{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ENV / ATM 415: Climate Laboratory\n", "\n", "# The planetary energy budget in CESM simulations\n", "\n", "### Tuesday April 19 and Thursday April 21, 2016\n", "\n", "_____________________________________" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/Brian/anaconda/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n", " warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n" ] } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Open the output from our control simulation with the slab ocean version of the CESM:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "## To read data over the internet\n", "control_filename = 'som_1850_f19.cam.h0.clim.nc'\n", "datapath = 'http://ramadda.atmos.albany.edu:8080/repository/opendap/latest/Top/Users/Brian+Rose/CESM+runs/'\n", "endstr = '/entry.das'\n", "control = nc.Dataset( datapath + 'som_1850_f19/' + control_filename + endstr )\n", "\n", "## To read from a local copy of the file \n", "## (just a small subset of the total list of variables, to save disk space)\n", "#ontrol_filename = 'som_1850_f19.cam.h0.clim_subset.nc'\n", "#control = nc.Dataset( control_filename )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The full file from the online server contains many many variables, describing all aspects of the model climatology.\n", "\n", "Whether we see a long list or a short list in the following code block depends on whether we are reading the full output file or the much smaller subset:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "lev\n", "hyam\n", "hybm\n", "ilev\n", "hyai\n", "hybi\n", "P0\n", "time\n", "date\n", "datesec\n", "lat\n", "lon\n", "slat\n", "slon\n", "w_stag\n", "time_bnds\n", "date_written\n", "time_written\n", "ntrm\n", "ntrn\n", "ntrk\n", "ndbase\n", "nsbase\n", "nbdate\n", "nbsec\n", "mdt\n", "nlon\n", "wnummax\n", "gw\n", "ndcur\n", "nscur\n", "co2vmr\n", "ch4vmr\n", "n2ovmr\n", "f11vmr\n", "f12vmr\n", "sol_tsi\n", "nsteph\n", "AEROD_v\n", "CLDHGH\n", "CLDICE\n", "CLDLIQ\n", "CLDLOW\n", "CLDMED\n", "CLDTOT\n", "CLOUD\n", "CONCLD\n", "DCQ\n", "DTCOND\n", "DTV\n", "EMIS\n", "FICE\n", "FLDS\n", "FLDSC\n", "FLNS\n", "FLNSC\n", "FLNT\n", "FLNTC\n", "FLUT\n", "FLUTC\n", "FSDS\n", "FSDSC\n", "FSDTOA\n", "FSNS\n", "FSNSC\n", "FSNT\n", "FSNTC\n", "FSNTOA\n", "FSNTOAC\n", "FSUTOA\n", "ICEFRAC\n", "ICIMR\n", "ICWMR\n", "LANDFRAC\n", "LHFLX\n", "LWCF\n", "MSKtem\n", "OCNFRAC\n", "OMEGA\n", "OMEGAT\n", "PBLH\n", "PHIS\n", "PRECC\n", "PRECL\n", "PRECSC\n", "PRECSL\n", "PS\n", "PSL\n", "Q\n", "QFLX\n", "QREFHT\n", "QRL\n", "QRS\n", "RELHUM\n", "SFCLDICE\n", "SFCLDLIQ\n", "SHFLX\n", "SNOWHICE\n", "SNOWHLND\n", "SOLIN\n", "SWCF\n", "T\n", "TAUX\n", "TAUY\n", "TGCLDCWP\n", "TGCLDIWP\n", "TGCLDLWP\n", "TH\n", "TH2d\n", "TMQ\n", "TREFHT\n", "TS\n", "TSMN\n", "TSMX\n", "U\n", "U10\n", "U2d\n", "UTGWORO\n", "UU\n", "UV2d\n", "UV3d\n", "UW2d\n", "UW3d\n", "V\n", "V2d\n", "VD01\n", "VQ\n", "VT\n", "VTH2d\n", "VTH3d\n", "VU\n", "VV\n", "W2d\n", "WTH3d\n", "Z3\n" ] } ], "source": [ "for v in control.variables: print v" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Today we need just a few of these variables:\n", "\n", "- `TS`: the surface temperature\n", "- `FLNT`: the longwave radiation at the top of the atmosphere (i.e. what we call the OLR)\n", "- `FSNT`: the net shortwave radiation at the top of the atmosphere (i.e. what we call the ASR)\n", "- `FLNTC`: the clear-sky OLR\n", "- `FSNTC`: the clear-sky ASR" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Take a look at some of the meta-data for these fields:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "float32 TS(time, lat, lon)\n", " units: K\n", " long_name: Surface temperature (radiative)\n", " cell_methods: time: mean time: mean\n", "unlimited dimensions: time\n", "current shape = (12, 96, 144)\n", "filling off\n", "\n", "\n", "float32 FLNT(time, lat, lon)\n", " Sampling_Sequence: rad_lwsw\n", " units: W/m2\n", " long_name: Net longwave flux at top of model\n", " cell_methods: time: mean time: mean\n", "unlimited dimensions: time\n", "current shape = (12, 96, 144)\n", "filling off\n", "\n", "\n", "float32 FSNT(time, lat, lon)\n", " Sampling_Sequence: rad_lwsw\n", " units: W/m2\n", " long_name: Net solar flux at top of model\n", " cell_methods: time: mean time: mean\n", "unlimited dimensions: time\n", "current shape = (12, 96, 144)\n", "filling off\n", "\n", "\n", "float32 FLNTC(time, lat, lon)\n", " Sampling_Sequence: rad_lwsw\n", " units: W/m2\n", " long_name: Clearsky net longwave flux at top of model\n", " cell_methods: time: mean time: mean\n", "unlimited dimensions: time\n", "current shape = (12, 96, 144)\n", "filling off\n", "\n", "\n", "float32 FSNTC(time, lat, lon)\n", " Sampling_Sequence: rad_lwsw\n", " units: W/m2\n", " long_name: Clearsky net solar flux at top of model\n", " cell_methods: time: mean time: mean\n", "unlimited dimensions: time\n", "current shape = (12, 96, 144)\n", "filling off\n", "\n" ] } ], "source": [ "for field in ['TS', 'FLNT', 'FSNT', 'FLNTC', 'FSNTC']:\n", " print control.variables[field]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each one of these variables has dimensions `(12, 96, 144)`, which corresponds to time (12 months), latitude and longitude.\n", "\n", "Take a look at one of the coordinate variables:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "float64 lat(lat)\n", " long_name: latitude\n", " units: degrees_north\n", "unlimited dimensions: \n", "current shape = (96,)\n", "filling off\n", "\n" ] } ], "source": [ "print control.variables['lat']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's load in the coordinate data, to use later for plotting:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-90. -88.10526316 -86.21052632 -84.31578947 -82.42105263\n", " -80.52631579 -78.63157895 -76.73684211 -74.84210526 -72.94736842\n", " -71.05263158 -69.15789474 -67.26315789 -65.36842105 -63.47368421\n", " -61.57894737 -59.68421053 -57.78947368 -55.89473684 -54. -52.10526316\n", " -50.21052632 -48.31578947 -46.42105263 -44.52631579 -42.63157895\n", " -40.73684211 -38.84210526 -36.94736842 -35.05263158 -33.15789474\n", " -31.26315789 -29.36842105 -27.47368421 -25.57894737 -23.68421053\n", " -21.78947368 -19.89473684 -18. -16.10526316 -14.21052632\n", " -12.31578947 -10.42105263 -8.52631579 -6.63157895 -4.73684211\n", " -2.84210526 -0.94736842 0.94736842 2.84210526 4.73684211\n", " 6.63157895 8.52631579 10.42105263 12.31578947 14.21052632\n", " 16.10526316 18. 19.89473684 21.78947368 23.68421053\n", " 25.57894737 27.47368421 29.36842105 31.26315789 33.15789474\n", " 35.05263158 36.94736842 38.84210526 40.73684211 42.63157895\n", " 44.52631579 46.42105263 48.31578947 50.21052632 52.10526316 54.\n", " 55.89473684 57.78947368 59.68421053 61.57894737 63.47368421\n", " 65.36842105 67.26315789 69.15789474 71.05263158 72.94736842\n", " 74.84210526 76.73684211 78.63157895 80.52631579 82.42105263\n", " 84.31578947 86.21052632 88.10526316 90. ]\n" ] } ], "source": [ "lat = control.variables['lat'][:]\n", "lon = control.variables['lon'][:]\n", "print lat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Surface temperature in the control simulation" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# A re-usable function to make a map of a 2d field on a latitude / longitude grid\n", "def make_map(field_2d):\n", " # Make a filled contour plot\n", " fig = plt.figure(figsize=(10,5))\n", " cax = plt.contourf(lon, lat, field_2d)\n", " # draw a single contour to outline the continents\n", " plt.contour( lon, lat, control.variables['LANDFRAC'][0,:,:], [0.5], colors='k')\n", " plt.xlabel('Longitude (degrees east)')\n", " plt.ylabel('Latitude (degrees north)')\n", " plt.colorbar(cax)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Here is a convenient function that takes the name of a variable in our CESM output\n", "# and make a map of its annual average\n", "def map_this(fieldname, dataset=control):\n", " field = dataset.variables[fieldname][:]\n", " field_annual = np.mean(field, axis=0)\n", " make_map(field_annual)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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1NxDmpMsn3VcM4/KGKwxaOCDpuVKy97t9HJx6iCErn+LPSqmHdI/zmkBMcAyb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\n+C/VbKmjsCOE4JtJZvxK2Nm0XtJvYNJ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HWuiYuDvrWLHUbNBaN3G5U5DwJvspJR2qfwYL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\nd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use this function to make a quick map of the annual average surface temperature:\n", "map_this('TS')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Computing a global average" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(96, 144)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The lat/lon dimensions after taking the time average:\n", "TS_annual = np.mean(control.variables['TS'][:], axis=0)\n", "TS_annual.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define a little re-usable function to take the global average of any of these fields:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def global_mean(field_2d):\n", " '''This function takes a 2D array on a regular latitude-longitude grid \n", " and returns the global area-weighted average'''\n", " zonal_mean = np.mean(field_2d, axis=1)\n", " return np.average(zonal_mean, weights=np.cos(np.deg2rad(lat)))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Again, a convenience function that takes just the name of the model output field\n", "# and returns its time and global average\n", "def global_mean_this(fieldname, dataset=control):\n", " field = dataset.variables[fieldname][:]\n", " field_annual = np.mean(field, axis=0)\n", " return global_mean(field_annual)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now compute the global average surface temperature in the simulation:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "287.62995292320477" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "global_mean_this('TS')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cloud cover in the control simulation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model simulates cloud amount in every grid box. The cloud field is thus 4-dimensional:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "float32 CLOUD(time, lev, lat, lon)\n", " mdims: 1\n", " Sampling_Sequence: rad_lwsw\n", " units: fraction\n", " long_name: Cloud fraction\n", " cell_methods: time: mean time: mean\n", "unlimited dimensions: time\n", "current shape = (12, 26, 96, 144)\n", "filling off" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# This field is not included in the small subset file\n", "# so this will only work if you are reading the full file from the online server\n", "control.variables['CLOUD']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To simplify things we can just look at the **total cloud cover**, integrated from the surface to the top of the atmosphere:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "float32 CLDTOT(time, lat, lon)\n", " Sampling_Sequence: rad_lwsw\n", " units: fraction\n", " long_name: Vertically-integrated total cloud\n", " cell_methods: time: mean time: mean\n", "unlimited dimensions: time\n", "current shape = (12, 96, 144)\n", "filling off" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "control.variables['CLDTOT']" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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R2d9YU6Tn+NY0TuxIJ2yUl1FL95Mu5fPLssv8tz6RPmObccf/BRDU26XSe6yi\nwb140njtrqP0GOHJ3U+Wd5XUBRmJak79m0F2ShHHwx7DqWurGrl/SlKUkkXG7jPkR18jP/oa7kO7\n4DtpoFnOGzn2LfRFWoJXTid9+3FiP9tC6M43sGvpXeXxyb8f4MyMT3Eb0JGAacOJeWMDerWG0J1v\nlrr2wmtp7O00h/CzK29YYYROx9mZq8g6GE33P18u5Tqq6H7bsyGRVbPOMniyHxMWt6m2BRjgkxln\naNnFkUszyyuCmooYY0q7FBXqSL5SyN6fkti1NgF1vo7ZX4TwsueRyg80V01AGrWQ6QMsEkKMuP77\n8/IuN60y1z8LEELMliSpFbBFCFFplPytI2SKY1EM3ExrL8OcI7CkK0xbbV5rSVmEgIOnZFHzy3aw\nsIDJd8OCR8C2xMvTucvw7jcwcQQMKZGiYes+mPUWWFtBpwdb0+8+b1yaWZN+TU1afCGZSUVkp2rI\nSS3CI8CWO2cEYG1rfL2S6lKXFhlzt3mrUJsxMplJarZ/fY2tX8QDEDLAjeD+rnQe5IZ3q5tv6VVN\nKhu7DufRgH95a3eYQRdSfdBY7jMhBAnf/UP0/G+w9nalx9+vVCt/jTavkNiP/yLu8wiaz7iTwGdG\nlQsej/9qG6lbjrL6Bwfg5t9GCMHld37l6kd/0n3jQl7o/neV7WUmq1kzL5pTOzOY9FobBj3kWypl\nQ1Usn3ySrsM8GDK58kzlNa21lJmkJuLzeK6dzyPxYgHJVwrISdOg18nuydB7vHgpNJa+XSuZM8wo\nXkrSiIXMfcAdQoj/u/77Q0CYEGJOiX0cgY1AB8AReEAIUemN1XSFTGVBtCVurl9jYeZh2DYEQlyq\nOM7MCCG7nd74AqIuwbdvQPcO8NkGePkTeGyMLHZa+MIr/werf4a9x+Hh1d3pNdKMJqMaoAiZhk1d\nBfrq9YIrJ3M5uyeDM/9lcmJHOm4+1oSP9+GjARdwqyL+PCUdWo6xZG3m4FpNfV9dGtO9pitQI1mq\napxt2hCR9y3F655QlkyNMrh9z0+JfDrjLBNfbcPIWcZZ1M7szuC7F8+TlVzEk18anzLirXsjGfig\nL/3uq9ziVJmQqcryEhOZzVtjIuk23IP2fVzxbm1Hs5Z2uHhZYWOvYvSJreUPqiXRYogmLmTuA/oJ\nIeZKktQG2Ap0EULkVtSO+e/4+sRYEbIAeBv+iIcZh+DvQbUnYqo0VXaDDe0jWLsJ7pwpx+PkFcBr\n+8MJaO9rIsIYAAAgAElEQVRAb42erV/Gc8/8Cwya7MvbG9pi69C0vrZbjbqqvF2Xq5UsLCRadXWi\nVVcn7prZAp1O4PntVtb8foFOH8KxH6BZBR4rnQ4eXgiDp/iZJGIMTVjmqv5e8m/Y0EWNMcv5TSHn\n5GUy/jvD+5/bAoZdbeHjfDh/MJuoPZlGC5mO/d1Y8m8oXz8XzX/rE40WMs1a2hFzLLtKIVMWY+4J\nIQRbVsfxv4UXmPZRBwZMkAO0Rx2PgCzkn1uUcCO8HzuT5IUyNzhVbpd45CDeYgKuf1aSR4C3AIQQ\nFyVJuoRsnTlcUbtNZ0aspgjZ1A8eewX++hJ6dKqdLhk7mP7RbThO3WDp5EIO/ZHC0Ef8briDLK0s\nGDGjOSNmNK+dTirUG2WFRl3HG5mDYhGh0UBOPri7lNjYA27rAfOXw9PLYO1Sw+dY9KmcxmD6+9VP\nFlfRW3fZz80hbCr72zZ0kWMqQgiinvycNosewMn9coX7XTmVw7Yv43n/aJ9qnV+SJHIztbTtZXzK\niGGP+rH4jqNMXNymWi6pikiMyefQnymc25dF1N5MHN2seGt3GDML98Dxk4YPKmt9WQCFT8PzH0Ls\nLnCxAhdryNHAlTy4mg+FOnC2kn9u94FFnWo3jKE+GOQt/xTzankhcwhoK0lSIJAATADKSqQrwDBg\njyRJ3kAQEFNZu41fyJhgRdm4Ex5/FTZ+CKH1LGJK4hlgy4gnGpdgmcXKJjuI1waVTYamvP3XZ46Y\nUccjKCiUA9jf+QYysmHSCJj7MLQLvLnf4hnQYawc33V739Ln2LJXXt13dD3sr8akVN1ATmP3N1Xw\n1JWVra5J+O4ftNn5LJlxCTA8625eFcuaedHM+CSYZoHVi28SQnApMochUyqPdylJYCcnvFrYsv+3\nZMLH+VSrvZJcPZPL+sUXObEjnT5jm9H9Dg++mJhIuxaFSIV7Su9chduoaAkMiwb/ZjDxKcjKhcwc\ncLKHcb4Q6Au2a2Rhk6mB549DehGs6Gly9xslQgidJEmzgQhuLr8+K0nSdHmzWA28AXwtSdKJ64fN\nF0KkV3bexi9kjOX6jbgyUI5J+euj6omYc5flOJbRgyvex1zmbIWKqeuJImLXqBv/Hz5gY43OVR3R\nUZG1piElt4vYC1MXQVgIbFgGrQPgg/9Bv6nQpZ3sJg1oBolp8ko7TwOeAyd7UGvg0CkY5W6ci8gc\n6ecrojbdVI2N3NNXOTd3DT0jXkWlqjjW0tHNCq8Wtvz+/hV829rToa/xNcd+eusSep2gXWjlFpmy\n34vTYzBh+glCbnPD1btql1rZ73DDkhj++OAKY55ryewvQ7B3sqz4vjKmZIAEltdA7QqDQ8HD0J/A\nUf7nWj5o9HJW+FsRIcRmoH2Zz1aV+H8CcEd1ztn4g30jK9mhxA1YoIX5kbA1ETatkwfdqsgvgI/X\nw/otkJAqx66c/hma+9y6g5shmtJbaEnhYoiaiJmGJEJqSvctEfSaBOuWll5VB/Jzs/2gnHIgLhkK\n1fDiYxUnhdx/AkY/DbMnyNYc+4axaMkoTK3H01BQJ2aQuvkoqX8fQbfvCF2GuJMzbQ6OIc05EDqP\nVgvH4z9lSJX3rhCC/35I5Ktnowm7x4uH32pXZX6hnf9L4PsXz/P2vjA8/GwN7lOZaH1xBURdhinb\nbjcYW1Xy2JLf0+4fE/lmQTTv7O+Nq7eN2XK+FOpg3jH49hL08YSxAXI+MjdrcLOCoxnw+UX4Jwnm\ntIfFNXAt1UewrympTuqqn01XyJS4AfelwtT90MMNPgmVb6yqXFJ5BXD7dPD2gDmTYEAPmPqKvKqo\n7buKiClJYxu8K6IqEVMSUwRNUxEy6nwdH4Zv5+4B8Pyj5jlnTJwcX7D3OPy4DPrVLOltndIYxYzQ\n64n99G8uvLwWj6FdGD8ii6A+LhzZlMrWL+JIvCbwmzKE4I/+r1r3bV6Whv8tvMDen5JY+GePCsul\nHN+exrsTTvDGP70I7GQ422hVljd1EfScCM9NAbeXK7fcFX9HV8/k8tLAQ7wa0ZPW3Z1rZIWpiFwN\nbEmUV8ReyJVdSOlqaO0Ij7eBCYFynExNUIRMaZq0a0mnh5dPwpoY+KgnjKtGnq2nl4F1Z1+mfteJ\nHEnio2PZbDxwhC4vd6+9DjcgVjJLybZbATV1MTUGKhrg07NgzDPQyh/mT63gYGMmgTIvEq0DYNq9\nsPMwODlUp6f1z6jjEY3KQpt/MYHTj3+MLk/Nh/u6EtDegWK/R4uOjoyZG0js2Tz8g9SojBQxRYU6\nog9kcflELhq1Hq1GYGNf3nei1ehZ+8pFdnxzjXnruxgUMca6Dm2sZYvgsOnwvVcEt/et3FIuhODT\n6WeYsLgNrbubVhTXGByt4L7m8o9C3dBkLTJZOTBhvOyLXNsPmpW0XFZhjflxC7z0Mbx+egj2TpYU\n5Gp5tud+Ji5uw4CJvmbrf0OmpECpjdU1jYFiC425hEtjsciUnEjURfD+d7Kr6NxlSM2E6ffB+/Pk\nZI5myZ2xAPZGygLpl/ehfyN8V2gsVpmEtf8SNedzWj1/H0ufjqvRqh+dVs/xbensWpfAwY0p+Ld3\noFU3JwI7OxIywI2WnZ3474dEvn/xPBYqCTtnS/KztPi3t+evuakVLsevLruPwdhn4etXYeQA+bPi\n76OkyNz+dTybVsaybH9vVKraLyNQaywAqZtikSnVTlMUMoVq6DFRrpO0fB5YVcOMl5kN7UbDpo8g\n4UH5AVgz7xyZyUU8821nM/W84dNQB+LGTm2KGauVEVxNhP7d5KKmFhbGx3IZGtT/Owr/9zp0aAnT\nx0H7ltDCB1Tvmrff+ufAfzisfhnuqXnW/nqhMQiZS+/8Qtynm1n6e2tadq5m8TgDfDDlJJdP5DJ0\nqh/h431w9y0ddPu/Vy6wa20CT33dCZdm1oQe3oNWB707mxgbUom4OJAKo4/KK+Smj5PPX/I7Obsn\ng7fGRrJoc0/a9KjEpWREW/XK9ZdwRciUpkm6lrLzICkNPn6h+sfaWIOFBId6hVMcD+wX5MDJf9LR\nqPVY3aqh5goNloQL+fzx6G4uxELvTrDsa3n556zx8OpMw26PUccj0OngWgo42oPeUR78L8bKb7hb\n9slCZsUCuSYYbwOmpPY0Aot3INRGtvz06AD+1ctzVinqIvnFpvh9zckBVLVQsaOse6mhpSXQF2m4\n/PYv9D74Li1b/2yWc57dk8krm3rgH2TYF9g82IGiAj0uzazxD3KgV4FZmjVIb0/4ry+MXQ9/7oJZ\nD0Cf9AhcHGHSzy3Z++Vl/vcKjFTth+O11w+F+qFJChkXR8jJkwev6ir/rb2HM3j2Bf744ApPfNoR\ngOHT/DmyKYU1z0Xz2PL2NarI29BpSINvU8TY2CNjyMvScGruP3z2kxyv8sv7cg0ukFcM3TFTLn46\nA3mSHXU8grMx8kq8t6Lg5Hl5Yi9Uy8nsbK3BzRnCbaC/F3x6G7geppJ8mubj1/6w5Az0nASfv1Iz\ny0xBoTyZrdsMEftky1TxOJBfCM3c5HwfHVpBz2Do1RF6hcgvMU2V1C3HcAhuznNmEjEAGrUea9uK\nX+wGTPSlqEDPotuPsPxY3wr3MxftnODA93KJl3e/haNnQauDoWGXOf5jxZmlFRo/TdK1BGDfR14q\n3crfuHOVfJtKulzA7I57WJsx5IYFJjutiDdHRZKbrmHZ/jAcXMxTFbchoIiX+qGsoNGo9aTFFyJZ\nSKgs5R9LawtUVhJW1/+1sJDQFOnZ/FksG189x4hweH2WnBKgLEfOQN/JcHgtdAmCVT/BwpUwZyIM\n7AldNoHr9clbq4c8rZyNtD7ZnQIPnpbdws9NgY5tjDtOXQSb98ipEv7eDaEhcsHVsUMoVeepSANJ\nr0NcgVzx/kg67E+DIj188yn07Gh63w1ZvhrKs3Xq0RXYt/PjvReSzHbOyd47ef9IHzwDDC+dLubz\np6JIvJjPPy+l4nizjig/tBnC+As7jHvZrI6r57r7RQhISJHFfLVeaBu4WwkU11K5dpqqkFmxFpZ/\nD9tWQZvr0eO5+eBgV/qmLjv4aNR63hh1DDcfa576ulOp/ARCCKZ472R5ZN8K8x40NhrKQHsrIoSg\n56+L2PplPPFReaTFq3HzkZWETivQagQ6jR5tkUBbJK8EsbKU79+hYfD209C5naHzwg9bYO57smXj\nvbnyfR9yL3yxCPp2peEO1kBmEayIhk/PQ1dXmNsBhi2veDLaGwmjn4GQ1jDhTtkVVuHbt4HrFkLO\n/TE/EibeJwtDU1dONVQxk7r5KKceWcGK3SH4trGv+gAjeGfCCdr3cWHU04GV7ldUqOOzmWc5tz+L\n31/JY71FF7aviefE9nSC+riw+tFMwqsK8DblfjWldl4Dfi4UIVNJO01VyIBsYnxttZwe+kKsnDJ6\n3DD4+rWbZuSSA48QghWPnCY/W8v8H7uUi+hXF+h40O0ffswfioVF03AvNYRB9lZk8O43+Hp+NEX5\neu57oRWtujnh09oOS6ub91zZgEQhZIuCVicLE0McOQNPLZNdKCsW3FwBdDVBDoBP2m7+YN3aQq2D\ndVfgnbNgo4LnO8J9AaAqEft29KxcbPXbN+DO8EpOZsQElaqG+cdgZxH89C70CDat3w1BzBhacRf7\n2d9cWb6RVXuDcPaouentzO4MPn78NCvPhhtV7HPbmni+eCqKoN4uDJnqT9goL/b9nMT6xRdpHuLI\nL0+m0qKyRaE1ERlViZqGJGAM9HX3MXBzkt2hKpUiZMq105SFDMhZQzVaaNdCjp25Yya09INxf5Qf\nbDZ9cpWIz+NZujvUYIXpYxGprH4yik/P9TfXJdQ7ipCpW/QaLTZzn+HAb8k89GZbBj7oW0oU1yT9\n/rI1sPx/8MYsmDqqdFDryvWwJxLWGldguEGhF/DXNXjrDCQVwoQWMPoFKCyCBxbAyheuByQbwoQJ\n6serMOsMLJ0Dj42t/vEVrRSrq2etbGLHkmImev7XpEVEMm2+I33GNsPGzvTIZyEEs0P2MuerENr3\nMa4sgRCinOjRqPX8suwSO76+xsX/FVSc2bkhiQ1zYKTF6Ls/4cWP5Bi25AwY2V+O/1KETIl2mrqQ\ngZsDyz/fXWPNvGjm/9iFTgNL257jo/N4Pvwgb+8Nw69debtyTGQ2i24/wjPfd6bHHZ5m6X99o4iY\nuqUoNZu08XOwsrFg7touOLqVjrOqiYg5cBJGPQXH1oNfs9LbNBoIGi1bLW7banIT9Y4QcCgdfomF\n3+IgRQ3f94URxtcbNI4Fcl21++bKsTYfv0Cp2A5jqC+rTEXZqYvFjNDrSdqwh/g128k6eJ4h41zo\ne683nQe7m7Qic8mYYwyZ6k+fMc2q3rkKlt4XSchANz4feM7wDk1JyFTD7TVlIQzoKYvqtEw5SH/w\nNEXIlKTRryXe2HV4hW9AJbf990Mi3z5/njd39ionYnQ6wYdTTjFhURuDIiY3U8Pb9x1n2ooOiohR\nMImck5c5EzqNdqEuLPyzRzkRUxPyCuDhl2TLRFkRA7DmdzlOrDGLGJBjZMI8YGk3iLobksfWjogB\n2YR/4Ht5xVOPCbLLrjoYEqX1mRAxYtcoInaNQrKwwOeB2+i5eTH9TnzIpXbD+PDNQqZ47+Tt+49z\ndk9Gtc5raW2Btkhvlj7e90Irfn3nMj8HDzO8gykxLw2Ral7HuStyDieQi1EOCjV7jxo9TWb5dWWJ\nv66dz+PzJ8/y2rZeNA92LLd9x9fx6PWCETPL55TWFOl5b+IJeo70umWy+jZ2Kpowalu8VZQBWV+k\n4fCghcx4tw3DHjG8jK4m1pjl38urbcbdXn5beha8ugp+Ww78ZXITDRKVuV/Dykwwjvbw1auwfjOM\nmAXLnoapo2vWRPE9Ul8vEhG7Rt2wztgGeNLquXtp9dy9FKVkkfTTXpY//A1egbaMX9iaLkPcK419\n0Wn1pMYVmq1v7Xq50LyjIz8ticFq8XDDz8QCGrdlppoiZm8knImRk1IqVEyTETKVEXs2j6DeLrTs\nYjibZU66hisncon4PA6vFrY4eVgjhEDo4Y8Pr6KysuDR94LquNe1R1O3xtTX9VXUroW1Fc5h7bhy\nMs08SRWLB/Lrg2JSGvTrWn43IeDxV+EBdwhtYiKmLplwp1wsdth0+W/6yBjjjqusBlNtCBpji56W\nFDPFWHu50PyJEfg/fjuJ63axatbnWNupuPvJFtw20cdgLM3qJ6Owc7IkbJSXWfoPMGdNCC8POczl\nE7lEzuzJQo8jcimMkjRWMVMNEaMugtdXwxe/wrevg2cjjG2rS24JIZOZWISrj02F28fOa4mmUM/5\nQ9ns+yWZ3HQNkgSShYRfO3ue+rFLqdUkjZmmLmIaKiFfzGbfzM843Hmv7KK80wQXZdnB+21ggZyJ\nWm/Aur9qGly+COsMWGoUDFBGIJakfUs5lcOQaXLJk4dGmqdJcwkac1Vut7CyxG/yEHwfGkTa1kjW\nffQX3yzYxbQVHUpZpDeviuXUvxm8s7831rbmS5Xs4WfLuwf7sPP7a6yZe45P8+x499ECHiz7925M\nYqaaVpiIvTB7KXRsDZE/gE/TiGaoVRp9sO/vovJaMpnJat6bdJLOg9wZv7B1HfWsYdLQRYyxMQQN\n/Toqo/emxXw+JwqXZtaEjWpG6N2etAhxRJJML2K3wEZ2syyZc/Ozf56F8Xtg9zBoX3uFfpsuFUw+\nZy7C0Onw3rMw6S7jTmVsvaua3NfGChlTCqDmHL9E9MgFzPm6E92GeZAWX8hTXfbx9r4wfguaX2ux\nP0IIovZmsvzhU3w4o4AH7qhgx4YsaKopYn7ZDpNegA3vVJ7dWll+XZpGb5HJy9IYzLKr0+rZ/Fkc\nP7x2kSFT/Rkzr/KkTY2BqgY6QwNKQ530G0slaHNz4K7FdBqmIXzHEg7/lcIbdx/DI8CW13f0Mvmc\nj6ZA/70wd7IcDLj9AEzYAxvCFRFjbjq2gW2fwbAZcgzNqEH13aPqWWNMwalrK3zenMFv735Pt2Ee\nXDyaTVBvF34Lmg+Yt+xGSSRJIjjcjf/7uAMvLrzA+OE5phWbrA9MDEy+ox90aSevQiwpZHS6m+kU\nZGFsekxdU6TeLTKSJF0GsgA9oBFChEmS5Ab8AAQCl4HxQogsA8eKbrd78PJf3Uu5fiK3pfHFU1G4\n+djw2AftzVLptT5oqCLEVMw52DWVv81M8TFLxkTi396BXx68XPGOVbx1zj4MlqFwV3948Bn4uT8M\nqPmK2FubSiajgydh5BzY9BGEdqr6VLVllTFFxJhildEVFvFf4OMs/7cT+39NIiddQ/47K25sr80X\nE71eMCt4D+sW5DOgZwU7NRSrjBlWVqWkQ/hUePAueaXe33vkxI/TVnZk+DS5lPFoKUKxyJRspwEI\nmRigpxAio8RnbwNpQohlkiQtANyEEM8bOFb0vMsTW0cVz3zbmcsnc9jw5iUuHcvmsQ860Hu0l1EZ\nJ+uTpjIhV0VtDHRN5W83KfF9Hmu+i+TtAneXCnaqYqBOKYTmvwOWsG2AXPRRwQxUMjFt3Akzl8D5\njWBXRcWS2hAyplpiTBEyABcWrcVi098U5GhxX/QEvhMHlNpem2LmxzdiyEhU89e0WMM71LeQMfPS\n8EvxMOMNsOsbSI8Rnrj72vDaXUcZ/Wwg9zwVqAiZMjQE15JE+Xw2o4Fiw9o3wE6gnJABeP7nrrw3\n6STT2/4HAsbOb8nc/3XGxt58AWjmoKlMuiWpKvlWSWrL/FwTqtP/2uRYRBrB4a64u1SQw8OIQdrL\nFg4Ol9/gOhuXZFWhhowaJBfi/P4v8H7NOKHSEDC0askYWi8cT1RKNtYu9vg8UD67eW0+45dP5PBo\niPkKXpqVWshvc/Ku4cwqE4O1ZFcoi4YfISulyPwNNnIagpARwFZJknTAKiHEF4C3ECIJQAiRKElS\nhUbyjMQi5m/oyul/0wkOd6v50tYa0hQFiyEqexs0daCsDrW5ysOYN11zXJ/Q69Fk5LLhjRieWNUR\nOFyj83VRlmian+srwyriuSkw401Yulg0qvprpjyjFlaWdPxkhlnaF0IQtS8LCxV4t7LDxcsaSZIr\nu+ema3DysLoRLqAp0hO5NY2R5mnavNRhkr5mgXYs3R3Gtq/i667RRkJDEDLhQogESZK8gAhJks4h\ni5uSVOj/+v7F88xd24UuQzzKbatoFYixZt7qoAiY8vuVHSgbilXGHMGRNRFruWdjiXpyNdmHL4IE\nfe5wpvMgNzhR424p1DEDe4FlCzc+mHyKGZ8EY+/cEIZU46iNFw5jn/FT/2awcPBh2vZyJvFiPlqN\nPMRrCvXY2KtoG+rMa1t7IkkS6fGF6LSClAzwLj/MNzkqm59cvKy5b0Ervn3+fB32qOFT70+dECLh\n+r8pkiT9BoQBSZIkeQshkiRJ8gGSKzreI8CGdYsvANBpkDudB7lXtOsNKktUVUxZYVLZw1mXIkav\n0ZLw/U5U9ja4DeyEjU/dvIabMvlXJGaKmcXKav2dzYE5V3iYOhHEf7WNsHbpTFoXyvdezzQIcadg\nGpIEr2zqzpfPnOOZHvuYt64L7UIrCnQyL8MHbKz1FUumYGg8LHuPB4e74t3Kjic+60jbns7kZmiw\nUEnYOanQ62Fe6H7+W5/IgIm+eLeyZ+aqjgyZdpIfl92aKfpP7kzn1M70+u5Gg6VehYwkSfaAhRAi\nV5IkB2A48CqwEZiKbNidAvxe0TmmLmtv8POqUr5XJmYaqnUldfNRzj3zJTZ+7qgcbDgz41OsvV1p\n9cI4/KcMqZU2a3OgNPR3NkbYGDrOGFHRUAZ9q507GPB+e1y8rBUR0wQYf2EHtquHs+enRF6/+xhT\n3wliyGRzF4EyP3UZC1buubZaSd97m3H4rxTa9nQuVXtMpYLpK4N5e9xxeo30wt7ZkoGTfHHzsWb8\nuCP8/gH0NZDJus6pBbdSRXNS5+sv6UWFOvZsaKCxQvVIfVtkvIFfJUkS1/vyPyFEhCRJh4EfJUl6\nFLgCjK/PTkL9u0Uuvv4D19Zsp8OKaXiO7IUkSQidjqyD5zkx6T0sHW3xvq9ftc9b25N7Tc3XVYnK\nkv0v/r+h9mrrOqt7ffmXkki8mE9QWN28tSvUkGpMVuHjfAjs5MTz4QfpNNCNDYHzyu1T1RhiyEpZ\nGQ3VKlMVK5lFxtizxExYxLBH/fEMKL3sq0NfV0Lv8WLJmGNMXxmMraMlLUIcGdQLXlsNfzdB/W9M\nyMOxLWl8+UwF1cFvYep9+XVNqCyzb1UWGVOtMRUVBqxNkv84SNSTn9P7wDvYeJdfkpKx5ywnxi+j\n36mPsHIrXxSzLPUx8NXG219DGcCrc23S9Fk4e1nx0BvtSn1e4f1a38tKb2WqIWJKjifvPXiCzoPc\nGT4twCg3S2XU5nLsul6dZwjfZfP459trvPVfWLmK8Dqd4PuXzrN3QxKaIj2qfDWd28H6pWVqD9XH\nM2JGa0x1YjaFEMSeyePJTnsb7fJrSZLuBD5AXq38pRDi7TLb5wEPIsfGWgHBgKcQIrPCdpqqkAHD\nk0NlN01tiZKa1EEpjE9jf89n6frz87iFB1d43NlZn6Ev1BDy5ZMmtVtXGGMtaSwuomKMnRAKrqYQ\n2f0JPokOx9nD+sbnppYmUKhlTBQyO769xqE/UliwoWuFY4op1l1jx6e6WnVnDoQQ2D47h4uHs1m8\npafBtBlVVoav62eknkRMSRprHhlJkiyAaGAocA04BEwQQkRV0O7dwNNCiGGVtVPfrqVapS5qnJQl\nYtcoUBfA5TMQcxLadIVqFM4u6x6JW7UZn/HhlYoYAK9RYZx8aDkhJve8bjBmkDVJqCwE3qj+YXWF\nNq+QtIfmcdfs5jwUtxPiamf1nIKZqOZkVXKy7eAKtx2WXSUVuYpMcVUb63ZqTO4mSZIofO9DLjrd\nx5G/U+l3n3ep7VWKmLqmAYiYRk4YcF4IcQVAkqT1yHnjDAoZYCKwrqqTNmkhUxXmtsBEbL8TFo2G\nQxEQ0A6f3m4kro6GsDtg2hLwNC4AsOTbkq6gCJvmlZc/LYxL5fSjH9Hp26dv9qWRDGRmYWGZf6FB\niRpdvprUUU/g08aeCYvawMmYG9sKcrXsPwF9uhg4ULHG1A81nKyEAJWlnAPFnBaZpkrO8cs4uFoR\nencDTketCBhz4Q+UTM8chyxuyiFJkh1wJ1Q9Ud9yQqbW3Ef/3gPvTJXXY/6VyfBhWwDomJ3PjpnH\n4ZHO0CEMCvOgIBdadIBnVoJT6eXTZU2+QqvDwlJ1Y+Ar239dYRGR9y6lxZMj8RohFyKpzxiYardd\nU/GxsIrPa1nQVGWi1xWoSR09A3c/G2Z/EVIqadrdxyLos8iLY1sk3pkjePqh2u2rQhWYabJSF4GV\nTf0mx2uoVpmCqynY+rsjqW66kC4v+4V7nm5RLpmpUdaY2hb7ioCpT+4BdlcWG1NMkxYyxoqWzH1R\n5Jy4jP/UoVjYlK+kXRURu0bJbqRj/zAk5l0sHbbc2GbpbM/w7/tScKUNuSevoHKyw9LRlmvf7yTx\n8Ta0WzoZv4cHIVkYzkhs29yLlE1H0M1phkpVfnDM2HUa9HrO9/2G87vMPHgaEglVCAOjBtDqiI+K\n9jWWenQ56QrUpI1+Ahcva+Z83QmVSio1OB89C3Fn8/j4TDhPdtjN9HFV1+xRqAVqOFlt7Dq81Pda\noAZru4pLpNTEGlOdVU0VPYv1ER+Tc/Iy51/4joxdp7F0ssPngf54juiJ1acrsTiVy52r+pTav0G4\nlBQRUxoj/h47D8HOyhOUxwMtSvwecP0zQ0zACLcSNEEh837yg8Su3ERRSjai6CP0hRqKUrNRJ2Sg\nScmi+eyRtHph3I1ikkVp2Ry/fxn2bXy49OYGWi8cj9/UIVhYGydobgwUV87QrH8Alg6GZyK7wGbY\nBd6stODcsy2+kwZyduZnXPtmB103zMfaw7nccS3m3E3Kn4eYu8iVdm+Uf2VX2duQXeSDSfXtqysS\nKqDtG6AAACAASURBVBEERr/9GdNmTcVLPaNOziThu53krv6BoDAX5qwJYeypreX2S80E79Z2eLWw\nRQC2NiU2Km6l2scME1XxBFVSzGRkg6N7xeNHXSaBrO+gXl2BmrNPfEbq30do9cI4uv38PGNi3mfX\nulMcXvAPfe/1Zu7azljb3hR+1RIxC6idZ8VMIsZUAZN0KZ+1iy6iztdhYSEhWUgIIRB6aNml6pWp\n9cWg0NIJC19dVW6XQ0BbSZICgQRksVIujFiSJBfkeosPGtNukxAyK5mF0Om4uuJPYpY8ic/4cBxD\nmmNhY4WFjRVWns7Y+LphYW3JiQnvUpSSxdXRv4Ek0eyjcHzGh9P+/cfI3H+Oi6+s5cqHf9Dt1xdw\nCPKvtN1Sk/fVKByCA4zq742BKxR0+1vx3QvnOdBvOou39OSnlqVzT1hYquiyfh4HQudh6+9B8ydG\nlNpu6WwPuVlGtVsjgWAOq0YjFyhlMbTC7PyCb8j+cw+9xzRj2BchdOzvyugT5UUMQGYOBJHGbbu3\n4eJomhZVMIFamqSKxcw2t844uqUYbTmp7xxVtYXQ6zk15UOQoP/5z7B0tpevM9iRB19ry4OvtS13\njEmWmOLvs6aCpp7FSzFHN6fywZRTjJzdnIBgB4Qe9DqBZCFhYQGuPjbARfN0to4RQugkSZoNRHBz\n+fVZSZKmy5vF6uu7jgG2CCEKjDlvo19+PVz8jtDpOPXICgouJtLxi9k4Bjev8BhNRi7/DFgJfm1A\no4bkWFi+g+G333yALixeR/75a3T531yD5zBkfehwagZxq7bQa9trWHuVT3Ym9HqQJGZLn5Tbps7X\nMSt4DxNfbcPQqf4GB8D8mEQOhM2j98F3sW/tc7Mvf90GE1rBD1fAsUy75hIOjVnE1KJbqaSQSVi/\ni6g5XzB2hgdj5gbi4CK/kVc2MB84CXfPkf8f3hV+++D6BsUaY37MnIW1ssnqr5VXuXoqF/2n1Rcn\nxgiahpp5vCRCp+P0Yx9TcCmJHlsWo7KtOot1rbiTKnuW6vCeqIyy3+fuDjN59t1mlQY/18vy60gT\njutWPo9MbdDoLTJCCM7OWkVhbCo9t76Gyt6m1HaDLo/3xsDrD8qBtst3QEEOEetCGD7xNACed/Yg\natORcodV5j5p/sQI1NfS2R30BL4PDSIvKo7cU1fRpOUgtDoQAhs/dyzusSfsHi/ahjqj14FOK1gz\n7xwhA90YMkVe1WTID27f2oeA/7uDK+//TvDH029ucHKDnrfD9nUw+np5WHOKhvoQMcVt1vQ66iA2\nRq/VcWbax0j79rP07y607VnePVgRvTvDxg/g1AWY0vDiMhsHdVh9uJiqJqzi6s1G2klLUbYWWVWf\nl93WENBrtJya/AFFKVl03/RKlSKmVuNhavn+qIn1paLvTZdbyK5uszmIZ5O01NUGjd4i0+rFcaRF\nRNJrx+vsODah+ifJy4ZZ/SA5loDJ4bR/9xF0eYXsDnqCwanf3YiuLyVikmNh9Ysw9RUIuJmh9fbb\nfif17yPk/j975x0eRfHG8c+mEEgjkIQWeu819F6MgBqUIigINopEBVRAmoqAVFGqCCigiICiNPlh\nUKr03nvvBBJCCunz+2MTcrlc2St7Be7zPDzk7mZn5vZ2Z777zjvve+IavjVK4Ve9JHkKByB5uCO5\nuZFw9gZR6/bjuW4N107G4+4h4e4pUbqmH5+uqpVjnTgLzYs9+U4MO6u+T7Ozc8kTnD+7T/v+hgUj\nYcFBm4gY7SUVg/4xpvRHn/Aw5zvZaLfSyX5zCL5ykJGra+cK5mXWAO2yxmRjB5FiCKWT1sLBZzhX\nqh2lhnSyeh/0TWyOImbS4h9ztMsk3Lw8qblymH1FjApYw2nX2G+1uWBPml+Yh2dBP0C3oI2UOrks\nMho4vUXm9i/bSZp5ks2HDcda0cvDKLh9GdJSufHXJcoMjyVvyWDyN6zIvuYjiB24BkpqJab84TM4\nuAlSkuDL3568LUkSwR1DCe4YqrMpn0rF8alUnIhPbpnVVa8iBfCpFMLWX0tC7ZbZH9RpDReOyAEs\nsNI1o1DEqNmWzs+ViBpLRUxKMuTJadnT9b3jT1/n8V/bGH6maQ4R42yDs6o4mBgxF1MmME8vN9Li\n5KV9S3ONORMZaekc6z4Vr6IFqbrwfT7wmGewvDPcJ9bebaRIcKZngEaYBkcRqY6M0wuZpMHLIcBM\nEQMQUg6WnpOtLFUasOOqm5ym8tOXYPVcGNQSfjwGBTJ3HCUlwn+rYc5OGNgY4h6Cn5z/SOmgZe6F\nGbk9HM71o0Xni+QtHpttCXkUDf6B1vUW1bFt2awBeTxmbeM2WB966rSUtDSKLW3PrSVbcPfxwqtw\nAN6VQijeLwyRHpoj9gVA1Jq9NHy5EN5+2beRksH57gO4fgdCHT0Ms6k8JaJFG1Mns8pNAtj2nb5A\npZbhqI7BQgjODlqASE2n6oIIgyLGkQWMWtukTRnz0zz82bKlNQQWfWZEsKU4vZChbmvAwgBQwSHy\nP03c3KDz+7LA+XoAjFslC4Udq6FKAyhdFUKfgy0rIbzfk8PUynMSuT0cEh7h9jgGr2IFn9QTuT1c\ntioFBDvuriAFsWcMofOcWlsgZWRQaHZzkhOTafPoV0RqGil3HxK7/wKXJvzG2cE/UOqjTpR8/4Un\nh7itWUvDseWevFY6QEdMhMjdcHQllNHeGKfWdlJr8ZSKFX2YM7FVbhJAbJ/9ZKSlA9a3ymRNivqC\nZNqDK1P+IHrbSRrsnMQHnrn33GbhSCJGzdguFj2seg2Wg6aSM2WNIwY4dBScX8iQPRGq8mO/NVa2\nyiwYCT2GwoIR8EnmDrFuQ+CzrtCwPRQuabgeDQz10eCA5+GJZ4APsXvOEtCkypPykfvzQsEi+o9T\nGVOi+pozoOut35p+MOlpJJ6/TWD7Orh7eyFJeRkcsAQqAb3KcHbvQ6Z1/wmfqiUIbCPnE0hKSCev\nr2m30B//wpGz0KsjLF4DYwda8TuowTMmXDQxd6LLH5yH/I0qcmnscnjuFUD/vfE0PHGnPUrk0oTf\naHpmDoPzL9Zbzh4ixlaB6CwVkzmuj1otYelEGP7DEyu7S8QYxqizryRJoUBzoBjwGDgBbBJCxKjf\nPcNIkiTYZgNn5dgH8EFzuJsCL70E73+T/dnyabB5BUz/J/f2ZxWoeWcYF79cQeND058E7buxMJJT\nfyTCpz+q6uxrjUHXmFnc1AHBqjf4w/v4fdGQgMaVqDSjb47UEABbf7nNj7NTaLBrMpIkUfCLISQ+\nSued6bIPlbGB+s59qN0d/pwux5CZshi2LNRT2JZWmWdYrOjCGpPfw7vJ9Kt7nKoLIjjs+6XBsqbe\nV7ruIXtaZW4v28btZdupu36M3Rx7bRk5V41znWMcS4yHgY2gyyB4qa/uA1pKLmdfDfQ+TkqS9Bbw\nAXAZOAicBfICzYDhkiSdAMYIIa6p3UnF3LsBp/fC6X1w9yo8uA0x9+RlozLVoVoTaNEZPEw0ROUP\nhGmRMGga9JuU87PuH0PUDXizOnw4A5q/YthXxZjQMGJlOFZ4MkVq7mVf00+p8t0A8odW4PGlu1DY\nMR0utAc2fYNZ1kBkKAS7LlO6vknALIETEETo5nEc6z6Vwy98SZ11oyFP9sfNexRh1cRd3N9wkOAX\nQrnadTDnOw7j7a8rPokUrQ8h4N2x8O4r0LgWxMbBvhOQkgoKg0hbjkuwGMSak2FAYS9q/TaMwy9P\nhK9fh1KV9ZY1ZenJEf1j7v6+i8Jdm9ikb/YK9a9ajj5d45S3L4z7A95qAUu2Qfm5MEl5WIdnEUMz\nujfQVF9kPUmSagMVAPsKmb9+hMOb4chWebdJ1YZQpSE0CYfAorLvyP2bci6kpRMg6rosPkylUHH4\n9dvc70sSfPAtNO0Ec4bAssnQridUawwVasMXnvIslpEAbt4g6c6p9ARjyQ4liTv9t1L13AcceWUi\nIjUdkZoOU0aZ/p2MYWaeIl0DmilPY1liRt/AqCTfjElbxDXwDPAl5N0wzg9fgsjIae1zd5fo9HFp\nDvz4PbwQStrDBDzySEZFzPU78MOfcPkm/DFdHoxXTb5MxVLncdd3OVjLV8YlXgyi5sQ4qslmPv7w\nRZJ2DuZGqY2qtWNvHu4+y1cz8iA/51qOI+QlUtPCpWgsKlERVp+Fnt0gagWM1rDM2Cl3nCPj9HFk\naNMD6raRtyCHlDNsDflwD0T1lHcpuetP6mY2GRnw3xrYtxFO7II7lyE1H6Q/BA83qNsWPNeBZEbb\nui7elGRZwBUrK8ezUcPZV6NdY0+N+oSHEhFjzuBlyWCjL5ne46v32FP/E+qsG8Wohv/kKvPoQQr9\ny/5H4zvLiOsRQd32QXR4LzuSdPjRSOIT5ai9O4/AXzvg4g14sTkM7QPnOrVj9ddX+Wv2NY7+kExI\nYbO/ggsTsccEOfVyV/Y2HErq8vtGLcHm3l9gv6WltEeJ7CrWi18ftcmR2d2ZsOW5M9lSvGkZzF0O\n1bSujR2upaUc7SjwkQkG+gKl0bDgCCHeVrVnCpAkSdDcBCEmBEQ1gDc/hyYvqtexLBIewdgkmBAg\nW2KGPg/3W0Kpz+TPd+zNWb55Q+N1WjNonFIy29QcaJWakZVaYqwV3ttS9jYZRuHOjSn9ySt6v+Po\nNvuJb9KO6AVrWHClOV6ZmY6TE9OZ3O0oJ7ZGU6a2P1WaBlA7LJDqLQvg4enGtZPxfNv7OD4FPPlz\nSDRllaXmcoFjPKWbyxsNLvPolWnQ1HxneGv7llmLltvGsXDwWb493Ngu7ZuDPc6V2b58D6Oge2mo\nFw1uGrGtXEImB0qcRdYAO4B/gHR1u6MykgTiQ1g10zZCxscfpmisbbbsCr/slv/WFjH63tMWN/bY\nYm3mEpMt0BfG3VwkScLN28vgxNH9s3JM7rqaAXOrPBExAD+NOE9eH3eWPmj9JEpzUkIax7dEc2TT\nAzYvvsUbEyvw3DshlNWTSNKFc4sWXXw8wZ/xPXuTmjwfWnd7arKDttg6jindj/H21xXt3RWd2NMB\n2iqbEBIewYQ35F1MUh7j5Z9hlFhkjgghatuoPyZhskUGICMZ9pWGBf9AGRs7yHbuAoEvQ+E3dIsW\nQyix1hjD0jbH535iNNfBL8tSo/akZepgFn/6OvtbjOSHU3XJH6x/8BBC5PCNOb41mm96HWfGsSb4\nFfQkITaVeQNPs29NFGXr+lGjdUFa9ixKSEWfJ8c4UkwNbZ42MWFvzu55yLgBUbh55yH29YVQs5nO\ncqYuL9ljso5gDnvX3GNO35N8srwmNdsE2rwPunB64aLJwyj4qB0kNIHys0DSsjm4LDI521EgZMYD\nu4QQG9TujKnoFTL6Juysifnql5BwDCr/km2uM2Rx0LSCmGuZSH4MHYtBvVOw10z/aHPFjKkCRl97\nevxlHHEnhS6UDnRnBi2gWtpRBsypoqh8erpgQPkdtHs7hFdHl+Xk9hhmvX2Suh2C6D2pAvn0xJqx\np5BxCRXbk5EhGPNLNS6M/oWkOl3ho7m5yjhaXBld9/bmJTf56dPzjFpXhwqh6oec0IethYvNYrmk\nJMtR45M6QKnxui14LiGTsx19QkaSpDggK3mPD5AMpGa+FkIIu+8H0ylkjE3azRtCWiycewtit0Fg\nJwjuDjPagIeOfbBZIiblLtxZCP6N4dvmusvqI+om9H0H3AOgynLzhUVW/03BkrZ0tadDzDiLkAFl\ng1/ynRgOVH6XRbdb5lg60kdGhmDN9KtsWniD2+cTKRiSl74zK9Po5UIGj3ta4mq4UM4cIkhLSGJz\n8fdh7m55g4IGjiJk9N3TG7+/zu9fXebzjXUpUcXXxr1ycMdca/HnXNi1DvJs0L8M6RIyOdtx+l1L\nWULGnGWT5Otw/3eIWg5pMVBuLsxpJ3+uaYWJ3QFnXoOANpB4BpIuQIEOEBgOBdqDh56nEiHg7mK4\nMhyKRkCJkbDzkKlfM3e/lWCpgDHU5jMgZva3GU3/D9xo/IrybUVCCKJvJeMT4EFeH2WxiswRMy6R\n4rxkXXtnhizkWnQteGdcrjL2FDOG7uPTO2OY2PkoU3Y3oEhZb5v1yVbixSGi56YkQ88KUPQ38Dcw\n1ruETM52FCwt/SuEaGvsPXsgSZKAPZZX1LwhPFgPFz8A/yZQfg645QORBncXwbXxUHExnCyQKYBu\nQvQ6eLAWHu0A31CQPCH1LqTck4+TPAABeYrKx/rWsp640BYW1hQtStqDXDuZ1BQy2pO9NSZyY4Pj\n9e83ErPtJN8vs05sDCXYym/IhX2ZQwRxx69wqMOXJC+5BZ45fbEMCRlrO7frq1ubpIQ0BlbeycB5\nVQl9Idiq7erimRIvmqxfCAt/h+obs8d1XeOvS8jkwFBk37zIS0pBkiQVQF5SAvAHtFPdOTc79gLB\n0OQkXBoCe4IBN1mM5CsPtffA/rsaZQHqZP5LgNgjgDvUaQGehTI9zNNkQbPvGhxOAlQQG2oLGM12\ndO2eGm96QjxTs/fay4/Ep1II7suXA/Vt1qZLwDwbRDCHOTUi8K1WgjJnP+RM9exM0UpFjLVJS0hi\n3MFW9AlcT+Gy+XItqV48FEdgSF7VRYwtBIzDiRdNvpsPpbRSWthqnHdiDNm/+wODkXMsHSRbyDwC\nZqvcL/uw6zg0/x4qaGRv3bE3W8ToxAdoKv95OAW4ofW5tfNyCoj6DfxsN8EaI3J7OLTI/b6ugdca\nIib8aKTqk35nt9UsTXfeZVelKJk4nGnZ0FmIYA4TJ/Xh8Atfwo/T5LD0ZtRh6sSfGhNP9JbjpD1K\nJD0+iZR7D4nZdpJHBy/iU60Ew2MTSbpyj4KF3OkYUYLwIaXwzOPGlaNxlKnlZ3IflfAsiBdFiXUv\nHoeUW1DgOZd4MRG9s6wQYoYkSbOBkUKI3Au5TysOfwH9ApfXQ0YiMAGoYb+uaMSX0WWZMcX6ol1W\nTUuMsYEzgjkczwCRoVoXbIqlE4U9t7U+zSLKv05ZCrSsjte/b1Bp6lsGy1pyHoQQxGw7wc2Fm4ha\nf4CAppXxDPLHwzcvHgV8KTOiKwHNq+LhIy+jivR04k/f4OSwL9ny0y0m72rA5aNxlKltHSHzLAkX\nXe/r7FtqCgz9DIq8a17k92ccg+YCIUS6JEmdgWdHyDg6BS5B0ZmyT865N6HGv3AoXr32TNgllXWD\nat7ESsWMrUSMUk7tiKF8qN035pmMPUWHGhj6Ps4uciKYw/Rv32V/y5HkCfSjzKdd9ZYzF5GRwakB\n3xGz7QQl3utApW/fJU+Q4etacnfHr3opxF8LydO1H9uX3eHs7oe0H1DC4HH6eBaECyh30s4lZh7c\nhs+6AsFQ/BMneJh2PJSse/wrSVIX4A/hzFucnhZSo8AzGPwbQdmv4WQHqL8D8pbKLqOWU7GZmGKZ\ncQQRA7Dnz3u8800le3dDL0+bYDEHU/2tHBGvwgGEbh7Hgdajwc2NMsM6A5ASFUvC2ZuMarrZYCRg\nQ8tLIj2dk+/M5vHluzQ68DUefqbtNJIkieT+A/mj3yTiolMpU0vZ8pfa16YjiBZNzNll9kTMnDsE\nI8PBuz9UGQX/7Vehh08/SoRMf+AjIF2SpMc4UBwZp6N5Q8tjyByIzTY9FuoJqdFwrAWUmQpBXeWc\nTpoCRElcHStj7jKTLUSMkkH22sl4HtxIokqzAqr3xxguwWKYp0HM5C0WSOjm8RxoNYrU6Dhitp4g\n4cxNAvzT+SOiBF2GlzGr3gtjlpF0/T51Nnz2ZNnIVALb1eLQtWQCmlZhnscHgH4Lkd0zRtsQq2yR\nv30ZhnWAIt9BUGeXJcYCnD+OjDW2X9uC0lsg6QqUn2u+6m7eEG5MgwfroOYWWbQAxGyCKyNApEPh\nPuBVWrbQ5KsE7irFe1AQ4VjXza5k0rFntuwBabMY3mQfbd8KyZHV2hJcYkR9nFnMZF0fjw5e4Ejn\nSVSY1JvCXZvQ+fJ0RjTbx4KrLYwGZtR1jR3uNIGQt9pS6OVGFvUv8dId3L298CqSW9ib43CsBEcT\nLllYM8ZP5Ivr4FgRKD3ODBHTyLX9WrMdJUJGkqRwsvelbBVCrFe1VwpxGiFTNx8cbwd5y4NvXSg3\nS0/YaQXWE5EOx9rIu5bKTM2uRwh4sAYe/gvJV2XRlBoFZSZCod7ZoscamJimwdT8MdpYY5eS0sE2\n8MuPOP3fQ774u26OXEpqtOXCOjiziAH910sEc/iy4yGadCtMu7eMR7zQrudg+y8oOeglgjvUs0o/\nbcGzIGAAIlfUhH71oOp58CzoEjIWoiQg3iTkYBq/ZL71GnBACDFC5b4ZxWmETOAk8G8KRfrC8baQ\nvzWUmWIg/LSRXFGp0XCsJRQIgzKTcycUyyJuP1x8X45rU2aq7CCckSj/S8/8H0mOUuypYBnFShmw\nlQ4K1pqglAqL+xsPcenNiUw/1IjAYqab4l0Cxj44u5AB3ddOBHM4tPE+Cwad4cyiRPyy843qFfaa\n9exvNYqyn3UnsE1Nq/fXWjiqcAH1IixHbg+Hr/rAqeJQeoKZS0ouIZOjHQVC5hhQWwh5M6okSe7A\nYSGE3e8OpxAyzRvC7XkQtQJqbIa0aDj+HBR8QTYpmkvqAzjzOogUKPY+suuSBO6+kKcweBYBzyC5\n7K0ZcHsBuOUFdx+o5A1e3pDXG5IS4MhWaNoJwgfA8sa527KSgNGHmkHAlIqLmP9OceSViYxfW5nK\njQNUacOF9XkaRAzoFzJCCL4bcBrp5A3WzQAPjWcWY1bKYU328ta0SmxuMsra3bUIRxYvoH6KiMgp\nnvDNQChzDDz8njkhI0lSe+BbwA34QQgxWUd7rYBvAE8gSgjR2lA7SqO1BQDRmX/bL92ps1LkXbg1\nG+6vlBNU1oiEQ7Uhfws5+JE5eAZC9Q1wYyrcWwYIedkpPT4zVcJt8K4utxUyBBYN0V/XwyjYuATG\ndoeX+kHv0frLqoCubdtZaA7wak1asQfOc6TzJGou+5jKjXeadKxLxLhQE0mS6D+nMrOb3mDcfBg7\nMPszY0uuackZeOSRntw39rxWHV28gG1yXKUnJsM3g+CT72FNZlweSzeBOBGSJLkhB9RtC9wC9kuS\ntEYIcUajTH5gDhAmhLgpSVKQsXqVCJmJwGFJkrYgP/a3AD414zvYBlvnIVKC5AEVf4QTL8ji4ptq\nsH8RfN1fjgtjdr3uUELPTyEy4HRnOU/UUv2WnycRJwM+ged6wuA2EFIe2vYwv19mojnYGRM1YLmw\nyUhO5eqMdVyZ+ifVFr5P4HO1AdOEjFrOji6M87RYY8DwdeTu4cYvX0GdHvBCc2igMAZmWorAM48V\nfePM4FkRMEp3cl2fuwEqhcIaLQFq6u7RHaYVdyAaAOeFEFcBJElaDnQCzmiUeR1YJYS4CSCEuG+s\nUqNCRgjxqyRJW8lOOjNcCHHHtL6riLELwB5qV1ef/BrIlpmKS4ApENoOYu5CWpxsXrQ2kpvsF3O0\nKSSPAi/DPh9P4hq8Phy2rbKqkNE1UFg6wCmZxHRNDEIIHl++S/S/x7g8eRU+VUrQYOckfCqanz7M\nHttRn2WeJgGjlCJBMD4CPvkGtv2Q7V5nyCqTmpKBh52EjCMLGEuFiynXn7ZAjVp/ADpOBofYLmMX\nQoDrGq9vIIsbTSoCnpnGE19gphDiZ0OVKl1acgPuZ5avKElSRSHEdoXH2h8lYkaFeCq5KNQL/n0e\n+k8CNzcoUhr6XoZFKrkb5asAPnVg2+8Q1ivXx9o3dFiLtSRXlNg2+x9IS8u5IK/nGHMJa7EWkZGB\n5JZ7oFVjEEyNTeDi579y74/dZKSmU7BVdarMHUBQWB2rt5WFmpmKn0WeRQGjyZvh8M1SWLsVOunw\nGNAOWzAoHjzy2MyNwuGxpYDRPm4OEaTFP+bRwQswouVTK2S27oetByyuxgOoC7RBTma4W5Kk3UKI\nC4YOMIgkSZOB7sBJICv7jACcR8iAbYSKMXyqQf4g2bm2bhsoVRX2/Q2o6Dcd9Ar8tyaXkNF3U3sV\nKYB/1WCKHn+PUoNesnp3UqJiubd2H/f+3MODjYcIDKtD2TGvEtC4stG+ZWHqgJKRls7+ZiPI36gi\n9TaNxbtiSI6t1baYII214RI6hnkWRIyxZUp3d5jwPkxelFvI6Iq95OYGqcm2TxjmSNYYe4kXXTw6\ndIn0krUgn4/xwg6IohAYtaDuuxqvv891Xd4ESmq8Lp75niY3gPtCiCQgSZKk7XLNmC9kgJeBSkKI\nZAVlXRjj+T6yY23dNjBgMgxsDOObQfXGchJGa1NwDTTJXiZScmPX/PUTDrQZQ8qdGMp9+TpuntbJ\n4B139DIH2o6hYNuaFO3Zkmo/fsC9P3ZzrMc0fCqFUGXee3iXLWKwDmMDS2JcGgsHneH5fsWJaCSX\n3bTkBncCHzF+PkjSGqt8F2vjEjr6eRZEjDHW1goj/GgkjWrC+evGywM0rwP8tAsm6p+Aku89xM3D\nHY/83kjuT0+yQkcSMFn1fZUvDP9893lk1Zqdjv1AeUmSSgG3gR7IIV00WQPMytwh7QU0BKYbqlTJ\nAuol5C1QLqzBcz1h5xpIjINiZWHoQviiG9y7bv1tzgPOw7mD0Lo7YS3WKr65vcsWoeG+qTw6cpn9\nLUaSePmuxV1JvvuQw+ETqDy7H7VWDKPoay3wKhRAiQEdaHb+Owq0rsGhjl+S+tD8BJjp6YLpPY/z\n8E4KE185wqKhZ4mPSWX52Eu8MbGC2QHuHIEI5uT697TzrHxPTQx937W1wgguAPGJkPg4+z19vNgC\n1htwCr3z207+K9efHeX6849XV7aFvEXcsStm9jwbW+z+MdS2Je2rec15BvqR8iAu9wfjUT3EhaMg\nhEgH3gcikVd5lgshTkuS1F+SpH6ZZc4AfwPHkOOrzBdCnDJUr5I4MquQzTr/Ak+sMkKID83/OtZB\nkiRBcydKsZB1sY7pAtUaQ49P5NdLJ8LRbTB1Y+5jzLXSjE2HUS9DhdqELalvvLwOREYGV7+Vwbpa\n/AAAIABJREFUd/U03D2ZfKULm1XP4yt3OfzSBAp1aUz5L7TFdzanBs6D9Ayqfj9Q5+fGBpg9q++x\nctxFJu9uSGJsGvMGnmbX73dp2CmYPWOjcpS1NFKws+Jolp1nTagowVjIgbFVI+keBpW/zXkNay8v\nPYqHMi/A8P81oHLjgBz13lmxg9MfLCB001j8apVBpKdz6r15SJKk9/4zBVsuLzma9UUfcdGpvFlu\nH2lrTHxY0zUH7JBsHkdmjTB9zOwkRTpMQLw+ut4XQixRpUcm4LRC5sppGNQSll8m7Pl/SU9K4d8i\n78G8vbKVRhemCJrxwLcfwLUztNs1ALc8lhnUAr/8iGsn4/FZMT/H+0riU8SduMqhsM8p/WkXSn7w\nokGrSPLtaHZWfZ8W1xbmytSrZLDZ/NMtjm56wJCf5f2pGRmC1dOu0OqNYrx5b1uOss+qkFETQ9eB\nS7Aox5iQuXf1MWPbH6JBp2B6a1katcXM//6D18flYfT6OuQPzsPilNe5+9tObszbSJ2/xuBXozQA\niRdus7fRUBrum2Z0eddcrC1u7ClgdPkkGRtTEmJTeaPEHtLXJ5rdLiDPBS4hkwPnTxq5TajjW2It\n9JkMP+sKNZoRNksWLmeGLOTa/RrQd4Lh+ox91/HA7zNh3fe0PjIaz/zKHcv03dhJCWkMKP8fY/6q\nS7m6ypOe3zyXwOjWB3jr64oc76HMdnr45a8Ifqk+xd/JGShQyaDz7+KbnNgaw6DF1XN9ZurAYyhx\npUsEuVALfRF+tXn0IIXxLx6mWEVv3l9YDQ/PbC8BzWt3ba0wNv90i59HnMfdQ8IjjxvJpStQffEg\n8oYEPil36KXxFGhRlTJDO1v5G+nGHFFjrSUrawuYLIyNC4mP0ugVsov0vx6b3f4TWrqEjCZPh5Ax\nF12iwFZrlaf24j29M83OfQdAwpkb7G85kpT556BAIcPHavZbs79CwPJpsGoGzfd9rmgpSOlN/fuk\ny0Rdfcx731VVVP7BrSQ+bbKP7p+Vo93bOWO0GHpyv7duH5cn/k7DXVNM6mP40UjWbIGx38Pen8Ez\n0wiV5SSpC30Dj5Ls2/pwiRwXlmCKVSs5MZ2vXz/GzbOJvD6uHI07F8bNTdmcodlOyv1HbC/+Nm1i\nf8XNy3bukPrEjJo+NuaKGKVjgqH7P0vItI1bYbl1yiVkcvBsCxl7kpGBZ7cCND40nbwlggE4N2wx\nj6/c4+77/5le37nDsGAkfqnnqLNm5JM69WHqDb3ztzvsWH6HT1fVNlo2/mEqY9ocoEnXwnQbqWep\njOzBVLMvs9IGsL3EO9TfMp5hlY3vMNIcYISADhHQoDp8acIyf9bgY4mAUdqGCxeGMObDpH3fCiE4\nHPmApSPPA9D983LUfzHYoKDR1caOcv2pvXrEk6Wmpw21rDCaGLvHs3xk2sQscwkZK2PSvtrMPAm+\nQohnfAeZFXBzo2Cr6kRvOU6x3m0AKDf2NXbXGULNu8Mp0q2psov9+jlYMAqvc/9SZkRXivd71+BT\nlbk3tG9BT+JjUo2Wi7qexJcdDlI7LIiuI8oYLKurLx94zKNg3wJcGf4FGX/WNjggaw8wkgSLxkK9\n16F2Jejc1mh3ddajBqa24RI+LnQxh4gc940kSdR9Pog6YYHs/uMey7+4yE+fnueVoaVp2bOo4hQF\nQe3rcH/joadSyNhCxCghPS0DyUqhLFzkRElAvGXAACAdeQ+4vyRJM4QQU9Xu3NNOoc6NuTRuBUEd\nQ8kT5I97Pi9Kf9SJWz9toUi3poYPjouBpV/Bhh+pMPJFSm74HndvL73FLXW2DCyel9sXHiOEMOiw\n+13/UzTtVoQen5czu61XR5dlQvhhBtfaTY8vytHolUI5BI2hwaVoMKyfCe36Q1hj8PXWW9ShcQkf\nF/rQFjMgC5omXQrTuHMhjm2O5vevLvPjkLOUqulLqRp+VGyYn0YvF2KR/yCddRZ+tRlHu00hZvsp\n8gT741W0AKU+6kSewNw+cZpJXnU9bNlz+7U2thIxSu6/5IR03PPl0fu55nlzpKCCzoCSXUtHhBC1\nJUnqiRw2+FPgoBBCxXC0ylBraUnpjWjoYjNUh+ZxZSJf5daifynWuzWFOjfm4ue/Urh7M0L6tNFd\nf0YGrPkOFo+FZi/TckFTvIoUMNhPa+wYEULwXsWdDFtZk7J1dDv8xkWn0q/MDn682YJ8vpY9eQgh\nOPi/+ywbc4GiFXz45NcadDq2SfHx4YOgcxt4s5NF3XBqXOLGuTB1a7yx+3r6vZ7EH79K7eO/cHxL\nNIe2JRLUsR7F+4VRsFXuzJPxJ6+ReOE2Kfcf8SDyMCIljVp/jMj14KJ0krW3oLHGuKdEzCi9z8Zt\nb8WFkT/T4L9JOcSgUnKcd9fSUg6UCJmTQG1gGTBbCLFNkqSjQohaanfOGIaEjCmJCu11w2X1p5HP\ndO7+vou7q3aT+iCOFtd/4N8D3XIfcP0cTH4bkGi87FX8qpcy2oY1b+bOv5TG08uNnuPK6yz3z6Kb\n7F8XxYg/jPvRKCUlKZ1hjfYxIjyOvl0UHjQZ/qwP3/4iJ9hzIeMSNo6JrWL7pETFcmfFf1yZtppC\nrzSk4qQ+epehM5JT2dtoKCUiOlL83ezrxp67jUzBmtv9rbGDcQ4R3Fq6lfsbDlJz2cdEbg+36LxE\nSp1cQkYDJULmQ2A4cBR4ATlPwlIhRHO1O2cMSZJEmHDMkPNK0VTmQgjSE5Px8Mmb4zMS4+SM1N8N\npfK4VygR0VFnskVN1LiRdx+F16b6MvN4E53lJnc7Sv0Xg2jTx/RM0llt6BoYyv8RSfO34dwaCAww\nUMnk7D9TPoKA5nBvs/MuLzkiziSGTN2tZg/sEaAwNTqOk33nEH/8KhW/fougDvVw88idnuDB5mOc\nH7aYRgcMRoc3SdzoW47K+sxaWDtukTlxY7LI+o1vzP+bh7vPUH2R7uU9U3AJmZwYtf8LIWYCMzXe\nuipJko7cq08ftsh/o3ljS5L0RMSkJSRR5u9uPIg8QsLpG/g3qEClzSPxr2u+74k5aN7ADapDzJ1k\noq4nEVwib66y5/bG0ntiBbPr1/UagHLQ7Tk5Wd6UIcrqzTMdShWFq7egmm4DkgszMMf50RbCwZR+\nacdZedbwLOhH7VWfErXhABfGLONEnxkEtqtF8IuhFO3Z8knOJcndDXef3Pe5NsYEiKZwMSR6LLVS\nqIk1rhO/2mW4Pvd/VuiNC22UOPsWBr4CigkhOkiSVBVoDDx1RntTVbwp5U0RPUm3HnD4xfH4VArh\n068DqNCgFHnyujMHZSJGrSiq7u5Q5/kgDvwVRYcBJXJMCLejQMRBv/j/kI5aP0bL6L5QsxsM6SU7\n9D5hst5DKF0MrriEjN2xxa4wc3mWRU1wx1CCO4aSfDua+xsPceP7v7n7+y5qrhiKez4v0mITcPe3\n3JxpyAqjBo4URVpz3PetWZqEczdJf5yMez79GzNcmI4Sj8zFwCJgVObrc8AKnhIhY6uL3lA4f+2n\nkNg950i+Fc3CHaXJ65MvRx2mxpmwBF0T0KB6t/lmwW2+a3w6x/t7j0ODavIWaH3HWkLxwtCvCzR/\nGyqWlJeYat2Ejytnt6nJgQdw6DQUKmhmgwYEktUYboM2XCjG0PLm04xX0YKEvNWOoj1bcrD9WO4s\n30HIW+3IeJxicJeNPoQQJN+Kxt3HCw9/byQ3t1xjnD5h48hWGVPRHqvd8+ahYOsaXJ60ivJjX7dT\nr55OlPjI7BdC1Jck6bAQok7me0eEENbz6DQTJT4yjqTOszAmRoQQnHhzBulxjwnqUI+0uMekxSaQ\nfDuGpOv3Sbn7kHKfdafQy42eHGMrD/3UVCjRHrb/CBU1fI1HzwY3N9MC0ZlKejrsPwkPHsKDWJiz\nAhqlwLd1c4qZfQ/gpQOw4DMIb2ViI7YQMEpxCR27YUsx40iJPG8sjCR6y3Fq/vIxd1bs4O4fu5m/\nQn+akxwRgqNiubVkMzcWbiL1/iMyUtJIT0gmT5AfBdvVIvil+gQ9XxfPAr456rD2Fm5HGfN1/a7J\nd2LYE/oxVecPJLhjqNl1u3xkcqJEyGwFugCbhBB1JUlqBEwWQrRUu3PGMCRk1LZMWDrQGRu80hOT\nOTd0ERnJqbj75cPD3xuvYgXJWzwIhODE27OoufwTPmuzw6J+ZGGKBWXYN/L/mv4q7QfCgK7wchur\ndEcRDx9Bm37wvARf1YKHqTDtNMy7CUvGwYstFFbkSOLFFFxCR1WeRTHz+Mpd9jYaRsubP3Jn5U78\nVy9l2ArjG1SHzSjJxc9/pdDLDQnpG0ZAk8pIkoRIT6f7zW84tPEBK9f5ELPlOJ5B/nhXKIpPxWJ4\nVwrBp3JxfCoXZ8eVd57U5ywZrfVh6PeM2XmaIy9/Re3VIxnddLPi4zRxCZmcKBEydYFZQHXgBBAM\ndBVCHFO7c8bQJWRste0uC0sGO0sGL/9Rg0l5nME70yuZXUcWpi4DXb4JDXvJgefqV4fxC+DH1XDw\nVyiY3+LumMT9GGjbH0rEw55E6NQKPusHpYopONhZBYwxXALHath6mclWgkbTCqItGg4+/zmPr0aR\nL/4+3UaXpcOAEkDucWJtrTDS0zL4YchZjv4Tzecb6/JbqU9ylNEej2elDSDpWhSJ526RcO4mCWdu\nknj2JnHHrlAovAE3e24AD0+d/VKKvUVMFoZ+yzu/7yRuwnd8c6iRzgCjxq4Dl5DJiaJcS5IkeQCV\nAAk4K4QwHqveBmgKGVtst9OHrcVMBHP4pMEe3phYgVptA40fYARz/FnWbIH3J0Gb+nDiIvw1C4oE\nWdwVs3jwEL77DV5rD+VKKDzIRBFzMhYmnYJ59cHHGaOMu8SNRTytgkYX6YnJXJ68ip4NzxHaUfas\n1x4jhJB3BHaeKY8/Q1fUxCe/LEB05VDLQt/3SktI4liPaYiUVB4M3gY+2UE3TRE0jiJi9JH1/d/L\nmM3ASjsZ/FN1KjfWH1NC3/lyCZmcKLHIeAMfAaWEEH0lSaoAVBJCrFe7c8Yw9+Tqw9pZj5U6D5oy\naEUwh3tXH/NR3T0svtMSD09luVT0Ycl3nrIIdh+Dn8aDn/5ldHXQFCKmTNJmWGEuxkHzf6GkN1Tx\nh0WNjB/jQgXsLMbs4QRsD0GjLQb8F0YyZBo8TpZfF/SHizfkv3u/CBM/hA31TIupoouMtHTOfDCf\n2N1nifvsPwjKNqsqFTOOLmQ0WTP9ChcOPOLjZcaD5GufN5eQyYkSIbMCOAj0FkJUzxQ2uxzF2Vfp\nybXnFlAlA6DSAWugmM24Fw9Tto4fvcabFrNFE0feEmsQfUJkuI7PNSc+C5aR/r4NHx2CWfXgo8Nw\npIP5dbmwAnYSNPbezWQLUaMtBMKPRvLzeug9Ome5+WPg3c65dwxaOtYJIbg88XduLfqXev98Sb5S\nhRT3HZxLyMQ/TGVInd30HFeeVr2UrIVnYyuBkMXTIGQOCCFCtXYtOUyKAkMn1xEma1MHP2ODVaP/\nfcEPQ84y83gTs6wxjnBOzMZOPi1CQO2NcOcxDK0Cn1SxTz9cZGJjIWNvAaMPS4SNkglf51gxGbbc\nhd57oOsrsjUmr56QKEot0br6sm7mVZZOjyH0ny/xLl/UaF+zcCYhA3D1RBxj2h5k8JLq1G2vfG3e\nJWRyomS1P0WSpHyAAJAkqRyQrGqvrICzTtiG4s2I9HS+HvqAQVMqmiRinPVcPMHOTrmSBKOqQfed\n0LO0ffviQn0cVbhooz1pWzPGlD4RA9C6MBxtD29thf47YUljjTIaIjP8aKTBc2moPy99WAovb3cW\nthpFzV8/JqBZVZ1Osc5Oqep+jPizNl91Osynf9SmWnPDCYBd6EaJkPkc2AiUkCTpF6Ap8KaanTKF\nE9uiOfpPNFdPxFO5SX5CXwimRBVbO2zoxtoD4qNDlyAjgwYvBRsvjJMLGBuJlwwBW+9CkBfUNDCG\ndC0Bad3B3TKXJBcOirOIF0Poeggyx0KhZNwo6AVzQ6HuRq0PJmOSmDFE2LvF8fb3YM67s8lISaPI\nq80o0r0ZfnXK6hU1c4hwOqtMlSYBfPxrTSZ3OcL7P1SjwUumLae5MLK0JMlXS3EgEWiEvGtpjxDi\nvm26ZxhJkkSF+v7UbBtIqRq+nP4vhgN/3cfdQ2LaO495vaPuqK8mY2hSNWDmtmasmQjmsHL8JeKi\nUw1uuXZq8ZKFAhHz53VYcBFWN4c8ufPdGeVeEiy8CD9cAi83iEuDI+0h0BU53HGw4hLS0yBUbIHe\n8UPHPSkEBKyCyy/JwuYJOn43S87/bDGQ+ONXubPyP+4s246btxfFeremaK+W5C2me9ems4kZgLN7\nHzK561GqtyxIn8kVCAzJzLuXmsHlI3EkJ6YD4FvAk0G1druWljRQ4iNzXAhRQ+2OmIOukyuE4Myu\nh6x4dz/5fWHGMKhZEbuEnNd385rz1CCEYFjjfbz2RTmda6lPhYDJQuO3Wn0DdkZBr9JQM0Be35x/\nAb44ARX9oE1h+MLEq/PcI2i3BcKKQP/yEFoQPj4si5uluhN7u1AbK4kWl2AxD6Pjh57xs2EkTK8D\nTTWNxFYWMprMFgNps3MCW366xd7V96gSOQX/2mV1lnVGMfM4Po3fJ17m73k3aNajCPevPebk9ocU\nKp2X2AA5lLp/aHmuTl/jEjIaKFlaOiRJUn0hxH61O2MO2qJAkiSqNC3AmBPPcWv0Jtr1h2kfQW87\n9jELTQuLqWLm55EXAKjROnfyoKdKxGix9gZE3oGV18DPEzwlyOcBm9tAQhr03WeakDnzCNpthrE1\n4B2NHJzl/eBKgvX770IPVhAuaosWQz4nzjhJWhsh4NZjKGh6OiazeV+aC80KULVZAYpX9uHS9Cnw\n0zydZZ1xmSmfrwdvTKhAu7dD2DjvOi17FePDRdX5OWhIjnJXpxtOzfOsoUTINAR6SpJ0FUhAXl4S\nQgjjm9/tiLu7REQPaNNADmPvXwVeLm7vXuVE6Y22+adb7PztDlP3NMTTK9tJ46kUMFpPfhX95eWe\nybVh132IToaXQuQlw7hUOBcn+7m4KdD8p2NlS8xXNaGPxkNcegZMPwNLXPFhrINKu4qsLVws2fWj\nfayzTZjarK0VZng8GU6ue/PYQ3lZtrK/VjkdWOIro4+WPYuyYtwlGiUm4+6te03YEcSMEidsbTeC\nouW8eWtqJUXHu1AmZJ5XvRcqUqWsHEq/w1sQkg/qWx4I16oY2oIIcHpnDIs+Psv4LaH4B8mPPk+l\ngNFD8XxwKFoWKs20fJz9POWnweuJUMqIf/fmO/D6bphaG94oAzt/ld9v+hr87zYUyKNlHndhHBW3\nQTuSaDGlfntPmpZgqphZfhVe6gTSUNW7ppOAwl5UqJ+fuuvHc/TVcXrL2VLMmHOdaR+jeS25RIwy\nlAiZOIXvWR1JktoD3wJuwA9CCLM8XepVhS7hsO+S7YSMOfFjtG+2w5H3md7zOEOW1qBUdT/g2RIx\nAO2KwOBDcCkeyvrm/tyYJSY1Az4/Dosvwy+NoW2RbBED8t9SC/nJ0oURnES42HPwd3ZBo0jMAHuO\nwQ8bYd/rtumXPlr3KcamhTcp9KrhcmqJGTWvtadVxBib1yVJagmsAS5lvvWHEGK8oToV+cgAJYAY\n5GWlAOCOJEl3gb5CiIMmfQuFSJLkBswG2gK3gP2SJK0RQpzRLKf04lSy9GBPtL/H9uW3WTjoLCNX\n16ZK02cotoBWhN4i+WBwJfj0CKxslrOoEHA3CQrn1V1VTAqEbwcfdzj8PBTOp7tcvu1wwlN29i2k\np65nChsFnHM2q4spqClolKY+UYvoWOgxXI7uWzpE+XFqLC816VKIHwafwffibbzLGQ6cZ43lQEe6\nxpwRpfM6sF0IEZ6rAj0oETKbgN+FEH9ndiQM6AIsAuYi+9CoQQPgvBDiama7y4FOgPYXVoSC3JiW\nYWTwN8Vx8J8fb7Ls8wt8+U89Stfwe/L+M2WN0TBjf1QZKv8F2+9BC40QCw9TZUtKXh3br4WQnXpb\nFoJpdbKFrKY1JgsvoEYqzPoTxr1m7S/iBDh5pFxHnlysbQnQHAN0CRprJLs1ZJURAt75Ajq3hZfb\nKG4qR/+sYa3OIk9ed1r3LsaBib9TdX4Ekpty06qu68aURJcuzELpvG6S6UGJkGkkhOib9UIIESlJ\n0jQhRH9JktSMuhECXNd4fQP5JJjF42TIZ0a8EWuhdDC7ciyOJcPPMWlnA0IqOkZgP3vj7SFv8Xxv\nPxxunx03xt9Ddvp9kKw7/suVBNhQxbg17i5wHFjwgrV77uA4uYAB55hkrClmtEWG9jnNeq3WQ8+f\nm+HsVVgxRZXqdWLs3HUdUYaznQ5w8LnPqb74Q/KWMN/ZzRmuJydH6bzeWJKkI8BNYKgQ4pShSpUI\nmduSJA0Hlme+7g7clSTJHchQcLyq/PrFhSd/V29VkBqt5O3J2jfyowTZOVQVrDQhJMalMbXHMd6e\nXimXiHmmrDFZaFhlupSAJZdh0mn4rLr8nrsbNCgIe+7DC1ombkmCqvnh1KOcS0pNX8ttlZkFdEZr\n94WZxKTIAssVAdg2OItDpLXFjDXKGDtee8xJS4MRM2H2p5DHgrHU2ktM/kF5+GpbKKsmX2F9vfd4\n59vKHH9t3FOV0iB663Git56gAfvs3RWDHN8azYmt0ZZWcxAoKYRIlCSpA7AaqGjoACVC5nXkNAWr\nkeOR7cx8zx0w4mJlETeBkhqvi2e+l4PXviivqLKEx+ZFgDWKlURMRoZgWo9jVGtegNZv5MyE+kyK\nGC0kCb6rD6F/wwvFoF5mOJ0mwfDbdehYLHcU52r5Ye8DOTeMPo4BZ4EN3Szv4/1kKLsWnisCq5pb\nXp8LZTiLmHF2Vm+B4ALQzgphCqwtZtw93Hh1VFnqtg/imzeOU2xFXzwnf4FPZctibpiaz0otxrTa\nDq0A5Plu+dhLhoqrgqLv3irzXxZjO2mXMDqvCyHiNf7+nyRJcyVJKiiE0KuQjAqZzHQEH0iS5COE\n0A4ZdkHXMVZiP1BekqRSwG2gB2C2B0PbBrDyT+hkzVgyVjTNb5hznbgHqYxaU9t6lSrF0qjHai5R\naFhlinvDoIrww8VsIfNBRQjbAh8ehBn1ci4jRVSANpvluDPV8me/r2mVuV4V3s0MsgdwOBq23pMd\njE19oPN2l1MdeGhZY9Iz4HYSpGXIzsTeSh4fbEHW726jJSY1nVQNJVt1YT0CA6yT9kUtR+Xy9fz5\n5lAj1s+8xrLmIyjUqQGlh3fBp0Ix4wcrwF6i2RHi4VgJo/O6JEmFhRB3M/9ugJyBwKCZR0mKgibA\nQsBXCFFSkqRaQH8hxECzv4pCMrdpzSB7m9Ykrc8Nhk3WtGTExkGZF+BwK+MxR3JhxkBv6EbVHtBv\nnElgRPN9TN7VgGIVcnfObIuMPbJGqzEpanyPS/HQOBJuvpwtGGJT4MXtUMobFjUCzcTgy67AR4dh\nQ0uomzsoMi3/gZHV4PmikJwOdTbKTsT9y8HnZiTmiE0Bd0mOeBrxl+x78wDIj2zCfJj5fxXgPeBd\nR3MutqHfjJq7bhxR0DjTRKRrzDl9CV4aBBfW5S6v5Le09W6rb2P6cHX6Gq5//zcBjSpScnA4BVvX\nMGnJSd9vZq/rK6s/tgr9n4UkSSJMmB5NOFLqlKufuuZ1SZL6IwfanS9JUgTy8JgKPAaGCCH2Guyf\nAiGzF+gKrBVC1Ml874QQorrJ38rKmCJkAEbNgpv3YLGOeCQ6MXNQ13Wj6hoY1tYKIzUlg0+b7qPd\n2yF0eK+EzvpMFjL2EDDaWHtC1PhODf6WLTFvlMl+LzENuv4n51/6tl7OQ/+8DgP2w6Ta0Lt0tv/K\nyVhoFAk3OkH+PLDgAiy9AiuaQqW/4OdGEG6GBW/dTXhlB7wu4EUgGMiK4i6Qw2NvBRYgb/lb2kUO\nyOdwOOk2bG0cQdSotXNJE2ueR11tJCWDbxN4vAc8Pa3fprXJ+t3TE5O5vXQrV2euJz3uMcEvhhLU\noR6Bz9XGzcuws4+x381e15YugaAm1hQyaqDIyC2EuK6lYtPV6Y510XZYG/YmlA+Hs02gkiHHTgsG\ncFNv7L+/v4FvAU/aD7DSmpcjiBiV+b4+PL9VXqZ5PjN0hLeH7CdzIjZ3+VdKyMtSgw/BoIOyZaZW\ngByZdF59WcSA7Esz/Ci8vAOq+kPzQrnrUkLzYOhTBtZfklPGa/ohS4AvssBpA3wPlF0lPylM7QIB\njiRotK8llYSN9qRp7cnRUfwc1Ebfw5KldWSxcSc0rO4cIgayl4Hcvb0o3u95QvqGEX/yGvc3HOTy\nlD848+ECKkzpQ+EuTcxyDH5aryNnRIlF5ndgOnIQm4bAICBUCNFD/e4ZJkslKnnaybpBJyyAU5fg\nlwCtAionsdM1QPxWsS39y/3HmPV1KFdXv7JSbJFxJBGj8hLTzihZcCxskO339N5+qOIPH1bSX0V0\nMhyIhv3R0KpQ7rQEK6/JAuenRuBr4S63Dbeg5zb4Agg1UO4qsBTZi74LsKC7E+16UtlqY4vJ0hYT\nki0sMsYwdXzSpv1A6NkR8o9ybAGjiaHf9sHmY5z76Efc/fJRZU5//GqW1lnOEYWwyyKTEyVCJgh5\nPasd8gNlJDBICPFA7c4ZQ/vkGhsswo9GEpcA5V6EfxtBjSwxY4NMvLoGig8PVWP3qruMWV/X5GNz\n4UgiJguVxcz+B3Lk3k8qw5tlofEmmF8fWhnYpaQYJX1XcM6335OXvN5MhnAMR3m6DUxCDp0d2cPx\no1ErwsrXgK2sANaerBxByEDu86e0roePoHBbWPqwLV7eurd/OmJ6BmO/o0hPp8IPo1k66jxDV9Zi\nR+sxNuqZZbiETE6MChlHRt/JNXQjhR+NZNavsHYrRM6znQe+LvP5+lnXuHUugX6zqph0rE4cTcio\n7V+R+X2vxMNru2DPA/i4spwUUtFvaq3+KTjvp2Lhjd1QOgY+MlI2GfgYaFUJvjGsb501Lq21AAAg\nAElEQVQTK14XtlzasIawcUQxo7QeIaDRG9Dq85o07Vokx2dKsjvbA6W/WQRzOLYlmmk9jjFhaygl\nqvg6hNXFEC4hkxO9QkaSpFnIvok6EUJ8qFanlGLo5Bq6eTociKRWdxgfIYfatgRDg6nmljldQubv\n+Tc4vz+W9xdUM9qO04gZG0eLZbKcGPJukpzd/GA09N4DdQtAr9Jy0skn26HV7JuRc/8oVY6B81oc\nGJt+HwERQERt+NiwxnVuXNYau4gbc1MarNsGg37045vDjZ74lJh6LmwpapT0TbM/m5fcZPnYS0zZ\n3YCAwl4OLWZcQiYnhlbiDyBH2MsL1AXOZ/6rTfYmDIfF0EX4v9Aw+vxUn/cmWNaGMRFjjLy+7iQ8\nTLOsE47CcGwvYjLb9RwhO/MCvLANupWUFXiHbdBxm436ZqQNf0/4rSnM9YI7RqryB6YB08/CYtvH\nvbIdk7Gq+A4/Gul0wSPnEJHrn7msrRWmqph7sQUgwY7lxq5g/Vj6HU1px1Ta9Amh0SuF+PHjc4Bj\nLZG5MIzeXUtCiCUAkiS9BzQTQqRlvp4H7LBN9yzDUBChyk0CiI6XSEoW5DUjY5SxAcNQ4KSsY6s0\nDeCHwWfIyBC4WcMhQitztOrYQ7joY7jsfzKzjpyZt6IfTBoEvV+0fT/0nf9aBeRt48ti4KMbuT8X\nQByykOn8Glw6DUcfqtfVpxFH30mjBM1xw5zJ1JRzYChBpDaSBP1nV+br14/T8OVCeFmQvE7NAG+W\nCKXStfw4Eml3988nRG6XE0CHtVhr5544Nkq2XxdAHluzIuv5Zr7n1EiShE+AJytLNab3nW0mHat0\noDB2oxYqlY/8hfJwfn8slRpqb6PK3abip01NgWEtUeNIosUA3Z+HTq3AK491/J/MwoCgHFYFqm2A\nRy2hg0aw0fvJ0H8frL0JPUpB8QQomrlU9lTjRD4z9oromoVaE78pY8tw3/2srleI9TOv0WV4GeMH\nGMDazsHW+H0e3kmmQNE8VqvPXLIEjL7XLnKiRMhMAg5LkrQF+aG3BfKOUqfAkPL3C/Qk5k6KSTey\nNZKxaRL6QjD71kQZFTJZx5psOndgAWLuWr0xzLGwqYKOc58X+D4KeuyE+Q2gcwlISpejFXcqDrdf\ngdnnoN5GaFMYUuyellVFXCLG7D5YW9SYMrb0nlSB4Y338fLHpRRGIjOMKd9L7d/h8tE47jV6iTnY\n2pSbjUu0mI6iXUuSJBVBjiEDsFcIYf4iqRUxxQFJ1w0y480TVGyYX2dEXWsEl9JVp3YdFw89Ykq3\no8y70MykoEzO4gug5gTjLOdAF4dOwwtvwYSaEJUs77r6UyPR5MFoeP8A/NQYKvjZr5+q4BIwVsPa\ngkbpPVX6DV/eX1iNig3kJGaOfp70oXn+bpxNYESzfdQ7txjPAkrDv6uHQUHTUnI5+2pgaNdSaSHE\nFb0HyrNuiBBCx2q/bTDn5GpeuP8susnhvx8wdHlNa3dNMUII+pXZwai1dShd0/QZyxEnc3v4KTji\neTDGuavQ/C24Fw3n1kCFUgoOcoSdaUpR0RroTALGlCdsc3wh7CFmPpgEcXUr0HlozuUlZxI02udt\nyqtHKVvXn7ufTrNTj5Tj2rWUE0NC5jfkXU1rkHcvRSFbxssDrYG2wOdCiE1qd1If5p7crAv4+ul4\nxr90mO8vNDdyhLrM//AMgSFeFq0522oidwZnSmcSNTfvytmxSxa1oBJbixtth2ZXokmdWLJEYG9B\nY+weWrcNBi3y4+v9DXHXTveO4wmayO3huc6p5vk6sCGKuf1PMfdMU37wGWTr7pmMS8jkxNCupW6S\nJFUFegJvA0WBROA0sAGYIIRIUruDauLp5UZGuv0DApar68eRTbk95U3x7Dc3YqeSupwNff23hcA5\nJu/cpGpZ8FDgP+DvC3uOWShk7LTt3ZY4kwUGLPdz0DXx2hJjPjMZHzxH2WWbOPfJPwx/K/fvkzVu\n2S2popHzr72kNPPNE4xYXYe8PlZw+nFhcwz+akKIU8AoG/XF5giBWcnCrE2pGn6s/eYqkPvGN9fB\nz9nFiBpYM4GeNo/i4dMZ8OcWyO8L1+9AzYrw8RvQ9Tn9x81eDiNngThiUtdcWBFHsx5kYaqYsfaW\nZn1iZm2tMCRg4WcQ2hNeaQPhROb4PAt7CBpdIkbfeYyNSmHcC4foPakim5uMYrPanXOhCs+0/Iy+\nlYx3fvufgpBK3tw6l2j0Zlcz9oKL3CgVPunpgtGt91OodD5O/XGbAv6ysNl1FLoNhTYNoGD+nPVm\nTRAXMz3MDpyEUOMBnp85nFWQh7VYa5XdJ/a2zGiSa5dhCAzrA+Pmw88awUV1bWowFFdLbQydv5Xj\nL1GvQxBn3/7Khj1yYW3sP4vbkX8X3aTFa0WMF1SZfL4epAl30h8n457P8N5hl5hxLIQQLB97EQ9P\nNwYtrs4OtxpPPgv3jaRoECwv1JTilX1yHLe2VhjxMams+mcL0z6CNz+Dg7/K8W9cyNhKxKg1yWZN\noLb2lVEbTStNtzCYvjTLup27jKML0fP7YvGbNIyC9u6IC4tweiGja1JXYtl469EM9vx5j7lnmqrV\nNcXMIQLPgvtJjYk3KmRcOAYZGYIjkQ/4ZcwF0lMFo9fXyRWdeW2tMNyK7SUuOlVnHf/8eJNa4UUp\nP606vpeO0mu1D29MqGC0bWdyZjYXW0+AaloMNMWI2juY1CSXpWUylAF8k+H4eXkpVdcxIP+etrLK\nGLOGZc0Z6WkZXDkWx6La/7CY6qr3y5oPoE//CGAaRoVM5jbrnkBZIcSXkiSVBIoIIfap3jszUbIu\nO/rbwtTrGERAYfOEg7UsI3OIIDU2gfTHKUjuukN+CyG4s3wHgWG1yRPob3Gbtkbf7+BslqWUpHRO\nbI3hwF9R7F8XRT5/D7qPKUvjLoX1ppgoVtGb45ujqdIkd8DDvavv0f2zckiSxMB5VRhUazd1nw+k\nWgvDz4dqBRJ0BOz5BK95Paotakzx47AFSq8jXeW6lIDPhsCqtaBnCHsigmwpZowRfSsZnwBPfPJ7\nWq1dZxvTnhaUWGTmAhlAG+BL5HQwq4D6KvZLVdLiH3Nt1l8U3T0F+MOkYzVvQksn6Kzjr81YR3B4\nA7wK557sMpJTOfH2TGJ3n+XcsMVUXzJY/iUM1GnpzWRsoNFXv6kDlLnt2IPty28z773TlKzmS+gL\nQYxaV4dS1X2NOou/9kU5Pq6/l5a9ilK4dL4cnyXEppG/kLyWFFDYi0GLqzO91wlmnWyCt58yY+nT\nJGocaRlCbSdVNUSLqfeLta6XcTUg7CIMngozh+tPDWJrMWMMIcDdw/6bPVxYjpLRsqEQoq4kSYcB\nhBAxkiQ59Ur+zYWbKNi6Bt7liyqa+M2ZoJXWmRodx7WZ62m4Z2quMqkx8Rx5ZSKegX40OTmLmB2n\nOPHGNyx5w59e48vnit+QVafag4StBiFd7aidl0X7qVxkZHBhzC8kLNvOhK31KVPLtKCFhct4Ez64\nFAsHnWHk6tpIkvSk7eSEHeT1zX6Erds+iJptCrJi7EXemlbJ5O+kSwg4i7hxJBGjiS2sNNbAXiIG\nII87/PkNdHwf3h0L34/WH3rA0cSMi6cDJUImVZIkd+TkvEiSFIxsoXF49N0sDyKPENI3e0+sGjeU\nPjGj2VbixdscDp9A8b5heJfPGUhECMGJPt/iUzmEKnMHILm5ERRWh+/2VadfmR2EvVucouW9rd5v\nR8fWIu36nA3c33iYevvmsyE4v56jDJMxNJXTjYfxbvhDSrzXnqDn04nacJDoBC9WFn4fD/I9uVZ6\nfVWegZV28ubUilYJDeAM4sZRRYw2jipq7CliABguZxHeNE/epdc+AlZMhkAj6ePsLWYSY9Pw8jE/\ng7cLx0GJkJkJ/AkUkiRpAtAVGK1qr6yIrpvFwz8fGUm6HTCt2a4hHmw6wvFe0yn3xWucrjqXy9tz\nTlqhGRNIOH2DWr8PR3LLtrwc2xxN1RYFcokYRxpYnxYSL93h4tjlNNg1mTxmihgANy9P6u+YyJ1l\n27k4djmn+s8lIzmNuutH4+Gbc7kpsFheue1HaVZdu9fEkcSNs4gYbbTvb3vcf+ZYJ636O2sFRfT1\nhnUz5LhIDXrB33OhfEndfcj63W0tZjTP2dUT8ZSqbt2cSq5dpfbBqJARQvwiSdJB5JQEEvCyEOK0\n6j1TEY8CvqRGx9m83awb9sb8v7nw+a/UXDmMA9JInWUvjVtJmVHdcMuTPZkJIVg97Qq9J+Xc2eIS\nMdZHZGRw8t3ZlPm0Cz4VQyyuz8MnL8X7hlG8bxhxx68gubnhWy17lNccAIOK5+X+9STVhIwuTBEU\njh412lj/1OiDtfzGLG3PEGqJ1azzGX40Eg8PmDIEypeA5m/DhtlQp7Lh4+1lmblyLI5SNXyt3nZW\nfS5BYzsM5VoyuHVCCBGtSo9MQJIksUYoG5Q0L9br3/2Pe2v3Ue9/n6vVNb1PbLd+3sKFUUsJ3TIe\n73JFdW8TTE1Bej4fbR//hptnttZMvhPDoWp9+fl+qyfLDi4RYz7a517TAfPy1D+49+ceGuyYqHc3\nmRpEMId5A0/x8G4KQ1fWwt1dMvgb23OwVCNDvLmYM0nbuq+W3KuW/s5qiBhjlr3vVsL67fDX7P+3\nd95hUlXnH/+8M9sbbKH3JkW6gCAKVsCfigaMXRO7EWPFEjWxR9HEEqNR7LG3KNgBFUFFmvQmvS67\nLNt7mfP7Y2aX2dnpO3fq+TzPPjtz595T7jn3nO99T3m9u9botszxHs4c8wuXPNKPn077W1DjDQRn\nyzzta8kOdxaZlVjnxQjQHSiyfW4L7MG6hUBE0uXKU9n9zGcc+nw57c40ZvFV4xu2/cN56KuV/Dbz\nNfciphGTqZmIAagvqyI1M06LmFbg7p43/bb+Z3j0K3hxOfN/OmI18Xalia8boNmH+xwzsDxVx5Yz\nHuTGGSYG/udPLleBNJ5vTzCFTaQOCzUSbCHmy3BUJLzNO9vB154zToAHXrSuDvpseGjriuP93Lel\ngoK91Sw+6R5aurwMLNpCYzwuLTJNJ4i8BHyilPrS9v10rMNL1wYhfW7xxSIDzRuOw/NXs+Hq5zhu\nw7PEpSYZkbxmlKzYyq+nP8iIuffQdpzV1uqyw6urRU5P5bTaj5sdLv11OxuufJZxq542OrlRiVcC\nY982uPUUuOnfMP4s4xNlw1Ek1ZdWsnLSfaQO6Mqg2dc3G2L0hVhoPI2c3xPpYg2Mn//kymGtUtDm\n1HieWTOO7C4t21hHIRTMYbg3797K8uoh9H/ySkPi9ERrn0ttkWmON2J0bKOIAVBKfQUcZ1ySgkP2\nacNJG9KDvI9+Zt6iqX5vI+7tdYUL1pA9aXiTiHFL3m5U2w4tDlfvOURiJ72Ztq94LN+qCvj6Dbjp\nRLh+HEy/MagiBlrWo7iMFI759iHqCstYOel+agtK/Qr3OWY0/Wl8Z+qaeU1/Gu9oFCefDZ9Exz7J\nFOyt9uo6I0S3szDLCuuYM7uAbtf/X8Dj85ZYfh5FZIqIbBaR30TkTjfnjRaROhGZ5ilMb4TMARG5\nV0R62v7uAQ74kvBwpeN548n/5Jem774KmsZzvbkm65RhHPy5oCkOt9esWADHnNricMnyrWSM6uN1\n+jQeyqasGP77MFzQCxZ+aBUwH+2D828LXgLtcKwXcalJDP/kL7Q9bgBLx8ykbN2uVoUfrYImWFaT\nSBU0obAqNcYpInzEuU7rntHDeK6E0f8e30mH6ce12PIi2ETr8+gOETEB/wYmA0cDF4pIi7d723mP\nAd94E643QuZCoB3WJdifAO1txyIOx4rd7szRFH63FirLmx33RtD4asFZWn4zFOVD/l7PJ6+Y30LI\nzOA5Spdvo80YJw5NNE5xW0afPA/n9IHPtkKfHyDuc5gwDRJC7+vKPt1iNtPv75fS9+GLWXHyXyn4\n5tdWhx+NDWgwO2ttpfEfo3fzdidgAAr2VTP/pf30/ut5rYonkMSY1XQMsFUptVspVQe8B5zt5Lw/\nAx8B+d4E6s3y60LgJh8SGjHEZ6aR3KM95Qe2Q99hLX5v7FAc5y/4NQxlNkPPQbB/O7Tv5v7cA9uh\n12Csc6qtKKUoXbWD9JG9fY9b05w78mHlPTB8GSTbLWVv3B3p4ZCkqhmOda/TRROx1NSx74WvyZk8\nMiBxRIsPrEbmDpsUdHHhGF+4zqkJxb0ByKMDjvviGbXXiqcw83ZVcd9pK5n+l14c6JoT8PgDgf0z\nGanPoQe6APZv8/uwipsmRKQz1nm4J4lIs99c4Y3TyO+x7eprj1LKjcefyMGUkgA1VW7Pse9U/J1L\nA7h2QuKIxQImM/MWTW3qyJ7KvwQsv+g5Ml7ispzuBfJehexpzUVMmGJfBxI6ZtJQVWt4nKFcCdVa\n7Pc0CQX28YabqDFKzHhaveQMb3Y+9wVXdbShQbFmwWG+f+MAK78s4OKH+7Lrhll+xRFsIlHUFC5c\nR+HC9a0N5mmab7foseP0ZmffmXafk4DpQL1v6QpfzMmJUFNp7eA8vIm76hw9Lcttuq7By9umLNY/\nO8pW7SBtcHe/t61vlQCzw1Ve7TvcsOVerPc19wUY+LHH0wMetyu8tACZkxNoKPdu4mQgicQGNdSC\nxj7ucBI0wbov/ogbf3BXHzcsKuRfV2ygMrMLnf8wldH/OoFdORmGp8kIwuEZ9KoPMU1t7tT4gfcc\nz9iPdTuXRrrajtkzCnhPrJ1dDnC6iNQppVx2MN4MLa10OPSTiCzzdF2waK2Zss2xR1G06BPgZJ+G\nFnzptCdNmMu8B2shbw/0HuL5gnFnwtM3wD++ob6skv2vfsuux/9H30cu8TpOewIlYjyF5W6DuWDi\nNr+qHmr3Q1pghme8wpNDDw8iulEkpg/tSdWufA59tZJ2px8TyBR6TaRZa0I1pGJPLAuaRuyfycZ2\nobVtt6trD+2t5o07fmPzz8V0efZW2k891u84whHrMxix87OWA31FpAeQC1yAw5xbpVTT/AkReQ34\nzJ2IAS8m+4pIlt1fjohMBvx3PGMA9pOlXE2acjze+BD0uO1sWPA23GQnCj10PL520OWb9sKTf4JH\nPoU22Z4vuOZR6NQLpqTxXdcZFP+8iWH/u4sufzzFp3ghsCLGn7hbs7TdEEwJIPFgqQxOfAH0Shaf\nlc7Qd29jw+X/onJ7buACbgWRMFExXAREqAWVM+YOm9T0FwoCXW82/VTErSOX0PmoFJ7bND7qREyk\no5RqAG7AqsQ2AO8ppTaJyLUico2zS7wJ15sN8XZyZIffemAn8KBS6kcf0m8I/m7SA0eEzHPMYN6F\nP0JJAdz1avOOx8Vbsish48w7bkN1Lb+MuIWKqQ/AGVd4n8D6eli7CDr1ZtL5a72/zoGwEhE2jLTU\nuJ0b08jSLjB8KSR2dR1QICb8+ipiPMTZeN/2zf6GHX//iGOXPUFiew8uhsOMUFtwwkVMhIu4ckYg\n3T1ceuxOBjxzNctqb2923LEN8NXfkrN6tGtdGX87ZQW3vDWEEZOsk3nDWWC3hmBtNNeIiCh+8EpT\nNGeihNxFQSMDlVLNBuZFJPRrVAPJxXfBeT1g5mya3RIv5s24ovHBLPhyJQkd2jJ+Vg7zFvkQQFwc\njGwcbPRfyNg3GOEialytBgsapiSw1Lg/pxVlbzRdr5lM/txlFP+4iQ7TxoU6OT4R6pVS4TDUFO7Y\nixJv7pU7UVabX0J8drp1EMENgRAcv35VwISLOjWJGE3s4I2Q+RlwnFCwxMmxiKLZg5ORBe26ws71\nwHC/wnPVEB98bzGdLp7oV5iBptWrrgJMuMypMQR/hpR8EE+pR3WmasdBPyIJT4I59yZcJgKHs1Wm\nkdbcq9rqBmpzi0ju1cGjkPEVZ/NrCg/U0K678e5mNOGHSyEjIh2xrvlOFpERHFkClQGkBCFtwWXQ\nsbBhCTAcFi+FE2xjq150Lq4a3UsOPcV336xi0At/Atx31P6uiPKVxvDCSdA00tqVTz7lSTX4HY+h\neClmknt3pHyjF5srRijBWKURakETKWIG/LtXB7dXkdSjHQt+/p1RyWrG4f01HDU2rKZvesSXNiuq\nXvQCjDuLzGTgj1iXRz1pd7wMuNvANPmEY+fnTcVwev5xZ8H/noX0P7W8wI9hBqUUz165ga7XTSE+\nK92nNAWDcBU0hg07PcwRK0nGeDj8P0i5K7BxBJG4Nik0lLnf/yhaMNp7cCgFTSSJGfBtbs+utWWk\nDemB/bR6I9u5XWvLOP9vkbNhqK9tb7i11eGESyGjlHoDeENEpiulgrzphm8EokKceicseGoT9Nl6\nxBrTCn75NJ/cbZU8/VEps1sdmnHEnKAB6DoT1k+BLreAyc10rzCeJxOLGLUjbCO+zg3RuGf7ylIy\nRg5r2mPeSBFTeriWotwaug1K8+k6b+uTEZOGw7XtjUTcDS1dopR6C+gpIrc6/q6UetLJZRGJtULF\nw6RL4cfZ0PsJr6919iBUldfz8k1buOXNwcQneOPOKvSE60PlzXCT12lutMqkDrX+5b8JHa9yf40/\nbgsCuOTaJR5WG0YrRltnGolmUWOUvyNHobljVRkZtwfHye2KLwroOyoDs9m7BTK+5tF+lWugCbe5\ni5GIu6GlVNt/ZxI3qlrRpko0fTh8PAK63OR+aa4dzt4SP3hoB4MnZjJ4YlbELf+LtFVOPqexUcxk\nT4eSHz0LmWDj5ZL/6r0FJHaJXXcVwRI0YPzQU7CGl7xti5yd5+k+O7umsrSe7Ox0MGgEtLHtXbew\nkNdnbuHuOSNanGO/rDsQdcUxjEC17+HY7kYS7oaWXrR9XKCU+sn+NxEZb2iqQsWz3aHTdbDzThjw\ntl9B7NlYzoJX9/OvdcdFnIhxxJ/JyUYS0OGm5KMg/w3vzvV1eMl+Po5BVGzaR9apLR2dxhpGDzfZ\nE81WGk+4EwOhbOdmbZrKhvNv5bZ3hzJgnPM9lYysH0ZYasLVOh7OeLP8+llaLrV2diw66HY37BwC\nxd9D25O8uqSxEtdXVLPi8nvp/Lc/8k7HM41MZcjxRkwY9SAGJNzkvlC1zf053giYmipYtdDq0bzn\nIDCZjlzri5jxQSxZ6uopWb6V7jdGdx3zlmCKmUZCveIpVITTy1lDZQ2rznyY3rOuY9gpm0OaFi1o\nQou7OTLjgOOAdg5zZDIAs9EJCwrOOppHU+Gtq6H4MzhoEzJ2nYyrDtxSU8eaaY+SNrAb3Wb8X+DT\nGoH4OhTkyrzqrQXGp7kyd6WBxYnN2yvxUg2rF8K378JPc63+sw7nWneHHnwcXHovDB53JCxXgsZL\n8eKY/233vEVy745kjOrrXQAaw4hVQeMN+bSn0SGLERN99zz3BekjetHlj6fwHM3dt4RqB2kjBQ1o\nUeMKdxaZBKzzY+IA+/XDpcC5RiYq5AybAP+6EV6iWSfk6mFUDQ2su/QpzCmJDHr5BsQUGRN8Q4G3\nDZo/DZ9PbzD3Ar60CXW18PnL8MsXsHYx9BoMJ58P186C7I7WcwrzYOlXcO85cMk9MP3PIBLQlU+F\nC9eR+/YPjFv7jK5nNkLt9gCcL0tu7a64gcZXNwD+ECzrWF1JBbue+JTRC5s/XOFQF8C5u5pA0NTG\nBSzE6MDdHJkfgB9E5HWl1O4gpil4OJr/G5+J/qNg31bYsR4eHuzycmWxUPLLFnY9OYf6ogpGfPFX\nTHHRYayKZLx6gzGZwVwLtx+GJ7Ldi431S+DZmyA9E/7vSrjnTSad2ehqzMER/DlZzBu2BP52Lmxd\nBXe8DGb/64R9XpRSbLjq3wyaPYOE7Ay/w4wWwqXTcoUrkRJKb9jBEDONWGrqEFPg3ezUFZez7qIn\n6TB9HGmDujcdD9f6YJSo0RzBG6eR7YA7gKOBpv2flVInu7woSNg7jQy4yW3Bu/CfmfDYF9YOrLSQ\nY3p+Rk1uETW5RVTtOMihz5YTl5lGx9+Pp8dtZxOXlhzYNGgCSos68p/bYctK+Mc3EBdvPVZbA9vX\nWIeKDufCygWwcSlc8SBM+QOTTvzcu7jmnQp3T4WyIrjoLpgwzS9BYy9kytbtYvXvHuWEbS+6uSLy\nCdcOKZowukOt3lfAkmE3M/HAayxYOj1gQ0sly7ey9vwnyDljFP3/cTmmROtzG4l1pjVloJ1GNscb\nITMPeB+YCVwH/AE4pJS60+jEecKZ9+uACpqv34DnboWkVKs/pvQsOg5oILFTJklds8meMpK0gd0C\nF58maMxbNBUaGuCec6x+tq58EOa8AJ8+T3r3ZJK65ZDQMZO0o7vT9epJmFN895OqLBbmPybw9mPW\n+TPXPQ4TvN+u3bHx3/3MZ5Rv2MPRsyP/rS4SO55ow0gxs/upOZSt283gV28MSHjKYmH305+x87GP\nGfj8tXQ898jC2UivS/6UgxYyzfFGyKxUSh0jImuVUkNtx5YrpUYbnThPOBMyjhg1OSoYLgUC9YB6\n67cmFs2e9aWV/DLqNiq3H6TLFafQ4+appB3d3fOFPqCUYv4zGTDrCvj9zXDuTR6vcVa/fj3zITpf\neiIPnW/1hh5p5RXpHU40YkQdstTWsWTELfR/6kpyJrXc28UfNt/0EiXLtzLkrVtJ6d2x6Xg01ilv\nykQLmeZ4s/y6zvY/V0TOAA4AEbMTV0A2UfMizHDG24fdn02vIp24jBTGrvgnqr7BK59Y/iAiTLq5\njHmdF8KfjrWuchrpfGTWVd2qKyqnePFGhr5zG7A27MrC3f4i0djZRAtGrLLZN3ue1WJ92vCAhKcs\nFg6+t5hjlz5Bcs8OAQkznDFyF+FoxRuLzJnAYqAb1v1jMoD7lVKfGZ8893hjkfEWb5cFB4toaPz1\ng9iSw9+tZeXv/w3/WQodezQd91TH9r+6gENfrGD4x+Hl6DIa6qnGSiCe14aqGn7sex0j5t5DxjHu\ntwfwdoPL0lU7WHvBExy/5T8tfoul+mdfPtoi0xyPQsbpRSI3K6WeNiA9vqYjYImeBRAAACAASURB\nVEImnIiVhzNWhc6uJ+fw25OLGP3elWQeP8jj+YWLNrDxymfp99hldJh+XBBS2JzKbbnEtUkhoV2b\npmOxUkdjkdY8lwf++x3r/7MVZn3hk480l1tbKMX6Pz5DfFYaA55q7k4kluvg2TJPCxk7/BUye5RS\ngZ1I4AciouYo6xLGaOgUY/nBbCQaytEb8j7+mc1/nk37342l36OXEZeR0ux31dBA+fo9bL33bcrX\n76bfI5fQ8cIJiASt7WpiychbqNqVT9+HLuLv1+302jGfJrLx51nces+bmBLj6fO3C9ye52gBdyZk\nqnblseWWV6jJLeKY+Q8Ql37kGYn1tlILmeZ4M0fGGWHXkkXqJNZYfyAdiZV5Oh2mH0fWyUP5beZr\nfJ99CXFtUohrm4o5OZHaQyXUHS4joWNbet52DsM/urNpmWmwqdi8j7iD+/nnwpG8dOOHzHylnpte\nH0zPocbMJ9KED/7M1ajeW0DWyUN9jsvey319RTW7HvuYvc9/Rfebz2LIzHMwJ/u+alATO0SNRcYf\nQtkpagFjHJEmdiy1ddSXVFJXVI6lqpaE9m2Ib9cmLDZX7P7MHezZUM6M2UejlOLpy9azbUUpz22K\nTr+xGtd481ytOO1v9Jx5DjmTXbviczkfUSmG5N7ObzNfJ3Pi0Rz12GUkdWvX4jTddmqLjCPufC2V\nAc5SLkBU7PxmlEt2b+LSGIere+1v+XpTdq2pO6aEeBLatWk2ByVcMMUJ5jhrO7TyqwJ+/bqAOz7U\nXrdjEW8sNCJidcvhK3u2wFPXs7N+B0Pfv53M8QP9TaYmBnHnoiDmbMeBEjZatIQnRpZLpA5tumMG\nz/F9RhyVpQ0sei+Xl2/awr2fjaD/2LahTpomhLgTNBJnRtU3+Bbgvm1w00S46C7GPtUjLCyRRuLO\nB1co3FZEA34NLYULrR1a0mjCDVeix1cfOf6KNsfNEzf9XMxd45fRtkMCD8w7Rs+N0bjlHxeuZchJ\nWUy+pmuz4451t9nw0g3Hw8kXMOlpz7MVQvGSGA6ezR0Fjh5aao4WMjFMax5Q/eYQHhix6Vx9nYX3\nHtjOiZd0puuAVIrzajDHm0jPCs2EY01LwvWtfvnnh3j/we38Y9nYFr812welUcjs3AAzJ8H7u5l0\n8pceww+GkAkH4eIJGY4WMnZEvJBRq13/HsudbTg9jLFcDq2h9HAtGdkJQY2zrsbCExes5eD2Smoq\nG3hi6bFBT4PmCIF+jo1+FhsaFNf1XcwdHwyj3+jmc76cCplnb4bkNCb9d4xX4RshZMKprfSWSBYy\nIjIFeBowAa8opWY5/D4VeAiwYPUscItS6id30fi7/DoicFZBo7FTDfcH0dv0RWPZ+IvFovjlk3xO\nvaILJlNw2qvKsnoem7aalIw4Hl08mltG/MLST/M57cquni/WtIpgPcOu4gnUs2c2C2Omtqfmv0th\ntIcwCw7A/LfhxWXAuoDE7y3h3mZGKyJiAv4NnILV3dFyEZmjlNpsd9oCpdRc2/lDgA8At7O/o9oi\n4y3h2IHqB803wrEMI4mDOyp5/Pdr6HNMBlc9PYAnLlhLcpqZW94aEjQh5Sv6GTEeX5+rqWvmceq1\ncMvFcMaElmE0WmWUUsyf8Dr0HsKkN0Z5HX5rLTLRUmci1SIjImOB+5RSp9u+3wUoR6uM3fnjgJeV\nUke7iyaqLTLeEmqLQbQ8XKHEn3voT3n6Go+3cRj9puwuzve+htv/Ec+5d/dmynVdmTV9DQnJJm58\nfXBYiRj9nAQf+3vuri42nldfD8vWw7hhzX9zvPbg+4tJLVzJuAWXBDbBHtKnCTldgL123/cBLcYV\nReQc4FGgHXCGp0C1kPEB/TBEF8Eoz9bG0Xh9oAVNY7gWC9z+FFw+qY6Tbu7OPy9aR1KamdveGYI5\nzhTQOH1Nmya88KZcfloNvbpAlpstkZRSbLv7LQb/92bDd6zWdSkyUUp9CnwqIscDDwOnuTtfCxmN\nJgJw9lbbmrAaMZngh1dgyvUwu813dO6XwqM/jgmKiNGdTPTxyqfwx7NaHrevv6XLtyLxZtq62fQu\nEJN6df0KAasWwuqF7s7YD9ivs+9qO+YUpdSPItJbRLKUUoWuztNzZDSaCKK1YsZV436oEG74vjen\nXdmF9j2M27hbdy7RS3Ep9Pw/2PYZ5GS2/L2x7t54axLm9GT6PnCR03C0iPFMSObInOCHVljcYo6M\nGdiCdbJvLrAMuFAptcnunD5Kqe22zyOBOUqpbu6i0RYZjSaC8HeoyVPD3i4L3p++g7k9+vqdNn/j\n1kQBs2DJARiV6lzE2FO6cju9/3a+09+0iIlulFINInIDMI8jy683ici11p/VbGC6iFwG1AJVwHme\nwg2ZkBGR+4CrgXzbobuVUl/bfvsLcAVQD9yklNI1U6OxI9wb63BPnyaA2NablNRBTuKR79zp/PSj\nMvOpLq1scVyvSIoNbP18f4djL9p9fhx43JcwQzOb7whPKqVG2v4aRcxArApsIHA68LyIP17INBqN\nrwSiM9AdSgxht2i2tA4y4p3/BkfqRXpOAscfnhuwJExdM0/XuRgn1ENLzgTK2cB7Sql6YJeIbMW6\nPGtpUFOmcY/TVf9OcPFWpglfjBq+0kQZDm2A0xkUs2jWBuxcU8bKLw4x8eJObLUda40lRtc5DYRe\nyNwgIpcCK4DblFIlWNeZL7E7Z7/tWGBw1gHrztZ7vBUw7s7X9zsi8HUPEU1s0ykJcqscDto962u2\nwP03ruSaZwcw9KQshoargNEvaRGHoUJGROYDHewPYRXu9wDPAw8qpZSIPAz8E7jKkIR4qpiOv+sK\n6hxfRUxrw9HlEDZosaJphpNnuHMyHHAUMjY274QpM+DaFwZy3PQOzk/ykoDWxda0afbX6rYqpBgq\nZJRSbjexseMl4DPb5/2A/VIrt+vM7//Pkc8njoITR9v96G8l9TBZLWoIlDAxCi0wNZqIoZMbIfPa\nHLh8Kvy97xrm4v8WAgETMYFu+wxuqxYuh4UrAhtmNBHKVUsdlVIHbV+nAettn+cCb4vIU1iHlPpi\nXWvulPtL7b58Z/sLFK4EjTcPQaAqcmsfkHAXK77gKS9a6Gg0IaN9EhTUQIMFzA7LSA4WWF80W0PY\nihhv42hF+3Ti6OYv6Q+86PrcWCSUc2QeF5HhWF117wKuBVBKbRSRD4CNWF14X69CvWufPxW/NQLE\nXXzRJEwCTSDujRZDGo1fxJugbQLk11itM/bkFUL7LOtnf3apjoqhTXftk7ftjm7/nRL5O/teGOpU\naKIaLWw0mpa46FCvWQb7q+DTE6zCBoA74Y6nYPs++Ogf0LiZhicxY4h4CXch4K69sUu7vBuZO/sa\nhRYyGk1rMFLouGp0WxOnnnekaS1uxECdBaYthmQzvD4WUmw2/5pbYNxlcNXv4Hrnm/oaT7iLGB/Q\nQqY5WshoNMHEG+HgS4MbyPC0qAlPjBC0rcFDfaqqh6uXwepieH88HG3zhL31Ahg0HRa8ABNbOV/G\nZ6JIxIAWMo6Eeh8ZjSa2MHq1BBzp4PzZ80eLmfDAm7ILtOANEMlx8OY4eH0nnPgtTO0CCSZY+jXU\n1wcvHU1EmYjRtERbZDQazRG0kPGOQEzc9CXMQBLIoUkPbC2Dt3dBZgIcmw3DMyHJ3Mo0+EKUihht\nkWmOFjIajeYIWsi4J0o7Rpf4a93zJexAEwNlpIVMc/TQkkajOYLRm0H608kYtSeTL3HHQOfolFjN\ntyaiiHyLzGoDI9APsffYdzb6vkU//mwSaQReLlfVhCFGiOVoLnO7+yXDtUXGHi1kvCWaHxBPBHFM\n3S1aLGk00UE4WfzCHSf3SguZ5uihJW+JBROzEY2LUQ2Wq3CjuXw0Gk3soOereY22yPhLOHeY+gFw\nTziXnUYT7QS7fWrt8x6G7am2yDRHCxmNxh+0GNJofCcMRUEkooVMc/TQkkbjD4HeoVfTOu5E3+9w\nR4sYjUFoIaPRGEU4NNyt6dxDkf7WbMfv7BwtbsKDcHgWNFGLHlrSaDSxgRY1wUcLGEPQQ0vN0RYZ\nTdgxd9ikoMc5dc28oMepCTLedqpa8LQOLV40QUZbZDRBJxRCJRBosaPximgSQiEWJYUlEB8H6amh\nTUe4oS0yzdFCxgH7TjYSOy6jRYKnexKpIiUQRGJ90WjClfuehwdnWz/rF9bmaCHTnIgXMnNU+Hec\nRnVwsSwa7HmOGU2fZ/BcCFMS3mihpQlHikvhkZdh5EC4YAqIrds7kA9vfQHjh8P4EaFNY7ihhUxz\ntJAJExw7GS1SrNiLFCPRAqglWvhojGbuQrj+7zD5OFi6Dvp1hxfuhQ7ZoU5ZeOHYH5wt8yJWyIjI\nFOBpwAS8opSa5fD7RRwZ1CwD/qSUWuc2fVrIRAdKKWqrLcQnmjCZgla/DeGJHdMp/nEj5ev3UL5h\nD5aaOtIGdSN1UDfiM9Oo3JFH1bZcGipraHfWaNqdNZq49BSP4Vrq6pE4MyLe359gCxxnwi1SRJYW\nPhpvKSmDmU/C9yvglfug5MpJ1NVYeO/B7Xz72gFe3n0CcfEml9eHqq6FywtmpAoZETEBvwGnAAeA\n5cAFSqnNdueMBTYppUpsoud+pdRYt+nTQiayUEqxeUkJGxcXsW1FKTt+LaXoYA21VRbiEkykZ8dz\nwgUdmXBRJ/qMTPep0w50OosO1pK3o5K8XdWUHa6loqien0sHk9C+DUndckjqlkNc21TMqUmYkuIp\nXLCG/a9+S/nGvWSfOoy0wd1JO7o7khBHxaZ9VGzcQ11RBSl9OpLStxOYhPxPfqH4x020PWEQqUd1\nJql7OxI7Z4FSNFTX0VBRTfm63ZQu30r5hr0gkNyzPcm9O5LavwtpQ3qQPqQHiV2yEbMJTGK9Z7b7\nZqmrp76kkvqSCupLq7BU1WKprsVSUwe2Z0dZFPWlldQXVVBXVI6qb2i6D6akBOLapBDXNpWE7HQS\nO2eR2CmLuMzUprKRODPmtCTE5Lrh9pZIET1Go0VVeKIUvPMl3P40nD4eTnvjZFIy4ux+V0yLm89H\ntadhNkf2C5mRRLCQGQvcp5Q63fb9LkA5WmXszm8LrFNKdXObPi1kIoPivBq+e+MA81/ZjzlOGDE5\nhz7HZND3mAxyuiXyctINiNlM+aa9HHxnEblv/wAiZE8eQc7kEbQZ0w+JMwNgSk4gLi0ZCHzH19Cg\nmPPPXbz/0A4aktNI6dOR5J7tic/JID4zFXNaMrWHSqjec4jqvQXUl1TSUFFDQ2UNbUb1pcuVp9Lu\nrNGYEuK9jrOuqJzD366hele+Ndz9hYjZhCkpHnNyIqkDu5Ixuh8ZI3qjLBaqduZRtSOPis37KF+3\nm7J1u6nNK0Y1WMCiUBZLU9hiNhHXNpW4NqnEZSRjTk7ElJyAKSEO7CxfcW1Sic9MJa5t6pG0K4Wl\nupa64grqSyqpKyil5kAhNblF1BVXNF2r6uppqKzFnJpIUvd29L7393Q8/wRDRKgWOi3Roic4FJXC\nuTOt/y94dQwDxrVtcU51RT2XtV/IBxWnhiCFkUMEC5npwGSl1DW275cAY5RSN7qIdyZwVOP5LtOn\nhUx4Ullaz54N5az9tpBV8wrYvbacsdPaM+nqriwYe7fHTk4pRfm63Ryet4qCb1ZRtmZXkwXBUlVL\n2pAeZJ08hMyJg0nu0Y4ZHT8iJSOuKVzHIQ5vOsDHfzuHDVf+GzEJR79+Eym9OviX+Rhk3sIzoaoc\ntqyAF+4Aczz8+WkYOAZEmDRhblDSoYVOcIhm8eRs+KU4r4b7p/zK4ImZXP7P/i6tLXk7K7nr+OW8\ntn+i0cmMaGJByIjIScC/geOVUkVu06eFTHhQVV7Pwrdy+fG9g+zbXEFVWT1d+qcy+MQsRkzO5ugT\nMklMMQdk8mtDdS3FP2+m8Lu1FP+4iZr9h6k5WISqt5Dcqz0p/TqT0rcTbcb0I3PiYBI7ZrYIo7HD\na2hQPLLwBA6+u4j8T5fS+2/n0/2GMwIyTBKNzFs01fNJFgt89Tq8fj/UVEH/UXDUSEhtA2YzmOOg\nbXvo0B06dOe0aSsNvd9a3GhaQ96uKu47bSUTL+7IBff1cfsSNu+lfaz7vpDb3hkaxBRGHiERMvzi\nxZkrgV/tvr/ibGjpfqXUFNt3p0NLIjIU+BiYopTa7jF9WsgEls1Liln5ZQHbVpSwbUUp5UX1mMxg\nMgvdBqUx6eouTLiwEykZcdTVWPhtWQlL/pfHwv/mMmhCJpOu6kKv4elkdU50aR0xivqySqp25lO5\nLZfK3/ZT/PNmihZvJKFDWzr8biydLz+F1KO6AFC2fjcHXvuW3HcWkdg5i04XnkDHCyeQ1MX1cgNf\nO8Rg5TvYeCVmwGpBKzhgtdJsXQXVFdDQAPV1UJwPebvh4G6rJafvMOg7HI47C0ZPCooVRwscjTty\nt1Wy6N1cvn5hH+f+pRdn3NDd4zWPnL2K48/vyMSLOgUhhZFL+AoZR8Y6ChkzsAXrZN9cYBlwoVJq\nk9053YFvgUuVUl5FGtNCpqKkjt3rytm9rpzvq8eRMqAraQO7cmv3D31e+fPbshI+fmwnW5eXcMof\nu9B3VAZ9R2XQpn0ClgaFpUGx6adivpm9j/XfF9FjaBrbVpTSpX8qlimT6Xr1JJJ7tPc7L0ahGhoo\nW72T3PcWk/vmQlIHdkXVNVC1K5/Ol51E5z+cRGr/ri6vN6qzC4XIcZaX1qTDa0HjidJC2LYGtv4K\nX70GYoKp18EpF0BGFkBQhqa0sNEAbF1Rwmu3/ca+zRUcf14HTrqsM/1Gt/Hq2ss6LGTo8ueZ2f0D\ng1MZ2USqkLGFNQV4hiPLrx8TkWuxWmZmi8hLwDRgNyBAnVJqjNv0RbqQGXpyltfnK6WoLm+gvKie\ngiIzluo668qYoT0xJcZTsXkfFZv3UZtXQkJOOgnt21pXl9iZ7buyrykspUBZoLKknoriOs6+rSfb\nr3iAuNSkFnHbN/J5OyvZu7GCAePb8kbbm12e5wx3HaerawPV6Vtq68j/dCkSb6bdWWMw2SYPe4o/\nFARa6AQib+7SFDBRY7HAqu9hzguw7CvI6ghHHQO9BjNwTC4JORnEZ6cTl5FCXEYK8TnpxLdNC0zc\nDoRTfdAYT12thQ8e3sE3L+7jD7P6MfHiTm6XUDvjruOXkfrQbfz1pMUGpTL8UUpRmFtD3o4qGupt\n8xobFCX5tRzeX0N6djzPXrEhYoWMEUS8kDlmwYM+XWNOTbKuLslMIyEnw+ncAkttHbWHSqnNL6Gu\nsMx1/GYTmEyY4s1kjOqLKd6zD077xj0QO9I+xwyfrvWmg2/sVL19iw/3Dqs1osbIvDlLV8AEDViH\nofZugS0rYfcmKCmA4kO0ld9oKK2ivqyKuoJSuv35DPr89XxMid6vFPOHcK8nGv85uKOSWeeuIatz\nItfPHkR255Yvc97w8s2byeqSyLTbewU4heGNUoqfPszj83/tYc/6cuIShI59U4hPsPZPYoI27RPJ\n6pxI31EZPHnxOi1k7Ih4ITNJzQl1MrwmHBpyfztPV6LGiDz5uqLDl02qvBU1wSwrV2kKqKhxxeFc\nsl88g9SjOjPgX25XOAaFcHhGIh2lFOVF9YgJ0toaK04BNiwq5B8XrmPaHT0588burdo24NvX97Nm\nQSG3vjUkgCkMX+pqLfz6dQHvP7AdiwUufqgv/ce2ISMnwe11kTy0ZAQRL2TCbbJvuOPYafrSWToT\nM4HqeAKxHDUQgibUHam/1qNWiZ7cXXDtKE7Nf9Gn/XsinVCXdSBQSpG7rZL1C4tYt7CQ3evKyd9V\nhYhgsSi6DUxl2KnZDDiuLTndksjukkh6dnxA9ihSSjHnyd387/Fd3PzGYEZOyWl1mKvnH+bjx3by\n0LejWh1WOKGUIn9XFTvXlLNrTRm71pWxd2MFeTuq6DEkjXP/0otjz2nv9dxMLWSao4VMDGLfWYZS\nyGhnmt7jy5CgX9w4EX5/C5Pu0cvm7QlnsVNeVMcjU1eRt7OKISdlceikc0kf0ZvkXu2Jb5uGpaaO\n4l+2ULhgDRnLvqVwfzWH99dQVVp/xDOjHXEJwuRru3Levb3JyHZtEagsq2fRO7nMm70PMQl3fjSM\n9j2SA5KnXWvL+OdFa3l2/fiAhBdKaiobWD3/MMs/P8SKLwowmaDnsHR6Dk2nx5A0uh+dRpf+KSQk\nmT0H5oAWMs3RQqYVOOuII6ETbewUve34AjmsFMyNwIwsi9bkI5Dpao2FDYDKcvj8JXjvCTj/Njj/\ntqBtvhepuJrnppSivrgCMZucupwIpCiqqWrgr6esoGr0CfR/+iqfLCyW+gau5/kWx0sO1fHBQ9v5\n6cM8zr6tJyMnZ5PTPYn0rHiK82rZsKiI9QsL+fGDPI6ekMnka7oy7LTsgLoSKC+u45qei3l+y3ja\ndkgMWLjBQinF5p+L+fb1Ayz5OI/eIzIYfVY7Rp2RQ+d+qQGLRwuZ5mghEwAaO7VIEjHgudNz16H5\n0iiHehfTQJRLsPLgb1q9FqcWCyyfBxuWwKZlsGkpHaYMoted08g4pq9fcUc7Simqdhyk9NcdNFTW\noGqsPryq9xdaXWLsOURNbhE1B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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "map_this('CLDTOT')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which parts of Earth are cloudy and which are not? (at least in this simulation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise 1: Make three maps: ASR, OLR, and the net radiation ASR-OLR (all annual averages)\n", "\n", "What interesting features do you see on these maps?" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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BMHQyNHHjImU6xZcYfFPYGNPFVyJuhSSEzLwEVZ6Beh/lpOV3BQnrYO9AWYG5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\n2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To get you started, here is the ASR\n", "map_this('FSNT')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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rtGKvTONGlaog4Zs9JHy1CwCXvq1w7t0Sl/6tsWnmedf+pQ3uT/idoPuBueWa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\nsSRrUCMif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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "map_this('FLNT')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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w/OfQ34r54OmPQ0YqvPGdqPIT+2DCEHj/T2jpoEX3dFyOJYInNys23mXxPg4R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\nHhXP9l5vUHNkX9Dg2op9xO/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7vIHs36/sAD9mn+pD2SLixNxSwHC/Dfu198wlK7ze47Pr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yJcxE+Guf+08AkILXw0Go1Go4kktPAJiKhQG6DRaDQajUYTLLTw0Wg0Go1Gk2nQwkej0Wg0Gk2m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\nNqzFlo7Bg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "net_radiation = np.mean(control.variables['FSNT'][:] - control.variables['FLNT'][:], axis=0)\n", "make_map(net_radiation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise 2: Calculate the global average net radiation. \n", "\n", "Is it close to zero? What does that mean?" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "-0.08109020355954985" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "global_mean(net_radiation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise 3: Make maps of the clear-sky ASR and clear-sky OLR\n", "\n", "These diagnostics have been calculated by the GCM. Basically at every timestep, the GCM calculates the radiation twice: once with the clouds and once without the clouds." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise 4: Make a map of the Cloud Radiative Effect\n", "\n", "Recall that we define $CRE$ as\n", "\n", "$$ CRE = \\left( ASR - ASR_{clear} \\right) - \\left( OLR - OLR_{clear} \\right) $$\n", "\n", "This quantity is **positive** where the clouds have a **net warming effect** on the climate." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise 5: in the global average, are the clouds warming or cooling the climate in the CESM control simulation?" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Climate sensitivity in the CESM: the effects of doubling CO2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How much CO2 was in the atmosphere for the control simulation?\n", "\n", "This information is available in the full output file (this won't work with the local subset file):" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# The meta-data:\n", "control.variables['co2vmr']" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# The data themselves, expressed in ppm:\n", "control.variables['co2vmr'][:] * 1E6" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Answer: the CO2 concentration is 284.7 ppm in the control simulation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we want to see how the climate changes in the CESM when we double CO2 and run it out to equilibrium.\n", "\n", "I have done this. Because we are using a slab ocean model, it reaches equilibrium after just a few decades.\n", "\n", "Let's now open up the output file from the 2xCO2 scenario:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "## To read data over the internet\n", "# doubleCO2_filename = 'som_1850_2xCO2.cam.h0.clim.nc'\n", "# doubleCO2 = nc.Dataset( datapath + 'som_1850_f19/' + doubleCO2_filename + endstr )\n", "\n", "## To read from a local copy of the file \n", "## (just a small subset of the total list of variables, to save disk space)\n", "doubleCO2_filename = 'som_1850_2xCO2.cam.h0.clim_subset.nc'\n", "doubleCO2 = nc.Dataset( doubleCO2_filename )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This file has all the same fields as `control`, but they reflect the new equilibrium climate after doubling CO2.\n", "\n", "Let's verify the CO2 amount:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "doubleCO2.variables['co2vmr'][:] * 1E6" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So the CO2 concentration is now 569.4 ppm." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise 6: Make a map of the change in surface temperature due to the doubling of CO2\n", "\n", "What interesting features do you see on this map? Does it warm more in some locations than others?" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise 7: Calculate the Equilibrium Climate Sensitivity for the CESM\n", "\n", "Remember, this is just the global average of the temperature differences you plotted in Exercise 6" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise 8: Compute the global average CRE in the 2xCO2 simulation\n", "\n", "Are the clouds warming or cooling the climate? \n", "\n", "How has CRE changed compared to the control climate? (i.e. is the net effect larger or smaller than it was before)\n", "\n", "Can you infer whether the **cloud feedback** is positive or negative in the CESM?" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }