFt33LojYx/cOu24ne4wxXWmjqVdrey2u87s1nGnVu12+2BFpGu7iFbrw6qIgECFQALhIQnhMUBIgCT3u3/cE3qhCQlw7j33Jp/XzJl77u/+zu/3+0Lgm/O7v3PO3cBhoBm4290fTuXARCQ7dN0pfbuXADDJGs8oj9KOdX8g15zhFR/rvbJkhT7fxsnd15J4GKKIyGklhQXUN7ex3YsBmJTTyPudlRlxB/Xj296kw3OYNEOLMPoLXbQgIhdl0dxKCvJz2eNFnPJcym1vxtxB/dL9a9ieP4VhlxRGPRQJiZKWiFyUBTNiPHzbVYwrHM4uH8uUnMaMuIP6yROtTD65hUOjZ0Y6DgmXkpaIXLQFM2K8tfhGWoaXUZHXFHnCWr6unnuX/oTB1s6z+0szZiWjXDwlLREJzYkR5ZR0NtLZ0RHZGLqW4E89sQmAV1unZNQSfLk4SloiEprcogoGWzt7d0V3Z4yuJfhVOdXUxos5xIiMWYIvF09JS0RCMyw2DYADOzdFNoaG5jaMOLNytrEmXnlGuWS/Pi95FxHpzdjyKwBoa4zurKaksIAhR2oYaS2s8alnlEv205mWiIRmVFGMowyFQ9siG8OiuZVcn5vof228AiBjluDLxdOZloiExnJy2JtXyrBjdZGNYcGMGCNe2snh1uHs8GJihQUsmlsZ+YpGCYeSloiE6ujQiZQeXRfpGCaf/JCdQ69k+0OfiXQcEj5ND4pIqDpGTmYcB2g9fjSS/o8cbGJifDdt42ZF0r+klpKWiIQqf2zie6TG7Zsj6X/nB68BMKLihkj6l9RS0hKRUBWWJlYQNu/+UyT9t9b+Hx2eQ/k1Slr9kZKWiISqeNJ0AE41bY2k/0v2r2VH3mSGDhsRSf+SWpEkLTMbZWarzGxb8Dqyh3oLgzrbzGxhUvksM9toZjVm9piZ2bnatYTHgvobzGxmb30kfb7CzKK7UlIkywwdfilNjCavuTbtfbefOkn5yWoOjro27X1LekR1prUYeMXdK4BXgvdnMLNRwIPAbOB64MGk5PZj4B6gItjm9dLuLUl17wmO760PzOw2oCWckEUGjv2DxzPi+M6091v34WqG2knyy+akvW9Jj6iS1nzg6WD/aWBBN3XmAqvc/ZC7HwZWAfPMrBgY4e5vu7sDzyQd31O784FnPOEdoDBop9s+AMxsOPAt4HuhRS0yQBwfXk5xxx48Hk9rvwc3vwFA7OpPpLVfSZ+oktZYd28ECF7HdFMnBuxOer8nKIsF+2eXn6vdc7XVXTnAEuBfgNbegjGze8xsjZmt2b9/f2/VRfo9Hz2ZERzn0IHGtPab3/AeTYxm3Pgpae1X0idlScvMXjazTd1s8/vaRDdlfo7y0Noys2uBKe7+fC/tJg5wf8Ldq9y9qqioqC+HiPRrBcWXA9C0Pb1fB8eObWD3JVentU9Jr5TdEcPdb+rpMzNrMrNid28Mpun2dVNtD/CJpPelwGtBeelZ5Q3Bfk/t7gHGd3NMT318BJhlZnUk/ozGmNlr7p5cV0R6UDQxsey9pWELiVn41GvaU8M4DlBXfF1a+pNoRDU9uALoWqm3EHihmzorgZvNbGSwOOJmYGUw7XfMzOYEqwbvSjq+p3ZXAHcFqwjnAEeCdnrq48fuXuLuZcANwFYlLJG+GzuhglOeS+f+9C17r9/wOgCjLv9Y2vqU9Ivq3oOPAL82sy8Du4DbAcysCviau3/F3Q+Z2RLgveCY77r7oWD/XuApoAD4fbD12C7wO+BWoIbEd1R3A/TSh4hcoNy8fPbkljDkyI609Xmq7m3afBDlV85OW5+SfpEkLXc/CHyym/I1wFeS3j8JPNlDvSvPo10Hvt7DWLrtI+nzuu76EpFzOzxkPKNOpG/Z+6hD69k+uJIrBg1OW5+SfrojhoikxIlLJ1Pc2UhHe3vK+2o7fozy9lqOXjaz98qS1ZS0RCQlci+bwiDrZO+u1D4Qcvm6eu774ZPkWye/2lvM8nX1Ke1PoqWkJSIpcUnpNAAO7kzdjXOXr6vn/mUbmXLiQwD+2FrG/cs2KnH1Y0paIpISY8oSy97b9lanrI+lK6tpa+9kVk41tfFiDjOCtvZOlq5MXZ8SLSUtEUmJkUUlHGUYdjB104MNzW2AMzNnG+/Hp55VLv1RVEveRaSfs5wc9ubFGNZSl7I+SgoLyD+ynVHWwlqvOKNc+iedaYlIyjTmlTLqxC7KF7/IRx/5Q+jfNS2aW8l1uTUArI0nklZBfi6L5laG2o9kDp1piUhKLF9Xz/aW0fxV3iGGcIL6Zrh/2UYAFsyI9XJ03yyYEWP4y7s41lJArceIFRawaG5laO1L5lHSEpGUWLqymmvixQCU214+9LLTiyTCTCrlJzZTN+Ryah/6TGhtSubS9KCIpERDcxu1XgJAhe05ozwsx481U9axg+NFuqh4oFDSEpGUKCksoNZLOOn5TM/ZeUZ5WHZseINccwomfyS0NiWzKWmJSEosmltJfv5gqr2UK6wOCH+RRMu2twEou/rjobUpmU3faYlISnR9b1W9vJybbDWxSwezaN60UL/PKmh6n105MSaMHhtam5LZdKYlIimzYEaMCVfMYaS18JsvTgg1YXk8zoS2D2kaoScVDyRKWiKSUoWTZgHQWL061Hbrt3/ISI4Sj+lJxQOJkpaIpNSEy68j7sbJ3etDbbfxT4knFY+ZfkOo7UpmU9ISkZQqGH5p4inGB8O923t812pavIAJlbNCbVcym5KWiKTc/mGVjGvdGmqbo5s3UDekktw8rScbSJS0RCTl2ouupJgDHD6wN5T2WluOUNaxg2O6qHjAUdISkZQbXpaYwtuz+d1Q2tvxwZvkWZyhk3RR8UCjpCUiKVc6bTYALXVrQ2nvaM1bAJRd81ehtCfZQ0lLRFKusKiYJkaTv29TKO0NaVrHrpwYl+qi4gFHSUtE0mJvQQVFx7dcdDsejzOxdRNNl1wVwqgk2yhpiUhatI2+gtLOelqPH72odhrqNjOKo8RLdVHxQKSkJSJpMXjCDHLN2bl5zQW3sXxdPf/xs18A8G/VhaE/CVkyXyRJy8xGmdkqM9sWvI7sod7CoM42M1uYVD7LzDaaWY2ZPWZmdq52LeGxoP4GM5vZhz4GmdkTZrbVzLaY2edT9yci0v+Nq7wegCPb37+g45evq+f+ZRuZ2r6FY17AOy1juX/ZRiWuASaqM63FwCvuXgG8Erw/g5mNAh4EZgPXAw8mJbcfA/cAFcE2r5d2b0mqe09wfG99PADsc/epwHTgj6FELjJAjRtfwRGGYXs3XNDxS1dW09beycycbXwQn0ScnNNPQpaBI6qkNR94Oth/GljQTZ25wCp3P+Tuh4FVwDwzKwZGuPvb7u7AM0nH99TufOAZT3gHKAza6baP4JgvAQ8DuHvc3Q+EErnIAGU5OewZNIWRRy9sMUZDcxtjOMwVtpPV8WlnlMvAEVXSGuvujQDB65hu6sSA3Unv9wRlsWD/7PJztXuutv6i3MwKg/dLzGytmT1rZj2urTWze8xsjZmt2b9/f0/VRAa8YyOnM6F9B+3tp8772JLCAm7JXU2OOS/GZ59RLgNHypKWmb1sZpu62eb3tYluyvwc5WG2lQeUAm+5+0zgbeCfe2rc3Z9w9yp3ryoqKuplKCIDV37sGoZYO7u3nf8d3xfNreTTuW+zOT6eWk/8nhr2k5Al86Usabn7Te5+ZTfbC0BTMD1H8Lqvmyb2AOOT3pcCDUF5aTflnKPdc7XVXflBoBV4Pih/FtBNzkQu0ugpVQAc3Hr+KwjnXNbGdTlbeTnnoxgQKyzg4duuCvXBkpL5opoeXAF0rdRbCLzQTZ2VwM1mNjJYHHEzsDKY9jtmZnOCVYN3JR3fU7srgLuCVYRzgCNBOz314cBvgU8Ex38S+DCMwEUGstKKazjh+XQ0nP9ijLrXfw7A5/72G+x45FO8tfhGJawBKKp7+j8C/NrMvgzsAm4HMLMq4Gvu/hV3P2RmS4D3gmO+6+6Hgv17gaeAAuD3wdZju8DvgFuBGhJnUHcD9NLHt4Gfmdm/Avu7jhGRC5eXP4jt+eVc0nz+vwOO3PEiNbmTmTJFd8IYyCxxUiFhqaqq8jVrLvziSZH+7uVH7+C643/k2pP/SUnhUBbNrez1jKmhrpqSp67n7Un38ZG7lqRppJJOZva+u1f1Vk93xBCRtFm+rp7XjxVzqbUSswPUN7f16QLhna//FwATP3ZnOoYpGUxJS0TSZunKajZ0lAEwyxIXBfflAuGinS+yNW8qJeWXp3qIkuGUtEQkbRqa29jo5dTGi7kv73ny6Dhd3pM9NZuY0lnL4bJPpWuYksGUtEQkbUoKC+gkl4c7vsjknEbuyH31dHlPdr+ZWDVY9nFNDYqSloik0aK5lRTk5/JyfCbvxKfxzbznGJ1/4pwXCI/d9Tu25E9j7ISKNI5UMpWSloikzYIZMR6+7SpihUP5fvudXGZHeWjUS92uHly+rp7bv/cUk+J1vNA+W3dzFyC667REZIBaMCMWJKkbWfOj17mp+Tkadv4DJROnnq7T9RiSr8bfIJ5nPHfyOo4t23j6eBm4dKYlIpEZ/4V/AqD+uX88o3zpymqGtx/gc7lv8J5Xso+RegyJADrTEpEIjR1fwbuldzK7/inuWvI4bxwfT/kI5/bW5/jq4BfJp4NH2r94ur4eQyJKWiISqd3T/47Je5bx9fafUpJ7A986+RvG5DXzP52zebTjDnb5n58KpMeQiJKWiETqR2/sZX3H5/le/k+ZnbOFNfGpfO3UN1nnU8945pAeQyKgpCUiEWtobuMX3EjMDrA+PpmV8evoetRdrLCAhuY2SgoL+nSPQun/lLREJFIlhQXUN7fxg46/OaM8VljAW4tvjGhUkqm0elBEItV1wXEyTQVKT3SmJSKR6pryW7qyWlOB0islLRGJ3J8vOBY5N00PiohI1lDSEhGRrKGkJSIiWUNJS0REsoaSloiIZA1z995rSZ+Z2X5g5wUefhlwIMThRKm/xNJf4gDFkqn6SywXG8dEdy/qrZKSVgYxszXuXhX1OMLQX2LpL3GAYslU/SWWdMWh6UEREckaSloiIpI1lLQyyxNRDyBE/SWW/hIHKJZM1V9iSUsc+k5LRESyhs60REQkayhpiYhI1lDSygBmtsTMNpjZejN7ycxKgnIzs8fMrCb4fGbUYz0XM1tqZluCsT5vZoVJn90fxFFtZnOjHGdfmNntZvYnM4ubWdVZn2VVLABmNi8Yb42ZLY56POfDzJ40s31mtimpbJSZrTKzbcHryCjH2BdmNt7MXjWzzcHP1t8H5dkYyxAzW21mHwSxPBSUl5vZu0EsvzKzQaF37u7aIt6AEUn79wGPB/u3Ar8n8ezxOcC7UY+1lzhuBvKC/R8APwj2pwMfAIOBcqAWyI16vL3EMg2oBF4DqpLKszGW3GCck4BBwfinRz2u8xj/x4GZwKakskeBxcH+4q6ftUzegGJgZrB/CbA1+HnKxlgMGB7s5wPvBv9H/Rq4Iyh/HLg37L51ppUB3P1o0tthQNfqmPnAM57wDlBoZsVpH2AfuftL7t4RvH0HKA325wO/dPeT7r4DqAGuj2KMfeXum929upuPsi4WEuOrcfft7n4K+CWJOLKCu78OHDqreD7wdLD/NLAgrYO6AO7e6O5rg/1jwGYgRnbG4u7eErzNDzYHbgR+E5SnJBYlrQxhZt83s93AncB3guIYsDup2p6gLBt8icRZImR3HGfLxliyccy9GevujZBIBsCYiMdzXsysDJhB4gwlK2Mxs1wzWw/sA1aROJtvTvrFNSU/Z0paaWJmL5vZpm62+QDu/oC7jwd+Dnyj67Bumor0GoXe4gjqPAB0kIgFMjAO6Fss3R3WTVnksfQiG8fcb5nZcOA54JtnzbJkFXfvdPdrScyoXE9iSv0vqoXdb17YDUr33P2mPlb9b+BF4EESv6mMT/qsFGgIeWjnpbc4zGwh8Gngkx5MbJOBccB5/Z0ky8hYepGNY+5Nk5kVu3tjMGW+L+oB9YWZ5ZNIWD9392VBcVbG0sXdm83sNRLfaRWaWV5wtpWSnzOdaWUAM6tIevtZYEuwvwK4K1hFOAc40jWNkInMbB7wbeCz7t6a9NEK4A4zG2xm5UAFsDqKMYYgG2N5D6gIVnYNAu4gEUc2WwEsDPYXAi9EOJY+MTMDfgJsdvcfJn2UjbEUda0ONrMC4CYS39G9CnwhqJaaWKJehaLNIfGb1yZgA/BbIOZ/XqHz7yTmijeStIotEzcSixJ2A+uD7fGkzx4I4qgGbol6rH2I5XMkzlBOAk3AymyNJRjzrSRWq9UCD0Q9nvMc+y+ARqA9+Dv5MjAaeAXYFryOinqcfYjjBhLTZRuS/o3cmqWxXA2sC2LZBHwnKJ9E4pe4GuBZYHDYfes2TiIikjU0PSgiIllDSUtERLKGkpaIiGQNJS0REckaSloiIpI1lLRE+rHgGr83zeyWpLK/NrP/jXJcIhdKS95F+jkzu5LENTMzSNzxfT0wz91rIx2YyAVQ0hIZAMzsUeA4iacIHHP3JREPSeSCKGmJDABmNgxYC5wicWeVkxEPSeSC6Ia5IgOAux83s18BLUpYks20EENk4IgHm0jWUtISEZGsoaQlIiJZQwsxREQka+hMS0REsoaSloiIZA0lLRERyRpKWiIikjWUtEREJGsoaYmISNZQ0hIRkazx/+kzNGkOMb2MAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "del ds['divergence1']",
"execution_count": 9,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Gradient\n\nThe gradient of a scalar field, $F$, in spherical coordinates is\n\n$$ \\nabla F = (\\frac{1}{cos y}\\frac{\\partial F}{\\partial x} , \\\n \\frac{\\partial F}{\\partial y} )$$\n\n"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# calculate the gradient of the mean 10m wind speed, si10\nds.si10.plot()",
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 10,
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x7fbae806dc88>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "Fhx = grid.interp(ds.si10,axis='X')\nFhy = grid.interp(ds.si10,axis='Y')\nds['wnspgradx'] = grid.diff(Fhx,axis='X')/(dxm*coslat)\nds['wnspgrady'] = grid.diff(Fhy,axis='Y')/dym",
"execution_count": 11,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#plt.quiver(ds.X, ds.Y[5:-5], gradx[0,5:-5], grady[0,5:-5])\nds.sel(X=240,Y=slice(30,-30)).wnspgradx.plot()\nds.sel(X=240,Y=slice(30,-30)).wnspgrady.plot()\nplt.legend()",
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 12,
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x7fbaedcda400>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Curl (Vorticity)\n\nThe curl of $\\vec u = (u,v)$ in spherical coordinates is\n\n$$\\zeta = \\nabla \\times \\vec u = \\frac{1}{\\cos y} \\left ( \\frac{\\partial v}{\\partial x} - \\frac{\\partial (u \\cos y)}{\\partial y} \\right\n )$$\n\n"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "uh = grid.interp(ds.u10,axis='Y')\nvh = grid.interp(ds.v10,axis='X')\ndudy = grid.diff(uh*coslath,axis='Y')/dym\ndvdx = grid.diff(vh,axis='X')/dxm\nds['curl'] = (dvdx - dudy)/coslat\nds",
"execution_count": 13,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 13,
"data": {
"text/plain": "<xarray.Dataset>\nDimensions: (X: 360, Xh: 360, Y: 181, Yh: 181)\nCoordinates:\n * X (X) float32 0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 ...\n * Y (Y) float32 90.0 89.0 88.0 87.0 86.0 85.0 84.0 83.0 82.0 ...\n * Xh (Xh) float64 0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5 10.5 ...\n * Yh (Yh) float64 89.5 88.5 87.5 86.5 85.5 84.5 83.5 82.5 81.5 ...\nData variables:\n si10 (Y, X) float32 dask.array<shape=(181, 360), chunksize=(181, 360)>\n u10 (Y, X) float32 dask.array<shape=(181, 360), chunksize=(181, 360)>\n v10 (Y, X) float32 dask.array<shape=(181, 360), chunksize=(181, 360)>\n divergence (Y, X) float64 dask.array<shape=(181, 360), chunksize=(1, 1)>\n wnspgradx (Y, X) float64 dask.array<shape=(181, 360), chunksize=(181, 1)>\n wnspgrady (Y, X) float64 dask.array<shape=(181, 360), chunksize=(1, 360)>\n curl (Y, X) float64 dask.array<shape=(181, 360), chunksize=(1, 1)>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ds.curl[5:-5].plot(vmin = -1e-5, vmax = 1e-5)",
"execution_count": 14,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 14,
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x7fbab425ef98>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "pangeo",
"display_name": "Py3 pangeo",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.5",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist_id": "2a45055fa09c847d385146f2f790c6c1"
},
"nbformat": 4,
"nbformat_minor": 2
}
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