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@Adizlois
Created February 12, 2014 18:22
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{
"metadata": {
"name": "Classifier_testing_2"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"For bi-variate normal, an ellipse whose equation is (x\u2212mean)\u2032\u03a3\u22121(x\u2212mean) =c2 \n",
"gives all (x1, x2) pairs with constant probability. And thus equiprobable contours are all centered around the mean.\n",
"\n",
"The solid ellipsoid of values x that satisfy (x\u2212mean)\u2032\u03a3\u22121(x\u2212mean)\u2264\u03c72p(\u03b1) has probability(1\u2212\u03b1)% where \u03c72p(\u03b1) is the (1\u2212\u03b1)th 100% point of the chi-square distribution with p degrees of freedom."
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"So we use Chi-square distribution to get a reference value for specific probability and degrees of freedom"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import gdal\n",
"from scipy import stats\n",
"\"\"\"Gaussian Maximum likelihood classifier\n",
"\"\"\"\n",
"from mpl_toolkits.mplot3d.axes3d import Axes3D\n",
" \n",
"class MLClassifier ( object ):\n",
" \"\"\"\n",
"A simple ML classifier\n",
"\"\"\"\n",
" def __init__ ( self, x_train ):\n",
" \"\"\"Takes in the training dataset, a n_features * n_samples\n",
"(e.g. wavebands * samples) array. Pre calculates a lot of terms\n",
"\"\"\"\n",
" self.x_train = x_train\n",
" self.n_samples = x_train.shape[1]\n",
" self.n_features = x_train.shape[0]\n",
" cov_m = np.cov ( x_train )\n",
" self.i_cov_m = np.linalg.inv ( cov_m )\n",
" self.det_cov = np.linalg.det ( cov_m )\n",
" self.mu = x_train.mean ( axis=1 )\n",
" self.constant_term = 1/(((2.*np.pi)**(self.n_features/2))*self.det_cov**0.5)\n",
" \n",
" def classify ( self, x_test ):\n",
" \"\"\"Classifies (ie gives the probability of belonging to a\n",
"class defined by the `__init__` training set) for a number\n",
"of test data vectors. These vectors are n_features*n_samples.\n",
" \n",
"\"\"\" \n",
" s = np.subtract(x_test,self.mu)\n",
" log_prob = np.dot(np.dot(s.T,self.i_cov_m),s)\n",
" prob = log_prob \n",
" return prob\n",
"\n",
"def spectral_signature_filtering(mainfile,reference):\n",
" \"\"\"Mainfile -> Array to evaluate. Multiband\n",
"Reference -> Spectral Signature array\n",
"The number of bands must be equal as every layer will be used!!!\"\"\"\n",
" \n",
" probabilities=np.zeros((mainfile.shape[1],mainfile.shape[2]),float)\n",
" vector=np.zeros((mainfile.shape[0]))\n",
" firsttime=True\n",
" clf = MLClassifier ( reference )\n",
" for i in range(0,probabilities.shape[0]):\n",
" for j in range(0,probabilities.shape[1]):\n",
" for k in range(0,mainfile.shape[0]):\n",
" vector[k]=mainfile[k,i,j]\n",
" probabilities[i,j]=clf.classify(vector)\n",
" vector=np.zeros((mainfile.shape[0]))\n",
"\n",
" return probabilities \n",
" \n",
" \n",
"# Loading NIR and SWIR layers. This time we will analize how the whole image fit to the clearwaterpixels distribution according to bands 4 and 7...\n",
"toarad4=\"/home/gaia/Desktop/Proyecto Rayleigh/ImagenesSatelite/LE71210402008289EDC00/LE71210402008289EDC00_ROI_B4_TOARAD.tif\"\n",
"cleartoarad4=\"/home/gaia/Desktop/Proyecto Rayleigh/ImagenesSatelite/LE71210402008289EDC00/LE71210402008289EDC00_Clear_B4.tif\"\n",
"toarad7=\"/home/gaia/Desktop/Proyecto Rayleigh/ImagenesSatelite/LE71210402008289EDC00/LE71210402008289EDC00_ROI_B7_TOARAD.tif\"\n",
"cleartoarad7=\"/home/gaia/Desktop/Proyecto Rayleigh/ImagenesSatelite/LE71210402008289EDC00/LE71210402008289EDC00_Clear_B7.tif\"\n",
"# Defining variables for water leaving radiance retrieval...\n",
"Lray4=1.742608\n",
"diff4=0.990641\n",
"Lray7=0.002666\n",
"diff7=0.999823\n",
"NIR=gdal.Open(toarad4).ReadAsArray()\n",
"SWIR=gdal.Open(toarad7).ReadAsArray()\n",
"cNIR=gdal.Open(cleartoarad4).ReadAsArray()\n",
"cSWIR=gdal.Open(cleartoarad7).ReadAsArray()\n",
"\n",
"#Taking nodata values off...\n",
"data=np.where(np.logical_and(NIR>-100,SWIR>-100),False,True)\n",
"SWIR[data]=np.nan\n",
"NIR[data]=np.nan\n",
"cdata=np.where(np.logical_and(cNIR>-100,cSWIR>-100),False,True)\n",
"cSWIR[cdata]=np.nan\n",
"cNIR[cdata]=np.nan\n",
"\n",
"plt.imshow(NIR)\n",
"plt.colorbar()\n",
"plt.title(\"NIR Band\")\n",
"plt.figure()\n",
"plt.imshow(SWIR)\n",
"plt.title(\"SWIR Band\")\n",
"plt.show()\n",
"#Acquiring Water Leaving Radiance from TOARAD...\n",
"\n",
"Lw4=(NIR-Lray4)/diff4\n",
"Lw7=(SWIR-Lray7)/diff7\n",
"cLw4=(cNIR-Lray4)/diff4\n",
"cLw7=(cSWIR-Lray7)/diff7\n",
"\n",
"#Creating test set... (multidimensional layer [i,:,:] with one variable in each layer)\n",
"\n",
"test=np.zeros((2,Lw4.shape[0],Lw4.shape[1]),float)\n",
"test[0,:,:]=Lw4\n",
"test[1,:,:]=Lw7\n",
"\n",
"#Creating training set from lists... \n",
"cLw4list=np.ravel(cLw4)\n",
"cLw7list=np.ravel(cLw7)\n",
"cLw4_list = [ x for x in cLw4list if not math.isnan(x) ]\n",
"cLw7_list = [ x for x in cLw7list if not math.isnan(x) ]\n",
"\n",
"train=np.column_stack(((cLw4_list),(cLw7_list))).T\n",
"Lwprob=Lw4*0.\n",
"Lwprob= spectral_signature_filtering(test,train)\n",
"\n",
"#Chivalue Comparison...\n",
"chivalue=stats.chi2.ppf(0.05,len(np.unique(train))-1)\n",
"Lwprob=np.where(Lwprob>chivalue,0,Lwprob)\n",
"print \"Chivalue ->\",chivalue\n",
"\n",
"plt.imshow(Lwprob,interpolation=\"nearest\",cmap=\"hot\")\n",
"plt.colorbar()\n",
"plt.title(\"Clearwater>=95%\")\n",
"plt.show()\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
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jisbnQn0TeKBVaYCL1hXkTazyAL+OBEhjpKCUPNSr3VXxJ8V/aoJ06XKYM2e0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ANLfOO+mZlcRSXhVBPClgMDKOmSTbcMi5R3e9H3mfW0DCpke3Ff2rU8QI47kZyUjoxxpTK9l29K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\nw/W1FmiSHtNSzdRUjdI6ozxgl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},
{
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UG/h6PVAJ5hmSFhHVEHJLZQDd/eGMRNHXC+SoazjPPPMFK1e6jFA1tgul6lZg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\nS4PlIjgulgbLRXBcLA2W/w9qfhoCcKLOMgAAAABJRU5ErkJggg==\n"
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Chivalue -> 4.57481307932\n"
]
},
{
"output_type": "display_data",
"png": 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WhpXj3XQAgjsVMDKzpX3ZZ17rsjbkYMEX9lm+UI7IPcjRLZOfGEza2AcPHsQH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\nAAAASUVORK5CYII=\n"
}
],
"prompt_number": 5
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Even though we picked up 129 x 69 pixels for the clearwater distribution, variability was almost negligible (as there were only 12 different values). Therefore, We can easily check whether it fits a normal distribution or not, by using a 2D Histogram"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.hist2d(cLw4_list,cLw7_list)\n",
"plt.colorbar()\n",
"plt.title(\"Clearwater 2D Histogram\")\n",
"plt.xlabel(\"CW-Reflectance 4\")\n",
"plt.ylabel(\"CW-Reflectance 7\")\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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NztkUjUl+yZIlWu3TVuuPsQ+vt3m08rkJIaZJBGBkva11KGGl1dbQ8OHDYW9v\n32h/U6tHJScnIyIiAnw+HyKRCC4uLsjMzMTNmzdRUVEBf39/AHUzBGvTpa22T/7ChQtIT0/H7du3\n8d5773HBVFRUoLa2VuOJ1Wm4EnlhYSGEQqHO5yOEEH1RN3LmyukSXD1d+tjn27FjB/bt2wc/Pz9s\n2bIFdnZ2KC4uRmBgIFfmUW8Hn89XyZUCgUCrXhC1LXmFQoGKigoolUpUVFSgsrISlZWVsLW1xVdf\nffXYX+YRPz8/5OXlQSaTQaFQIDExEWFhYU2WNZY1EgkhBFDfJ+8yUoDQdU9zmzaio6NRUFCAixcv\nomfPnlixYkWbxKy2JR8cHIzg4GDMmzcPffr0ab0Kraywc+dOjB8/HkqlEgsWLIC7uzt27doFAFi0\naBFKSkowePBg/Pnnn7CwsMC2bdsglUphY2PTanEQQsjjas0x8D16/L0o+AsvvIDJkycDaNzbUVRU\nBKFQCIFAgKKiIpX9AoFAYz0a++RfeOEFlJeXc+/Lysowfvx47b6FGhMnTsSVK1eQn5+P1atXA6hL\n7osWLQJQN1yzsLAQf/zxB+7du4cbN25QgieEGNxDtNdq08bNmze510lJSdzIm7CwMBw6dAgKhQIF\nBQXIy8uDv78/nJycYGtri8zMTDDGsH//fkyZMkVjPRrHyd++fRt2dnbc+65du6K09PH7ngghxNTp\n2pKPiIhAWloa7ty5A2dnZ6xfvx6nT5/GxYsXwePx0LdvX643QywWIzw8HGKxGFZWVoiPj+cGrMTH\nx2Pu3LmoqqpCaGgoJkyYoLFujUne0tIS169f57psZDIZLCw0/gOAEELMjq5J/uDBg432zZ8/X235\nN954A2+88Uaj/b6+vo+9Kp/GJL9x40YMHz4cI0aMAACcOXMGu3fvfqxKCCHEHBjblAXa0JjkJ0yY\ngOzsbGRmZgKoWw6wW7dubR4YIYQYG7Ocari2thYSiQQFBQX497//jRs3biArK4sbkG94rnqqx/wW\nLj/PO6fH2sbosS49CtRcpNVk6LEu0iRjm2FSGxo712NiYnDhwgWuT8nGxgYxMTFtHhghhBgbU5xq\nWGNLPjMzE7m5ufDx8QFQN7qmurq6zQMjhBBj89Ac13ht164dlEol9/727ds0uoYQ8kQyxT55rSYo\nmzp1Km7duoU33ngDQ4cO5R5gIoSQJ4lZdtfMmjULvr6+OHHiBIC6GdLqL/BBCCFPCmNL4NpQm+TL\nysq4146xVQzgAAAbEUlEQVSOjoiIiABQN1VwWVlZi+aUJ4QQU2RW4+R9fX3VfojH4+H3339vk4AI\nIcRYmWKfvNqI9+/fj2HDhuHBgwfo0KGDPmMihBCjZIrdNWpvvD5aP3DIkCF6C4YQQoyZAu202oyJ\n2pa8lZUVFi5ciKKiIrzyyisqC3jweDxs375dLwESQoixMKs++W+//RYnTpxASkoKfH19wRgDj8fj\n/ksIIU8as+qT7969O2bOnAk3Nzd4e3vrMyZCCDFKZtUn/4i1tTXGjBkDDw8PAMClS5ewYcOGNg+M\nEEKMja4PQ82fPx+Ojo7c6k8A8M9//hPu7u4YNGgQpk2bhj/++IM7FhsbC1dXV7i5uSElJYXbn52d\nDU9PT7i6unL3TTXRmOQXLlyITZs2oV27upsJnp6eTU6ATwgh5q4GllptDc2bNw8SiURl37hx4/Dr\nr7/ip59+woABAxAbGwsAkEqlSExMhFQqhUQiQUxMDHdPNDo6GgkJCcjLy0NeXl6jczZFY5K/f/8+\nAgICuPc8Hg98Pl/jiQkhxNwoYaXV1tDw4cNhb2+vsi8kJISbBywgIIBbpDs5ORkRERHg8/kQiURw\ncXFBZmYmbt68iYqKCm6a96ioKBw5ckRjzBrvInTv3h35+fnc+6+++go9e/bUeGJCCDE36oZHlp++\nhPLTl3Q+7yeffMLNKlBcXIzAwL8XKhAKhZDL5eDz+RAKhdx+gUAAuVyu8dwak/zOnTvx4osv4sqV\nK+jVqxf69u2Lzz//XJfvQQghJk3dEEqbkT6wGenDvZet1z5Hbty4Ee3atUNkZGSL42uKxiTfv39/\nnDhxApWVlWCMwcbGBocPH4ZIJGqTgAghxFi19hDKvXv34vvvv+cmgATqWuiFhYXc+6KiIgiFQggE\nAq5L59F+gUCgsQ61ffKVlZXYsmULYmJiEB8fj44dOyI1NRUeHh7UkieEPJFac6phiUSCd955B8nJ\nySpTx4SFheHQoUNQKBQoKChAXl4e/P394eTkBFtbW2RmZoIxhv3792PKlCka61H7sxQVFQVbW1sE\nBQUhJSUFe/fuRYcOHfDFF1/QuHlCyBNJ13HyERERSEtLw507d+Ds7Iz169cjNjYWCoUCISEhAICg\noCDEx8dDLBYjPDwcYrEYVlZWiI+P5x5AjY+Px9y5c1FVVYXQ0FBMmDBBY908Vn++gnq8vLxw6VLd\njQSlUomePXvi+vXrsLa21ulLtoW6L/6Tnmr7r57q0Z+1WK+3utZjrd7q0qvAdfqrK0OPdZmd9VCT\n6rTG4/HgzS5oVfYiL6jF9bUWtS15S0tLldcCgcCoEvzfzC/56ovZJl59osT7RHmI9oYO4bGpTfKX\nLl1C586dufdVVVXcex6Phz///LPtoyOEECNiitMaqE3y9RfvJoQQYppJXuMTr/Xt3r27reIghBCj\np+u0Bob0WEn+ww8/bKs4CCHE6Ok6rYEhGVc0hBBixMyquyYpKQm3bt1S2ffNN9+0eUCEEGKsWvNh\nKH1R25I/cOAAFi9eDGtrawwdOhRDhw7FkCFDVCbIIYSQJ8lDhXGt36oNtQ9DPVJQUID09HRcuHAB\n6enpKCwshJ+fH44dO6avGNWqexiKxnoTQjRpnYehbP66rVXZyk7djf9hqEf69u2LBw8e4MGDB7h/\n/z73mhBCnjTKGuPqitGG2iS/ceNGXLhwAbdv38ZTTz2FoKAgLFmyBHv27FF5GpYQQp4UZpXk9+3b\nBxsbG0yePBlBQUEICAiAnZ2dPmMjhBCjUlNtRkn+ypUruHv3LtLT05GWlobNmzejoqIC3t7eCAoK\nwvz58/UZJyGEGFyt0vRGnWu88QoA1dXVyMnJQVpaGnbt2oWCggLU1tbqXKlEIsGyZcugVCrxwgsv\nYNWqVY3KvPLKKzh27Bg6duyIvXv3wsfHp1EZuvFKCNFO69x4xfVq7Qr34Rv/jdfk5GSkp6cjPT0d\nv/zyCzw8PDB06FC89957CAoK0rlCpVKJxYsXIzU1FQKBAIMHD0ZYWBjc3d25Mt9//z3y8/ORl5eH\nzMxMREdHIyMjQ+c6CSGkVTwwvZa82oeh9u7dix49euDtt99GSUkJzp07h82bN+PZZ59Fjx49dK4w\nKysLLi4uEIlE4PP5mDlzJpKTk1XKHD16FHPmzAFQt4p5eXk5SktLda6TEEJaRY2WWxO2bdsGT09P\nDBw4ENu2bQMAlJWVISQkBAMGDMC4ceNQXl7OlY+NjYWrqyvc3NyQkpKic8hqk/zbb7+NgIAABAUF\noX37v+dQPnfuHK5du6ZzhXK5HM7Oztz7RyuRaypTf21DVafrbTKd4yKEmBMZVHNDK9Exyf/yyy/4\n+OOP8cMPP+Cnn37Ct99+i2vXriEuLg4hISG4evUqxowZg7i4OACAVCpFYmIipFIpJBIJYmJidO4i\nV5vkly1bBltb20b7bW1tsWzZMp0qA8AtY6VJw/4s9Z8bWW8T6RoWIcSsiKCaG1qJjkn+t99+Q0BA\nADp06ABLS0sEBwfj66+/Vum1mDNnDo4cOQKgrrs8IiICfD4fIpEILi4uyMrK0ilktR1MpaWl8PLy\narTfy8sLBQUFOlUGNF6JvLCwsNFUCU2tVq7NquSEENKm1N13zTldt6kxcOBArFmzBmVlZejQoQO+\n//57+Pn5obS0FI6OjgAAR0dHrlu6uLgYgYGB3Oeb6vHQltokX79vqKGWPPHq5+eHvLw8yGQy9OrV\nC4mJiTh48KBKmbCwMOzcuRMzZ85ERkYG7OzsuAtBCCEGo24tpUEj67ZHPlZdP9nNzQ2rVq3CuHHj\n0KlTJ3h7ezd6qJTH4zXb06FtL0hDartr/Pz8mlwkZM+ePfD19dWpMgCwsrLCzp07MX78eIjFYjz3\n3HNwd3fHrl27sGvXLgBAaGgo+vXrBxcXFyxatAjx8fE610cIIa2mBTde58+fjx9//BFpaWmwt7fH\ngAED4OjoiJKSEgDAzZs3uUEtrdmboXacfElJCaZOnYp27dpxST07OxsPHz5EUlISevbsqVOFrYnG\nyRNCtNNK4+T/T8tzjOc1qu/WrVvo0aMHbty4gfHjxyMjIwMbN26Eg4MDVq1ahbi4OJSXlyMuLg5S\nqRSRkZHIysqCXC7H2LFjkZ+fr1NrXm13jZOTE9LT03Hq1Cn88ssv4PF4eOaZZzB69OjHroQQQsyC\nmla6NmbMmIG7d++Cz+cjPj4eXbp0weuvv47w8HAkJCRAJBLh8OHDAACxWIzw8HCIxWJYWVkhPj5e\n5+4arZ54NVZ1X1pfXTlmOE7/zXX6q2uDHuvSqwA91pWpx7rMTSu15JO1PMezjVvyhmJ6j28RQoih\ntKAlbyiU5AkhRFtaTl1jTCjJE0KIttQNoTRilOQJIURb1F1DCCFmzARXPqUkTwgh2qKWPCGEmDFK\n8oQQYsYoyRNCiBmjIZSEEGLGaAglIYSYMRpdQwghZoz65AkhxIxRnzwhhJgx6pMnhBAzZoLdNWqX\n/yOEENJAC5b/Ky8vx4wZM+Du7g6xWIzMzEyUlZUhJCQEAwYMwLhx41TW1o6NjYWrqyvc3NyQkpKi\nc8iU5AkhRFvVWm5NWLp0KUJDQ3H58mVcunQJbm5uiIuLQ0hICK5evYoxY8YgLi4OACCVSpGYmAip\nVAqJRIKYmBjU1tbqFDIleUII0dZDLbcG/vjjD5w9exbz588HAFhZWaFLly44evQo5syZAwCYM2cO\njhw5AgBITk5GREQE+Hw+RCIRXFxckJWVpVPI1CdPCCHaUtcnX3oauHVa7ccKCgrQvXt3zJs3Dz/9\n9BN8fX3x/vvvo7S0FI6OjgAAR0dHlJbWLTNaXFyMwMBA7vNCoRByuVynkKklTwgh2lLXPdN1JOC2\n7u+tgZqaGuTk5CAmJgY5OTno1KkT1zXzCI/Ha3axbl0X8qYkTwgh2lJquTUgFAohFAoxePBgAMCM\nGTOQk5MDJycnlJSUAABu3ryJHj16AAAEAgEKCwu5zxcVFUEgEOgUshl015QaOgDTteE9Q0dgBjIN\nHQDRJx2HUDo5OcHZ2RlXr17FgAEDkJqaCg8PD3h4eOCzzz7DqlWr8Nlnn2HKlCkAgLCwMERGRmL5\n8uWQy+XIy8uDv7+/TnWbQZInhBA9acE4+R07duD555+HQqFA//798emnn0KpVCI8PBwJCQkQiUQ4\nfPgwAEAsFiM8PBxisRhWVlaIj4/XubuGxxhjuodtWHVfeq2hwzBhtnqs60891kVIQ+vR0lTH4/GA\nsVqeI5XX4vpaC7XkCSFEW00MjzR2lOQJIURbJjitASV5QgjRFs1CSQghZoxmoSSEEDNG3TWEEGLG\nKMkTQogZoz55QggxYzSEkhBCzBh11xBCiBmj7hpCCDFjNISSEELMGHXXEEKIGTPBJK/XRUOaW5m8\nvvnz58PR0RGenp76DI8QQprXgoW8DUWvSV7dyuQNzZs3DxKJRJ+hEUKIZjVabkZEr0le3crkDQ0f\nPhz29vb6DI0QQtrMgwcPEBAQAG9vb4jFYqxevRpA870bsbGxcHV1hZubG1JSUnSuW6998upWJm+Z\n0/Vei/63EUKebLL/bcahQ4cOOHXqFDp27IiamhoMGzYM586dw9GjRxESEoKVK1di8+bNiIuLQ1xc\nHKRSKRITEyGVSiGXyzF27FhcvXoVFhaP3y5v9SQfEhLCLUxb38aNG1Xea1qZXHsjW+EchBDzIoJq\ngy/NMGHU07FjRwCAQqGAUqmEvb09jh49irS0utjmzJmDkSNHIi4uDsnJyYiIiACfz4dIJIKLiwuy\nsrIQGBj42PW2epI/fvy42mOOjo4oKSmBk5OTysrkhBBiGtTdVU0DcKbZT9bW1uLpp5/GtWvXEB0d\nDQ8PD7W9G8XFxSoJXSgUQi6X6xSxXvvkw8LC8NlnnwGAysrkhBBiGtTdaR0KYHW9rTELCwtcvHgR\nRUVFOHPmDE6dOqVyXFPvhq49H3pN8q+//jqOHz+OAQMG4OTJk3j99dcB1P1qTZo0iSsXERGBIUOG\n4OrVq3B2dsann36qzzCfIH/qcSPEHLR8DGWXLl0wadIkZGdnc70bAFR6NwQCAQoLC7nPFBUVQSAQ\n6BQxjxnLkuI6qPtlW2voMAghRm89Wprq6vJN4/uNTXNSqe/OnTuwsrKCnZ0dqqqqMH78eKxduxb/\n93//BwcHB6xatQpxcXEoLy/nbrxGRkYiKyuLu/Gan5+vU2uennglhBCt6fak082bNzFnzhzU1tai\ntrYWs2fPxpgxY+Dj44Pw8HAkJCRAJBLh8OHDAACxWIzw8HCIxWJYWVkhPj5e5+4aaskTQp4ArdWS\nL9CydN8W19daqCVPCCFaM7I5C7RASZ4QQrRmZHMWaIGSPCGEaI1a8oQQYsaqDB3AY6MkTwghWqPu\nGkIIMWPUXUMIIWaMWvKEEGLGqCVPCCFmjFryhBBixqglTwghZoyGUBJCiBmjljwhhJgx6pMnhBAz\nZnoteb2uDGWcZIYOQAcyQwegI5mhA9CBzNAB6Ehm6AB0JDN0ABqoW/6v4daYRCKBm5sbXF1dsXnz\nZv2EC0ryMP7/qZoiM3QAOpIZOgAdyAwdgI5khg5ARzJDB6CBbsv/KZVKLF68GBKJBFKpFAcPHsTl\ny5f1EjEleUII0ZpuLfmsrCy4uLhAJBKBz+dj5syZSE5O1kvElOQJIURrVVpuquRyOZydnbn3QqEQ\ncrlcD/GaxY3X9a1wjrRWOIe+mWLMgGnGbYoxAxR3W1inVSkbGxuV97quz9oaTDrJG8saioQQ89eS\nfCMQCFBYWMi9LywshFAobI2wNKLuGkIIaWN+fn7Iy8uDTCaDQqFAYmIiwsLC9FK3SbfkCSHEFFhZ\nWWHnzp0YP348lEolFixYAHd3d73U/US05MvLyzFjxgy4u7tDLBYjIyOjUZlXXnkFrq6uGDRoEHJz\ncw0QZWOa4j59+jS6dOkCHx8f+Pj4YMOGDQaK9G9Xrlzh4vHx8UGXLl2wffv2RuWM6XprE7MxXmsA\niI2NhYeHBzw9PREZGYmHDx82KmNM1xrQHLOxXuuWmjhxIq5cuYL8/HysXr1afxWzJ0BUVBRLSEhg\njDFWXV3NysvLVY5/9913bOLEiYwxxjIyMlhAQIDeY2yKprhPnTrFJk+ebIjQtKJUKpmTkxO7ceOG\nyn5jvd6MqY/ZGK91QUEB69u3L3vw4AFjjLHw8HC2d+9elTLGdq21idkYr7UpM/uW/B9//IGzZ89i\n/vz5AOr+2dSlSxeVMkePHsWcOXMAAAEBASgvL0dpaaneY61Pm7gB4775nJqaiv79+6sMHQOM83o/\noi5mwPiuta2tLfh8Pu7fv4+amhrcv38fAoFApYyxXWttYgaM71qbMrNP8gUFBejevTvmzZuHp59+\nGgsXLsT9+/dVyjQ1hrWoqEjfoarQJm4ej4f09HQMGjQIoaGhkEqlBoq2aYcOHUJkZGSj/cZ4vR9R\nF7MxXuuuXbtixYoV6N27N3r16gU7OzuMHTtWpYyxXWttYjbGa23KzD7J19TUICcnBzExMcjJyUGn\nTp0QFxfXqFzDloMhx7UC2sX99NNPo7CwED/99BOWLFmCKVOmGCjaxhQKBb755hv84x//aPK4sV1v\noPmYjfFaX7t2De+//z5kMhmKi4tRWVmJzz//vFE5Y7rW2sRsjNfalJl9khcKhRAKhRg8eDAAYMaM\nGcjJyVEp03AMa1FRUZP/hNQnbeLu3LkzOnbsCKDupk51dTXKysr0HmtTjh07Bl9fX3Tv3r3RMWO8\n3kDzMRvjtf7xxx8xZMgQODg4wMrKCtOmTUN6erpKGWO71trEbIzX2pSZfZJ3cnKCs7Mzrl69CqCu\nz9XDw0OlTFhYGPbt2wcAyMjIgJ2dHRwdHfUea33axF1aWsq10rKyssAYQ9euXfUea1MOHjyIiIiI\nJo8Z4/UGmo/ZGK+1m5sbMjIyUFVVBcYYUlNTIRaLVcoY27XWJmZjvNYmzRB3e/Xt4sWLzM/Pj3l5\nebGpU6eye/fusY8++oh99NFHXJmXX36Z9e/fn3l5ebHs7GwDRvs3TXHv3LmTeXh4sEGDBrGgoCB2\n4cIFA0dcp7Kykjk4OLA///yT22fs11tTzMZ6rTdv3szEYjEbOHAgi4qKYg8fPjT6a60pZmO91qaK\nxxjdxiaEEHNl9t01hBDyJKMkTwghZoySPCGEmDFK8oQQYsYoyROtlJSUYObMmXBxcYGfnx8mTZqE\nvLw8TJ06VWUZs6eeegobN27k3k+fPh1JSUmNzmdpaQkfHx94eXlh2rRpqKysbLb+27dvIyAgAL6+\nvjh37hz69u2r09jptLQ0XLhw4bE/15pu3LgBGxsbbNmyxaBxkCcDJXmiEWMMU6dOxejRo5Gfn48f\nf/wRsbGxKC0txbBhw7iHWe7evQsbGxuVJJqRkYGhQ4c2OmfHjh2Rm5uLS5cuwdbWFrt27Wo2hhMn\nTsDLywvZ2dkYNmyYzt/l1KlTjR6+0bfly5dj0qRJBo2BPDkoyRONTp06hXbt2uHFF1/k9nl5eWHY\nsGEYMmQIlzTT09MxefJk3L59G0Dd/DvW1tbo0aNHs+cPCgrCtWvXANQ99j5x4kT4+flhxIgRuHLl\nCi5evIhVq1YhOTkZTz/9NB48eKDy+QMHDiAgIAA+Pj546aWXUFtbCwCQSCTw9fWFt7c3QkJCcP36\ndezatQtbt26Fj48Pzp07h2+//RaBgYF4+umnERISglu3bgEA1q1bh/nz52PUqFHo378/duzYwdW3\nb98+DBo0CN7e3oiKigJQ9y+NGTNmwN/fH/7+/mp/SI4cOYJ+/fo1egCIkDZj4HH6xARs27aNvfrq\nq00ee/DgAbOzs2MKhYKtXr2aSSQSNnv2bCaVStmBAwdYVFRUk5+zsbFhjDFWU1PDpk2bxj744APG\nGGOjR49meXl5jLG6qXFHjx7NGGNs7969bMmSJdznRSIRu3v3LpNKpWzy5MmspqaGMcZYdHQ027dv\nH7t16xZzdnZmMpmMMcbYvXv3GGOMrVu3jm3ZsoU7z6P9jDG2Z88etmLFCsYYY2vXrmVDhw5lCoWC\n3blzhzk4OLCamhr2yy+/sAEDBrC7d++qfD4iIoKdO3eOMcbY9evXmbu7e6PvXFFRwYKCgthff/3F\n1q1bx9599101V5yQ1kMrQxGNmpvQqn379vDw8EBOTg4yMjKwcuVK/P7770hPT0dubm6TXTUAUFVV\nBR8fH8jlcohEIrz00kuorKzEhQsXVCYIUygUAOq6jFiD5/YYYzhx4gSys7Ph5+cHAHjw4AGcnJyQ\nmZmJESNGoE+fPgAAOzs7lc89UlhYiPDwcJSUlEChUKBfv37cd540aRL4fD4cHBzQo0cPlJSU4OTJ\nkwgPD+ces3903tTUVFy+fJk7b0VFBe7fv8/NwQLU/evg1VdfRceOHWkqXaI3lOSJRh4eHvjqq6/U\nHh86dCjS0tJQUVEBOzs7BAYGYseOHbh48SJeeuklFBUVYfLkyQCA6OhovPjii7C2tkZubi6qqqow\nfvx4JCcnY+zYsbCzs2ty9aLmfmjmzJmDTZs2qez79ttvtfpuS5YswWuvvYZnnnkGaWlpWLduHXes\nXbt23GtLS0vU1NSAx+M1maAZY8jMzFT5TENZWVn4+uuvsXLlSpSXl8PCwgLW1taIiYnRKlZCdEF9\n8kSj0aNH4+HDh9izZw+379KlSzh37hwAYMiQIdi1axe8vb0B1PXXZ2RkoLCwEAMHDoRQKERubi5y\nc3NV+vUBwNraGtu3b8eaNWtgY2ODvn37cj8ojDFcunSJe90Qj8fDmDFj8NVXX3H3AcrKynDjxg0E\nBgbizJkzkMlk3H6gbobDiooK7hx//vknevXqBQDYu3cvt19dfaNHj8aXX37Jne/evXsAgHHjxqks\nGXjx4sVGnz9z5gwKCgpQUFCAZcuWYc2aNZTgSZujJE+0kpSUhNTUVLi4uGDgwIFYs2YNevbsCaDu\nxmlBQQGCgoIA1LV6HR0duS6UptRvmXt7e8PFxQWHDx/G559/joSEBHh7e2PgwIE4evQoV77+Zx69\ndnd3x4YNGzBu3DgMGjQI48aNQ0lJCbp164bdu3dj2rRp8Pb25maXnDx5MpKSkrgbr+vWrcM//vEP\n+Pn5oXv37tx5G9b3iFgsxpo1axAcHAxvb2+sWLECALB9+3b8+OOPGDRoEDw8PLB7926drzUhrYkm\nKCOEEDNGLXlCCDFjlOQJIcSMUZInhBAzRkmeEELMGCV5QggxY5TkCSHEjP0/PEKJ0hgmuVAAAAAA\nSUVORK5CYII=\n"
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(cLw4)\n",
"plt.title(\"ClearwaterRegion-Ref-B4\")\n",
"plt.colorbar()\n",
"plt.figure()\n",
"plt.imshow(cLw7)\n",
"plt.colorbar()\n",
"plt.title(\"ClearwaterRegion-Ref-B7\")\n",
"plt.show()\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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N5+HSmbhxcI/tX6jofOG9DQOFYhFUQZ1eFUHREnGDVUp/cHNs2THMdvEw9Kxg\n7zlmDb8aR8OIDtaaSH6pJTwFpeD2QeYpmLsDooKhX1NryNa9EQANXbu4MfsjMgJjmR9Ut0JS657k\nPDIyMnjvvffYt28fdrud22+/nc8++4w776xo3mMYBpMnT2bw4ME1bv+98kLi9lkPYe3ZOCE9k+F3\n3S1hOY9OylYedswkTCqgVAQw0/Mwi3yDL+myR80GzPQ8jI5KgRnGKNs3/N72b173TOA7300V8i7T\nB5JV2pAJjtdpKh+sVJaJzOfe21nsG0Sa2Zje6horoVsShA2B5hs5aR7ibc/9fgvhUbZvmGB/HbBM\nTP7p+SPd1I3cZ3+X1XpfXndPuKTfdT5N5YNMcLzO3u4JvB4xDk/9cvZxCRHwf32tNZBzr+5zC40+\no5LC5HyOboMln8KhQcCwOqmuH612PjgqERISgqZplJaWoigKpaWlNGhQec76xhtvcMstt7Bp06Ya\ny7zyQiJJ1oOJPKuhCXJUuboLEC3n0kNdzykzkk1mV9yinCCdKIT9x2mRcIKWzU+zzehYefX+cB6k\nnYSWsZQ0CK+wRlIqAskV0bjKaejj5GN0VLaRZTZkld6Pxr40Wir7yDErGmIKAYf2BMJpoIXG8ej6\nLPTdyI7ILtA5ke32fgTp8ln/XxLbjI4E+kqIk45x0GyKik6YVEAApRSYYcRIOdxi+4pmcqr/Gjlm\nDIv1QewxWmMi017ZQQP5KNuNDpV3UKbmWBP2FvXx1rdxyoyk0OVEnCqFMG9ZvmCHNVcpj6ZAcpnC\ngrgwGNjCmrifR7aWxJKQkTgCDIZr89hmdKTqWF2XQDUtc4UHVnirTgOIiIjg0UcfJSEhAafTyaBB\ngypFCT569Chz585l+fLlbNq0qUaLgSsvJE7N6uoHn7WXsqtVrgSXZ7E+iBdcT1BEOZOKfcfh9WUM\nunk5EzpuY4rrOTK8SRVPXJdmqT0nDIAGFYdpS/WBrNN7VCizvbKDZ5xPMc87nF1GWz733o6GjyJx\nnrm+KWDRHth6BCYMYHdkG6a5puHBjkDiS++t7DLaMtk+g57qOqa4nmOl3p+tRieKRDDRUi5/tP+T\nAKmUGe7JdFc28JpzIqHSGb9l9H6jBc+5puBDw0DhZtu3DNO+Z4rrucpCsmw/LN8PEwZwMLopL7if\nwLdxH76Zy+Gu3tCocoOvlvbx0KSe3z9aeY62605e45Y8Ev4mY51PMMX13M8uJCkqpJRzkPP0eUsz\naWlpvPbVMPGNAAAgAElEQVTaa2RkZBAaGsqtt97Kxx9/zO9+9zt/nokTJzJ9+nS/Z5ererjVT11F\nV3UTi9VBZUaFh3JhTRq0joMuiRXy7zFa86r7ETYbXSotvLVMPM6g0csJbR3AbM9d/r0aFWgeCyM7\nQlJZI2mh7OcG9Qf2GK0r2TtlmEl86h3LbqMNAqlq27Cd2cjrDnFD4BK6jNgLibs5aOvOYt8gvzAV\niWAKzDACpFLaKTt5yPEGi3yDWewbxA3aDwxSF9NF2YwiGYy1fUqynE6MnGPtTTn7/LzYKpjprNd7\noGDQTdlIpHSKH3w3lKms2zUAhwpxYWXnJSXDzXoFY8ZaYVetowpaBaRyQ+gPDNRWW2pqyV1lvkvi\nElvm5s2b6dWrF5GR1r0aNWoUa9eurSAkW7ZsYcyYMYAVtHXhwoVomlZt2IsrKiS91LXcZ3+XLLNh\nmZCk58FnG2FUp0pCsstoW6U2CaB58wLu77CLj7zjeNb9t6ov2DnROsrRVD7IH+zv8JXvlkpCcsGt\nxOfYcxz5o7Vc99dN3DN2G/ATi33H2KB3p0CU7aA0kSkRgdSTTnKXbTYSgo16N27WvuU++7u4hBMf\nGnfaPsCOBxkTl3BSLIKwSV7CpAIAPNhxCSdLi/tzyGjIc+FP08m2lS1GZ04alpA4+zRA6xN9tsyz\ntI6zjqrwGdbcEKzhr0OtlZON1soeHrK/QbSUW7FXrwsuUbvVokULnn32WVwuFw6Hg6VLl9KtW8VF\n0PT0dP//d999NzfddNMF48JcUSFZ4BtCupnMJr1r2Zet42DidZBUvXFjVWwzOvKk+/kL2y1VwQ6j\nPU+5n+Gw0eiizvPTPQkjeChftO3AjlIr/HW2Ge/fZHWOXBHN2577meezHkZDOYuZAQ/TVdlEnoji\nQ894/zbhgdoyxts+5BvfKFbp/eilrGWEZoWwWO4bwIfe8bRcNoemu39k7s09ONmqHSfMMvdLI7S5\n9FDX86FnfJXbhSvfhCz4bid4DQi2w03toW3NC7Qb9O485nqRsbZP6aWurdXtqjWX2DLbt2/PHXfc\nQZcuXZBlmU6dOnHvvffyzjvvAPCHP/zhv1WVumGn0a7yPvcGYdaBpVpNlDNxSi4yzURseEmUMzmZ\n4yA7NxTqh/l9b2WaiWR6E8+/RI0cMRM44rXMR2RMEuQjBEtFZJqJNZreA9YkNzmKXDkUTGuve4EI\nwyc0YuUTJMhHyDQTyTFjKpid3Gb7guHaPApFCPv0lnzru5ndRhsS5UzaKlYo6S1GZ5b4rmdYwPf0\nV1eRaSawx2iNhCDgdC7BWVkcLe5OthmPhzJ1UCdlK2Nsn3HUbEAJgWSaiRe2ki7yWKpejw5hAZaV\n8PnkFFqm82Bpw+qHke5MJt2bTJhUgBPXBa22L5pL1G4BPPbYYxXCikP1wlGb+JSXJCRZWVnccccd\n5ObmIkkS9913HxMmTOD06dPcfvvtZGZmkpSUxBdffEFY2MU5bShPgFTKeNuHNFIO84r7z8TIOTxq\nf5k5GxP551e94M6e0P/ibLcuhIrOWNuntFN28rL7UTYbtfPMKGNym+0L/36Rn/Q+vOL5M33V1Uy0\nv8Yrnj/zhfe2Cues1Pv7tW9u4eCImUBLZR+P2l+mq7rJbyF8jv1Gc172PMpGvRsGCvsH3oynW3Pu\nafQVsn0rL7sfJV2UWSiES/nca3+PRvJhXnY/SppoTLV0aAjRgywFhKZUaQrEilSYs836v1kM3NXL\nrwCY7xvKRr3bBXdSXjRXXqXk55Kqomkar776Kh06dKC4uJjOnTtz/fXXM2vWLK6//noee+wxZsyY\nwfTp05k+ffolV85A4YSIRTat8XmkdIqO6jY2hQejJQbTNWwr4dpBNuldL8vE/BwCiRwRw2GzEaUE\n0FDOoquyiUwz8YLDFglBopxJC2U/m4yuHBUNrJ5EOkE3dSMx3hx/3jj5GF2VTRwTcf799cFSEV2U\nzbRXdnBKRPp3Je4zWlIsglihp6Dh4ye9D0FSMb+1fYKcaFrui+RQTpr1KvQkYG0JaCofJFuJJ0Aq\nrbrip0pg91GaRByja4ej7KJ9lbsyAQgPwNEokK7KJgISDrPJ3prTWEKSbcaTTd2ZyQO/fCGJjY0l\nNtYaAwcFBdGyZUuOHj3KvHnzWLlyJQB33nknKSkplyUkLuHkP947UDBwCSedObtPo08THO36MS7s\nSVo79jPZNYNc/fKF5Nx+EgUDt3AwSFvMM86n+NZ3M1tcNY/tT5ixvOV+gB/0G6od3rRS9vKU8xmW\n+QayWe+CQCJKyuN++9s4JDdTXU+Tblo9gls48KFZ7oYQuISTu+yzmeGcjIaPo2YDprqfZqHvxopr\nRrXlyCl4/yd6tl/CjC5LeUn6a/VCktKMkN7B3O38ngbacSabt3L65/RTfRV5g71sec3IyGDbtm10\n796dnJwcYmIsFWNMTAw5OTlVn/SPadbf7AJQk+F3t1nqWbAWwlamQtsGiB7JFRrbTqMd092Ps03q\niDcwmIUMY4u3G0fNBrRRdjNUm89WoxNLfNcDUF8+zlBtPsUHS5m/rClFzZtBL2vYESufYKg2n1IR\nwHzfUP/8o/z1NHwES0U4KFNtRku5DNXm48XGfN/QyhosAomXsxmqzSdEKuRvrmdZb/QgUjrFUG0+\njZU05nhHImPyjPMpFviGsN9owde+0ciYHDET/Nt+b9QW0krZy3zfUPYbLQBr92SodIZlvoEs8A1h\np9GOGCmHobb5HDET/DZUZ0Qo831DOWA051bblzTW05jvG4oPjRCpkKHafAISjjP/5ubsir6Z1/R2\nbJC6Q4kXVqVCqRf6NaVT7EGGavNZpfZjs9GF79VbCJaKyBGxdJS30Wbrm6xeZ3DUbEAzJZU9l9KI\nquKX3pOco7i4mNGjRzNz5kyCgyuqAC8YBOdP06y/s9fC11uh7+kyITlyGr7fadlu9ahoBbzXaMVe\noyyeSXnzkY7aNmsY4jX9QhIhnWaoNp+8nNP8uOA3FPkCkXolEyIV0lQ+yEhtDrlmNCv0lCon6W4c\nnBT1KiwehskF3KgtxIWTVXo/v5AUihDyRBQeYSdBPsJt2hf8oN/A8+4nAWgkH2aQthiAKa7n+I32\nI8/Zp5BpJrJO7+k3/QdrLhYiFTJSm8P12hJSjWZ+ISkVAeSYMcz1jeCfnj8CMFBdxh/s77DV6GSt\n5kslFIoQvvLeQoEIY2bAw8RKJ1isD8InNAKkUgaqy4hIPM26Wwez3WjFduPcjy6xTOtPl0C7eJo1\nSOUO+38oFCGs1Pvzja/MELCvbTV/67eat7vfz388d/Cgcwr3v1H1I79o/heExOfzMXr0aMaPH8/I\nkSMBq/c4ceIEsbGxHD9+nOjoGoZAfZtCYqRlkXqOcyrghhdnuLjV6MQU13McNstUueecYnuSPRQ+\nGAtxsdjwMtb2KZ2VLSz03ch2o0OF3qA855xElPf8eMKM5U3Pg34rXLDmTl96b2WFnsJ+swUyJk+7\np1ZwlXTOPuvc/6t8/ZggXmeHXtk7ZF91NXfbZtFJrbyF6Se9DxNdr1W5XtRbXcOrAY/QWr7w+/yM\nCOVf3nuw46m8Wh9ktyx9PTrEhrBe78Gk0pc4YFZenN2gd+ex0hc5YDanWAQx23sX8M8LXrvW/NKF\nRAjBPffcQ6tWrZg4caL/++HDh/PBBx8wefJkPvjgA7/wVEvjeqiNw2miHMJJOmlmYwrrh1atXamB\nqrauFogwVugpEAn0t76TTBchRw6jurJYG30P2wN6VFvmMTOuUiMqFCGV3P0IJLYancAo++58X2LF\nIojVel//51IpgFwzxu81pjxN5EPcYvsKBYPjZn1aK3vIMJMspxXlHVdIHprIh2ir7rIcTMgZJMvp\npJvJbNC7kyeiUKvYcOESzgoeY8pjs5s07lSEDS9pZhQZZlKZDZzPgKx88OnQMILMgEQyzTK1e3n3\nrpfNZaiA65pLir67Zs0aPvroI3788Uc6duxIx44dWbRoEY8//jhLliyhWbNmLF++nMcff7zGsgLP\nBvH5i+PvJMkZl1Kdi8LrU/jk27a88GYfDh6unW+pn4P+6kpeD3iIFHXFBfNFyqf4g/0dHrS/SaxU\ncY4XIZ3mPvu7PGR/g1j5hP/7Od6RPOV+hp0X8GFcHSFSIffY/sVEx2t+X2R+Srzw7TbL/u34mYsu\n+6JQa3n8F7iky/Tp06fKYJwAS5curfH8/+hl5uaqpJNU2hcHXZlmGqw+voNZ230UuGWwKdA+nqgk\nQS91LcUiiHVGz1q5DypPI/kwPdV1HDSbssnXiey4tlAQCZtPQWE6dIgH58W78rkUGspZ9FTX0VhO\nY6PercJK+Tn2Gq34l+ceeqlraaPsJknOoJF8GLvkpqWyj17qWjbq3ThmxpFqNGMZljlNS2WftTFM\nxPrNaY6JOL72jibdTEYXKt3Ujf4tyMfN+qzVe1FPPklPZR2a5EPDh4HCPqNlZUd/qmyZ14c5f/77\n9b+k3boUxrU733TEmpR2ANoFHeX7P39OwSGXZSIxaRAJyTp/drxCltmQXaVtK5iz14YOynaedz7J\nx97fWSYwQ9pazhBeWWI5M0iO+q8JSStlL085nmGZPpAJrtfxicrWtav0fqzVe/FSwCS/W9Vz9FVX\n87LzUaa4nuN1zwTe9dznd9L9f/b36apW3B9x0GjKC8YTmMjoqIzQ5vKo42UAVvv6csRMoJOylZcD\nHiVQKuGEGctk1wy+8Y6qvMsx8Ox8BVHlprg65Zc+J7lcLmS/H9+gHl9/NgK323d2r4kN1Q4h5mvU\nR2GhsxRTZOEzdbYVrOdQWA5zfSM4vM9pefZoE2cpBMqxx2zNDPfkMt9cqmzNe27pbK0VfLzBMqbs\nd2mr9zImI7U5NFEOMcc30u/AripSjWa86nmEw0ajatc2uqsbGKnNIc+MYpLrJcCySM41o1EwsEse\nRtrmECQVM8c3Eo+wM9I2hxvUHyrNQRrJhxlpm0Ommchc7wgW+wZhoDBSm4Mm+ZAQbDE684zrKYbb\n5tFd2cDvbB8TKZ1irm+E38nGYG0R3ZUNzPGN5IwIZaQ2hxMiljm+kZe2RlMTv3YhuRB2u522bWs2\nUhRCEJO6hxzXIoq97dl/KhDSD0CUF0qsDVylkkK6LYRUmlVuuOEBMLg1rDlkucUJcVYrJCFSIeFS\nPqdFROW9JFhCMlBbxgB1OduNDhcUksNmo8pRhc+jsZzGaNvXvO253++YwoWTQhFCkQgm00wkSc7g\nJu07MswkXMLJUG0+zV27KMoxcdtA1XQipNO0VXYxVJvPXqMVu4y2/rWUrsomnJILKLOujpFz6K+u\npIe6HrdwsFLvz1EsIWmj7GaY7Xu2GJ1RTZ2B2jIOGM2Z7xvq9+lcp/zah1t1RYPEgYSXduN5VMxE\nYHiytavx7FDgRFEJ007kMjfoAjZFzWPhwQEQU72p90B1GePtH/Ku575L3i58MazW+/Jw6Ux6qut4\nPcDaxrvd6MB7nntZrfdlYulryJgEScX0Utei4WOW524i1myk81fvcngIhA0o4P/s75MgH+EDz51E\ny7lMdz5uBT/FTRtld5U+ywpFCP/2/J55vuEVtIXf+4ax02jHbqMNbuHgRfdjFIngi54f1pqrqGVe\nRVW5OCRJwuFw4nBU/5Aig4O4p+QIrUoq70v3EwC0h615p1m8vsgy2jtvb7ciGdjxoJTX8ZZDILHf\naEGEdJpEOZOOyjb2my1q34DcPmtrsQAaRZHhtNSu8fJRuiibAWv1X0JY1s6mFdS0m7KRzsoWnJKL\nLUZnfKaK7oUm4iCh2mKGaAvwYuMtzwP0kNYzSF1MtojnuFkfWTIJl/Lpqa5DR/UvVgokfGgEScV0\nVzf4q3jIaMoKXwotlP04ZDc7jPYU5kqQnmU589CUi9vxWBM/Q+d0qfxihaQ2qKrKjc2SGFSNJq48\nS37axeIZ6+EP/a1hWDmW+QayQ29frRHlOUcQe4zW3Gd/ly7KZp5zTyFLVB9+rgL5pfD5ZjBN+EM/\n/9bir72jWK7/BrBW2nPNsuuP0r7hPvu71JNOImPypOP/IfV2EdhSZ2DYHHzOZURLuWwyula41Fzv\nCOb5hjPF8Rx91dU87phOQ28Wz7mnAGUq4PKhJABedT/CV95buds+i1jpBM+5p7BnpwLvrLRUw6FO\nq+51xbXh1n8HSZJQVYXa3PEe7ZP58gUXxBggDlVMFGDFxD5Jri+H/+ihbMi3weZMaBiB6JRArohm\nj9maVbrlHK6qOCnV4tAshwymsIKmnqWFsp9kOd0f2Acs96p91dVcry0hSspjpd7fbxDZJnA3/ULz\n2K8346DelH7qKuLlbMbaPiVJzkCVdJopqfQXK4mRc3BKLhKlTGKkHL+GzCPsbDc6UCoC6Ketop5k\neb+PlE6hSDr1pePEy9mWPVt0LHRPtlbnA2xQrw5jN15FLfMqqsqVJTIyjFtG964xn8fjJXN7JptS\nDXj7R7iuJXS0eoyTRjT/NO7355URmEic75e7UtCi8AC4rUu5NIFA4mbtW0bY5vJw6Uy/uc050xMb\nXjLNRN7z3Mtc3wgA7rO/S09lHXN8I/ncezszAx7mZu1bnnC84L/eTdp33KR9V2G/ioTwH4UihFne\nuzlhxpKspFNPqRxS20/bBrXawXhJXEUt8yqqyi8DTVOZ2CSK30UVQcpNltNa57Eq8/6w8xiTPj1p\n+dw96/WwlbKXW7Sv2Ge25CvvLRU827dU9nGL9hUHzOZ85b2Fb3yj2G50qGC+/pPeh4mlr3GL7Ssa\ny2kVrrdG782fXa+wXq9sarNW78VXvlvwCY1Q6Qy32L6ig7IdgB7qev7u/Atd1M2Xe3vqjmvDrV8u\nsixTPzKc+pE1G2AG+kx+PLMZioKgxHrqbeQjDLcdprERQKkvC4GEF5NTdi/NbTvor60kXM9nt9KG\nvUYrftL7VCgz24xnuT6AruqmSkJy1GzAcn0AEoLGchrBFFVM8w3Ag50YKYd+6ipK5QByRAwR0mnu\ntb+HjFmr+JVOyUWSkkEJZb59DKGQI2KofYywGriKWuZVVJX/PRIT6/OfD8aALPsd7kn0QKErjZEZ\nevZ1WeQqZvexrziuHuA9z70kypm86nyEdzx/qGCaDtBH/YkH7G/RUtlX6Xq91TX8yf4PNHx+t6rn\n6KWu5ZWAP2MIxZ92yGzCPzx/opmcyp/s/6i1S6BkOZ1J9pcqbC84I0L5h+dP/HjRd6karqKWeRVV\n5X8PVVWJrEWPExYUCCVdCT0ThktvQrQcTKJicLthp5OZWiFvtOc4AwOWock+vwVulJRHW2UXrZU9\neLHRXEmlsWwpH/JEFLuNNv4G3UrZS7yUzW6zLUt81/GD7wbSlWQayll0ULcTRDEAp0QkK/X+SIhK\npjHnAi1FyXm0UXaj4eOMCCXDTKo7IbmKrICvCclVgCzLJDTqQ7zZizID9huoynVD5pECMFWQ/R61\naK4c4K/O/8d+owV/Kf07kxwv0dhuCclBoyn/z/1Xv7O+xx3TuVn7lvc99zDHN5LTZgQnRT32Gy38\naWBFEJ7hnky2LZ6nHVMr1CHdTOZF92M0U1J52jEVTbJ2cN5tn82kuropl9Eya+NVfsKECSxcuJCA\ngABmz55Nx44df46qXDq5+QXUCwv92cIb/9I4t4tTlms2GoyNaUnW0a8RwkRH488iBgOZWNdkwoWT\nZAQUJMFZR43Rci6D1UX+SXpLZR8GCnkiyh8/MlrO9acFSiUM1+b5ty10UTajSjp91J+wSV5aKPsp\nFkGcMGM5YcbymjSR69Sl9FTXEXnWU36d8DN6lV+wYAGHDh3i4MGDbNiwgfvvv5/169fXdVUuj8/T\nc/lTh+BaNQr4+WKF/xIJDAwmudmN/s9l+wXLdiqmp3bE5bX2ysSRz/3y7LICTDihx+L0QlvpII/Y\nZ9Je3eZPFkiWeyRhuUdSJAMbXgZrixisLQKscBF2ycNmvQtbXZ3QHSodlW1okg+qsUq4aC5Ru1Ub\nr/Lz5s3zC0337t0pKCio4J/hfK6IkMw1ArHtTMNZjff4cwQoEoMa1Sc4MPCC+a5Rkdj43pwpWFNt\nuh2ZaXYnuUUncBZHQbndy4UihE+9Y/0ulHqpaxmrfVphUp8spzPJ8RLf+W7iU+9YvyONsbZPgY11\n8yOq8yqfah3VUVuv8g0blllDxMfHk52dfXUJybLABiyrRb44TxGfHc+jS3zNrxVNVVEU5VqvAwQE\nBBEQ0KLGfHGuCLIODSEjr2yHZpEI5pRvCEVn99CfUsLJ1AwiHVuJCrYm8DFyDiPlOSgYpBrNKBZB\n7DDaM0gsrrsfUZ1X+VbWcY6nv6+YXhuv8kAlT/IXajdX9cT9tOrk+VMKTU5l15h3VLhCSpPEa0Jy\nETgcATRsch+Gcbf/uyjgIWT/IqfEDchcx7HDnxHFHyuc303ZyIvOx9BR0fDRWKm4bnNZXOJwqzZe\n5Rs0aEBWVlmQiOzs7CoD/ZzjygrJoZPWpqcW9SGusvMHt6KyOCie2ryfvPlp1D+WQ5C9igjghrCc\nGCgysk0lOiwE7VLjjf0PIUkSTmftbMwiYgeTeuLVSt+X9/6bD8AjdVG1S7YCro1X+eHDh/Pmm28y\nZswY1q9fT1hYWLVDLbjSQrL6IHy9BSYMrFJILobPHfGsOlGCIlVh8bvpiLX7sFdjwke348PEfBrF\n1Kuc7xrVEhmVQERkbULU1ZGQ/Ixe5YcMGcKCBQto0qQJgYGBNTrNlkRNYX7qGEmSYPfZS248bMUU\n79e0zDldXXKq2AoIdLTA2vPQKYGAHgn8zXOYXqE172lvFBZEfFTktSHcRXAuetRll/FNLfOOqjy/\nqGuurJBUgQ0vAVKpP1hNlXh0K6yyQ6scy7h8WtpJeGEhRAbC4zdaUX0vgqklqTzePhGbVsUQ7jwu\n6LHyV0SdCcm8WuYd/vMLyVU3MO+sbuEO239Yql/H197RVWdac8jyV3tT+0qRq1ibBisOWGlBl2fb\nsEgKxbk7g9ALqKoT5CyayGnEJo4mJKQO43P82rmKWuZVVBWLYKmIRvJhIqTT1Wc6mGsF8uyYUFlI\nCl2Wl8ESz8UJyckiK4JvgzCIsNZlNgTEsOHs0rWEIEnOIEQqJMNM8ju1HmvbwgPqxxQda00zpXrT\nhnPYNBWbpl3rdWrimql89WzRO/OE+cKlxxvp1Riaxlgug3IuwnB7fTp8scUKTjOw8hqDis7tts/p\nqGzzB9MB+FEfQJrRhOjiQCJ3n6h03vncFGgyokWjszsmr1Et/yt73A3DoEuXLsTHx/Pdd9/VSaSr\nEKmQpspBhCH53dlUic+AbVlW+LK2Dfxvf+oFWwdUFpJDuXAgx8qfcJ6L05PFsPcY5JdUeTmBxAkz\nlnQpmRJRZgFwwozhBDHU1l9eSXEGDY8cJTKg5l4uPiIcu+2/4zTvquMqeodclhu+mTNn0qpVK//Q\nYfr06Vx//fWkpqYycODASwrg00XdzHTn4wzRFlw4o1eH73bAv9dYw6vasDYNXlwM2y8+2riOyme+\nMTzvfrLq8Ne15HtnPCPORJBy3FnjcTCnDg0Gf2n80n0Bg7VKuWDBAp588kleeeUVgFpHurrV9iXf\n+4ZVqb3aa7TiDc9DbNEvEFmqWxI8dDacdFRQJRdAlTiYC//+yXJAd2dPK+bf+XROhD+lQOuy3qul\nso9h2vfsMtqyxHc9g9TFJMkZfO8bhib5GKZ9zx6jNQt9N1YurzwrUy1VN+BOjOBE/2YQVrPThA+P\n5XBd6eFq0zV8REl5RAVHER3TpNYGo78IrqKJwCVX5ZFHHuGll16isLBsSFPbSFf91FUs8V1fwaev\nho8QqdAfU8RERsYkRCpERadQhODl7NCjY4J11PjrZMu588Ec+GQjjOkK9/WrekLfPt46AHQTSjw0\nt+3gwejX+UIaw3LfAAZrixigLee4qI8TFxPsr/Ol99YLC4nAEpBvz1radkuyBDKs5pXuF4Oa8mLl\nyAl+EuVMZga8iJqTREDQ0wQG1Cx4siz/MpQGv3Qh+f7774mOjqZjx46sWLGiyjwXWjeY/oqbIvNl\nQIGuKdA1hUQ5k9/b/02OGcO/vb+nSATjlFyMs31EQzmLf3t/f/HDnJgQGNcDGkbAN9tgXTqccVlO\nn8+LolWBvCIrf/AW+J2bclu5iZVO8KD9TRQMIqVTNddBwnIEcS5QUVRQ2fypjiiwZ7LowG4Mqcw5\nnBM3rZXd2CSd3XprCo8LOJTLb2/vSv36lx9f8hwrVqyotg1cFlfRnOSShGTt2rXMmzePBQsW4Ha7\nKSwsZPz48bWOdHX0j++Vq4BOU2Uf/dWVjNDmst3owMfe31FEMBKCYKmIUOkMKjrRUi5NlEMcN+tX\niGgFWOHLjpy2GmFcmBWXvNRrNU5JslbdC0qhwAXeGvY8GAKKPeRJwaz3dSfdTMZE5qDZ1ArWgxXd\naqPRDQ92+qsrOWg2pUCE0UQ+hEDioNm0zJF0i9iK0bzAUiocOW0pEGoaLoKl2s48DSEO6xxJwo2D\n3UYb0uwu3qCBP9hOYzmN1komsvYT7kJ443Dj/8/eeYdHVaZt/HfOmZreGwklJEDoRYqAEEAEXCsq\nduy67rrq+rm23bXuirqui7u6xRV7W10ruoDSm9IJvSaQhDSSkD7tlO+PN5lkmJlkAlGw3Nc1XMyc\nM2fOTM5z3vd9nvu5b/LXK7C6iuS+hzkvor1RzEBGx2I2Y7XaOxx1cnNzyc3N9T5/7LHHOv4uoeA0\nGklOuuK+YsUKnn32WebPn899991HfHw8999/P0899RQ1NTV+a5LjK+7RUi0P2J7iMssHpEqlfOK5\niLuanqfSSEBBI1UuxYaTEiONCaaVPGB7iv+6L+UF1x2+J7LmIMxbBVNy4JLh8PJqyD8KN4+H7vGi\nDqLq4s6eGCkUB4PBrUJFPVFKA2nJ9dSaYinTU0iTS/zqNzPMC7jS8i5POR9gvTqKB2xP4cHMU84H\n/G/hGtwAACAASURBVJy3fPC/7eIcbxwH5w3u+IfOK4aXV8HAbuI7KTJmPKTJJULlxEj1BuU9tuc4\n3zyfN1yzWb41m9J/H8SZnAQXDGVwvEZWePCbRHSzV2M/cyo9+1yLxdK5gmyXVdzzQ9w383tScW+5\n2zzwwAPMmjWLefPmeVPAHUHFxH49myUesRBfr43CiY3hymYGKdtZq45lvy6sFKqMeDaqZ/h4GHoR\nY4f+aZASLZQQW+7UDo8YQXaWCH/G/qkiu1XdCEMzWtPFbWExQXosdcQKiZxmzuQRvRtNUhhjTWtR\nMbFWHctmbTi91ALK9WQc2Nml9UdDERfs/grIKxKfk3XcqFrjENtrHP6ff/CoOMfB6ZDd/L5IqxiN\n0mPFyIiw1G5rx9aCw3oP1tUPY+v6KApWNEJeFf1yyxmbU8gm0xg+ascBK1UuZYZ9O676nWw5NIoo\nc5zQKraaxO/S9meS3NhxEBvXPWQ2ccg4jUaSkz6ViRMnMnGiMCSMi4sLyemqLRqNcN5wzeYtrgHw\nms3MMC/gTttfuafpOfa7RZBsUkewVR2KHihznZMqslayJPhbbbGnDP66VNyxs5Pgi+2w4wjcNz1w\nkLSDFFmsSZoIY4/Wj2WeSaz0TEDFhIHEi65fAmI6xvr18Oev4L5p/kHSHjYehmcWwj1TW4OkV4LQ\nKZbwyhMFwyfui/isPBftP4thyTrQDMaatvBc2Ff8wXiMvBBs4mqiSri/0c32j8ph7mK4ZjTMHuuz\nzxWW93jS9hAVpf+hR2bH6pedwg8pSLoCfo5KgIKOBbePkruOHDhAQFw4cpDVXnaSmKL0TgSTIqRJ\nh2aIu7LPieiwdI9Yv0zp519wBCr0JOa5b0I1TBwzYtFQREC0+S79lV1cZP6EnaPj+OyuyVw0ciN9\nbUv4xHORV72dYd3h3nNgRIAs3ZB0uGuKbwZPksAUWlZKQ0GLiIDzhsJgcYwN/YbwiGciseZaHrY9\nzieei9im+U/z6owo3nRfS5jUxEG605AD3JQrpnmKb2HToxhYzA3UVr7Fvj11lBnBezI6jdPiyhQ4\njU7FF8eMGA7rPWgwukCEOSkKzsomOsJBrKWQqnFJ1BvHCfbUO6GqETYeEgvkYRkBg6TKiPca6wRD\nilTGNPMilIFn81nWmQyxf8kE00q+Vs9kT7P1HTkp4hEAUTlhxPVP5ZgRRu0JTLfjpGrCIxupmpxB\nkyEygtuB7Srcb3qai8yfsF4bFTBIGo1w5nvOb30hi6CjYIuhUPeE9/DwIY82Pd/5kw0C4/ue3fou\nsNAznX16n1YLt5PBnlL4YBNTx2/iisv28JL7Vr70nOO7zzcFooI/LAPOGQA9T5zRu0MbyGOORyg3\nkjGQ+MB9GSs8E71mnx3hLNMqbrW+xCuuG71i2J3BheZPmWBeyUuuW/2sqD/zXMAmbUSX/K7rtVHc\n53iG6y2vMcUcimpB6NBOoyvz1J+KqkF+JVQ069YmRkJmAvvN2d4Fe0iobBDZLLcm1iRteVsGoOnI\nhoZJUr02Az4oqhYU/AnZwj+xAyRJFeQouyk3klunUM2oMJJYqk72Pt+pDWAnoV+UMjomgpxnCFAk\nDRMqEgZxUjU5ym5qjBj2aP3YreWEHKzHw4KbHGU3NsnJbi2HYj2dYj2dZKkcCSMkHeFQ8VOQtIXD\nA5/lwbJm3dqJfeDnE8DcSZux3aXwr5XCEEc3BFGxZc3RLwV+NZmvIsewqcnJUePkW3cHKjv4vf0J\nvvScwxztwZM+XlusVCewW8uh0jgx56hP3BexxDOFo0YiA5SdPGibw1ZtKH9w/g7tJOYxUVKd18Tn\nCefvvaPRF56fsVod3yW/awtc1lCJne4u+8xgOPVBYlKgb7Jg9YK4oI/rNkySKphoXkGqVAqIYd7P\nXiAhAkb1En0kLUiOEt2IlQ2w8TDHMhM4Ft5LrDsONgtOZ8SJkaN/qqCthJiFqjCSWO7JZY/WDxld\nGOY07GflNz0opIewWjjBpq9aI5paI5qzTKu8Jj7HF0/Hm1aTJR9gpTrBa+LTgkojwRtg1Xocq9Xx\nHNJ7+gdIRZ3IpMWFi/M1tc/9cmFlqzqUGKmGOiOKHGU3E0wr2aINZ7s2kAmmlSGJdoQCTTl9FiWn\nNEgkDCS7gnH+YIzzg6clM+Qi7rIKo02APzp/6x8kOaniEQhf7YIXl4luxX4psGAHfLhZZIzOzhFB\nOiazfarKcdihDfT6hphQudTyXyY1fkD5B9MoZLoItpPsjLzI/AkXWj7l7qa5IkgMgxbvnQvNn3CJ\n5SPubprrFyQtkDA4oGfxlPMBn9ekZpMgo/CYYFEPSIMhGR0GSb0RyWvu673PZ1veYI79QZ5z3kOB\n1pPZlje6LkhOI17KKQ2SGeYF5JqW84HnMjaoI4PuV6Rn8JzrHlLdYiTZqJ3RuQ9qnm75GF8mRcK0\nATAuCyJPrsNHR+Z99yzWOvuwR2voMt7Rx56LW018Ciph0U6RgQM+mTaU7WMHs10bFPC9sdIxLrX8\nlzCa+MBzGSV6GgAXmD9jlGk9H7gvY2v33iI1HhfurxUQAloW7lvVoTQQwevu64B3Tvj7toX6U5AI\n9JILOMu0ilXqWe3uV2Ek8ZF7JlFSHclyOTV65xq5yIgTDxCL+sQIkfc/d1CrnVmNQ6xj4iPAZhIX\noyyJ5yZZ3MGrGkT1OT4C7K3iEDoyK9UJYAyC5FVif5NCnFRNsiyY0G7DQrmR3KmU9mp1PKtpNvGp\nLYJtR6BY9M6sGTCONe6hQd9rlVwMUrYTJdWxQG1lKWcpBxhnWsNyNReShsL0VhetJKmCaKlWmPEY\nHfPJ9mj9fJIWfhnDk4B2gpfm3r17ueKKK7zP8/PzeeKJJ7jzTl85pOXLl/PrX/8aj8dDQkJCuyTN\nU6qWkinnkyEXsVfvS5nesaRQrmk5v7S+yP885/Kq+4YO9w8I3YBDldDggp4JgjAIomf+061w5ShR\ndHx3vQiEK0eJO62qw3vrYV+5eC3Q1M7hEceWJOgVz8yI+dxu/QcAR4xuvOj6ZbsjZruodYhjO5ot\nF3rEixblILBJTvrI+zDjYa/e1xucWfIBUuVS9mp9/Vqkb7LO4xzTl7zo+qUI+hPBwK7hbh0OsX27\nh1QR9PN0Xadbt26sX7/eR/u3pqaGcePGsWjRItLT06msrCQhIXiS5JSOJPl6JsV6OoOU7YwxC+n7\nYj2dbdrg1t6RNlAx0Ug4rpNxeJElyAyQhTHLwkHWJIPDDbtLSY2sZpBeScmRZHbsThQtvjazcK6q\nbBABkxgJWYmwr0KMRH2SvVR4D2YaEBdnkxHWYWYpSapgsGkbFXoS27VBPn6KRNvFuqENwqQmBinb\nMaGyTRtMvdFKsXEaNrZpg0mQKhmlrKfaiGO7NogDehYH9KyAn+8yrDQSHpAB0RZxUjWDlW3UGVFs\n1wbhoWPJpc6iK9Ykixcvpnfv3j4BAvDOO+9wySWXkJ4uCKjtBQicBtmtMKmJ2dY3vOYxn3ou5BHH\nY1Qb/tXuzdpwHnI86dNj3mUYkymmYJE2KKkBYLCyjcdsL/H51/3Y8WIuXDtGrGOibLDpMPx9OYzP\ngswEsV7YUgh3TPIGyXI1l62amBKpCBpLe8hRdvM72x9YrY5np2NAhxdKrHSMWyz/Jlxq5BHnY9Rr\n/jy0bGU/D9ieYos2jD3Ofu0G6nzP+SxVJ1NjtD+dbVGV36v15RHnY3iMrg8SV4CbZGfx3nvvcdVV\nV/m9vn//fjweD5MmTaK+vp677rqLa6+9NuhxTnmQuLHwtXqml+a9VRvqN1KkyGVMMS2hzohiiTql\ncx7poSLcKh4guganD6TYbuZTa3e2dU+G6X3F+iWheU3hVAX9vs4pplcD0kTwJLSuOeqNSHF3/yYf\nio/CGBuki+85XNnMFPMSlnome20OSo1UvvCcx34ty3cUaYOhylammJewUp1AhZ5EglxJhNSAGU/A\n/Sv0JBaoMyjUu3c4krWknjtCpZHAIs80yowUPJgZb1rNUGUrS9Qp+Ds5nhiCrUk2LHewYXkA5vRx\ncLvdzJ8/n6efftpvm8fjYfPmzSxZsoSmpibOPPNMxowZQ3Z24OL1qQkSjybqI5KYhrznvoL3uCLo\n7mlSCTdZ51Gip5GnDaHUSPUqmcuSjtuwBCc+BoAFd/vvS4iAy0awkxHsBBjS/GgLRRb0cbMipnAB\nZIgAseBfuldU81OivAXOUab1PGJ7jEYjnM3acK8v+5+d/ye834NgJOv4PQ/zMH/kE2biMqyY8QT9\n/gf13vzFGaI+r6qJhjOTLL5fEBTq3XnJfSu6IePBzCTTMm62vky5I7kLgyRwQA/PjWB4buuN6O+P\nBRYBWbBgASNGjCAx0X9qnZGRQUJCAna7HbvdzoQJE8jLyzvNguSzPJFZsoc2TBfq3XnOeQ/9lV08\naJvDl55zWKhO50rLu6RLxbzrvjJkCosFN1da3qWXUsC77itPXPkkOwl+MUmI2Z0AVqoTuNPxV9ap\no0mQKrnK8g6ypPOu+8p2kxir1nfn119OY8PknlSPiePf7lsw4wkp8dEhlu2DrYXibzMgLehumXI+\nV1re5YjRzWvik69nti/e0Umc7Jrk3Xff5corrwy47cILL+SOO+5A0zRcLhfr1q3jnnvuCXqsUxMk\nu0tFzaJ7nM/0JBgqjQQ+95yHBzPnmL9kuzYIGZ0e8mGy5f2ES61aWclyOSlSGcV6OlWGP0lRlsT7\ncuTdPj7nyXIFKZRQXBpFVWOUuOuHtTMvTo1uN7vkg5QosW4JtxAl1ZEuF1NnRPGK60YA0uVieisH\nUdCw4iJBqiRdLqZET/PLQO2p6sGevBkwMBOMCBZ7zg70icFRUS9agZOj/OtDR+tEAmJ8+1bVEVID\n/ZQ9mHUPChqlRioezdzhmqszOJk6SWNjI4sXL+bf/25tE2+rKt+vXz+mT5/O4MGDkWWZW265hf79\n+wc73ClKAT+0Tuj1zhgoRBlCRKJ0lEwlnzI9hWI9nUw5n3CpkXw905vXv9byJtda3uR511184fmZ\n3zFkdDLlfCKlevL1TO8c/CrLO9wkv8TzL4/ms11jhIBE/y4i7BUdExdmRixj4vK4y/o869TRPO+6\nCwMJm+QkU85HwiBfz2SGaQF32Z7nRdcved89y/dYlQ3ieN1iOi0ADsB/NsLaA+L7jezpu62kRtSH\nMmLbVXOJkurIlPNpIox8LZPrra9xoflTnnfdxeK+U7skBfy1EbwG1BZnSlu/H+27nUa/FNhb1rpQ\nDhFHjUSOqq1zzEBTrHojkiNGt6AZMB05YAq03ojkiJpG42EX7CoV/SUtp6vsYbCyjc3q8KDp03aR\nEQuIu6zTsFFmpPhkkJyGjV1a652sgQiK9XSy5f2cZ/6czdpwdGSGK5upSE5ic8LwwGuQompx7n2S\nfdkFbRFpFWlrW5upbvEx8b6sxNbiajuoM6K8WbuW56V6apcmVE4nWsqpGUk2e4SSidUc8rokVIRJ\nTYTRRAMRrWolob7PXUfDk6twbjkKD86A0YJU+Avr3/mt7Y885HiymXpx4rDgJkJqwI0laPXdLjmI\noIH7bU+Ta17OQ44ncRlWnrQ/xBp1HL91/DFwbeKzPHh+iaCaXDnKfzuIGpBLE1NJS/OF+MV28b7Z\nzSNoJxEuNWLDSYMRgWugrUtGkqXGmR3vCEyWvv6BjiSHq2D1ARiUHrx3Y9NhbNsOMC33AIn9FBZ6\nprevPtKMJiMMFRPTzItIlUtZ6JlO4QG7+Ly+Kd4LP9D7mmQbTBgMfWp9FuR52hD+5bqNXbr/vHWM\n6RvONi1moWd6cE7Z6gPiLj8uC3f3OP8aUJ1D7GMYMC4LR0wYDuwsVs/miNGNw3oPVMPEe+4rKNB7\nBc/k9U6ES0f4yxe1hd3ir1vcK0EozAQjiDYjXGpkunkhUdSxUJ3u7R9pNMJppGtrVz967paloITw\nDxbjNMbhCBIk9u0HSH7/cy7o/TVZg60c0ntSY8TQZIQFvEjamv/I6Ew1f8UQJY/t2iAKD8cJ1u+k\nfq0XkCKLKYdhCD6WWRHPJ/lnuzZpI9it5QScwo01reURuyh+BgwSA1i5X/ipxIV7eV82xUUYTTQR\nhrPeJfppNF3cOJrXAws901nome491N9cv/I5tIxOmNSEhCEq+gPS2s1KgRgxLbhpMsJaWQ39U/3X\nX6oufhetufHLZibM1sS5pgWkGsVsrh1AKfHiN/sWFCFPlLv1beCUnMnIISXMfmgxi9KT+IjA2Znp\nuQe4MGsNu/qdzSZ3utCCkvfwhnt2QPLdMNMWZlveYIU6kY/cM3nHfRULpekc1HpDP6tgAR+ogCcX\niDekRsEFQ6CpuelraAacO9DvuACTTUu53PI+b7iuZYk65cS+9LEmsWg+UgMXDGFC6lpmW97gTfe1\nLIqdBLPOEAEbH/odOU6qZrb1Day4eNN9bUgj7QXmzxhnWsMb7tnt88iKqkU785Fa8Xxaf+qn9ORV\n9/WEHS6i6ONCSJLFb2g7PWkpXYVTEiSXRemMGz0cmxZOfIOvrfEhrKyypRDb10zGoEg2uVOpNBKI\nk6rpr+xitGkdDUYEGgoFWi9vN1wP+TAzzR9RY8TwPrN8+01SEenaw1XwxTbxWp9kQZMHKK2BcAts\ni4FusX4XaoxUQy85nyjJ3++kRE/jG3UMZXoKdslBT/kQBhKH9J7ESsfoKR2iIMNJWVaSYCBXNoAq\nNI57yQVElxyGyioxFYzqHGXfJKkkS+XYJQdmPCTL5fSUD1GkZ1CpJ9BLKUBpaORQUSxN9hjoFkOc\nVE2WfIDhymaajDAK9F6BF9xuFcrrvaxj6p04DRur1fHQWA5lX4OpURBGvwX86IPklgFTkJhMLyQu\nOa66vOVIBdfUNbLAM4P9WjaXW/7DRGkF73tmESdV86BtDpFSPY1GOM867+Vzz3kndzJ9m3tNVuwT\ntgw3jBUqkG2wRJ3CXq0vhbq//M8ydRL7tWwK9e4kS+X80voiHsw867yXCaaV/Nr6HH8+91b+M7w5\nHR1hhbgwVnomcEjrSeGCYti4QnxuKCLgbVCtx/Fv1y3Ikk6ZkcIM0wLutT3LP1y386V6DjdbXiay\nbC/PzhvLgd5j4fqxfOa5gH16H2aZ32e4splnnfey3whQiM2IE+qSzma6S1Kb0Ts9VmyzmgXr4FvA\nj35NEtaO2t+Q1ET+5DhCnctAIYEs13TCpEYu0Xtjk7qR5AjDLHmw6TpZbpN3EXpI78l/PJejYuJq\ny9usV0f5p4izk+Gi5tRlcpQoZEbZxGP1AVHkPNbkd07lejLlBNaUarvNJKkc0nuiGibchoUqI56d\n+kCqUnpBvO9aocJIokJLgpJK2F8I9S7/g+84AqW1Yp2S4j/FdGPxSUlXG3Hs1AZQaSTgMcwU6t0J\nq2/AeaAO7LVgQLJUTqacT60RjVnycI75S5K0Ctapo33Zv2EWkQgIhDCLP5PapcL2I4H3PwG4T4bp\n3cU4fVZHzYgIs3PpwLa1CMGJai05ChVBXdfpu22/99XN6nB2af250/pXnrXfy32OZ7zKj16cmdnq\nsShLrSnQLkK5nuxVcHQZVpZ7cvlaPROXcYJ/8MW7xQh3z9SAQXI81qjj2KSNwGVY8WDmZffNSK4C\nnPpS7z4XWj7lCst7/N7xBNVGHE/Yfk+Otpst2jBU4yQuhya36MfpIvwgpls1NTXcfPPN7Ny5E0mS\nePXVV8nOzj5pO7hQvTNkWebinskMqjrs83oUF+B0T+IeOYbbrGLb1jonT0mpFFuiMJt1zjN/Trpc\nzOee81oFFkb0gF9OEnT5E4SO7GNM5MaC2zgJyveYTKFt3CM0DTAPZh/ausOwQ7ducM1YUZ1XZJZ5\nJuEyrAxQdiJh8LnnPLZow/zp7iU1sHyf6OKc2LfjG4q9OTP4cWe/ZGD8IKZbd911F+eeey7//e9/\nUVWVxsZG/vjHPzJ16lTuu+8+nn76aZ566qkTsoQLBZIkkRwbS3Jsx3yh7GM1rNlXxV7ViVVycbG+\ngb7yPupcOcRqzYv0bAt6dh+KzeF4Tdhcquhg1JrV6CNsJ138tEouoqVaXIZVUGIirCJREOgiHNhN\nTBEjrUJPrMEpUtWd6clPixY1kGYsUyexW8/hCdvviZOr+b3jCZ9qvxdVjYI6lJUE47KItDYRLjVS\na0QHdCiTbQrRU5IJ0ZivQ5xOKeATqrjX1tYybNgw8vN99fH79evHihUrvD4lubm57Nmzx/cDu0Ca\nv7PQNI2quno8mpAtMuNBRseD2afmouoG/zhUzdPhfcQL248Ih6pjTaKuMnOYcPc9CQxTtnCj9RW2\nakN5xXUjxt5ykfHqm+JP9vxkqziHmcNEa8HHm6F3knjeDpW9I9glB0OUPCy4ydOGBO4hqWkSQuOR\nNuiXwlX295hiWsIr7htZo/qLY0dJddxoeYW52b/ukor7S0bwJqi2uFV68/SsuBcUFJCYmMgNN9xA\nXl4eI0aMYO7cuSHbwT366KPe/x9vAvNtQFEUkmI7nvYZhsFljQ7cR5vXOtYa6OOCRg0UHcLLoVEU\n1w4bFpZak6kxdy5ta5Y8xEg1hNGcIOibAsHY+k6P4JB5NNHctTYfPLpXVgiXKuwlNF1MyeqdUFjV\nmsY+3LItTlTam6EbMg1GBGY8wef+MWE+Ekt2yUGSXMFQZSsOw85+PVs0lG1YTszGT0iUjrJXOdCp\n36I9nE5rkhMaSTZu3MiZZ57J2rVrGTlyJHfffTeRkZG88MILHDvWOuDGxcVRXe1renMqRpJQYRgG\nuq7jUdtYNxjefwCJloz1vvJKbig3szmsc9ZqEVIDqVIpDUR0LAta2SCme4kRQillzgLB3H1whmiM\nOlovjIAcHrhlvCApvrwarh4t2opfXi3E+m4e77OuSZIqeNA+hxiphqecD4TUU5Msl5MlH+A6y+vY\nJQdznA96p2l3WF/gSsu7vO6+jpeyb+uSkeQF46aQ9r1Dmnd6jiTp6emkp6czcqSo2F566aXMmTOH\nlJSUkOzgTldIkoSiKCghqAdmJyXwlKOEo679Qfc56CrhSOwe1qjjvEJ2DUZE4LoEQFmd6JNvw0Am\n3CpEvJOjYHqzkHeLP4nFJPpU3BrYzPRPLmLc6IWsT0skT80U6eN6p5/9nRsLu7UcIqSGoGzpVLmU\ncaY1JEhihbZeHcV2bRDrtVHESsd8yJmH9R6sVceyRQu97aEjnJTYRxfjhIIkJSWFjIwM9u3bR58+\nfVi8eDEDBgxgwIABvP7669x///28/vrrXHTRRV19vqcNbFYLZ/fp2e4+RYX1pJjv5NdNf/EGSbvI\nPyr0jA+1MSztFiNMgCZkw20TBE+qJUii7ILQCCDLjEsr5Lnxi3jEPZ68wuAfU2tEM891ExJG0GlN\nb/kg91mfYahJpHUfdjzOZudwXnXd4Pe+/3nOZaFnepdOkb730y2AvLw8br75ZtxuN7179+bVV19F\n0zRmzZpFYWFh0BTw6Tzd6mo4HE1UVuym3ogMmBFqQZXbw99qTHxeFwXrDwlWcAsirELj+HjDIRD7\nLdlDtraHi6fvJiIRaowYVnomsLFuMKwvIEvby8XjtnA4OoeP3RfjwUy0VMvF5o8Jlxr52HOxV92x\nLbrJR5hkWkaSXAGIGsy62mGwZLfIsk3JCWyI2kW6W3OMu0Pa90Fp7uk53QIYMmQIGzZs8Hu9s3Zw\nP2TY7WFk9Oi471tVVUp25tMgmWBqoCmqAxpF4JTKNvbbYomVqwl3l1G5fR+J7k1MnrSCjUzjBecd\nuLFgCleJnxLDIEVjmm0Vu7VKtmmDKdNTCJcaOc/yOQlSJavV8ZTgHyRH9G685b7G90Vno2A0l9fB\n0O6+QaIbIiPWRfhB1El+QtdBURQuy87gXFcAaspxWFZ8lOv1KC6yfcK45OW8dPnF7HNfy5OR0znm\nTvZSS2KkGm62vEx3uZDXXdeRLJfztP1+3nRfK4x9DGhHlKXzaHKLlHUX4XSqk5ySM6muqUJDITo8\nHIu562nW3zdIkkR4mJ3wsI49WSYBDx7IZ4gaTnd5IDd2j6HICAO1B9TDRQhWtUIN44w9KJFHeMF1\nB92MI4w3raafvAebyUmKXNahUqMfzIrox0mOCqCYbwiqfxfhdFqTnJIgWXL4ed5yXcNjyWEM7dFx\nD8RPaEViTDQPDg0HegEGA5EIdGm6XE4KD/SiAkE6XKuOZb+WzU3WeTxh/z0JUqVXFC9khFsEQVTT\nIfY4kmqYVWz7y4l8K3/86IPEFV3A6qYEPqyoxDCKO9w/LsxKenxcSKnZHzokScIcwuhrNpmIT74G\nteYsnjYkXEYFGJDiPBfVPYoyIMYI5ylDYZdjNcURW1ktjW6/EcujCaZ0k1vUa+LaXD4tCvxdhK6Q\nOe0qnJIgaaGC/CGsD39oxOsNaCCJEbtlvtxMdrymvIAXwsKICg9NjSNUkuQPGZIkkZLah5TUPseJ\nT/qqvQwBhpXux+54mmfUX5KnDycoGhyon21BL2sQ/SZx34ImczO+TeuFt99+m2eeeQbDMIiMjOQf\n//gHgwf7OxG34JQEyZvua71FrHCpkcvMH5AkV/CB+zIKtlmF+PQZPYR/IrBJieKlPUcYYqshQy6i\nUk+gxAjcyz2xWwIpcV0nkvZjQGx8d6oqv+J6zcwV9sBUIoAGi4sX+xi8Vfbtn9OJTrf69u3Lli1b\ngFbrhYsvvthnn8zMTFauXEl0dDQLFy7k1ltv5Ztvvgl6zFMSJG1VB02o5Ci76SEfZpE0DQ7L8MkW\nsJpQJvYmWS7HGe7iESODC82beT7sLj503crvHU/4HDNKqiNFLuOPxcWcH97xHU6WZUwm5adRB7BY\nrKSmBdEybgNd16mYXEatpxDMldDgL9I9v4vO6du0XjjzzFa5otGjR1Nc3P6U/5Tn2ZqMMN5wzyZM\nauKQ3hNoLRXbJQfXWt6kh3zY28wUDMOULdxhfYGDzmn8blvHpMPBFri0bwZ228lZwf2YIEkSf5Z9\nYgAAIABJREFU55wzjPFn9RdrkAD3l9A6XzpGsDpJyfIDlC4PjUgZzHqhLebNm8e5557b7j6nPEg8\nmL1Wx4DowDsrGzITMaHSX9lF/8bNRG89i2Kbwv8GncNuyd+HXMVEPZFsD7fz9vEdiQEwrvIwPfcU\n0jslVpAF2xlR4iLCsVlPHy7RqYIkSdhsNmzfwY0l2JokObcfybmto96mxxYG3K8964UWLFu2jFde\neYU1a9a0ey6nPEj8MCBNCGnbLUAzPaO0Ft74ms3xEziY+iiNMf6915u14eQ7MkOW2txSY+G2F9cS\nEWOGS8+A2OA1ij/HlnFWVhARvZ/wreBkp1vtWS8AbNu2jVtuuYWFCxcS20Hj3ikJkgHKTs42LWbT\nhkRWb2hWCEmMFP0LSW11apuDxKNBdSNNCjRpKRCAueow7MH5UQWVwkgnK0koknx9kKY1B9n9dYUo\njpniICx4D/l/qg5gktphDDYj1mamd3IiZtPpd+/5viGQHWBn0J71QmFhITNnzuStt94iK6tjbedT\n8tccpGwX0jd5A1n9z2bn3QGpgvbdRindQMJlWHHIYWhWq6CGn8g6O78S3vym1W13xT74NE9ss5g6\nVCB8MSKLF9t3IwBgWmUxr9nrSQ6hwQt+SlW3h2/TeuHxxx/n2LFj3H777QCYzWbWr18f9HinRDC7\n964DjDF9w66dcWzZ0Sw7GhsGg9N9cu8W3IwxfUNMbQnfbE6nwpYu9ums1tORGthWLKZx/VLE/1vo\n6Gkx4phdINzd3VXLNWo5WSHcBCelxtIjKeEHFyhdwfKWJIlLjLdC2vdD6ZpvnQV8Si2qU+VSUqVS\nABodZopLomk0NxvodLKHO1Y6RrpcTJURH5D6DaK7LlUqpUjPCGjw09VIkipIl4sp0jO8SpMtmOvc\ny839u3sHxhZyyfFeibIsY7VYvjfB1FVBcpHxbkj7fiJdefpS5bsCM8wLuNHyCgC7jyQw980x7Iwf\nI1xuO6MIgkgB322byxeen/Ev120B95lq+oobrK8y13k38z3nn/T5d4Rc83J+Zf0bz7vu4r/uS322\nvabHsWeb4FXFyrVMMi1FxmCpOolqvXUhmWXSuKVvOlER3151+3TEj5671YLuchEjTRvYpI6grCEO\n174aSKsSiuadRBNhHNG7tWuvXGdEUaRn0GBEECPVMFzZjBsLm7XhvlmxeqfoFzfJ0D8t5KlYlFTH\ncGUzOjKbteHUG5EU6RlCMKHRDbtKxI7909ganshWEhmubGaYaSu7lCOU6Sm87k736X3PcVTRt7CM\nQQkdi9MlREQQZrd9b0ad9vBTP0kbNBrhvOGezXvOs2jQV53wcbaow9in9cFJ8BHoK3Uqa9RxNBJO\nppzPnba/UmPE8JDjSd8gOdoA76wT/eXpsSEHSYsWsBsLDzmeZLmaywZ1JA1EwLFGoSoPcPcUwagF\nLrF8yAzzAv7o/C1feab69ZwftMZwu8tMeKF6/Mf54U9hJZyXk9nhft8H/Oj7SVqw3DMRh2FjrTqW\nmqTuMHOU6NvuxCI6VS5lhnkB9UYkCzwz2q2TOAw7jmbxYBMq0VItGoqXYOlFjB0m5wjBuE5Y1h0z\nYvnMcwEaCnVGlM/nEWlAbrOeV5up5Cr1LMr1ZLapg/0tJdYcwF1QSfH4bCEA0QHer6/Fvu8Qpg5G\nkkizwsBuyVgtpw/T9nicbAq4K3Fqg0TNZbmaK54k4aM0GCoSpaNcYv6QMj2FFZ6JNBCBhEG41IiC\nRpMRFtA6TcVEnRFFvRGJjoxdcmDHIUx14sLhwuON231hwU241IgbK43NgVlpJPCmO7ComhJtIfz8\nnuDRaXToaDWiBrTQfjYLrdMDvoc1B+GrXRAbLmSFbObWhIbDI+pHdrNohgLeiujFWx0POAytPcoH\ntmNkJgcRxG6Dlqnbdz2F+2m61YUo1tOZ67obh2GnDnEntkourrK8Q0/5EG+4Z7NH8yfvlehp/NV5\nJ24s1BgxTDEt4VLLf3nDNZul6uQOP3egsoPrrK+zQR3p3wseAInyUWZb3oBDZbzxwRDKjjb3Xpw/\nRGhkBUOtAz7YKDxULhjaWkdasluoO144RKybOoFCUwRzi46QU1rT4b6TkqLI6dYFHvGdxE/TrS5E\ntRHHV56pPq+ZUBmtrGO4aTMLPdM5KiXSSy7gqJHIYV3QS2qMGB/Xqmiplh7yYSKlekJBmNREulzM\nASkLCUMY8ki1FOi9AiYPzAjDnRjPDkZVHWV7aQ8h1t0YoK+9sgGOHBMjRM944a3uVFtrOt1iYHeZ\nsJAbkwnBLcgDotpi50VL4MC04KaXUoAZDwV6L35TeoQ7IsOxmmQkDHQkvzQ1gCLJ2G1dx2/7Kbv1\nXaDN33GospV7bc/yhednvOC6I+Dui9Wz2aX1p0jPCLj9eGzXBvGI4zFqjBhkdGZZ3ucMZSPPuu71\nddlqRoWeyD9ctzOu+1J+ftdLLGtK4FnnDIyUADq8mw7Dq2than/4Ra74/54yocl1/hBh+PMtIUqq\n4wbLqyRIlfzJ9RvelpPYvaeaGaavGKFs5gv13IAaYmmSym/6dJ0Y4U9B0oWIl6oYbVpHkxHGOm00\nDsOOxzCzRh1HsZ5OmZHCYGUbg5Vt6MjUGtGs00azT+vjc5z2jHoCodaIplYTF7iMzhG9G1FSnUj3\nBoBVctFLKSA+qoGCmNGUqGeAOxWfaK6oF2yAw9WQnQQ5KcIRd2qO6ASE1unWwDTx1hB8S0LFCGUT\nZ5lWMdm0FCc2wmhiiy2W/cTiMcdTY7bykTuZ9aq/g3Gaq57BhV3XjfVTkHQh0uVi7rbOpdRIZbcj\nB4dhx42Ft11Xo0gaLsPKYEX4JJ5tXsxI0wZ+0/QnvyA5GejIvO+e5f28QEiUjnK79R8oaPzO8Qf2\naX38py0tCo7DMuD+6WAziYX6ZWe0uuCaZPHa2TmQG4JvSCdwvmU+91qfxSq5hOxQG3zuOY9F6rSg\n36/MEsEdWmijcCj43sucdhm+yYctRcL8JSZM+GFE28Ufv00aOF0u5nzzfGqMGOZ7zvfRoS0zUnjD\nPZt6I5IGI4JJpmXkmpcz332+n2X0WnUsn3vOY6s2tMu/igurV1e7n7KH883z2a3leD0dq4043nUL\nVmqxnh74IkiPhcvPEHWal1dx3pR99O9zlPlf9WX3/gTffSdkt7p2dRGWeSbhNER6ukjP8GmR7siQ\nSJckakxd12fygxhJ5syZw1tvvYUsywwaNIhXX32VxsbGzjld7S0X/ezZzXPZ1QeES+7Y3j5BEidV\nM828iBI9ja88U0VxrhnVehyLPNPQUHAaNgYqO7jC/B67tP5+QfKNOobnnPcQLdWSJFVQa0QHvFjN\neIiWar3Ts87+wdLlYq+MaEuQ1BuRLPVM9v6fJrdQjAdQJGEQlB4rtH0/3QovLGNE9jKmZx5ky8Zc\ndi/u0WziYxKmPumxXR4kK9SJrFAndukxTxTf+yA5dOgQ//73v9m9ezdWq5XLL7+c9957j507d3bO\n6eqs5iJZ32RhVnndmSI4wnzvWEV6Bn9x/hoHdr85f4ZcxE3WeVQbccxz3cSX6jkc1nuQpwWuc1hw\nc5XlHbLkA8xz3+TbFdmMVLmUm6zzaDLCmOe6iUojIcCRgmOHNpDHnI/40EsS5aPcZJkHwDz3TZRu\naoAPN4uNCREwczj0b95/RA94YAYf9xvGN9YGdsxMhsRG+Giz6ImZOUysVX7A+N7XSaKiojCbzTQ1\nNaEoCk1NTaSlpTFnzhxWrFgBwHXXXUdubm7AIOmv7GK/lo0nM0H0kLRgZM+An3fMiA16h1PQiJAa\ncBlWZHT2an39/DYq9CTWqOPI1zNRJI1hyhZGuVfz2Z5RQKIwubGYfI4ZTiNJcgXjTaupM6LQkdmv\nZ3NE9/VUzJCLyJIPsE/v492mGiZvxb0FMjrhUqP3/7i1VosFmxlUTdREDleJQmGElW3KMLaZomEw\nYCoRtZLYMMFKMAe/iLLkAyTJFezXsv3Yx98XnE51khPyFIuLi+P//u//6N69O2lpacTExDB16tSQ\nna5mW94gTOoaceUiI4O5zrt5xX2jP62jGVu1ofzO+Qc+81zQ+mJFPbz9jbib1/t2VJXoabzguoN1\n6mjuts3lr2F38pewXzPO5N8LPcm0jLlhd3OWqZV3NkDZySO2x5hp+cj72lE9kX+6fs4/XT/nqJ4o\nJJMeOhcePBdunyhGiPyj8M+VwqxnzgKhMN+Cnglw6wThp/6nRbC+IOhvcqHlUx63P+xNWHwfoaGE\n9PgucELhevDgQebOncuhQ4eIjo7msssu4623fJtkJEkKSmV4b+4emrRnADOMzIWRuSRJzXdtolit\njvcuIDuCs1qnYLML7DoMNwjEb6wzoqjTRABZcLNCncghUxwl2QPAkijm+W3gwsohvSdbtGFkq/uJ\nlY6hofhMn3rKhxhvWk0P+TCr1LN8eliqjTjWa6PI11vJhm4sHNZ70F0u5BLLhxTFZ7A6erzviUbZ\nRWo3tbl20la1PcwimsYsJtFpWeMgGAq0XqyTRgfsmRlj+oZhitClKtHTWK2OJ1E+ynjTajapIzpv\nxLNhuXh0Mb73a5KNGzcyduxY4uPFH2HmzJl8/fXXITtdbb/tQ78foYdymHtsz1Gg92KrOrRdNq8P\nympFa25iBPRJbtMfHxhuLLzjvgopSke/UgbamOIch23aYHY6WtcsbU1IByo7eNT+KJ+6L+Tuprk+\n23ZoA9nl6B+wMt1f2cXDtsdZpE5jjTrOd5/MBGHU04Ig59URPvFc5CVaHo8LzJ/xG9ufAFipTqCg\nqRcjlE08a7+XOc4HOx8kzTc5L/7+2Amd8/Fwub/nBMd+/frxxBNP4HA4sNlsLF68mFGjRhEeHh6S\n01XLH2+6eSFnmVbxsftiJAwUNH9GbgBMNX/Fueb/AVDcI5aPrx5OvrVvyIxdcUHLIMNgZRszLR+x\nSR3h14hlIAVVXt+l9edJ50Mc0LL89jGQ/C7QROkoMy0f0UM+zDz3TWxUz/APIkkSma4WLNkDGw+J\n//eMF7WRYRnwm3OEoEU7308PMpP+n+dcXIaViy0fo6AhYSBLOibUkH777wqaevqsSU7oTIYMGcLs\n2bM544wzkGWZ4cOHc+utt1JfX8+sWbOYN2+eNwXcHsaY1vFz6z/ZreWwTRvMEb0bTUYYGXIRui5T\nbcQFfF8feR8Xmj8lQapkf0o262ZMJl/119qy4iJeFjYPVXp8wAs+Sz7ATZZ52HH4BUm41EiCVEmD\nEeE3dcnXM8l3iemUhEG8VIVdcnj3S5AqaTLCqDQSSJAqyTF2kntM6BsuDLuXXVII9nAHK2D5PvH/\nYRkiNd4nWTwCocEljHQMRLDFhvm47gKsrhzBfmciSalHiA1rwIWVOiOKAr0Xx4xYFDQS5EpMqFTq\nCaesqKep3/PpFsB9993Hfffd5/NaXFzcCTtdFerdec51D6OU9fzO/gc+dl8clF27yDONciOZ2yz/\nIk6uDrgPCEuz26z/otaI5p+unwcNumAYrGzjNuu/WKWexTxXcDfYFu7WECWPf7luwySp3Gb5F+u0\n0fzbdQuXWv7LhOovWPGOaKj6+VV/ZmWcaDMONCXz4uyc1lRvTFjHqu1bCuH9TSJTFhsGs86AocdV\nwZftoXbDHuZd8TMsw5Mp0dNoNCK41/EsB7QsoqVabrS8Qqx0jH+5buOgfnK+9SeK0ylITii71VXY\nr2Wx2HO2t+12rTqWrdrQoJXdVLmUKaYl9FH2oRomtmmDWaOOC3rxR0l13oWqTXLSWz7INPMiMuQi\n7z5lRgpL1cl4MPttC4QIqYFRpvWMUDZhl4Ivno9HI+Fs1M5go3YGjXSiX91mFoJ9GbHC9uBARcdm\nOQWVIjNW1RjSRxTp6SzyTMMkqUw2LyVVLg39/L4lqB4lpEcg1NTUcOmll5KTk0P//v39xLArKyuZ\nPn06Q4cOZeDAgbz22mvtnsspVUuJlY4RLdVSZcR7i4QRUgMJUiV1RpTfxX+e+XN+b3uCeLmKJiOM\nv7t+weee86g0EgJmw4YqW3k+7C4q9CTucjzP+eb5/Mr6Nx53Psz77llA65TqSsu7XGt5kyecv+c9\n9xU+29pOt7LkAzxsfxyHYecJ5+8p1tNDmm6FaQ1UVovmrIS4JpqUiI6LlC+thK/z4ecTBUfrHysE\nVf7nEwWH63i0TLdeXi3YCw/OgCnH9dLUOEh2FvJw6p+JDWvgcefD3n6be23PMsv8Pn93/YKv1Kkn\nNt3qImNRjoQgdAbQzeb3eddddx0TJ07kxhtvRFVVGhsbiY5uZVs/+uijuFwu5syZQ2VlJX379qW8\nvBxTEFHBU7o6OmbEcszwlZhsMCK83CwrLnLNy4mXqliuTuKI3o1F6jSmmJYwUNmB07BRrIfulBUr\nHaOXXECUVEeCVEmueTkuw8YyNZf16ijipGpvvwmI/vvje87rieRr9UzcWLytwgaSuOCb/1a95AIm\nmZdxUOvNCnUig5Tt9DAfZnlSLoeKYij8rATSgFHHBUlJDWw4JFLAI3uKNG9JrSgu6obweXfkCys2\nWYYIC4zsJUaZtu9PjBBdnt0DyHfG2HFKKWwwjyVcbfSpLcVJ1aTLxTQS7lc0/c5xgtOt2tpaVq1a\nxeuvvw6AyWTyCRCA1NRUtm0TNaS6ujri4+ODBgicaoJjMxQ0QGRl2s7R7ZKDKyzvkSPvpkDvxdfq\nmWxxDMNtszBQ2eFzjJbsWAtajqWhYCB5t6mY0JFJlUv5ufWfHNNj2awNY7may0p1QsCskNycL9KR\nKdeT+Yfr9na/T39lFw/YnmK++3xWqhO40PIp00yLKHOkcKggC+athnFZIhDaLkkOVcEra0Qj1Rk9\nfQ8qIRbj246IB4hgig4TTViSJGj2cxfDHZPguuA9J7VGNK+5rw+6XUZHQfP7e3yncJ7YpVlQUEBi\nYiI33HADeXl5jBgxgueff56wsFbtg1tuuYXJkyeTlpZGfX19hwmmUx4k4VIjs8zvkyRX8L57lujW\na0aTEcabrmuJlY/5FOYCYbiymVmW94mS6nBh5X33LPZqfXneeRf9lD3cZ3uGaiOO/3P8mbXqWI7q\nifzVeSdObNQYMZxtXsz55vn8x305q1XfIt8U8xIuNH/K++5ZrFQnBDmDVuzQBvKo41EO6T0xkPjA\nfRnr1NHs0vpD72i4PRdSo/wlWzMTxVQqOcC2Xs01lLo20xCPBnlFYgSZPkCkhe+fLqRcTxDRUi03\nWeaRLhfzvntWyE1oXY5gvfrrl7dbvFRVlc2bN/PCCy8wcuRI7r77bp566ikef/xx7z5PPvkkQ4cO\nZfny5Rw8eJCpU6eSl5dHZGTgXqBTHiQmVPoqe+khH2aBNMNnmxtLSP3mAAlyJaNN67xrgRXSRNYa\nY/nUcyEO7Ew3L+QzzwW87LrZ+562NJV0uZhxpjUBg6CbdCTotraw4iJFLsNA4r/uS72KH2vUcaxh\nnNgpldaK+vFIiYIZbVLD8RFYekaSElmGFC1RNiAely0CEiJFEJXUCvrKzlI4szdkJULvDrhaVQ1Q\n7xKkyuMcdCv0JAr0XqTJJQxxb+R/xWdCU/NaLz7c30z020SwIBmeKx4tOK54mZ6eTnp6OiNHCu/H\nSy+91I8/uHbtWn77298C0Lt3b3r16sXevXs54wxf1ngLTnmQeE18aDHxOTFsUYfxO8cfsOBGQ2Gf\n3tpUtVUdyu8cf6BMDy5osNhzNvlaps/7WrBUncyhpp7s19v3PUmWhe6WBzMvuO7wobGcEM7OIW6k\nhVv7vIultIIXXh1FYfYouGpUp2VgvVi2VyQDrhrlR7Wf7zmfbZrwDqw54KL4rcNweL/YePEwOC+4\nr2CXIwTVl0BISUkhIyODffv20adPHxYvXsyAAb5M7379+rF48WLGjRtHeXk5e/fuJTMz+EzllAeJ\nB7OYhjQjQy5isLKNfD2T3Zow64mVjjFY2YYDO3mqLwU+RqphiJKHAzsbtTMCZrkqjCQq1CT6KPu4\nwPwZ27TB3oBMk0sYouRRpGe0yhsdBysuYqQaLLiJlOoZouShoZCnDfHR+QqTmhii5BEvV1Gsp1Ou\ntxb9GoggTxvi81qH6BGHLqs0WhLxVDjRw+1CJGLpHuibAqYTWNxaTWIEafvekhrYW87BXgkc7NlS\nFzkKYVsg8ljr+75L+DvNhYy//e1vXH311bjdbnr37s0rr7zioyr/0EMPccMNNzBkyBB0XeeZZ54h\nLi54De2UB8nxGKFs4nH7w7zhnu0Nkgy5iF/b/kKJnsbD2uM++2fIRdxtm0uZnsLDjsfb5XxNNX3F\n3ba5POx4nEPungAMUfJ43P4wn7gvCihwADDZvJQHbE/xsONxvtHGcIf1BRzYedjxeEAxvAGyYAG3\nrfAX6L142PF454IEqNLjecl1K1KqSs0tVliwV7CAb5kgFv+dxaR+YmrWVms5rxheWApXj2kVwcuI\ngxvHtUrOdkKkr0ugdbxLMAwZMoQNGzb4vHbbba360AkJCcyfH7q746kJkgMVYsgfkIZtRBJTTV8R\nJ1XzlTqVMKmJVLmUqDbSPlVGPAs906kxYvyCwIyHBKkSt2RBkTQwBNP3bPNiUuQyvvJM9S4+d2gD\necd9FQf01ourUO/Oh+5L2m3p3aX15y33NezT+1CrR/OVOhWPYfFpI26LYiOdxZ6pZMn7Odu8mK88\nU1mkTuOI0fkFtYYiai8VNfD1QVhXIFLBTe5OHwsgN+ZrBio7+Eqd2tp30z1OeLdktyGkmpVv1YK6\nQ5zgdOvbwCkJkpSDhfDR16AOJmaQwhXKF/SSCihXswjXJRxSImZDFBZB1FP+7brFhzQoYWCVXNgl\nh0/q14KbWPkYV1jeY5CynQNaFqV6qlfc4PjmrZ3aAL/uRBkdq+TymgitUs9ilXoWVlwoksZrruvR\nNEk0TikaWBSsuLDhxIOZrepQnnbex0XmT5hiXsJ8z/n8zfWrk/vRjhwTlJNDlaIKbxIETawm0PWQ\nGcOTzUu53PwfivSM1iAZkCYepxNCrCV+FzglQbLqsjS44FIwK0gWGSsPIEs6f4+wIdEDszSf8WUr\n+VuMuLAOaT152321zwhgk5xcY3mLY0YsvZWD3tHiHPOXXGF5j1Gm9d5C4FBlK1db32atOpYP3Jd1\neH6pcilXW97Gadh42301VUY8JlSusLxHH2Ufb7uvZteeOPh8GwxIQ57Rn1mW9xlj+oYl6hS2qYO7\n3v+kJQXc0Hz1DEgT/SeXjRBTosQOeF3N+NR9ITu0gd+KGEaX4sc+kmRldHzXMjQP3SqXApBtNOH2\nHKFIFyNJD2c6xQ2X0w3oLtcQFiYTaxKL++nmhVxteRvAeyH0VA4xy/w+TsPGh1xChlxEglQZ9LNb\nFvOleipmyQOGGLnS5BL6yPvECFeqCJ1e3UCakUM3+QjJUjlvqtf6i9OV1UFVBaRE+6VdQ0ZipD/F\nBGC0vwZWe9ikjWCTNsL3xZomcY4JEeLRBvFSFRlyEWVGSrvZwS7Hjz1IQkFSShbOmBfF/5EYjNzC\n+kDmUiRmAtBQX0FlxYMMj1/GH+XfkiRVtHtci+TmSsu7nG8OvnArM1L41H0h67VRHGs21FEx8R/3\n5SyQZjQXPFuF2Fp0txZJ03yKoYCgqny5CzasgGvPhCGh02i+M+QVwxtfw0VDhUJkG4wxfcPdtrm8\n5bqG193XfXfn9FOQdAxFMREe3rE6odUaRnHjL6msziUS4de7t3mbZkRym2bFIqVQ5XiMME84sl2n\nt3yQsaa1Psdp6WkZYdpEdwrZreRwSO9JkZSBy7BiIPlW/ZObhF5Y/1S/bd3kI4xQNhEuNfKu+0r2\nRg4Rvem2zv3cw5XNpMvFbNJGfLtcqqpGQXU5058W32BEUKh1b9cc6VvBSaSAuxqnbZCECkVR6JE5\nEcMIXA1vbUYdS9X+/KCpxcXq2TzlfIA59ge52vI2v7L+je5yIfmOTD+SIyAyQb+YFFC1ZICyk0fs\nj7Hck8udjr/SONkMZ1k6bV460/IR55r/x4OOOaeMcPiNOobt2qBWn5XvCieRAu5qfO+DpDP+GcO7\npfK/0nLitNs45LjaZ9sEI5rBios49U7ym84l3Pg7kRH1wVtazUpQWZ9Dek9ed13HXr2vWMDbCChQ\n0RFWqWd5qSIUHYNV+wWZ8axs32xWcfO21GixrbPV+JwUuPUsGO7fEtxf2cUM8wJWq+ND4q11GX6a\nbp0aREWEMzG7F9DeYrcXbvdACvYcQmo8QC9nI3bdv/uxUZcoc1sw2zTCw9w0EOGt9u/T+pyc1rBL\nBYeb1fbRrLeNEiNZWQn8b7sQsBuQJoqBLVXwIzXCam5YdxibRaeFRnJS/cXuVB0cbvrJm7nF/jwO\n2cRKAgdJmNSEDSeNRjgBjCRODD/2FPDpDrPZQlqvW4l2NPIGFowAo8n2Q+Xc9+YBMvvs4qpLdvCa\n+3o/n5QTxqbD8OlWZs7cyshJtbzmup7NvfqIFPDecnhmEZw3CCZ0nei3H4qq4dOtfFNazb3KZHaf\nkwW5gXc9z/w5Z5sW85r7etYG3qXz+GkkOb0hSRKRkbFERgZoWmpGjNXKjdn5xIYpjKyNpV6to7d6\nIOC+38jR7AmPJFPOJ1Y65rMtX8/0J0I2uaGsjtimClKlatEmnBAhplIltSJbNiAN7409wgr9UkST\nVSgzLY8mpmiqHtw41a1BZQMF260UFOdAz8SgQRIl1ZEml3SZ4CDwU5D8EBAVFcEdd0zFMIRb1mwk\nArklGsDLuwp5TnJwu/Ufflm1Z533etXmvRjRA7rF8FHqWJY41Y67L3vGizWF3RLaeqTeKXSF65yC\nn9UjQOEzIxZuGg9pO+BVf+XKtvjC8zPWq6O6tvfkpyD5/kOSJGy2jlfjhmFwYXocyWWlZKpTiJB9\nzVOv09KYqgvZoANueMucTGFsNMSGUUwqxcdneXoliHpGVhueVbhVNGy1YMcRKK4R/fANCrS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1sVWSS43/EqgK9ectzszNveW1mrD8cjnAxUNvOA80Ueds/ndc9dfq/JKVVSiZP3tRvQseERDoYo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\nxx50ghHqGsKlQkxkz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},
{
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UBTht4ySQOU4dPfESUIhpUz+VOo7Z6UVHiBwmcQdc+MbtOEvGUDiTGHICaIiQ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\nxpzYyqXqEFpLlg80v0KX8VY91Swl1Uyu9mIupHih6TssppqYn2nH7Q2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KRgMJyU62YKFU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\n5BHVqREEiAR1hGbySCVl6IQwJcIwlbipYCCrEyaIIIgo1Qvk5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}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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