{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Single and Bi-Tensor models" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import os.path\n", "import sys\n", "import numpy as np\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "module_path = os.path.join(os.path.abspath(os.path.join('..')), 'pymods')\n", "if module_path not in sys.path:\n", " sys.path.append(module_path)\n", "from plotutils import plot_3d_z_indices\n", "\n", "import warnings\n", "warnings.simplefilter(action='ignore', category=FutureWarning)\n", "import nibabel as nib" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "base_filename = \"../data/output/S264294/S264294_DTI_gated_20150508093306_12\"\n", "\n", "fdwi = base_filename + \"_fw.nii.gz\"\n", "#fdwi = base_filename + \"_crop.nii.gz\"\n", "#fdwi = base_filename + \"_syn.nii.gz\"\n", "fbval = base_filename + \".bval\"\n", "fbvec = base_filename + \".bvec\"\n", "\n", "def default_plot_3d_z_indices(arr, idx_list=range(0,10,2), transpose=True, \n", " num_rows=2, num_cols=3, figsize=(18, 12)):\n", " fig = plot_3d_z_indices(arr, idx_list=idx_list, transpose=transpose, \n", " num_rows=num_rows, num_cols=num_cols, figsize=figsize)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "img = nib.load(fdwi)\n", "data = img.get_data()\n", "\n", "from dipy.io import read_bvals_bvecs\n", "bvals, bvecs = read_bvals_bvecs(fbval, fbvec)\n", "\n", "from dipy.core.gradients import gradient_table\n", "gtab = gradient_table(bvals, bvecs)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data Shape: (51, 43, 9, 65)\n", "\n", "Image Zooms: (1.9827586, 1.9827586, 2.0)\n", "\n", "gtab Info:\n", "B-values shape (65,)\n", " min 0.000000 \n", " max 1000.000000 \n", "B-vectors shape (65, 3)\n", " min -0.964118 \n", " max 0.999988 \n", "\n", "gtab bvalues:\n", " [ 0. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000.\n", " 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000.\n", " 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000.\n", " 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000.\n", " 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000. 1000.\n", " 1000. 1000. 1000. 1000. 1000.]\n", "\n", "gtab vecs:\n", " [[ 0. 0. 0. ]\n", " [ 0.999975 -0.00504502 -0.00503994]\n", " [ 0. 0.999988 -0.00497989]\n", " [-0.0249489 0.65464 -0.755529 ]\n", " [ 0.589353 -0.769866 -0.244886 ]\n", " [-0.235876 -0.529835 -0.81464 ]\n", " [-0.893575 -0.264756 -0.36253 ]\n", " [ 0.797989 0.133987 -0.58759 ]\n", " [ 0.232856 0.932211 -0.277056 ]\n", " [ 0.936737 0.145261 -0.31847 ]]\n" ] } ], "source": [ "print(\"Data Shape:\", data.shape)\n", "print(\"\\nImage Zooms:\", img.header.get_zooms()[:3])\n", "print(\"\\ngtab Info:\")\n", "gtab.info\n", "print(\"\\ngtab bvalues:\\n\", gtab.bvals) # b values\n", "# First few gradient directions\n", "print(\"\\ngtab vecs:\\n\", gtab.bvecs[:10, :])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#histogram of the S0 values (b0 image)\n", "S0s = data[:, :, :, gtab.b0s_mask]\n", "fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=(10,4))\n", "ax1.hist(S0s.ravel(), 500)\n", "ax1.set_title(\"S0s\")\n", "ax2.hist(data[:, :, :, ~gtab.b0s_mask].ravel(), 500)\n", "ax2.set_title(\"Sks\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The S0 values look nicely bimodal. The S_k values look gaussian with wierd spikes. Are these from eddy currents or head motion?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Single Compartment model" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import dipy.reconst.dti as dti\n", "tenmodel = dti.TensorModel(gtab)\n", "tenfit = tenmodel.fit(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fractional Anisotropy" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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/Hk1NTQf/5fIFvq8jInKUS/V1o+fhPVjwvpP/vz7n5WNjPqWxUURmr+RAN+LPbUXp+W897M+Ycs2Y41/fEhERmY0OaU6YRx55BO3t7Vi4cPI7/j09Pbjqqqvwj//4j/D5fOjp6Tn4NEx7eztaWqZ+/3vdunVYt27dwf8PBezv64qIHO3iHW1IdI/jwXffBABIDcWx9WsbsOj9p8LxepAbGzv4NEx2cBjecv6d4pePjb4y/nMiIrNBrKsNucFhdP39VwEAubFxDHbfhrKLzoXj8SCdHD/4NEwyPoxQeOqYN/Wakc+NJyIir2+vMKXYUeuQbsJ8+MMfxoc//OGD/3/22Wfj2muvxSWXXIInn3wSP/jBD/AP//AP2LhxI7q6unDWWWe9ZgssInI0KD95NU75TP3B/3/843dg7uXLUXfmPIw834vxR59A2QXnIrWvE7nRUYQWFpgpWETkGFF50moELnspwKHnm99HyTlnIrJ8GVLtHehufxxzlpyL8eFOpJOjKKmcdwSXVkREZOZNKx2J+epXv4r3vve9WLhwIQKBAG666aZDSEaaTADJlE2dBdvXx2fGtmbYBgD/mJEy4OGziHuNlA8A8Pby7yZn5lTTet9KntSQMSZcBwC3fT9/oZjPoG7NCp4uEBIxMY/fF3zvmY/S+q/+k984i9fb2z26l89unony/R/ZF+M/32A/FTXRwFOFcgEjKeY5vv+yUXs9ssV8eZPH8ZnKPTm+bZOrF5ltFLfx9BPHmLnev59vq4qRAjvdSEVxYjxJ4M7+lbTeb6SKAUCVj3fsMR6Eg1A/r/uH7ASQaJcRZWXMNl/xSCet955Xa7bhZoxvYhqpSfkAX96tL7z01F8sHsK+/VXof6EF7lsuR/a7P0f341+F4/Wi+dz3oKhzcrse7uwHmZOMtJjH7WHcSRhjo7EtCyUQBEb4e57t4DFt4Ua+zYJD9rdgvUayRfGP+BgRMpIJzIQgAG7ISLFJ8JXPG6k3DQ/bf3vJ+/k6RtqN5e0Z4PUqnqYEANka/mTA6HyeNBLu5+N1aMBO10qX8nUPdRjr4TP6YoF0w0CnkY6XMdIzDiPlaWgF344l+/g+LNrPU4iyJXY6nbXP3QCve1LGwVZgW7kBfq4KDPF9mFnCx+tcmX2gB4eM9JU+vt3jtfxYa7nnpW07MghUPeOiqiuPuuLzsXv7f+HZfV+B43hxYtPFKO5KwDHOqwflXXhGp54Xs7X8ycHiffYYMHAmX//QAF/3eLU9ZhUf4Ocrp5nvk+gf+D7MR/lxCwBugB9Xowv4NWPxfv6V1pJOK5EGQJavR7yOL6/X+HZYaLDAScRIMq17krddtJcnibJ+cHC5jATC8aY6WreWCbVGCiYAfzcf/3IVRurOiDHGegrMCGGcC30xvg+dIZ60mV5QT+sA4Bvm14beCeMr0cbyWtcZgH2N6xipcUWdfN9Gt9uJWG3v4dd6magxBhjlTLXdd3MhI0E2ys8J6VIjoazf7lf2FasU4gLIoUCC8lHssG7CPPjggwf/u7a2Fr///e9freUREZmVaj95zcH/9pZE0frOawr8tIjI68OJp1998L8DwShWLbjyCC6NiIjIkXfI6UgiIiIiIiIiInL4/r+/jiQiIiIiIiIiMpOMb+8d9fQkjIiIiIiIiIjIDNCTMCIiIiIiIiIyq7yuJuZ9NTh5IDBMZuC2Ui2MmdsBIBfiq+E1Jvi26gDgRnn6jGvsX8dYLLfAM0aeWp60lO/lUTKeLN8m8UX2jOR1dXz29meGW2jdWt5wv90G8jzNIBfkGysf5vvpwBvtVID4QqP9NF/gkz7SQeubfnii2UamiC+vlXCVXmLM0t5jJ/4EB3mCQ2iQ79uaJ/lM9057l9nGgfcdT+t1j/Nkpi138VSb9HI7eSC7m88EH+rj29DqV7lwgfQa69ixxga/MYyN2GkpgTqefpLp4cd/NsLb9hTbs+k77mEOry4fo0JP8uSFTHGBxItG3u/GFvBj162w1ye6yUg96+PHb8oIPctG7ONkdB7fZ9FOI2FhjPfVfF2l2QayfN3zEb5+A8v5dg8P2WkunrTRV43kGyfCt2HX+UaiB4DgCG8jwwNTEBzjbcea7MQ169yTreLbxK3hg6aTK/CscIqP8flq3nedpNFHrTSlAkKD/ARuXVMUSt2K1fP+U7KXny+cJF/vTKWdiOU1Eryyxfy4sa5Pos/bY6OVkObJGOfJen4cRP64y2wDDSQH5JUeJ3ddgCStuD5+wvAn7A8sNtbfY1wbFkq7jNfy8ewdi7bS+pY4vxZxCyXlGP2ubDu/zks08gUu3mVn8zlJvvIVT/Hr0pEV/Do2MGin2FjjX7ibvydbzsfFfJUxyAHwj/IkosrHDvDPKuWf5fQYqW0AEDCSV4101XyVcTI0kt4AIDaPv8c/YYxzYX5tNrzYTnQLjvL1cL18P0Xb+PnW82K32Ya1rZwQTyz1jPIUyHQr728AkCk1Uu5a+XV0cgc/twQX858HAE+a98V4E+8/2TDfhsleu++ONxtjAB9K5BigryOJiIiIiIiIiMwAfR1JRERERERERGYNF7P360h6EkZEREREREREZAboJoyIiIiIiIiIyAzQ15FEREREREREZBZxkLfScwp6pdngX3tH8CaMS1Mq3CCfSTtfYifoWMkLHmMS8UJJDU6CzxDvG+OzmOdCPFnCbwfMwDXSXByjXr2JzxY+utieZdtTz9dx32/m0npolP98oMueLTzVxGcYjxlpAYPH8eU96aIXzDae2LSI1t926hZav+/xk2jdPcVOzvAP8e1uHdP5QSNZotJOlomX8w/b/rEf0vrqv7ma1kvjVWYbdX8co/VUJZ8dP2ccUp5ddr8KDvHjoyhgpCMZ2zB2gp26Fe419lWOz4AfW8YTZDxpe1DOdfB1DBjBDuGThml94gU7yWRs0fTTWoDJcats59R6nASKAECy3E5YGG/ir+UjPDbF310gNcVIFSrZyfvd4Ao+PuRC9n6JNfHX/DF+jFq5PpkyOxFioomvY6yBPxha2sa3VaTbjtkz0/SMRJxsI09zytrBRRhv5WP2wuWdtB7y8v64eSdPzAOAYA/f7rkFRgJeD9/uhVK3Gn81h9aj9xvnhTojJWOUp8ABQMUzfN8m5vA+mqrkSUf+cTul0Zfk+8N/gI8duWojMaXA88nxRt4hrHNuYNxIt7Ivp+AxhuaxBcZ1lrVr62vMNvJBsn1f6Rra44FbMjWVy9/NE2lCxXwfAsDQUj4GlOzj+3esQKLbRBPfLndsWknr8wL8531jPNUHAHZ8lKeRLfkOv9CMdPAxOVtuDyhuJT8nxut5ik2kz+goBRLE0McTh5Lz59N6URu//hxaYZ93R87iyxvu5cdb/UN8mazEuskXjeudIX6sO0X8s8aW2Sl+VkKRL87royv5BUJJR4EERyP9bmgp34Zlz/D+5tTY16VWsm26mvfpXIjvp3zQHhirnuHbpN9bQuuBFP/5+RV2Itau03gf9RqHQdmLfL2L2u2xJGEPmXKM0pMwIiIiIiIiIjKrHN7EvEf+SRjNCSMiIiIiIiIiMgN0E0ZEREREREREZAbo60giIiIiIiIiMqvkDuuZEj7P4UzSkzAiIiIiIiIiIjNAN2FERERERERERGbAkfs6Ut6Fd2hqjJ4b4RGX6Qo7cnTQiBscW8aj2Vpvs2dEztbweDTHeIsvwV+INZlNADkeXeZU8Ng9K6pu/s/tHOxdf80j41q38G0S7I3TeraSx8gBgH+cZ7N5U3x/xOfytk8q2W+28bhvIa3/VeWTtN58Do8IjOfs6N37vrOa1qsf6aX14ZN5jtzIQh7rBwDpMv7Y29teeAetjzfzGLuiA1GzDU+a96tUGT/M/cv5tspm7Qg97738tXAf//mxVmO7j9vxoXm/cbB5+T3jyG6+HoGVdt5fopX33byf76egkTmcLbMja53I4UVUux4gUT21vZwxBEY77ajkfefzPumJ823p2KuD6NZ+Wk838pjf4eP45/jidv8K8F2Jsbl8ecP9PJ7c7HcAhs7k2yvYxjdwYIxvFO+oHSnrZPi+zxvnt2QNjzBdcP4es42WoiFaf6BjEa1Hw3x5K56xLwP8MX4sjmV41K1r/FknV28fC+/64u9p/UfVF9F63W95BDeLLz4oz9cjtJ/HWg+cys/FoX4jjxRAeICPHfkSvq1SlbwvhNv4fgWATHEFrWfDRpytcX2SrLKTJDJRY/wt5+vu323Ekvvt49wTJ8fgKwVVuHk4E+Q6xbiesmLiASBbzPfV4OX8OsjZZp93/Qt4H8rv5/0xXcZXNNhhj+NN9/Dr0lwRH+c8Gb5+6RL7vGu9JzRgXDPu4/10+FQ+JgNA+QCPnA4f4Ney7ZfyCOfr3/9ds43VIT4Irdj4LlrfNZ8f6wtv5DHfAODp4VHG+fn8wn+ilfeFrgsLnHCzvAPf9Nbraf3KDVfRetVj9j4PjvJ97k3zPpppMH4/MvoOAHhjfNxI1vBrk5EFfNwo7rTbCA/y80vV0/zcNnwcX7/euH0OcY3TZKyG70PrOqfogL0eFc/yfrXNfIcAk6eOfKEB/yimJ2FERERERERERGaAJuYVERERERERkVklBz0JIyIiIiIiIiIiBt2EERERERERERGZAYf8daRzzz0XPT098Hg8iEaj+Pa3v40VK1agtbUVwWAQ4fDkxIKf+cxncMUVV7xmCywicjTp+9frkRsbBxwHnlAQ5VdcjEBLI/Z/4l/g+HxwApMT45W+4ywUnXbiEV5aEZHX3jN7bkYqG4MDB15vAEsa3o6SSB0efv478DheeJ3Jy8+5laejvmTpEV5aERGZrXJWKsBR7pBvwtx6660oK5tMwfjlL3+JtWvXYvPmzQCAn//851i+fPn0WnYA1z+1edfLZ5QO7bdnKi/3GzPHh/is4L54wvysfNBIkunhs7oX9fDkg7EFBb6f5uGdJV1fwtvu47Pvpxv4zwNA1UYjxWbfAK3nI3yWfddnd+yc8Vq8nq/73ov4rO6Lbviw2Ubjcp5Q9MX2C2n9wAjfJkG/nc4xZlz/BSZ4uk6iiq937rgJs42iEE8YGL2Rz6afWshnb8/77f3h6+f9JDDG0ysyzxppXMv45wBA+8W8v4d7+D4PDfL18E4UWI9R4/hM8Vn23WiR+VmW2voRWn/PnI20fsPeN9B6pDqG5s/+BbxFk9t4/IkXMHDTzzD3m9fAyTmoee/7EGxsfOkNvDv/GdcDpCqmbrdcyEhia7CTgHL100sCSjbb6S9mGyE+1tSeyFe2f9ROIAj+hu/LpBF01XkuX/fgkD3+lpbxBJT3Xv4grf905Dxarx2309B8u3nKQW5RI63H6vk2XBK2z3uPdc+l9TWLnqD17z36FlovL3Dtkqic3oWNla71y9N/YL4nZsRObPngc7Te9sISWs9E7cuZSDs/f3tG+FhX1MvTcAqly1h8RuKXJV/Ck7IAwD/Gz2Ouz7jWSfExI1xgHErW8fQON863r88YrheftgY+/+S6DPRsw9bd92DVGdfC3eXB0uVXorik4aU2Abh7X+k7/Q4QtMe6l/Om7BSSXNRIqDSSAd0S+7OuXvI4rf+g8220Hhzi1wKJBTzREgCCI/w9rodvs0yUb6dIm90Zk838OtpvpMCNrKql9ZLd9nWQG+Zj5q7383NC26Xfo/Ubxuzkw9Uhfo07tpen+D10+ddp/UM//qDZhlvJPytv/M4xeALvV3vP+3ezjdM3X0brVvrTT8/5Ia1f3fkRs43A87z/VG7laVUTLUYqXoFDNzBmHLNGGlr9I7ztWJOdkGvJG01b11ITSfuc3nAGT3GNZ/g+73Wrab3ld3Yi1vByngaGh8y3yCx3yDdh/nQDBgBGR0fhOLNzEhwRkVfTn27AAEAunsIsnR9MRORV86cbMACQzdpx7iIiIofLhYP8LJ1dZVrpSO973/uwYcMGAMBvfvObP6u7rotTTz0VX/nKV1Bdze8Aiogciw5865eIb2sHADR9/t0H6/0/uwVwXQRbWlBxwYXwFttPgYiIHEt2bP45Rob2AABOOPmvX6pvvRWAi2hpM+YuOg+BgMZFERF5fZnWraMbbrgBnZ2d+MIXvoBPf/rTAICHH34YW7bN5SGMAAAgAElEQVRswbPPPouqqiqsWbOGvnf9+vVoamo6+C+Xn/5j7yIiR6OGv7kUC67/BKrffQ76b/wDAKD+Ix9F0yc/hcZPrIM3UjR5Q4Z4+djopvhXiEREZpMlJ12B0875LFoXvh1tO38LADjpDVfj5NXXYuXpH4ffX4SdW39B3zvlmtHVNaOIiBw7Duv5nTVr1mDDhg0YHBxES0sLAMDv9+Paa6/FI488Qt+zbt067N+//+A/r+fQv9srIjIblJ6zHPFt7ciNx+Ern5xzx/F6UfKmNyG5dy99z8vHRidofy9ZRGS2qWtahdHBPcikYwiFJ8dFj8eLxtbVGB0+tHHR6+iaUUREpsrBmfa/o8Eh3YQZGRnBgQMHDv7/nXfeicrKSoRCIYyMvDTB5S233IIVK1a8+kspInIUysWSyAy9NLnn+JM74C0Ow/H7kEu8NGNlbNMmBBr4pKwiIseSXDKBVPKlSaUHerfD54/A4/Ejm3lpXOzr3vxnE/SKiIi8XhzSnDCjo6O4/PLLkUgk4PF4UF1djbvvvhu9vb247LLLkMvl4Lou5s2bhxtuuOHQWnYc5MumJmF4h/jM6v1n1psfNXiSkSQT4kkCvRk7faD5v/bwz6qtoPV4Nb+P5dbaE9HlKngCSKyB/wW8bIBvE2tmfACo2MbfM7GIJ+IEB/mjvqlKOw0i0slnMY838b9YbU/zGIVs1E4eGE3wGdGzeb7dSyJ8uyfv5jP5A0BdL5+t3GskS1iJUfkcnwEfAOJx/p7x03jbGy/8Jq2f1/4ps43aDv5ZkT1DtF5ewuduck/n6TEAcMmFPHnlpht5EsTYXN5HI91mE2ZSV76FJyL4OvtpvaiL93UAGBzhcxCUzuN9+gPzHqP1n4/PxXNf/C3yqSzgcRAoDeOUr14EHw5g47f+ALh5wHURKKnE3DPfjcBeBzw35yWeHBAhaVOxM/iy4RmeWAAAbowP8ZmF/FiseMhOIMhWG4kxUd63e/p52oY7av9FO2+ckQIjvB/ljeEpttj+SpczyrdXsZePHRNz+fhU/0d73EINP19kivkKpi7g6T0frn7QbOKTY5fT+j0HTqD1cCdve2y+vR61T/Ex0NPB6wcu4+eRv3ru/WYbRUH+ngsbt9P6w+fw83fDowX2+Tgf0/KVPE0v0s5TqbKl9vHhGsl18Tm8jeLnDtB6voIfZwDgH+FjQGCUL1e4n2/beFWBpBGjOwQHeP+JtU4972QHY+jcciPcXAZwHPhCxVhw7gcx5k9g94M/gTc5ec0YDlVgWeul8I+l4RhpKQc5DtwgOeBzfIE9aTuFBC4/V2fH+YDibbCv5x4aWGS0wcueFF+ubNi+fvCk+Tomq/lYGhjh1775SIFEt7iRvOXny+VNGwkzrXZaYXE7r//ft/yS1j/QcQatryzZZ7bxpq2X0rovxs8h53/7/9B6hg+vAIB5N/N4MU+cp1h99708BenmcSMNB8CVc56i9dE8P3ffOng2rX/1PT8x2/jc9WtpPWCco9NFfBuOLTCbQNnOaU09Cn+MH4PRdvu6dGwe73PW9YRbxPt6Q4mdRtg9zsfl/9W6jdbvuo//zuHk7KTW8s38Wr3LfIfMdod0dMyZMwdPPcUHhE2bNr2qCyQiMluE60pw+g+uoK8tuuKTM7w0IiJHnq+yHMdddC197fh3fBJlu4wbyiIiItOUc2dnOtLsXGoRERERERERkVlmes+JiYiIiIiIiIgcYfmjZKLd6dKTMCIiIiIiIiIiM0A3YUREREREREREZsCR+zqS4yAfmDrruifMZ2+3UjAAwKnjM9f7O3iKQvJUnhwEAPglTw2wEnE8xkTXdVU87QIAulfX0XrTbwdofXwJT9oIDvOZ2AGYSQPF23mSzPgJPHnGm7STM7x9xjrm+Cziz6WaaN0N2SkG5RE+E3xVmO/DiI9vkz8u4klAAJB5C/+sWB+fcd1JGWkMZgu2r77557R+6v0fp/Vwlf3IXT7K+7uT5NtkbK6R5mGk2gDAk0WttJ4zAm/SZXxbpartKIzqzXxYygf48jou37exRntbnTKHpyt8YwdPebpx+Y9p/W3zdpptvNPDUxdeiZMHIiSxK/84T3TKFNnb0hvj2yxQzfuE67FTU3wj/Fj0VfAx29PNP8spEFoSr+P7zG8M2VVb+Xp0FdsJTM58PinoLw6s4m+o5Kk7njhPngEA9PBxNpzlKx/fV0Xr36p/q9lEtTEGvtDPUxm8xuliycl20siesbm0HhinZdRU8nSJ2oh9zi328+2bMRJsknP4du+fsJNf6pI8hcQ3aqTe9PJzcbaRbw8AyBQZKTLG+QJeYzzbx1OTAMAp5mNAYNxIiDQSmwo9ue2UG0mJRnrP4nk86u7FTLPdiDv13JrfXPhx8nzAg/7Tph4nFS/w4znWaI9lTtBIAsrzZSi0ZBkjFdHJ8Xf5Rvk46k3Y13Ouwz/Lk+EXxv4BIw0sYl9Iu0Z/TNTysTTcY1x3d/JjBwD639pC6+8s7qD1PwwdR+u/7VtmthFL83VMN/B+XbqLr1/523rMNrK/44lnsSZ+DfaFtotovf1FO7Vz9fJdtP7QEE/jOquC/3ydz/5dJHwWP0+l9/LfOSL9/PyVrLR/lYx28H7ienmfTpcYKWx1fOwDgKIDfN8GJnifHl7B2971YoPZxrwFvD88PcT7dLTTSCvdxbc5AMC4PpDCXAC5WfpMyexcahERERERERGRWUY3YUREREREREREZoDSkURERERERERkVsm5s/OZktm51CIiIiIiIiIis4yehBERERERERGRWcRBfpY+UzI7l1pEREREREREZJY5sk/CkFTFdDWPBc5E7ZDAUIhH+2VTEVqPPMjbAIDhU/l7yrYM0rovyaMhS4NG9CWA7lYeQ5Zo5rF34T4e4WlF9gJAtsiILkzxGM+SjftpfeAcHr8GAEVZHvNoRdDeM3Airc+b02e2MZbkMZOb9hhRoWHe+Pcv5BHDALDupx+gdW8pjxY964xttL7h6ePNNpwyHqF3Z/9KWvcZEZq+uB3Dmi0xIoEjPIIxZ3yUM2jH+3ZWlPMXlvNo2vDTvE+nS+1Y5awRhRru4rm4iWYeie7jKZ0AgNXlu2l9Wz+Pj/+bF6+g9a6BMrMNz5uMHN877OUCgLwPGDpu6jZo/j2PYh08kY9ZAFC0gMdTxnfw5Q4ECoSx5vjxYCQJw+FduKB0BW+j4Y9GHLTRjRoetdvoKOLbq9vPx47SUt6R4q28bwMAWoyx3OjD9Uv4GPgfzQ+aTVyx5zxaz2T5Dkks5OfJpSV2FOsLi/jxkDLid48vGaL1x3fON9tYu+qPtH5XB4+hvXj5c7R+/wunmm1kI/xSJ1PC91MwxH8+Xm1fMpXt5DHcYwt4tGqonI9bTrF9PFuxrvFafi3gevnyetP2+Juf4NcOZfV8jO8e49vwirP4fgWAe1qnnivde4wo7z+97gGS1VPXf9DHr+eGzuDXTQDgJo048XFez9fa0bGXNTxL6/86zMfY2HxeL9o9bLbhePj+zfuM6OoRPs7E5jeabQRH+PjgTfP9kg8ZA7/PqAOI9PKTwgl3f5zWo3V8PVrL7W2VzvI+H9rHL3hixibJGVHXAJCaz4/RVBnfH6U+vm0Dw/a2euZeHs/tOYmf07/c/Ctav2P8JLONp1b8gtaXPvkRWm94jB9Tldvt8SS4l0cy56pLab3rLH79WdJmNoGxufw90Q6+3cOd/OdT5fYY1Labnws9RbyNJuN3Qzdg96tME48Gxx7zLTLL6etIIiIiIiIiIjJruC6Qcwv8AfEopq8jiYiIiIiIiIjMAD0JIyIiIiIiIiKzSm6WPlMyO5daRERERERERGSW0U0YEREREREREZEZcNR9Hcn1GLP/19uzb+f28/SBoDGhfe3jI+Zndb+Jp7+UGbPTF3Xz1I4X9jSYbUQO8BnR97+Zt1G6i8+mXdRrz9ifrOBtVPby2ebdUr4NS9rtlKfkcXxa+aIuvh5PtrXS+vlLnjfbuLeXzxAf6uFdd+lb99L6x5/m6TYAULudb8fek/l6PHrfCbTusyc9R94IFSry8f5TXMS3e7Exwz8A+Mb5zPVOgrdRtZWnKQ0ss2fszxuHoc/Ht+FEo5E4s7NAgkK7cXwax2Coh6fXBOrs9JoTQp20/tCq/6T1bwy+gdb/6/nVZhunnryL1u3MkEn+UBYnvG3nlProb40xxR4akUrz4yQwZqRqZOwPSzXyNANfjO/j4AhvO1lhtxFt4/vYP8yPByfFkwkSy4yUAQDhHt6Gs5+v3/BcnugRCdsTwUV38ASLXAk/frs6eFLOddWnmG1set5IiDOsOp7HS/xqJ0+tAwB31EhKK+bbPZkz+luRkW4FYE+8itb/dtF9tH7/CD8nNHzdPrLyZ66gdV8fTxyzRPfZ58NYM0/p8WSNlAw/74eetB0r5ozysS4X4CeY/lX8c7wFkuPg4wkhPi+vj8X4eWR3rNpsIpef/t//3ICLxEmJKfWJBD+XLG2xU7/2/b6V1r1GoNJ4sX1yDzm8b6eS/D1mmlzCTnOyzn2R/bz/ZubwbV/UbiT2Aeg7jac25f18nAsNWudwfjwD9rl64Y18W33rZn4+fuczHzLbSLXx874RJGXu8zmldgLT/nfxYzp/P9/umbyxrQqcu9MLp/Z1APjfSx6j9R0Zvt2fHLbPE7cGBmg9ZaSB+Uf4+OcpthM1czVGgmSWjyeBE/n1X2LcuIgGUPECHzP94/w85WT58ka67XEpwcOREKrhx382ZKSSlobNNvw9/LpBXlnenZ3PlMzOpRYRERERERERmWV0E0ZEREREREREZAYcdV9HEhERERERERGxuFA6koiIiIiIiIiIFKAnYURERERERERkVsm5dlDC0eyQb8Kce+656OnpgcfjQTQaxbe//W2sWLECL774ItasWYOBgQGUlpbiJz/5CY4//vhD+1CyzWINfJb0bCWf5RoAmn/NH+hJF/HZtwsJD/D3JOuNBKYBPoN5oJcnbQBAtohPiR5t5z+fKeGdKwY7YSYwwdtwknwm71wlT+coNFu3k+UzqAdaeYpLcANPUWhvtpNMjmvqpvWuEj4D/t7hSlrPGkkFANB7qpGWYoVPGcd6zfJes43hh/jU6vcPLaP1sjl8hvhIF+9vAJAL83X0ZfiKFHXypIK+lbyvA8BQF5/p3jfG+2LF1JAfAECOd4X/ftE4bq1opjwfxgbfYKeM/EvH+UYTfOe2D/I+unLlbjz2ibuRHIrDcRz4In6ceO0ZKFtUhY9m78C6T4xieCiPaNTBN9aXYtFiP95Y4LgFgHTKh80bFk2pl/CuAp8d2IJ0f4TWA0bIltnnAWQjfLmDQzxeIrqP98dYkx0J4cnyYzHRyJNnIu1jvN5jp/F4jGSEoo4JWm+7nI81Tt4+v6Tq+PKG2odofenXeL+758rTzDZOOJunHW1/ppXWdw7U0Hr4Kb6sAJA2AsayE3w/Hajm573WKr7eAPD43nm0vqmnidYvaOVpes/ctdhso/7jg7Seq+Ir2HEer3vtbgWPcYlStYUfH76OPv6GsD04Jhbw9BXH6IrRvXw/5ewwE/gS/MWyufzc86b63bT+ow8+hcxQDI7HgSccwJwPvxVFC2qR7BpC21d+hNx4HJ5ICNXX/AUCzbVwX+EiOujN4sz5U9v64/18YNwVrjU/K9fMzw2BYT7GFdfysQEAvr7jbbTu2c/3ozfJ23YD9jWKda3lHeDjX76Rn6/Slfx8AABj83m9uMN8C5Upsn+tCBhpZPkIX/d3fetTtO7aQxaCxrGQMJIa0638wPV57PH9p8f/lNYv+yNf3lSWb5PvvOuHZhtXb1hL6z/v4JFn31ryM1o/o4IfnwCwJd5C6/N+wbeJ6+XjSazOTu0s2cUHTU+MX7hkNvHjNrPCjnRL9PPEoaBx2qnaxo/BsWa77zoZPj65VmJookD0lSFfahyf0wvxk1nkkG/C3HrrrSgrm/wF7Je//CXWrl2LzZs34+qrr8ZVV12FtWvX4rbbbsPatWuxcePG12yBRUSOJqf809sQiE5ehBx4aC+e+eIGvOWnl+Mz143h3e8O4/K/jOCee5L45LpR/PoeO75TRORYseCzF8NXPHkjYuixXWj7xj044fvvx95v/w7Rt5yC6FkrEXtyG/p/cAcav/jhI7y0IiIiM+uQ54T50w0YABgdHYXjOOjr68PTTz+NK6+8EgBw2WWXobOzE7t323deRUSOJX+6AQMAmVgKjgOkhhPYuiWDS/9i8i80F1wQRHd3Hu177adzRESOFX+6AQMAuVgKjuMgMxJD7MUeFJ9xEgAgcurxyA2OItPDn1QSEREpzEEenmn/OxpMa06Y973vfdiwYQMA4De/+Q06OztRX18Pn2/yYxzHQUtLCzo6OrBgwYI/e+/69euxfv36g/+fy/FHdEVEZpun//kBDGzqAgCc/rULEO+dQE2NBz7f5COsjuOgocGLrgNTH4l++djopjQ2isjst+drd2N88+T3WRb98+VI948jUF4Mxzv5tR/HceCtKkV2YOrXb18+LmYS9lfSRUREZptp3Qq64YYb0NnZiS984Qv49Kc/Pa2G1q1bh/379x/85/Xa3yEUEZlNTv67N+O8O96LpR86Fdu//8S03vvysdEJamwUkdlv/t9ehOU3fQSNa85E548enNZ7Xz4u+o05z0RERGajw3oeZ82aNdiwYQOamprQ3d2NbHbyEXvXddHR0YGWFj7Zk4jIsWzO+YvR/+wBhGuK0NeXRzY7OTmb67o4cCCHxobCk/KKiBxrqt92AsY2dyBQFUV6eAJubvKJQNd1kRsYha+KT/guIiLySnKuZ9r/jgaH9HWkkZERxONxNDRMpt7ceeedqKysRE1NDVauXImbbroJa9euxe23346mpqYpX0WiXBfe+NTHS3vP5n/tCLfZ0/mHe/jM9b5iI51jLk8CAoCB5XwG7IZHpvfLU6GJ/jOVfJb24g7ehn+cz7IdGbSjTLJBIxWhgiffOFk+E3xinp1cZKWllLbz2dADgzxdYTAxx2zjpq98ndbvi/EkjH/beRatu3F7/+X9fPt6jdnQy1f103qh2fTj8/ij1F8/6+e0/u1176J1z8Sw2Ybj5+uYruFRAk6GL29wqFBKBW+jzEhBKm3j+9w3bM90j9FxWs7N4bPmeyf413e8xfbj69t3NNN66XY+JKbm823V5/Mgn8wiWDV5XPU/uhu+kjDikUoEF9Tjsv9Ygubzl+LAg7uRrngWX8dfArjTXC4A8OSA4s6pdX+c91NPxp6FP9TD91eqgq/PeNDe96Xt/D2ZKB9n/TH+80XNdtJIspv/MhYaMhLMJng/CiTsr3S5XmNMc/i6lxhTnBXvLpAclzTSJUL8KScnyZd3zj38WACAVZfw2JK+JcYY7/B+0rPYnqco+qJxPMzjyzs0ZqQ7GClLAHDh4m20/lg3T036xWNvoPXGB+w2rDSVfIAfHy1v3kfrHUPlZhtvbNlD63s2LeVvMFKQrAQSABhayvvPxFx+LdDwEP+c4UX2+TC5lI/ZS0t7aP3FiampW5nxFHraXfgqJnd8bOPz8BRHMOLWIjCnAeMPbUHxmasQe2orvOWl8FZWA68QJpLO+fB4R+uUet54QMbtt58o9BqXTukGIz3SSIwCgOpyfoym5/FxLvUc74z+SjuV0N/OkxezzTwty5Pix3TXWQVihZr4WJpI8GM61sDHy6Iu+9eKsPGav433rWo/T9r0jdvj+84P8XX0jfI+f/4bttL6ymI+BgDAe7b8Na0Xv5FfGy4s5fX1HeeabQR6+Laa2Mmvg9697eO0ng/b16UVz/GxpmqC92lrvDROLQCAdLWRXJTjB2Hldl4/UGMfz1kjUC5dyo9bJ8sX2C3wG3H5CQO0PjrB16/zXON64kX798+KnUb83gF7uWR2O6SbMKOjo7j88suRSCTg8XhQXV2Nu+++G47j4N///d+xdu1afOlLX0JJSQl+/OMfv9bLLCJyVMjF0tj+j79GPp0FHAf+sghO+OIlcBwHJ37qbDz35fvx4o3PwFcUwPLr3nKkF1dE5DWXiaXQu/5m5NPZyXlfSiKo+9v3wnEcVH3wYvR97w6M3vUgPOEQKj902ZFeXBERmaVcAHkU+uPx0euQbsLMmTMHTz31FH1t8eLFePzxx1/VhRIRmQ1CtSVY9b330NeKW8pxxvffOcNLJCJyZEXqStD4BR47HWioRv3fK5JaRERe346OL0WJiIiIiIiIiBzjphVRLSIiIiIiIiJypB0tE+1O1+xcahERERERERGRWUZPwoiIiIiIiIjIrJKbpc+UHLmbMI6DXHhqtmDZczxSLGcnBJr6VxpxjkuMGDAAvn4ewRbq47GNnt4hWi9pKzXbGKzlkXHZMN8dyRojQjltx0yGhnnMW66Yb8hMEW871GtHCWdbeKTi4HF8u9c/FKP1suftqNdrdv8Vrf/nwltofWg+X6bna+vNNrbdchytx5r5dv+XJbfR+qMTPDYbADK1u2j9U/fzKOrFXXxbjS+1I8OLOvh7gm08HjE5f2q0KACU7rWjz31GfGBkZx9/gxG9W5AR45uL8CxSK9LVzdmzpfuH+LETMOLg3Qo+ZowkjGxEAG17eZTkK3HyQGRg6hjhn+DbfuAEe3AMn8pjFRNdPAraydpjiifNxy0rLjRmjA+pVIHTTpRvf8dK2UzzKOj0giqziWyEr2O2iEdNRjuNuGkjEh4AXC9/zRPn28qJ8fOL12NfWPzmG2fR+uf+7qe0/sg4H5/yNXvNNn7XfhqtlzzD+33+zcO0vqCM90MA+FT1g7T+64dPpvVFN/D4VE/KjqR3kkb0cB3vo7E0H4OyGXufryjmkeHt8QW0ni/lUbqpKt4PAWBiDj8QqjcaEe55/vPxufa2WtrE45DbJvgxtW+Yx3Znx+xxKTBItmOB8Rr47wSM/NSfKV7M+1xisx0nnjU28TtPepbWf9exxPysT8z/A61/4fkLaD1Wx/dV6Q57n+Qa+bbPlPBtnA/yNtLldpZwbcUYrf/f99xM6+uu/xBv24gMBwBPLMlfCPL1CHTzZYIRbwwA/uESWr/mHb+j9R/c/XZab76IX9sDwJgRSzynhr+nKsjjyjc8ucxswzHOhZlyfkwv+c4grccW2deMkY4R3naGb1/Xx8f9/pX2sVv1HD/fh7fytkOVPBI90mlfaxV380h2X5KvR6ye9zdPxj4+zm3cQes3bzqV1h1jk4wex5cVAMIDei7i9WZ23joSEREREREREZlldNtNRERERERERGYRB3m38JOURys9CSMiIiIiIiIiMgN0E0ZEREREREREZAbo60giIiIiIiIiMmu4UDrStLkeIF02dYbqpDGRd3GnPWu1J8FnlffywAmE99qz9odO4TOMe3nwDPKjfPZ2rx3ABE+Az9g90cpnPQ8O8M6VtCf/R2Ccfz/ONabs9sX5Mjkpexb6XJB/VqTfSH8q5TPKe1L2bOEdTzTReu0Snl5xbzdPOlpW0W22kajjfStbxpfr3tETab0tbieyLC7miRMVm3jaRrKOzxAfGLW3VT7ID2dPgMcVeHJ8PxXvsdOqnKSRFDNhHCAVRgrPuPHzANxivu55H+9vmWLeF/IpK1IHCE3wz3LyRjqPw+upTIEoiMPkZPKIbp86Do2dUEl/PsNDViZfe4b3SV/YGE/tYdZMFCjv5/vS6kcHenifAIAqHkCAcJ8xoBqpGvmAfUIOjPDP8g3y9XDDvA0nYQ/yjpEKNrS6kdYr/sg/K1vJ03sAoPJJnnp2VpifwzYZyUwrIu1mG7+qfAOtB4xjcXl1D617zHgr4NynrqH1Bbfw/WElTOVL7FQhx8f7w3gT37eXNW6l9R1ldWYbX33ifFpvauJjfN4IWkoX2303updv98on+PnFjfCxER4+xgJAxliwyhDfH34vv0bwlRS4CBq095XF783huPqp67m9iycf+o/jKVoAkJ/g2+VXO/m5fe3xT5if9eT4fFqvjfJEnI5K45yYts/to0v4hXH5gzzZ7MA7+TLlauy0wqow37+feeFSWrcO6bon+HoDgGtci2RqeaKRv5sn6LhGgiIAzLud7/fxC3i6TnCQH1PDBU6sdbfz9mPhBlp/ei3/nNIX7WM91shPxp40f0+qkSeyRvYaCVMAnIzR54xUtZFFfJt4E/Z8HI5xnWmlYPqHeYJWxQv2r6ujrfy1yhd42+E+fh070WD3q9/tX8qXq4r3t0SUn1taK+3Urb09rfyFh8y3yCynJ2FEREREREREZFbJu7PzSZjZudQiIiIiIiIiIrOMbsKIiIiIiIiIiMwAfR1JRERERERERGaVHOx5iY5mehJGRERERERERGQGHLEnYZysi0jb8JR6YHEN/fkTr+ZpBQDw0GPLaD3v4zNjV2y175gN7eMz19cN8FnoPTU8faT8BXuG+MHzePpA6Qt8ufxxvh7xmgIJIGN81nP/UJzWR4/j612Us+NSijt4/FSskc9C73r5+nlH+DIBQM3TPMXh0jdeTOsfaX2Q1j/z2GVmG42b+PYdncdn8m87nu/zupA9C/3N20/hbXfzZIl0Ce8jTt7e5yUv8HSDTB2fNd/fzZfXSfOZ4wHATfCZ61HN0xuccb5v3aidPJAP8+0e6ubHVOcFPDVoXut+s422NE85KW3j2zef4ENlYwNPqAGAjs18u9u5UP+Dd+py+Cd4P/VkjJgVAMVd/Pgt6uH7uG+lnRwXq+fHb/mzRoKaj+/HcI/dh4sOGOkdxlty5VFaD+3iaTEAAJdvk3wZ/6xsMd8mmUa7D4d6+dgYGOf7MHZcLa1H9kw9R/5JYi6Px/uLNR+j9e438uSHW+1QFtTvMMYnI8HniecW0bqTss+5zffxNly/PQ4xeSMBCQA8WSOhyLgCur1jOa2fVHXAbMPXz/v70GK+7oklfCwN7+DnTwBofBnA96YAACAASURBVNg4V/r4+qWqpp9CtH+IXwu8cVEbrRcZUZAP9PA0EQBwyshx8Ap/EszmvNjZN/X6sCTKt8npdfvMz9o2zBOV9u3m15+/2LvC/KylVXysuW/pr2n9hHs/Quv5iD32lj/SQetD58yl9ZETjWMnY2/kF3r4GOTbzBPaKvZMP1FzfAk/J5a8wFOQ4OX92jNaIIGpm/eH+//+DFqvzPBtdcumU802FnXx8d1KH11dvZvW7wRP/wSAbJSfKxbewNfPk+bb3VMoidJIqxo+mR8HGSNUreV39v5IlfPzTqbeSEk0fuXwj9v9Ch5jIDfSLlMVfL0LhPhhdJyPpW9dsJPWjy/qovU7u/m5BQB8RqKvHLv0dSQRERERERERmTVcKB1JREREREREREQK0JMwIiIiIiIiIjKraGJeEREREREREREx6SaMiIiIiIiIiMgMOKSvIyWTSbzrXe/C888/j3A4jJqaGnz/+9/HggULcPbZZ2Pfvn0oLZ2c9XzNmjX4xCc+8YqfmQ940P/G6il1zzlD9Of/s+VR87OW3Xkiracq+MzYmaj92FLpTiNppJQnZyBrzNidt6fZzsV4+kH5Lp4MsvdiPmt+0wN2rEWwh89Wng/wXe7J8G2VrLJn7PeP8/YdY3Zzx0hais/nyToA4Evw7Tj0wxZa//xKXm9+2N4fyTJ+L7LlNp6EsdW3hNafnGOneSxdz1NOnDG+n9rXzqP1mk12G1aqUbqshNZ943zWepbMc5Axm36qnrcR7BukdcdIEQAAlBpT8A/wbZj38XSkfc81mE1UbeftF3Ub6U85vt7IpLHln+7FxL4heII+BMvCWPqJc1DUVIae73wXqcQwfL7J4726ZRUaF7zpldORXBdOcmriSLxm+t8eteYqCwzx9ax+zt4v7Zfw10a6eFqYNQ5Euu3EtXyAL7B/gvftVA1PLIh0D5htWDwTPHXCZ6S6BTp53waA0ZN53wuO8DEzUc37V/Jkvm0BoPKBdv5ZxzfSetVW3nbxNjvhK1/GE6ByC3hiyoKbeL+ykvEAwDfOz3tOzDgWjWQUT9ROFcqW8rGuqI+fv98z7zFa/86PLzHbaNzG+6h53Dp8eQuN8ekS3k98AwViPYhQiZFCBiCd4ssbz/FrgSLf1M/KpnIYvv5HSO3vhxPww1caQf01FyJQX4H2z/0U6b5ReCKT61/8phUou2A14LHHBQBw80ByaOo2a5g/Sn9+y5A9/icyxnYs40lPo8N2EtrmLG8n12ql2fHPiTcZ5z0ATh1/zbOmj9ZLksa5fQNPVAOAfJBvk4nFfJsA1rUhHxsAoOR54zooYfdHym+fC90mnvIUMMbe8Wa+rZxxuz8m6vh5aqKO//5w281n03rLnXaCV9EbeHKSd8IYL4d52qVrpP4BgOvnyxtr4Otn/U6VqLP3eeudPPlqfD5frpJt/LyaN64xAaB8Jz+o8n6+HkVd/NwSr7aPwb856QFa/0nb6bT+uxGeDufpss9T9itSmDNrJ+Y95Kv6q666Cueffz4cx8F3v/tdfPCDH8SDDz4IAPjmN7+JSy6xL05ERI5VTe9Yhqo3zIHjONh3x2Zs/9r9OPVbk5Hoc5e9A5UNy47wEoqIzKyyc1eieNUCOI6DoXuewoHv/hqtX1wDAKh87wUoOuW4I7yEIiIiR84h3ToKhUK44IILDv71+rTTTkN7e/truVwiIkc9b9CH6tNaD46NZcfVIdHD/yIlIvJ64At6ET154cFxMby4CZk+/hdxERGRw+YCOdcz7X9Hg8Naim9961u4+OKLD/7/ddddhxNOOAFXXHEF2tra6HvWr1+Ppqamg/9ymWk+figicpTbd/tzqDnjpa+S7Xv+t9j0wHrs2HgTkjH+mO2UsdG1Hv8WEZl9hn79JKJvWPzS///s9+j8P99B77d+hkwv/wr6y8fFfErjooiIHDumfRPmS1/6Enbv3o0vf/nLAIAbb7wRO3bswJYtW3DmmWfioosuou9bt24d9u/ff/Cf1298Z1VEZBZqu2kj4l2jWPShNwIAFq16F1a+9W+x/JxPoLRyLp5/4sf0fVPGRseeh0lEZDbp/8UjSPcMoea9bwEANF57CZq/cS2avvoxhJa0oudrN9L3vXxc9AQ1LoqIyLFjWjdhvv71r+OOO+7Ab3/7W0QikxMYNTc3A5icaPNjH/sY2traMDhoT1goInKs2fuzZ9H78B6s+urF8IYmJzgMRsoATI6N9fNWIxkbQib9itPyiogcEwbu/CPGn9iBlr97Dzz/PfGrv3oyxMFxHJS+/TRk+4aRG+eTYouIiBTiAsjDmfa/o8Eh34RZv349brnlFtx3330oK5v85SKbzaK3t/fgz9x+++2ora1FZSVPKxEROda03/oseh7YiZO/cQn80ckn/PLZPNLJ8YM/M9C1FYFgMfwBO2VDRORYMfirxzH28HbM+ccr4S2ezP1wc3lkR15Kt5p4cju8pUXwRu1UEhERkWPRIaUj7d+/H5/85Ccxb948nHPOOQCAYDCIBx54ABdeeCFSqRQ8Hg+qqqpw1113HVLD+YCLgdOmRsYFkvyR07l3XWV+ViDKY9Oqn+V1J29Hz8WrjPtSVqSuyz8rG7W/blX2HI8CHDzeiE2c4G24Rpo2AGTKeXSrb4J/rzowyuP7xubYjwAnKvhrpe28DW/c+E53gVuBfSv4ekT382jR5vt4LGT4mXazjaIGHgPrxvhf5xoeSdC685Ddr1wjUrH3HXNpPdrJ18OXsGPJrT5atIdPiGhFUjo5O+50x+dKaX3Rv/LIP6fYuOlgRbsDyIX4tnLq+M3dZI2xrWL2ne7yXXwfesf5evhHeHjg9i0h7P/eo/DVVOCRj06OfY7fh7rPfgBDj/0Qbj4LOA78/iKccML74B+31/sg16V9LzzI933W2F4AULqbr6fHWM9wwo7HDXfy7Z8u5v1+bD7/nEiPvV9K9vHtk6zm2z+833iyyGsPjvlyHnXp9PCoZseIZc80VphtZIr4oBbdY/S7JF/veL19HomtaKb1UDcft7wZPl5bMdQA4O3lY0eZMZazaHUASM61/zDjDBvjjbEP3Xr+Wd7BcVoHAOR4hGpwRxetf/87PO2xcaPdhpPmx2dkL69XGuMv8vb46+QKxzi/XGDQiKIvsZ88GU3wY81jZM4/Nzg1SjfVP47eH98Cf2052j9/A4DJcXHOP70PHf98C3IJF/A48BQVoeqav0Z2LADkX+Evkx7AG506Pg3H+TXCSGeZ/VnkcwAAY3yfeFL2ssWz/LULdvwv/llG0764vd/HWvhyRb183Eht5lHU0QKxy2njL8N/ufJpWl/9pl20/s9fXmO24Z3Drx+yxngZMaKEC/0R2zfAI+xRwftJxSYemx0csyORA2P8mK7byT8rtsCIBvfaF7/R3dOc4D9knCs8dhsLf7SH1ne9wLfVR1c8ROsrw+1mG38zeg2t1z9irN8Qj5xPHW+fQ4o6+XiWLuXnPH/HAK17l/JzKgB8tKyT1r/e93beRoSfC3MB+xgsPodHzo/eZL5FZsCLL76INWvWYGBgAKWlpfjJT36C448//s9+Jp/P41Of+hTuvfde+Hw+VFZW4vrrr8eCBQsKfvYh3YRpamqCa9xsePppPkCLiBzrfJWlaL35i/S1k0/92AwvjYjIkResjmLpL/+evjb361ch1qcnAkVE5NXxWqYdXX311bjqqquwdu1a3HbbbVi7di02btz4Zz9z11134bHHHsPmzZvh9/vxhS98AZ/97Gdx6623FvzsoyOjSURERERERETkCOvr68PTTz+NK6+8EgBw2WWXobOzE7t37/6zn3McB6lUCslkEq7rYmxsDE1NU58SfblDehJGRERERERERORokXenP9HuxMTEn90oWbduHdatW/dnP9PZ2Yn6+nr4fJO3SxzHQUtLCzo6Ov7sq0bveMc7sGHDBtTV1SEajaKxsREPPcS/vvc/6SaMiIiIiIiIiBzziouLsX///lfls55++mls27YNXV1dKCkpwXXXXYdrrrkGN91UeEIffR1JRERERERERARAc3Mzuru7kc1OTsbtui46OjrQ0tLyZz93ww034M1vfjPKysrg8XiwZs0abNiw4RU//8g9CeOA3gLybeYpBhE+YTYAoGJHitb9Y0YaT4H0gQNn8wnjap7lEYq+bj4bumNMZAwAKWOi9EgPf09okD9m5cnYbeSDPFliYBGfnT48yGfZL91rbEMAo/ON5CRjsbIlfPb23lU8jQEAqrfw9h/4yQ9p/S1XfoDWM8fZ380bWszbr/s137e5MN+2qVI7kcVt4m34jMn/AxNG4s8wT1cBgGwF77ueDN+3njH+Wf2ra8w2AvuMF7x8P/Wfzbd71RM8iQYA/EN8pvve1TyNpvUEnnDSubHRbsOYHT9fyscfxwql6rfTa8abjccjd5hv+R8LMvUgirTzNAFvgi8zAAT28fXM1fFByDNsJEsAiPTxAztdaj0Gyn8+UW2PW7kg/7tAcIj3r7yRDOUp4ukOAOCk+GdlF/K+6knynW+leAFAcRdvw/XybeVv56kI/RfMMdtouZe3ka7m6x7q4sk+1jIBgJs21iPAk0PyYSPhb9w+j8TnGGlVVmhSio9ngaSd7OXZw5Mt3FqejFfcw9vIGedVAMhH+fkwtKuHv6HfSJTzFbgsMxJQXB9frmQdv25JZu39kcnyz3q8jyf59Y5E+eekCqyHh40Bh5D8RB45Hz7Ar2n84/bfGD0D/HycrjL61rD9WYkSfvycVrWX1v9rDk9gKd1rH4d5I0jrTTW7af3WPD/3RfrsdL5EDd9fAyl+fvlM26W0np1nNoG80betpM/QIH/BWyAlcu9f1dL63H/byd9gjAHBQfsYsVJGrXS4ojb+C4wbsa99rbQ1dm0A2AmcmQo7/v2+X5/Cm5jD1+MP/Uto/UfDp5ttZK2QMitxNs/7aHQLP0cCwNhyfs1asnWQ1t0JnqroKRA++vu4kZw2yrd7ZT3//WFgnz0peW2EX3/xK1z5ExcOcq/RMyU1NTVYuXIlbrrpJqxduxa33347mpqapqQezZs3D7/5zW/wqU99CoFAAHfffTeWLVv2ip+vryOJiIiIiPw/9t48vq7qPPd/9pmPjnQ0D9ZseQRjbAM2swmQQBIyFihpaYDmUkgz0FzSmzZNeu+vty1J2v5o0iYESloSMhBIApSEkEAgDAYDBoyN59mSZQ3WLJ2jM+59/5DBGD3vwQZPsp/v5+M/vHTOXmuvvda7lrb2fr9CCCHEXu644w5cd911uOWWWxCPx3HXXXcBAK6//np85CMfwUc+8hF89rOfxfr167FgwQIEg0HU1dXh9ttvf9tj6yaMEEIIIYQQQgghxF7mzJmD5cuXTyr/3vf2vZERDodx5513HvSxdRNGCCGEEEIIIYQQU4p3Ykc6FlBiXiGEEEIIIYQQQogjgJ6EEUIIIYQQQgghxJTCnaLPlBy1mzC+tIOaZyZX7+S5EiGUsI1GkW3cADI+g2c992cLHKuHd8nIdJ5hvHyUm5nyQXtApKp5/ZXrDDuAx49VyMYTN8wLsS5+rEg3N9LkY0ZafgCBJG/v0Exuiahewe0uFRvtYThWz+tve+xTtHxWkhsynLxtXqj6j8nv+gEAmrgtJVfE+7B03ZBZR2I6NzjkDNNSeJCfR67Utr6EOnk29kwDN+HkDZPJwAK7r6Y9w382eDI3ZPgNg1fPBdVmHVaG+pGZvHxwbT0tj3cVsE0YFqTROfw6WfaGaHcBA4cRy94OLxRA4szJJpJIH5/T+YjdhlwDN0r5RwwtVwGs+T7ayj+freYXsmyVHVM8n2GCy3BjQrqC22L8ScPcBsA3zM0IgT5uD3Kyhh0pbtcx0sytF1HjWsX6ed01L9tjKNjHTQruNG4byq/ldhD/TG69AQC3mZtGrCd/PT8/v8AQX18A4MkHf0jLL7rueloe3sbNavlqPncBIF87g5aHNu/mdQxwpUdoq2E6AgAfP3fTgGIZvMbsvvLG+bxNnsYtWmONfG0d2MrjAgDEmvhY3N1naE66+RwM1Nsmv2yaBNS3eZrcyToIr5ncZwGjmkSTPXe8Zv6l2Eq+z4vtto+VruKLw6ohvn8oms33CUMdhjYTQM4Q3Ny9gltpqndYezN7rxXgYRFPrOVGnJoneRzP2vIXjNcYdjhDyhcc5OPdiuEAMP3nfE/uNXCDjtPJrTv+Ir6vAIBsOZ/TTgmfC8F1XCvpNdWZdXgBHk/cEB9vTo6P0Wyxfc2Luvg4SbfxY23s5OuBm7F/F/EX8TrGmvmgjkZ4LAsU2LOYb6IY65HXxM8jMc0OQrd1XkTL3TDvq5GkMUYKSOC2DlTaPxTHJVPz1pEQQgghhBBCCCHEFEOvIwkhhBBCCCGEEGJKkVdiXiGEEEIIIYQQQghhoSdhhBBCCCGEEEIIMWXwIEW1EEIIIYQQQgghhCjA0bMj5TyUbplsARhr5saA4jXciAAAg2dOo+Vlv+U2iOypreaxsnGe6bpvAb/LVr6aHydZaxtAZtzPs7c7hrVpbBpPNx9I2Wm2vSDPVl60mZukcjXcqAHHvrto1R8aM0wCfn6s2MZ+s47Ri3lG+6oneBb6XBGvww3a5xFePJ+WZ40s9MVP8nGFBjvT/a6L+P3OuuW8rwJDPBN8ahq3+gCAv4L/zA3xukM93DBQvtaweQAYr+L9aJWXtPPjjLaZVaBkGy+vWcH7yrIp9Z9s1zGwiJso4jsMq9guHpe8AhE0XfrO7nF7PiBVMXns+XJ8zPcssWONG+ANjPbysVLzkm2dsPo5touX+5O8XYGEHbeKtg7Q8nyZoQex8AooCAzbEQzzTN4wBPkT3GAGAIE0v1axVztpea6Jm/xKNtrGtWwNv4bB0QwtT35sCa/jZW4IAgDfMDf1eEX8/HxDw7zuubwPAWD6gzfQ8pO287UKLr+2uWLbVmUS4ecR6jXMU7W2VcjJ8HHljPA55WX5+CkwcoESvhcoaufmwd4zuG3DCxWshWNYkLwawxCZs+NfsI/EpXzhv2T60x7qn5tsNRqv4tc9bqw9ANB9Jo/n2RJjbEXttgWH+c8WlPHAmHH5vmJjm233cmp5bCpdzuOizzDlJO0tCop3Gefo431StYzHjXSrbXjp9/O9xVgTr8PXz8c1ggUW3t3cdtT9RyfR8mk/43HGN2gomwD4/YYNcthQdVXxuFEoZgX7jbXY4X3o7+JrZ6DP3h84Ll93Bufz73glPMZFt9rnUdTNr23fAh4fGp/g49AL2de8uIP3u5Pg5cl5fCK4PMQBAP6s4Sla/rkNn6Tl0yv59diwg48dAMissWOAOD7R60hCCCGEEEIIIYSYUrje1HyxZ2q2WgghhBBCCCGEEGKKoZswQgghhBBCCCGEEEcAvY4khBBCCCGEEEKIKUUesiMJIYQQQgghhBBCCIMDehImlUrhE5/4BNatW4doNIqamhp897vfxcyZM9Hb24trrrkGW7duRTgcxm233YalS5ce7nYLIcRRx81l0fHID5Ea6IEvEEAgWoL6iy5HuKwaueQo2n/3E2SG++H4A2i44HIUN8w42k0WQojDipvJYs937kW2sxdOKAh/PIbK6z6KYF0l8sNj6Pmvu5Hr7wcCAVR/9A8QbVNcFEII8U5w4HpT80mYA34d6YYbbsAHPvABOI6Db3/727j++uvx5JNP4q//+q9x1lln4Te/+Q1WrFiBj3/849i+fTuCQVuLBgBwXQR6J+vnShNcrzmygKuKASBZzR/oic1roeWhjkHzWOVruO569ANcV5eLc11cqqKAnnGc69xShtLWb6igHcMEDQCZUt7/wzO4mq1yeQ8t96K2ei4cNM7RmAvDs7hStfyxLrOOaY9wjWf/efW0vOO9vL3THyqg3k1wxaZvzNB4Bnkdo7PLzDpm/pTXn6rlqkxLDZ4ttsdVtJ3PnVCKawVdQ4/os827iAzmafnQXGPsZnh5LmoP3kQD/854DVd7BrhFF37eHQCA4k7+Q1+Wn194mLc3E/JQNfssxJvmwnEc7FmzDLsfvQ+zPvwZbH/tVwjMaUHNJTcg1dGOnT/4Ppq//BW7Ua+3IZ1H1TOT9Z9eEY81sSZbm5u8dJSWp+fw8bXHtfWJeSMU5M/lWmJvFdctJhrtxbKshtdv6TojST5YnT1cDznxQ6P+Kq4tz8b5iYe7bYVputTQbJbx83OMcecW0HJa61imiZ9HbIfR3gCfVxMNKLDIEPLl/PwC44YWHMDMe3m5pcHOVfM68mE7Nka6+LmnW7miNby5mx8oWsBhOnxw/etE+XxG2g5cXoiv6+ONVp/wNay6yd4D9W3l8SQ4zsd0JjV5jHpZDyVnnIPINRNxceTpZei7/UHU3fQZDPz4QZSUt6D2Azci2d2OnT+5C3Ov+2rB/czEQT0Ehiarmouy/It+Yy8JADO38vLOi/ncKaR2DhhW4oYQ7+NHU3NpuS9tx8XcOI8DiUZrb8jnQpG91YKTM/Y7xi83njGu/QXmui9r6K5X8fKhsxtpefEOez/nN/TVn/v8/bT8Fz+bzw/ks+NJpozHgUwT38+VruVjwckXUMW7/Gf5In5+PiM2OWPGBglAuJ+rzxueiNHyzot53QF+GADAeA0fP35j3uxZyONivN3+nTLWbowHPx+joSEeG1KGKh0AYo6xv+7lfbIuwn+XDDXZYzfyDI/jRleJ44ADeh0pEonggx/8IJy9m9ezzjoLO3bsAADcd999+PSnPw0AWLx4Merr6/HUU9ynLoQQxxO+QBClzSe9ERtjtS3IjE7cAEisWoX4WWcDACJNzQjE4xjfauz+hRDiOMEJBhGdty8uhltbkBuY+EU0uXIVKuafAwAoqmtGMBZHolNxUQghxInFO0rM+61vfQsf/ehH0d/fj2w2i7q6fX8maG1tRXt7+yFroBBCTBV6X3sGpa2nIJdKwMvnEYjH3/hZoLwCuaFBFHjuQAghjjtGn3wGRfPnIZ+YiIvB2L64GIpXIDNqP5kjhBBCFML1pmaK24Nu9S233IItW7bga1/72kF979Zbb0VjY+Mb//JugXcFhBBiitG98ndIj/ShfskHD+p7io1CiOOV4UcfR7avH2UffpdxMa+4KIQQ4vjhoG7C/Mu//Avuv/9+PPLIIygqKkJlZSUCgQC6u/e9P71jxw40NzdP+u7NN9+MXbt2vfHP77NzjQghxFSiZ9XvMbT9Ncz4wJ/BFwghEInB8fmRG9mX9yo3OIBA2eScA4qNQojjkeHHn0Ry1Wuo/fT18IVC8MdicPw+ZBP74mJmZAChkgOIi37FRSGEEMcPB3wT5tZbb8U999yDxx57DGVl+xKQXnnllbj99tsBACtWrEBnZycuuOCCQ99SIYQ4Buld/RQGt76KmZfdiEB4X2K+2KmnYuT55QCAVEc7csPDiM6QBUQIcfwz8sRTSL68EjWfvQG+on1xsWjhAgy89hwAINndjuzYMGKyxgkhhHgHeABcOAf971jggHLC7Nq1C1/84hfR1taGCy+8EAAQDofxwgsv4Bvf+AY++clPYtasWQiFQvjRj3709mak1yGWiv6F3DAzXm13WPkWno09uLGTlntpbsMBgOoXeYbxwVN41vxtf8DbZWWBB4DxGn7vK76df76kk5/fwFy7n4fm8Dqi3Ua7jEzwvgFuVwGAkGEzyJXzDPGxbuNx4mrb7oIRnkk8mLTOw8jEPmBnJHdjPBu7f2CyvQsAcjN41vNCryQmG4poeWjYMBeFeOaQQhY2t8iwHe3gSgRvThMtH55p11H0LO/3mhX886O8CsR2Hfz7m75zed6AxBZu4Yn2FDCUjfKx6GzYQcvLspOf7gOAjnkeOp9/CKF4JTb/6rsTx/AHMOvKL6Ds45eh74f3oP2fvgbH70fVNX8Mt+gAz5tYaTw/v/iVq2xLT+Yybt2pKOL59nefZw+w4GpuN0sZtjevlteNnF2H3zR5GXO028glYZlnAHjjXOVgWSTyoTgvj9l/mQ+NWqYRXu5L8vHoxmwbj9Uno438O8VGbPQqDUMbgIZ/2EzLO786i5Znv8StVLEv2eqbZJNhVBrm63RgYwctH/nAbLOOaDsfi0Fi2wEAL87tIOjuM+uAn89tt4YbmHx93CoGw4AE2DE+U8q3clVncOthKltg61fGjWOZMF+T4msmtzc7OoT2B3+JYFkl9tw68Uc6xx9A2zVfQHjJh9F1/4+xad0tcPx+tJ13NcJjvre1I3k+B6m6ydelaB03WWWbeb8DQLCdX8eaV/hc6Flsx5NUNZ/T39t2Li1/b/1GWv6Ll20DaNkr/LqPNfO6k/W8PLLHjr3JafxnJWuM+G7Yy7LF9vgdns3bVb/MMFyN8/JAxx6zDq+Y77XuO4krrvwz+brmlvLjALbtLWfZRDN8TvlSBX5XMtaKUDuPsZatqpDlyTfM17x4P9/3D85uoOWF5u54nXFtU8Z6ZOxzHMMWVQhvlO/7MydV0/J/XXqPeawvb/o4/4ExpSJbeMzIlNn7htHpB2cjFFOfA7oJ09jYCM8ICLW1tXj00UcPaaOEEGIqECouw6mfvZX+zB8vQe1nbzjCLRJCiKNLsKQMJ/8Vj4uBWAlmX3LjEW6REEKI45V8ob9QH8NMzXTCQgghhBBCCCGEEFMM3YQRQgghhBBCCCGEOAIc0OtIQgghhBBCCCGEEMcEHuAWSsp5DDM1Wy2EEEIIIYQQQggxxThqT8K4IT8GlkzOBj/WyJPrpOoN0waAynU8aXB+upENfVO73bAsz3pet5zXMdxqGBEKJD3PxvmxrAzju8/nl6m43c4Wninl/ZguNzKSB3kdXhk3VwDAyMncZBUe4n0Y2cFNJoOn80zlAFDxNM9uXrK6l5aP1XFz0ZY/tc0DLQ9zUwwC/Px6z+DZ9J28fT3KNnP7id/Isr/lJn495vx9v1mHF+GDzm3i8yDQh39y+wAAIABJREFUw+0cpYtsk1TkAZ7ZfbyaG2RqVvLzHq+0Q8+IMafGBrmtIGDYdgI88T8AwElzW4FTxO0YnpW0vsBt7BmncDsbd2O8CdeF20cMCKXc2FLQFPFcGy1vb+LXy/PbYzho/Mjp5pYMX55fl1yJHctTtbz/A0n+HV/YCLRGPAMAGHakoTO5+aF0LY9b3Uttq1vd09xgkZjBY0rxS3xNyjRx8xcAODl+QSpW8PFg2UycBO8PAFh17ym0vH4PP7/wzZb5wbY+DM7h1ypmxEyU8z5xA3ZiPifJz7HjQ3ztaXqAG+UwzV6rTAOKYUHyYnysO8YeZOKH/ByTVTwQnV/FTVK/fO1Us4rIdj5OXCMApGoME09fgevxDiQgXsDBSMvk+R7pNNbjrB1nPCNuhLfyfUVd3r7u7Z/j9Qyu5Xamry74MS2/r+00s47il/k18fzciDNyGjeLhYZs21q6kc+3xt/zi+XkeHloyLaPhvt5/aMNfPwOn8T7du5LRmwA4IzzPhm87mxaXvEat2D6hux9EFw+d0s6h/jnDUORf9C2j6Zb+fjJFhu/D6zhljAvWsCwFzfMeEacKd/Mr4driJkAIFt8cKbPVDUfV76MvTfx9/FrCCPGpkt5mz4Ws02T/3M3N+SWDPITCQ3x9ob77U3jeC0v5yuLeDOuEvMKIYQQQgghhBBCCAvdhBFCCCGEEEIIIYQ4AigxrxBCCCGEEEIIIaYMHgAXeh1JCCGEEEIIIYQQQhjoJowQQgghhBBCCCHEEeDovY5UlIfzJ5MtDuFf8fTQoVE7/fbQTP6z3HyeAb95wLZaoJubJWIV3EzSdS43tjQ+Yaf/H23k7R04hWfTdmt4Jvji5QUMMzN4Ha1PcEuEb5BnF8+22lah+Cb+nVypkY3dMJaUbrGz0Hdc1UrLm+7bScurXuOmIzdsZIEHEBzgGp2BRXycWEm4q1cbliUAvhTPbz40l9unGu81xo/fvm/qRgsouRi7eCb47K9nmV/xbVtPy7353LYzOJvbUmJdtrnCrDvA+ySY4BckPGzPQce4HpbhpOdcbmQZOtk2mYz3cxPOAUFsCk4nN3d4NZXmYSrW8/blIkbsKHBbPl1hWOiKjH425ol/zI7luSg/VrTDsEgY1olCODEes2OdPDZmyw3DgmGaAwC3iI/7VDk/d/88bmYK99ixcc8SPr5qunkdToaPhXQztz4AQOMvDJOgEYey9fxY/oRtM2l4jJuW4BpWlnFuX/FlbXtG4mRuiPMZ09c0SfUYbQWAUsMkaJkHQwdv9sqH+bUdO4+vYe0JvoZFdtrGlGwp73d/io93/zgvz1uiLACxrsnjoZBd8I3PkKa5xbwiy94DAF6xsR8I82OFdtnXPTPE90hO2DBqunwu+Hx2e0Mj1jpjmGeMrhxfZCsDQ36rfj4eR2cbprfN3AYGAJ4RrpPTeIND/cbefnaTWUdggMfM6ie5rXBoMTdqxtcXsGsFjX43xpUzbsS/AiY0X5rXX7yjj5Znmvg+ILTDtif6Urx+Z4yPk2LDONa/0N7r+IytlmWQDRj7uYLxwehHr5Sb04bb+EDMmxpMAIaFM7qHt6ukg69Tmbgd38MjvF0FRJ8CAODIjiSEEEIIIYQQQgghbJSYVwghhBBCCCGEEFMK13rM7hhnarZaCCGEEEIIIYQQYoqhmzBCCCGEEEIIIYQQRwC9jiSEEEIIIYQQQogphRLzCiGEEEIIIYQQQgiTo/YkjJPww/dfVZPKq7q4jGtolq0YTn6Iq5IDhnIvsbbaPFbM0kYa1Mzl+rfBDq7aBgDHMN/5udEM+Sy/V+YVuHrBUX5XMDDMNcpezNCwVtieyfT0CC2veIGrdPOVXBfnBux7gZXruN9ufC5Xjvqz/JoHkrbeztLJBtL8O7UvcF1uoGvQrqOcn7ul8Y3uNtS0vf1mHT4fH9e+Ya6iRrGh6u0uoI+u4gpaX473lTXWR1ptTXGeDyv4dvMfhA17qKUIBGAqdr0mPm+DY4ZCc9A+j2yKa+3fFp8PvsrJ/ewFDC2m325D7MUdtHz6Rq7T7bnQVtIPzT04jWimil98L2jPxeE2fqz4U3zcO4ZS1i0zdMEAYNh5fWlD520ocOuftsWR/i4+KC0Z9Ggrn4uRVVxHCgCJBn60XDk/VnBrFy0fPtdWnAcHuJodfmt94Zpvp3/IrMOr4HU4OT5+ss32+m0xNIuv6zWv8PXQVNinC8SUIL8enuELttTK6XJbHz08nZ/HFxf+Ny3/5pqLaHmupIC+uZafo9fO46+loC3bYq8jkd2T19C3U1Q7OQ8lHZMrs9bd3DRbvZ6P8M1TcA9fK904n1MAULqGX5PMBXxf+vmdH6Pl06ttDXb/dFvJzLjmtOdp+d0vnmN+50OnraTly2YupuWZOI8BJRvtsRXbza/xKTeuoeVrbz+F111u70sDIzwGwZi68Y1cqT06x4h9AOKrDe2zMdf7z+b71cpX7Gse3M1/lq/m7Qp18DXSG+bjEAAQ4f1o/T4AY46my+ynECJ9/DvWfqLiNX6s4KgRaAB4KX7NR5fweXPRR1+m5V/qPsOsA8aTFqkKXj7WwONlSbs9P/LBqfk0h3jn6HUkIYQQQgghhBBCTBk8AK71F+1jHL2OJIQQQgghhBBCCHEE0JMwQgghhBBCCCGEmFIoMa8QQgghhBBCCCGEMDmgJ2FuuukmPPTQQ9i5cydWrlyJhQsXAgBaW1sRDocRjU4kcfryl7+Mq6666vC1VgghjiH2/PIBJNavRW5oEE2fuxnh+gYAwI5/+gcgGIATnEjaWPbeixBbtPBoNlUIIY4Y2199EIO71yGdHMSp7/0CYmUTsfGVX98Cf86B3zex/ZxedQ6mlZ58NJsqhBBCHHEO6CbMFVdcgS996Us477zzJv3s3nvvfeOmzMHg5FyUbJ9sgPENc+NEPGwbQMZW8WzhSy5bRcufXHqqeaymFLdq5COGtSPEM5j3nWGbM3xbeebxSJ+RFfwkw+CQt+0r9ct4tnDfMLfuZBsqaHlso23jyZzBLRW5mjgt93z8/HxZ26IQ3sP70T/IzyNfyvuk7lE7Cz0MC0c0xq0Hjsuzuudr7Gz6ZtVh4xE6H39ILd9Wbx7LMcxQCBrT3MjkHx7ilhgAGJ3Pr3lkgPdhspb3YbaAOMgL8HZZFo4MH24I9hpWKADI8nP0iq2M9hlaXjZ9AWoWXoQdP/53BMcchIYnrqfjAnVXffKNmzIAgL3T2M7xvxfHgRclhpQ8v75Ot2FqAIAy3jlOgseU4k57Lg4s5vX7+w1TRYQfK1xtx8bxvGERqzZMJ4OG+aHAM55uhNtn/D3c4NNzVjMtL91qX8lAFY8FY82GBWmAj8f8dG7VAIDp391Cy/svmUHLKwf4WKh51o7xzqh9rShGjHcT9nGycxtouS/N18lAH7fTebNsg03eGKKDM/l8r1mzk5Y7MTtwuQ4/d8eIs37D4pIxTFkAMHQGj0NPDs6h5dndvL2+rP3oduVveZ8kGoz9iSHya3RmYVbbEqzY9F8o2jWO4oGJeOzkXJzafCXi0X1ju7AXCW98r2jzZFuYZX8JGNcDANwyI84Y43eszVhkAEQGeVx0Azz+revhc/qqWa+YdTwY4jHIM+LccM6w2/jsnn5mdxuvwxCGJhbxNWSgl+8lASCU4PWv7ed9YhmYYl0FRoy1to/y/YBjWAdDw/Y+aHAxtwgWt/M5HRky1tWMvYaMLppGy0tW7KLlA0v5GKl4kscMAPB6uH0vN5+PBRh738iAfT0G5vPyKi7jQonRh75x+3ogwPe46VI+Qb7d8AItP+0l+yECX8wwtdbx8RPt4WM3WWtvTpLTjH78rfkVsZep+jrSAd2EWbp06eFuhxBCTDliTfwXXiGEOJEpL2k52k0QQgghjlnedWLea665Bp7nYcmSJfj617+O6mr+l3IhhDiR6Pn5PYDnIdzYjKpLL4O/2PjrqxBCnECs2fUQ4HkoLarHrLqLEAoUeDRSCCGEKMBUfRLmXSXmffrpp7F69Wq88sorqKqqwrXXXmt+9tZbb0VjY+Mb//Ku/YicEEJMZVqv/hyab/pLNH3uZvhjsYkbMgaKjUKIE4UzZv8pzpl1A86adT2C/iKs6XiIfm5SXPQUF4UQQhw/vKubMM3NE+8gBoNBfOELX8Azzzxjfvbmm2/Grl273vjn9xkvaQshxBQnGJ/IYeL4/Sg7ZynGd2w3P6vYKIQ4UYiGJvIl+Rw/WqqWYDDZQT83KS46iotCCCGOH97x60iJRALZbBZlZWUAgHvuuQeLFi06ZA0TQoipiJtJw3NdoHQiweXo6pX7J+gVQogTkHw+A9dzEcJEtteuobUoidQe5VYJIYSYykzV15EO6CbMjTfeiIcffhjd3d249NJLUVJSgkcffRSXX3458vk8PM9DW1sb7r777nfdIGeMWxRC/TxjPwC0/DpNy58s4hakorncggEAY+vKaLk/w7NWezmeOv4jc1abdTywZwktDyb4IGr4On9gyT9kWy0s840XMlLdW1j2EQA9Z1fR8tJNPIu5L8GvU6aOG6kAABE+RN0QLw92DfLjGLYhAHBLea4O/xh//NmX4ufnFtl/qXMyRp8YSfMtS1i2xu6r0B7jWhm2gOEzG2l5yRb7midrufVlqI2Pq/AgH4fpJYZSA0C2zzA7GFSsM6wk6QIeojzv+Ewpv4a5GM+A377iHoyv3Ij82Bh23H87fNEwav/6T7Hnmz+BbwQAPIRLKjHjrD9CeOvEd7hT4k24LtBHYlSNYZ0oL2DlMua718dtYdEeu3Wlq/nYs9Y+/3puIYpfZMxRALuLDDOMYTDL11fS8rHpdv6d4q3ckkGNVACKemxjlMWGz/AcFzPv5jHQyRsGnWH7enjTePytWMX714qz+QLmwaK1PA55ESPWGXHWqbd/0Q6M8j5JV/E44E/wukeb7U1YtoT3rxs0vlNlzLUCNhPHiCleVy//fDM33aXK7fOY2dJDy9f0cJNKqIHHWXejPT8sI401zzPGkrR68DcY7N6ATHYUL2//MfyBME4+78+w8fkfTtyk9oBIUQVmLfljjBeVwNv8NptohxsWPWN9Q5G9Z3RDfMyPzeYWpELXZLya/+yzs5fR8lt/cxktH5xuW7GyhpzJNabuqgF+07+ozI4nQT+3PA3ybQLcLK/csmACwPB0wxizhcdxzORzqv5xbkgrSA2vwzH2uJF2e88YeY3X7xiWnuAAn29e2N4zRru5JSh5Co8buav5mu79zl6/HGPvEBgyxomxDqfL7ZxO0xZ08Tp+x6+H5zf2cxvtp4nRygepNTfvHuFr52Bfgd9F8vxYkWHD+sqXNQQNQxgAuCF+LL2IefxyQDdh7rjjDlq+cqXhGBNCiBOAqv/xMVpef8vnUPGE/UuAEEIcz8w47QpavuC9/xP+cf4LvxBCCHGi8K7tSEIIIYQQQgghhBBHCg+Ai6n5OtK7SswrhBBCCCGEEEIIIQ4MPQkjhBBCCCGEEEKIqYPnTNnEvHoSRgghhBBCCCGEEOIIcFSfhHFyk5OzeVluH3CydoZvXze3BDU/xm0XJWfzLOIAsLWmnJbHOnlG647t1bS8b9TOFu5U8LTZ8ed4e/3bdtPy/Exbezs0i9cfSPPzKH2FWxecgG3OmPOfPEN8tpwnJPVK+flFNvDs6QAwfFYT/45xCS37UyGrUHCQZ4I3c5inea5yx8jqDgCZKn49Klcapi6HHys4wG0lAOD5DTOJw/skHzayuvfY86PMaFfP2bx/0xW8TdmkbemK9PAxlyvmV6TiuU5a7o3ZBiZU8nnuBnl7h9t4qKyusPuq/GVuN+Az7U34/XBb6yYVj07nYyg0YsfGwDg3h2Smz+Hlcfu+vGNISKrW8/McaeHzvW/YNrP4Sw0PgGF78w/ya1ySLmCEsAw3RqwrfXUPLc9X2ucx6we8Hzvexw0oNS/xzk1X8T4EgHC/YVoi6yoABAd4nAsZnwcAL2PEuiCfDzmjTwKWtQ6AW8HHdXiAn18ubqwvC2xjSnS5Ef+NkD3eyi2J0Q7bHGeak6bzNWxgAa9jrMWu4pw4Ny11/p7X4c7nJrBIfwGDzVzD8hTm4ySym8fygTn23iE4Nvln7lNv95dMByDjzony8eAkeVwCAP8ePh7LOvm5tP9Rq3ms8QY+d1ePcWNLuJ/HhtZIn1lHYjofW4EhPg+vbVpOy2/beoFZx8wyXv8LQb7HjbRzs8/IdLMKzH/fRlq+9e7ZtHzMMp4Z6wEAoJvHa4R5LPWyPMa5jfy8AcCJ8nN3LTucy+eOb8Tez3VdxA1tfmMPH72L72mcEI8BAOAZcdyKZW4xN9aNnGHPteEObkGakeF9Et7Or59nXD8ASBvmv9iFPF7++5aLaHmoy96XZsp5XHQNwVXti3ytcIN2XIx18/oLrDpiiqPXkYQQQgghhBBCCDGl0OtIQgghhBBCCCGEEMJEN2GEEEIIIYQQQgghjgB6HUkIIYQQQgghhBBTCr2OJIQQQgghhBBCCCFM9CSMEEIIIYQQQgghpgwepu6TMEftJowb9GFgfumk8soxrtHMVNvK50CIn0a2hKvA2oe5GhIAEg1cm1bcwT8f38jrTozZ+lLr+aP++XwQpUu5vs+xzaLoP53r1Gqf5ZWPLKyh5Za6GrDV4LlpzbQ80s11fKk508w6Sl/ppuVuCVflWYpqN2Rr4ZwEH3P5Kq7Wg9HvloYQAMLtXGU8PrOKlkfbh/mB+g2ldQHcaq46jG/hel8vyfsDAPIx7uOL7j44rbQ/ZPeV37AUh7r4/PBGbQWjiaEjtmJG1pjOqZW2xrIiZagy3w4HyBdNjiupMn7+e06zw3guamiXW/k4cp/kYwUAskYI7j+JK2LzfIrCzdsPYE6v5TFl+x9zBW/To3wMB7sLzBNLb2rEAa+UX/xcka2zDO8y+tdvKD5b+TUs22JojwEMz+S668rneMyEn48FL1xgG2DEAre51v4OIV8VN39mXSsvypWkW6/kcbm4gOI4YxiqM+V8LDireLln7DUAwDfIRaLDi/ja2reIH2fGImOzUQA3xNub6+RjJDxgK37T5Xx+5sO83MdN4hifZmviM+OTj+W93W7UdYE+MlaM+ewZMR4AkONaaWuul263zyUX4w3vSHBlcGoW77BNyTqzjop6vh8YzPE6Hu2fR8trYvZa2TPOJ0k+bMwRYwn3mu39w8plfC8780V+frXL+HVyBoz9EQA3z6+V4xrlZZN/DwEAf6etDPeyPC77gsaaYKirOz7RataRM9bPpt/xNc/J8QviltuxN13HF/VQP1dO+5J87F4wu92s49nfn0LLw+1dtNwdOPg97lgj35c+euoPafnCR26i5U6JvS8NjFl7Qz4/fFs7ebnf3v/4Gw9uXRVTH72OJIQQQgghhBBCCHEE0OtIQgghhBBCCCGEmFJ4U/R1JD0JI4QQQgghhBBCCHEE0JMwQgghhBBCCCGEmFK40JMwQgghhBBCCCGEEMLgqD0J48u6KF832SaQreOZyjOldlPHq3lG8rKXuCVi7JF681hFcX43LRszLC/jRnnavitnvboWHOM/SBryoKIu23DgI/YBAOg5j2f/brvPyP6f5dnpAQBhnpE8ts6wcxj4u+ws9OOnNNLyyM5B/oWhUVoc8he4HoZFIRflYy60kxtcvCJuiQFsQ0bZi7v5F9JcEeSO8cz4hfAV8TT7qUZuQwjOm24ea2Q6P8dsnI/FbLVhEdjDzScAMF7Lx2jDU0bmemOMOpXcHAEAmXLeJ8Xt3OA1NINbM0q2mVUgX87NJOBDdN/3Qg56zpjcvtCQYQEpYKNAlseBoV5+7SuSdkzxc2ECRtqMLzj8WPlhHjcA4MpFL9PyO0h/AMDOEDfltN1nKLYA+PoMs4YRz5xxboSIbDM6BEC6lVvPWh7h42vL1XxelW+wbQ05I9zkavkaGtzF4xZ6Cli8avl5YMMOXj6bm/F8KXsdyVVze8fwLG7uiHbzWO7k7LHrBvl3mk/jBovBbQ203PYqAkNn8bg51so/n6/gsfGcKjuo/HzbQlqerufHqnyB741SlfZ6GDKmR3IaH4vJFmPvYMx/ACjeNHnN9RXYakx8wAHKDM0Vo4BlxUvzOe0E+ZpfyESZj/Lz3PxCC/9CPa/7kVXcIgMAN5/9GC2/M38OLX+pnc/DXL+9R4F1uUr52AoYa3im09D6ACjp4OPOjfB+9yd4jB09y+hbALFt3FLmDPO9U76ax0vHinEAHCMueoa90onxvUBRjz2wRpv42u0fNcauYYwan8djGQAMzubXsHYFXz+9KF8jLbMWAFSu5gPLNdYdJ8rHqNWHADA4l5ffNXwSb9MLfLyNV9tx0TJ9hvuN79TzPb9TyHBqjHdx/KLXkYQQQgghhBBCCDGlcJWYVwghhBBCCCGEEEJY6CaMEEIIIYQQQgghxBFAryMJIYQQQgghhBBiSuHpdSQhhBBCCCGEEEIIYXFAT8LcdNNNeOihh7Bz506sXLkSCxdOZOjfvHkzrr32WvT19aG0tBTf//73MW/evAOr2fXg75mcJTo3s5Z+vHiLkbIfQKKNZzf3jEz3AS6oAACkDaGKlR3fsgxkKu1U/8FBbuNxeTGyJbzywWrbPhAY5ffXHI+X953K+6o0bpukitfw7OaZRt6J4Y3cBOTl7L4K7zEulsfP3SnmGdSdUdsgky/nFo5wv5Gp3Gfcu8wZlggA8Y18/Fpj1DGO5RTztgKAlzTOMWVk08/xcZVosu0GY43GuHL59QjGuFkBvdzaAQBuC+/34jU8q7xrmC58I7aGKDe7mpYXre2i5fEdfFxtX/UghneuRWZsEHP+4GYUVU6YCFLDe/Di2p8gm00gEIjgpJOuQCzGY9tbcVwgumdyf1o2nNBrtjWgbAsfRyVbxmi5L2PPxXwJNykkGvmYzE/n1zG4o8D4yvOTnFfFjWsj5/F5tXuzpWwCKlYZYzhrzLkewyrk2WaLQIKvSW6A1z39ft7v6XJ7iY4OGPO3gfdhSZJbiIxlBwDgjRpGkfm8f4PbDDOe366l69JWWl7cyc9vdD6f77ENtnHNZ4Shbe3cYOGbzeNZqsquwz2Vx5v8biNm5w0To2f3VWatYb4yliTLaBbJ2nuHvHGKoUFeSdY4j6GfPIDRbWuRHRnEjKu/iGjNRGxMD+7Bjgd+jGxmIjbOPflKxIprC9qtAACeByc5+YS8GI8nTtSOMyjn/dh7LrfeBAtY49ru5TYev2Fh23JDEy23LEsAkHS5lWZhLbd7rfgtNy0FjHkA8DUHAAbPM+bCTD4PwzsKzBEjnKXL+Xd6LuVWwvg2u68GPlBBy5t/ZZhMd/F9bPr0WWYdwUG+1xqfM5OWF724g5ZHBu09o4lrrDsB3rnRDbatNFXFx6Ivwa+tW8TH4e4HW8066tdxk6mvhF9bax+ba7PddFd84Fla/m+/ez8t5yMEiPYVMM4aItMsPw30n85rqXjVfmLD189jiXh7juvEvFdccQWWLVuGlpb9tXA33ngjbrjhBmzatAl/9Vd/heuuu+5wtFEIIY5Jyqafilkf/hxCxfvfeOx45ueor1+Ms876Ipqbl2L9+p8fpRYKIcSRp3TWArT94ecRjO8fG3c//jNMq1+CM8/5SzS1XIAN6352lFoohBBCHD0O6CbM0qVL0djYuF9Zb28vXnrpJfzJn/wJAODyyy9HR0cHtmzZcuhbKYQQxyDF02YgVLz/X2iy46NI9nWgtnbiicHq6lOQTg8jmTSeqBBCiOOMWOMMBEv2j4255CjGezpQW7c3NtacglR6GMlk39FoohBCCHHUeMc5YTo6OjBt2jQE9j4C5zgOmpub0d7eTj9/6623orGx8Y1/eTfzTqsWQohjluzYEIJFcfh8E68VOI6DcLgM6TR/neqtsdHN8keBhRBiKpMdHUIgtn9sjETKkE5NfnVn8p6xwLs0QgghTkg8OPC8g/93LHDEEvPefPPN2LVr1xv//D7+bqEQQpxIvDU2+oL2O/VCCHEiMHnPaOcRE0IIIaYa7/gmTFNTE7q6upDbm1TV8zy0t7ejubn5kDVOCCGmGsHiMmSTI3DdiaR7nuchnR5COGwnlhNCiOOdYEkZcon9Y2MqNYRwhCfKFUIIIY5XDsiOxKipqcFpp52GH/3oR7juuuvwi1/8Ao2NjZg5k2cHn4QDeEWTLQ6BYeNR/LT9+lJohD+muudcbj4YvpQbHwAgn+VmguRMXu4fMOw20QKWkWLe3myW3xMLdvOnhqpWmlWYhoOxJl7HyGze3pF5drbw2d0ltDyQ4Oc3Pq+Blke3FngfvJvn0chPr+N1dw7Qcs8wBAGAEzfsMml+HvlKft6+pD1Gc+Xc1OBV8LpD63fxA1XYm1Vn3FBhGCapcC+fB6lK+2bBeA3PzB8a4uMq3WcofWIFstB388HrZPkY9cW59cUJ2JaR6Haesd+t4Nc21s2vbc/iifPzfEA27iBd4QCII1LXiC2htSiftwTDm1fBV1aGxNkNSADAJrNZAABfxkXlS5PHfccHubmj8XHbAuXLcPuCt34r/0JLIy8H4N/K51Z8K4/5+fnccjDWZluFvvO7S2j5377/flr+zNBsWr75w7ZloH8Bv8azv28Y+Ax7mxM3tAiAOefcCB+Tka3c0BEqs+vIlvO5NTiLz5/iMK87X10gphjGqJHpPJ5VrOMxyCm2z8OyIBkiP5Pc6fY8cNbya160ma+tyZl8vufq7RjvX8friPNLi9Fz+Jo0M9Jj1hHp549QBwx7z2gL/3zlOtvKkgsb1qZi6/FtXv6GkcoDfLmJ/4eCJYhWNWJg9dNoLJmH7sQmRFGEii7XtPXtV49hE2RkpvP9HwBk4/w44WHehvEqezD6RrnB0dpzBBO8v9wZtsFx+QC3kc2J87ESMbZUOVukh6rVfD/g5Lnda7yWn4c1dwDADRhPMxlromUSwKBtAAAgAElEQVT36j3bHr+OYeta/3ke5+of5/udkm3cIAgA7ZdxA2jLfxt533y8TUXb+CvKABAu5TF24LRKWl65nFuQvIStg41v5jHTGedjd8/5vO7yLfargqbxJ2iMBR+/6KNtthn0PSXrafkzT55Ny4dm8flcutUeV2P1htXWOI2EES9jli0PQHqusfdeZn5FAIA3de1IB7Si3XjjjXj44YfR3d2NSy+9FCUlJdiyZQvuuOMOXHfddbjlllsQj8dx1113He72CiHEMcPu39yHsa3rkUuMYud9d8AXCmPWjV/BtEuvxO5f3YM9Kx6HLxRG4yWfONpNFUKII8au39+H0R3rkU2OYvtDE7Fx7ie/goYLr0THz3+AbcMvIuALYX7VpUe7qUIIIcQR54Buwtxxxx20fM6cOVi+fPkhbZAQQkwV6t//h7Q8XFmDGZ/4iyPcGiGEODZovJDHxkh5Dc6eppvSQgghDg3Gw8fHPEcsMa8QQgghhBBCCCHEiYxuwgghhBBCCCGEEEIcAd5xYl4hhBBCCCGEEEKIo4FrJIg/1jnub8Lk0uPIZ8bhefuy3me77Wzhb7YjOeEg/CVFcALHfTcJIU4gPM9DFmnkvP2tBk6GW6MAALkJW4TjOAg4IQSdMBxnai58QgjBcPM55DIJuLl9sTEdtB8aT7wpZvocP0L+KPw+Q5kihBBC7OXo3V1wHLglkxWblhIz1cbVaAAwNGP/BS+fSWF462pk12+Bt6cP4VAQgTfpagNb7Aw+/tc1V56HdDqDrN+P/Ixm+E+dg/Cslkmf94weDG811LwA/IYtOTGX/8AzTLuBtH0ebpD/clS+kSsYu7jxuSCbruPnWPc037BEe22NnUmGfyfQy7V3+TquDvQlbEV1roQrXT0/78NQD9f67fxYtVlHy8+5PtDJGUq8iNGmQr/0+vlA8Sy9u2EE7Vtk1+Gr4xpNr5Gfh9PJdXzRbntTW76JHytfw/V9Vsxwg7ai2jdi6EB9vF3hbdwzG26zlc6jreaPCuIFfEjMmHyusW5+wRy3gO67Z3+tdDI3jD2ZbUiV9SKHcUTCYfjeNKY8j6seAcApmagn77pIpzMIOsWI5BvgZGsRLJqs502muP43HObKZwDwbef9/9LodFo+nue/7DSWGbppAG4Zjx273tdEy5vu4hpYL8YVogDg6+il5WFjXiPPr22u1Pg8gEQd71+/Md0TDby98TWGVhVA73k8plW/YNysq+Wfz9RxfTMAhEb4/B2cza9t2QpDYf9+Wyk7WsTniI93IYIx3onOFlsvWrGOX8N0nMfTzyx4ipbf8ur7zTpqd/K+Gq/k8yZoWLuT1Xb8LdrDz8PSYOcNpXVB3tHNWw/ITo4dXjH3Lge7bP1vtqRqUtnwwHakVq3FeHYXfD4X4VBon327QHv3OBP94nkeMpkscjkPUX8dStw6VEenT7pRHeAmaFRV2e1d0zmNltcX8TiXNky3jb+3/wDpH+ZrYvUKPhcG5/NKkjPMKhBI8n7cdRHfSMc6+XHim+xfXaxx+o9f+i9avuF83rePXXKyWUfrT/lFzJfy+JA6Y/LvDgCQKrP3KKWbeR0Vr/B47Y0aA6ua74kBex/k9fP4vvBPed1d19q/QHhZvod3DEV1fnYzLe9dbFaBGx/7U1peFz24OOMYe2IAyHDDOSJ9fLyly3ndqSr7Bu14hTKEvFO841lRPZXIp8cxsPwBzG+O45KPvw8LF81F8VsWaSdg/9LiuW/+hcRDx84uvPD8avz8V09g7OzTUHTWgsPWdiGEOFyMZvvQ4S3HpZcswtKzL8FJs6Yj+Nan/HwFFrL8vriZSmewav1mPL5sBZ5efh/Kz7wcoWJj5y+EEMcwvZ2vwEu8iss/ei7OOv3jaGmYtt/Nk0J//HDedAPV8zz09g/ixZVrcP/Dz2Bnbx9aihbriUEhhBCTOO5uwgy++EssnV+PL3z2ajgl7+6uouM4aG6tR3NrPU4/Yx7+5v/egUS8GJGTC9zqF0KIY4x0Pol2bzluuv4juGTpmeYTPwdKJBzCmQvnYcmCk1H78G/xs0fvR/V7roHPf9wtKUKI45jBPZuA5Cp8/aufxox6/lTEgeI4DmqrKvDh9y3FOafPx9987T+we/caNBTNP0StFUIIcbxwXD37lB7uR2C8H5+78ar9Xj86FLTNbMInr3gvsGrDIT2uEEIcbvrTHThtQdvEDZhDiOM4uOaPP4TaeAjJnp2H9NhCCHG4SQytx7V/eAmmtzQc0uNWlpXiM9d9DKO+nfA8++lrIYQQ7w7Xcw7637HAcXUTZmzXJpx1+kmIWO/dv0sWn3kqnB274I6nDsvxhRDicDAe6MJ7zj48r1I6joOLz1uAVPeWw3J8IYQ4HGSzSWSTu3Hm6YfnSZV5s9sQLXIwlu07LMcXQggxdTmubsI4yQHMm9N62I5fU1uB0pIi5AfspI9CCHGskXZGMXs6T3h3KJg1swW+8QJmJSGEOMZIjw+hoqwEFeVG1s13ScDvx6y2RiRz2jMKIYTYn6P2Ar/nc5Apn2zXia410qHX2FaCePtExvyxkQyKAiH4MxOPfjqu8bhRgeSTeeshmr1Pk0aDUSQ6PQT3ahWiPfxY0X47zXbOsAmkQvw78ZN4RnL3lQqzjmgftyhk4oa5qJMPhXSVfR5uEa8j0s/tJ5EOvhHxCr06Fjo41aO/j5tP3AImkz2L+M8aHmin5d4wr+N9V2w369j0M25egfVUlaFF77hsstXhdRof5f3ohvmxtv1BMS0vOXmAlgPAyCg3UVw0fTMtf2z7IlpeKAu9L8cf3U408bpHG/h5F3cZ5ikA8fXc+OAb4fYIL8mvU/VLttEi0WRbCQrieQgkJ7c9tsH4a+qA3QbP54fnecjls4iEQm/EMRQwKpkYcdPJeSgKhuGMpxHt23dhB8aMYLrLntMRo1lrBnmuhsVV/BWobcO2TS+bN0wyS3mc7czPpeXTnrR/sfJbdrMibpRzxg17W96+TulSw942xr8TTBh2LcNABwC1v+UxEHk+t0bO5hYQt0CIz0UP7m9BJbv5+jL+gL0eFhuWjMzFhl1mO7c5NTxvx5RIH48Ro+fyOPvRktW0/K6XbTuSGzAsWhF+fjlj2+SG7D1Q1JBlWRakbNwYb6N2HV6UzI+3S17rONRI5hvmVixv1FBDAYilJuJ/Jr0bvrogfMm9c8CKcYVeJ7LavTfGxorCyGVT8DITdWb5cEBHr71eFK/ge5Sx6VzvlZrNx+L4Ovsp8VjasNYZMahiJd8n9C20Y2/pNj5+uz/I1+OEw8/PydtjpeFJfh5/+4+fouVl23hfhYK2NY5ZugDAN8r3D7uu5mtezX8ffNoEJ23E6xI+2T3DvAcATor3++iFfM3b/DWj6rFdZh2esVa4Y9zmNHAJ/2PROeesNetY/ZNTaHk2xsduw+PG7yIFjJr+DJ87o418f50t4XVHBmw75EiLoesTb8tUfePzuHoSBvD2060eDgrJQ4QQ4pjEAZzDGLx8CoxCiCmIc5h3wT7Hh313v4UQQogJTkiVRU9vP26/814898KrGB4eRVVlOd6zdDFu+NSViFUbf6YQQojjlKGRUTzx3Et4+qVXsWV7B3r7BxAMBDCztQkfveQCfOySC+DzH9pk50IIMRX51RPL8JV//i4A4P/8xZ/hDz5w4VFukRBCnJh4ALxjJNHuwXLC3YTp6OzGpz79VQwMDuOC8xejtaUea9dtwT33/RrPPf8q7rzrH1BWxh9FFkKI45FHn3kB//idu1BdUYbFC05GXfWZ6B8axhPPrsDfffNOPPvSKvzLV78A5zA/aSiEEMcy3Xv68fXbfoCiaARJSRqEEEK8Q064mzBf//+/h4HBYfyv//kpfOLKD7xRfuu3vo8f3/swvnvbPfjy39xwFFsohBBHlpaGafjW//kilp65CD7fvufzb7ruKlz9F3+L3y17EY8vexHvPf/QKq6FEGKq4Hke/vetd6C0pBgXn7sYP/jFw0e7SUIIIaYox1lOmMJ0dHbj+RdXoX5aNf7w8kv3+9mN11+FaDSMRx5+GuP664YQ4gTizIXz8J4zT9vvBgwAVFWU4crLLgYArFi97mg0TQghjgl+8t+/xYur1uH/3nwDokbybSGEEEcWz3MO+t+xwNF7EsYB3PDke0CpkxvoxyPttgEk0zChF/TlPcADnL1Z6QNj+2ehXvnchI3g7EWnIpT0AOzL2l2KEBaePAfLX16NDc9vwpmnzd/vu97epvpTQPWqPEp2Thw7UXvwXRge5UnafDu5OSOR4+XVG7mlBwD8wzzz+NjJNbTccfn9ODdiZ1YP9fBzL1p7cEYNL2vbOWBldo8Yloo0z/aeabOtQlWr+U03L8kz3SPKr8eaL8406wgNd/A6qg0jgpF9v3oVPz8AGJzPNZvpUn5tl76H2znWDdaadVRX8DEX83O7i2fc5g0P2YkKLQtHsoofLGTMJzdgB9lEG++rSM84LfcPcP2yr9+eg6Ehfm35zNyHG3Kw+7zJG/zp3zFsPDW2jQJ7BibSxnvA3jdn36b2yX0W2JsLJhDwA/7JP8+HHeRDDvJRYGjWvrwxoS5+vSJ77OviT/P2da3gdqSBi7kxqrHEXi+6EnFa3jPAy/MnG/HJtbW2ZVu5qcIxTCMe6VcA6D3DXl+qVvMYGBzhsSPca4y8AnYkL26cxxA3z5Ss58aUXBk3mwHASBs3vwSN8Bvp4bEm3GePq93n8/rdVfwaNq7gfVK00zZi5Yv5L+VjLfw6fWbLJ2h5usKeoyNGFtlpy/i1dUM8j1O2xB5XVvz1GUuPP8k/7xXYGnlhYot5uz2xz4dszeRXxYObDQtS0DaNvG4p85zQRGbe1xOL++2/S27b2Ylv3fVTXP3x9+P0RafgxdfW72s3eU3TjU3U70UCSLfFkWhq3fd5QmizbXB83fj5Vp5ZO5t/PsrHXPcS+/xmreFrHwx7pcuuIYBGw04EACNNfFB4SV6eLzb2f2HbUmZlWi7ezed0cNU2fpyYbWS19rJOjp/7rG/wPePYDPtG3sgMXn/5zh5ed8yOsRZeMR9ziVp+zatXGiaylP2HayfE52H61FZaPvw+Hvif3TLDrCNsLMV1z/H9mW/XHlruVduGvZAhH8jP4PPAZyyr1h4AAEIjSuB9onFCPQmzY9duAEBLI9/QNzfUAQB2dnQdsTYJIcSxSi6fxy8fXwYAOGfxwqPcGiGEOPLk8nl85RvfQV1NFT7/qT862s0RQghxHHBC5YQZ2/tkQ4lxx/j18tHE2/2tWgghjn++9V8/xZYdHTh/8UKcu3jB0W6OEEIcce744S+wYet2fP9f/w6RsP2EjRBCiCOPe4y8XnSwnFBPwgghhDgwfvzgb3D3Lx7G9KZ6/OOXPnO0myOEEEec1es34z/veRDXXPEhLDiZv/4jhBBCHCwn1JMwxUWvP+nC3zl8vbyk0LugQghxnHPPQ7/FP91+N9qaG3Dn17+C0pLio90kIYQ4ouTyeXz1n25DS+M0fPbaPzzazRFCCEHwpmg6nRPqJkxrYz0AYOcunvOlvbMbANDSxHPGCCHE8c6PHngE/3zHDzGztQn/8fW/QWWZnYBWCCGOV5LjqTf2i4sv+yT9zN9980783TfvxNUfez++9OfXHsnmCSGEmMIckpswra2tCIfDiEYnMm1/+ctfxlVXXVXwO/mwg46LJ2fgnvUTnqHdK7KziAf3TDzB4kvl4eRdOLm9GdXfYtZZPH8uAGD5y6vhZnP76VgTyXG8unYjIpEwTp09A85brTzuxPtmjushMJpFCBOqgEgXf6qm7wxu2gCAZA1/d81v2AfiW/ktPv8e2wCSr+Nmlv5T+CV3jZEQ7bCHSNkWnrneK+V/NbeMGpn5LWYdodU7zJ/Ruo3bocGhAtpxH38rz5vGTVK+UZ4zKLyDm1oAwDOy5jsjhtWibLIFAgDCz64360h9eD4tH5rP636tn99sHB6zLQ03zf89Lb+34wxa7kb5GElV8Oz7AFC8i3+nxDDnWAam0QZ77GaL+ByM7uZ1O6V8Pntjdv4ozwdsuvPv4fgD8AUmMuhXLbnY/Pzr+LIeal8iqfUryujnC5lnRhdVwvM8uE8F4ZZEkI9PWBr8aW53uPP+X+Lbd/wYs2e14rZ/+1vEy+J4vSWOIapw8nv/5YDgm2QE1a/ycTdwErcJAIBnGAVKDIHF4Pl8rPqcAgYCPz/3/DgfL7GtvL2WyQmwDTN9C/i4L9nOj1O2ybbTRXq5JSi0g5sf8rV8/HgF7EhmzJ5Rx+ve3kvLAwO2VWjkvdwqV7KD92/nhfxJ1ZKddl+Nn8Tjf8uPDYNXJ7eAOAnDIAMg08xvVn7w7Fdp+dM/PZ2W5wybEgBUv8LLAxu5fc+yuITC9n7KCfB5EJ3O18PBk/gczMTtd/Sffu2b8Dl++J2JutrKzwTcwn/KdIMO+hZMjnXTuvl4SM62jYj5yMR1T/aPoXjcBzc60Q7vLQYUvxPGxy67iK4xGzZux8ZN27FwwVy0NNdj3ulzkY3v67t8eOJ8clGgfz6QXjxx7BAX7aHxSXuP0n8St+sEe3lscmbwzaRjyxXfsIy+lVAPnwv+Xn4igTJ7bCUajTXZiNfhbn5+0V57bQ8N8z15YAO3djpRY/wa4x0A/OOWMY8X+3bxuOivt58wHW7l5148mxtkU1U8V1H/PHuvFdvN+71iIx+L/i5uv/MKzV2/ZWjj5Zsu+E9aftLt9ivRuSKjfmvPYujlC8V3J8XX2+pXeJzLlvLrl4sW2Pvu5vHa/s1CTHUO2ZMw9957LxYuPLbtGU3TanH2afOx/JXX8NNfPoY//uilb/zsth/9HOOpNK647L0oMhTEQghxsDR+6BpEa/ZtnIZefeIotsbmjh/9Ard9/2c4aW4bvv3Nr6K0lN8IFEKId8vC2g8jHt73i+6GviePXmMMIuEw/vdf/zn9I9Ud37sPGzdtx4c++B587CNvf3NdCCHEYcADvCmamPeEeh0JAL7ymetwzV/+Hb5x+w/w4qo1mN7UgNc2bsGKVevQ0jANn/9U4Sd4hBDieOOhR5/Cbd//Gfx+HxYuOAk//dkjkz5TX1uNj1x24VFonRBCCCGEEMcPh+wmzDXXXAPP87BkyRJ8/etfR3V19X4/v/XWW3Hrrbe+8X83zR/tOtw0TavFPf/2j/jOD3+G515ajWdWvIrqinJc/dH349NX/wHicf31Vwhx6Oh85CcAPETrmlF7/ocm/fytsTGfK/DM+GGis2vicel83sU99z5MP3P6opN1E0YIcUhY3ftrAEBpuA5zKpdO+vmkuJg9OntGIYQQxzLOif0kzNNPP43m5mZks1l89atfxbXXXotf//rX+33m5ptvxs0337yv4jL+fvqRoK66En9/86ePWv1CiBOD1qs+h1C8HF4+j55nf43O3/wEb33z/q2xMRw98olw//zaK/Hn116JbMx+X9nKCSOEEAfDmfWfQDQYh+vlsXlgGVb3Tn7y7q1xMVR89PaMjBuv/0PceL2MSUIIId4ZRkrLg6O5uRkAEAwG8YUvfAHPPPPMoTisEEJMaULxiQTZjt+PytMuQHKXkYFVCCFOEKLBiUTnPsePltLTMTi+6yi3SAghhDiyvOubMIlEAkND+yw999xzDxYtWvRuDyuEEFMaN5tGPrUv2/7whlcQqeFmAyGEOBFwM2lk8/vsK11jGxAP1x7FFgkhhJjKeO/g37HAu34dqaenB5dffjny+Tw8z0NbWxvuvvvut/1eKJTD4jM3TSpfu3su/XzDU1yVCQBubELN5o75kQfg+ffeWwrwR+udlJ1zwTN0arnoxDEzQQ9jM4uQqp3QIoaH+aUMjdiXODGNv7uWifPn/YfmGp8vtdXO4SF+rCC3DSKS4u1NVdnv2Y228Ht4Rb1cGZlv5Pl20uX2MAwXcf2uN8JPZM/H+PipeXSnWYdn6KCHT+aPP5c9b3RitkAuDx/vR2+Ej2snZegqQ1xDCACu8SZJYIj/IN/A23Rei+EDBrAxydW0e5Zz3bXXzPvE89mvvYSG+Hd8L3E9t296Ez/OiP1aT9dZ3IBWUsl1leGcoa5OcB0mAGTTY9j1wPfheS7geQiWVaL+w3+M8V/eZX4HACrLxvDz2785qfy8u/6Sfr7pMVttWrZuBJ7noTPrwktk4I/sVSAaKvdA0n7n6K361tfxZfJwxrIIDecw7cl9MsXRueX089OW2bF88CSu7Bw34tDKddNp+YKT7Pk+lOTXuGQdn1t1y7mGPFdsq7bzYePvG8Z7y9XPcYUp/AX+TpLlCnA4vI58MT8/d1a9WUVgPde6fvJ7v6LlPz1vAW+SoT0GgMYn+Bzas9BWrzMyVxnuXwCVD1TQ8qLNXbTcM+Z1IRVr9xI+Hn5Q+zgtf8bliuqS5hFaDgClq4w1xrjmMPrdUrQCMJWywc27aXmxsQ/pq+T9kRkbw/P99wNw4XlAtKgCs868Gq8+/127TQB8iQxqvvPcpPL0xbwfY6/xawsAA+c3AgDcsA/5hPdGbMsbU9qzpzo8Hx8TTmAilrrII1CWRahuYkzlkzzG5SL2mmiRLTd05sPG9a229ef5kBFr8nxNGF3cSMsHZ9tz3TGqDwzx70T6+efTBd5M86UMfbQRL7Oz+f7BnFMA3DBvb3Ia31fEM7xuN2TXkTyd65I7Svn6lSvm1ylfZu9LG3/P2+VL8j70xoy9rxEzACA9k99gHf+zIVo+d9knaXm23N6bNP/GWAutZdiIf55xXQGY4yForJH+Vr4nttZhAAh12GuYOD551zdh2trasHLlykPRlnePE8JYgV+K3i2e52FsLAlfsMAGRgghAITKKtH2p1+cVM63VocPx3EQ9IcxlhhHTeXhqWMskYTPsTcXQggBAKHySpx+3l8c7WYAAHyBEEYTCXieB6fAL93vhqHRMfimHfk8X0IIIY5tDklOmGOFcLAWL7yy4bAdf9v2XUhmPARL+V/VhBDiWCTkr8ZrGzYftuO/8tom+N2qw3Z8IYQ41ERKqjGayKC9w35q5t2QTKawYWM7wi163UoIIQ4Xnucc9L9jgePqJkx5WRvWbNiBPf2H55GuZc+9AqemFT7/ITN7CyHEYac41ILfPb0SrnvoFUfjqTSeeeE1VBS1HvJjCyHE4cLnD8Bf1oJlzx+ep7lfemEN8tWlCFYfW2YnIYQQR5/j6iZMKBhDNDIT/98//yeGhu28A++E3z/1In7xm+dRNEtJh4UQU4vy4la0d4zh3+/62SG9EZNKZ/AP37oL2UQJisPVh+y4QghxJIg3LsS9v1yGp599+ZAed8O67fj29x6Ec/78Q3pcIYQQb2GKZuY97h7paJy2FB27f49Pf+mfsfTsU3HmafNQVhpHMLjvVJ10gcS84YkMbJ7nIZVOY/vOTvz+2VVYtbMTsbM+gkiFHisVQkwtAv4QWqs+gCeeegRrNvwLLj5vAU6ZMwPFsSL43pQLwQvY9+XfSF6Zz2NkNIFXVm/Ak8+uQqI/hOkVFx22nApCCHG4KCqbBnfuZfin236GeU+9gAvPXYiWlnpEwuE3cnEWTMz7+mc8D5lMFl27e/HM8tVY8dpGeB86C8ULZh7+kxBCCDHlOGo3YYK+HBbFOyaVd23gC1b32dxgAwCl2/bPjF1TfikSI9145pGVePyxtch7abjevr/+eiE7k7ez92MegIA/CL8vjki4FbNqzkWwowjoOLDEv+O1dvLeaC+/BZeZlabl+V7rWPYvPSOmuYjXXbLLMm3YQyRRz+sfq+cJOoPjvO7SdTxLOgB4xTwTvFvDE931L+J/5a9+0E6Hav3y+K//9CNa/qXPfIaWx9Z1m3Wg2DB99A3wNhVzw5RltQGAken8mvuy/DvWO5Hnl022lr3OnTvOo+WRPlqMVB1vkzUHACBdxcd7rII/0u0Ypqxwwr7mTaM8r5NlPXDGDctTQ41ZR1E3P8dh8xsT7BkrwUX/+r8mlZdcxDt5fDW3EAFA/E2Z+8MAZnpnYWhHD37R/hruDSxDHll4BcbUfuy9ke3Agd8XRsCpQVnRYlTMaoXr+PHWmTc424iznm29SVUYJrgy3sZIF79eHQ12IsxEko+vhjX8Gge399ByX4OdAycf5b+1Vazj8yFXxY0pvrQRlwH4Esa8LuKGjq6zeCxtuXeXWYeb4X3yDw9cSctnlvO+QtI2eAVe4za2yhDfC6QqeN82X2YYpgAMvsL73bPibzkfP9lGO7N1qoEbRS586vO0PMIvBwJP2vM51cqvh7+G74/847xNqRp7DoaGrXnAr2G0gz91HK21z8OXPfin8fKxEHr+xzmTyy/i+4fab9mxOVXx/9i78/C86vPO/5/zrNoXa7cWyzsGbLCBxGwBmoSQlAYmlKyAlYSa0HbmoqQzpJ10mkxzkWQmdZqESUOa3zglNExStiZAmpLWLAmbHRaDTYyFkSXZkmVJ1r49y/n94cQJ6L6FZUCyrPfrunRdcOt5zvcs3/M9x0fnnM+r+0NswSKV1G3Q07FfafuWJxQc6lc4MaHfnGPFnFAYScrGfztmBbGYgrwCZaqXKLrxSsXLSjTxmtVW87S93w4t9M+1ss47z2PF9rbKTNhjbyzpjye9J9vnHHU7ne3eadfbL/L7VvFu7xzF/nzWWSX5+/1jVibPXlnB4lqzHtvjvA+opMhtw0uti5XabadL7J09lef/0SP6ij2OZxPOslfb/36o+on/b5HIiH2OFGmzz2WDYnudDJ9ip2ZK0mCdvRFvWnGXWd/0Pz9i1keq/HWVjTu/izjH2wV2X48N+MepsRr7OznD9rEiSNlRYIlddsrclE6oZ1bwu064O2EkKQgiKiheqOoi+0A03uifSEXG7B0njPJXXgBzWzSIqSxRq7Jog/2BtH+SHlbbJ1rpYPrRqgBwPInlFih/7RrpbWsm/a7qP/xT5cEG+19Io2X+P+gAAOKm/bAAACAASURBVG+OUP4flY93XF8DAAAAAACYAVyEAQAAAAAA+LXdu3frnHPO0YoVK3TWWWdpx44d5ueef/55XXjhhVq1apVWrVqlu++++3WnfUI+jgQAAAAAAE5cR/tqw2Nx3XXXaePGjWpqatKdd96ppqYmbd269VWfGRkZ0WWXXabbbrtN5513njKZjHp77XfO/S7uhAEAAAAAAJDU1dWlbdu26aqrrpIkXXHFFWpra1Nzc/OrPvf9739f69ev13nnHQ4viUajqqioeN3pz9qdMCOppL77q/WT6sFp9iyVNPtv04+N2C/T9S6NJfYPuNMK+u03/ftfsF8GFB31X/6be8BOd8h3UpC8pKOcHn+dRCbs+UoM2uskG7M/772dXpIySXtar00eOPL5IfvzkUX+W+h/N3ngdxX+x6/M+knfciLEnbfZS1I4bCdefea66836aLW9UvZ/qs5tY9nfvWz/YqE9v2HKfkFq79v9xIeyHfZ+EJ2w+8nehXaixraaxW4bIz+2X8461GBv24I9TgcKpn/ZOnWSk27QZ78AMYz7L4yNtDlJKg329sgW2kkFqRK7Lkm5Pf5Lbl9PaKy20pvthIWDp/vLWbB4of2LtN0nIi9PTqw7Mk/Oy8l7V9nrIHi7nVoyOGKnXEl+CshEqT2/YcKup3bZ6VeSFKm1EyFyW+3cqtBJNhurcOJtJOXtOWTWJ1ba68pL0xuZoo38A/Z85Ry0E1MqnnUSvhJ+/m6k0k6AavyxPWa2fsAeHyqfsduWpJwWe13JGSIC57C3/2Y/CjjvlV12Exl7zPQS8/Zd4Ce/lNfa6WWJf7RTgkacQ1XNvzkJU5KGTrbPK8YW2P0qjNj1TMJ/iaF3vIg5+0FkwO4LC3Y6O7Ok8TKjv7/OexUT+SmdddVzk+qPtTeanw8j/gQL9tnbvWCfPZYmD/n9Nz5q7z8jPfY+Xfysc+yJ+eN42/vs/TDTa7dx3hkvmvWn/u1Ut430efb4l3nETn+JvmynCuUcXO62kei3d+qyJ+11MrLMHsfTU6QKda+2x8zqx+z0IG9fl5O6KEmK2ec1qXx7fnO67HOUZL/zbxdJeR12vwqy9jqseNtBs55p988Zg5dazHp2lX0OmCqy+9tomf8PhVM+bj+6cdMjdsLekg47Kis+7LeR02Uf093UJG+bO+fdkpTocV607SXsOX0kDKa49yF0Dm7+UIpfe6tezNvW1qaamhrFfr09gyBQQ0ODWltbtWzZb885du7cqWQyqUsvvVTt7e1as2aN/vZv//Z1L8RwJwwAAAAAADjhDQ0Nqa6u7sjPpk2bjnla6XRaP/vZz3TrrbfqmWeeUW1tra6/3v5D/u/inTAAAAAAAOCEV1BQoPb29ik/U19fr46ODqXTacViMYVhqNbWVjU0NLzqcw0NDbroootUW3v4jv2rrrpK73nPe153HrgTBgAAAAAAzC1hMP2fo1BZWal169bp9ttvlyTdddddqqure9WjSJL0wQ9+UFu3btXAwOHXnTzwwAM67bTTXnf63AkDAAAAAADwa7feequampp08803q6ioSJs3b5YkXXvttXr/+9+v97///WpoaNBf/uVf6pxzzlEkElFtba2+/e1vv+60uQgDAAAAAADmlLcyonrlypV6/PHHJ9W/853vvOr/r776al199dXTmjaPIwEAAAAAAMyAWbsTpio5rBfO+cdJ9dXb/9T8fNZP0dTBtXZsWl3b9BcvW27HSQaddvxbuNCOn4qM+VFnI/X5Zj15yI5mK++zp9X5dnu5JSlqp/EpZie5KeHE3uV1+THYY+V2pGLGSe0t2G9P69AKfzvlHrTnK3XaErOeaLbjPcOpLpM68dXJ/U5EYdbefr2n+jlyY6c1mPXBOrtjx8bs+U0n/ecYF2y1I1L719ixpsGwPZ37t6922yh0ulwYcyKq2+x6dMLfHl4sedbZTpFBu1OHvU70raRwkR3dHGnptL+wwI7pHG8scNvwonRfT1XhkJ6/4ZuT6mf02W9az50iqj6TtPfRiBM3nV25yJ3W0CI7ojZ0klUrv2FHhQahE/UoqXel3cGiZfaAlptn1yM77HFcklK99v6bLbDXYzBuj8vDTlS9JOW12Ou3/Dl7TMnG7L4dHfPHlGS3vR5jBwfsNhrtcSDM848jQY+9fqNDdr3hx/a+OFpf5LbR83Y7QrV4jz2t7tPsDtd4tx2xK0mK2t/xRtORk+z8aK+vS1Jvn92vqpyo5IgzBg6sseOIJSk+aEfahk7k6nC13a9yu/0xI2ePfRwJc+y+GDrRyl6EsWTHqwepqQfM8fG4tjw6+djU/NFvmZ9f3uwnU1Q9ZbflRXfnZPzjVcI5P4sP2dMKRuz9Nhx1Ts4kVT9hj73743Z9a5U9jnvHaUka6ban1b3WHueKS+wTvfgUyc5lT9txvjpkj1l5W+16kG8fWySp2IsfnrDHceXY41847G8Ppe39sOSRV+xpjdnbPL+7xG0i/2nnOJlnL3trvn2OWX+wx21DjXV23fn3y9DJhWa9/1J/o/+iealZz9tjjyd9y+w+Ghtxm1DBmL1tI/3OSW7G3v/DoSk677J6s9z3nlVmPXB2teJnnIh6SWG+848n/yuY43gcCQAAAAAAzB3hr3/mIB5HAgAAAAAAmAFchAEAAAAAAJgBPI4EAAAAAADmlDD035d5PHtTLsLs3r1bGzZsUHd3t4qLi/Xd735Xp5xyypsxaQCYs0aHDqp52w+UmhhWNJaj5Wd+aLZnCQBm1XDqkJ7v+okmsmOKRRJaXXHJbM8SAAAz6k25CHPddddp48aNampq0p133qmmpiZt3bp1yu90dyT0vtp1k+qj37bfcr3sXW3utF65z07KGVhjJxfFRv238MeH7beCp+vsNrrW2uk2FdudN7FL6l3pvG3+FfvpsPw2+y3tGeet7pI0UWK/pSh0khpKdttpF/mdfW4bQVhj1ocW2mkJRTvtN+Pn7bffyi9Jca/9lL2dvLfQa4H/FnovrSDot9+UnuvU62UnakjSISf1paR5wqz3L7b7VfUj/pvuswV2GxknUSnZbfe3nF1+BEjfac5b6HPt7ZFy3vZe0O7Ed0lKFdr7R+g9POmkHgSF9pv8JT+NRlV2goyczxe0+q/sT32xXzs//c9a+MmTVXPJKep6+CW9/IPbVfQ6w+7BvgKde8OnJtV732v3lYa7/O3V/DE7gWDxPdOPbkoesrdx3j67Hutz1o2z70pS5YA9Fhxaa9fTCXtaUX9oVMIZUkYWOmlOWSeJY4o/vAycvMCsFz9tp295aR/5B6ZI/PHWo5NWk3h+r912oZ/w5SW2BAXOunLG0txtduKOJOWM2t+JVNupSWN1x3DaUmFvD89wld1GZK2/PUp/YidAHTzD/nzRy3Y9p9s/d0jssztvaqGd3hYftMet0Bv/JIVD9n4bdjvJNo6g3j4/kKQX9n5ftVVnqbbsdHUe2qnnux6UnHOT36jOGzKTkH45bo+LS2563J1WeO7pZn2s3B4vUwV+nxsrs/e3rnfb87Xyb+3jUqTLHxfjPXbKS2zUHheHW+2krsSIv44rfz69424kbR9DJvwgNGUTzn5V7IxBfXY6Umafk2IoKVJsr98gbp9TeSlIgZPGKMlNWwtznQOPk66oqRKYvJQnp78v2OX0n6x/rM/m2/M7sMzeHt3rnLef7rf7myQVNdvrMevsUn0r7TZKd/h9N+MsR+SQfa4eFjnzOzxFBJOTsJrrjNfJdvtYka7wz0s7znPm63Z/tvBr8/XFvF1dXdq2bZuuuuoqSdIVV1yhtrY2NTc3v+GZA4C5auLQiAZfOqCqdx+OMKx4x3KNdQ0qnfZPtgHgRDaeHtbAyH7VLFgjSaoqWaWxiX6F4fQvDAMAMFe94YswbW1tqqmpUSx2+LJmEARqaGhQa2vrG545AJirxg8OKrEgX5Ff/0UtCALlVBYqk8nM8pwBwOwYSw0oGS9UJPidcTFRzEUYAMC8MmPpSJs2bVJdXd2Rn4z4azAATBob0/6jWgAwH7x2XBwamqP3mwMA3lJhGEz753jwhi/C1NfXq6Oj48gt9mEYqrW1VQ0NDa/63I033qj29vYjP1GCmQCcwJIVhZroHVY2c/gvvGEYaqxrUNHXPE8+aWyMTfFCEwCYw3LiRRpPDSob/s64ONGvIHj16ehrx8WCguPjpBkAgDfDG74IU1lZqXXr1un22w+/Oeiuu+5SXV2dli1b9oZnDgDmqkRpngqWV+rAgy9Kkg4+slvJisIjj24CwHyTjOWrKK9GHb3bJUkH+l5UTrxo0kUYAABOZEEYOq98noZdu3apqalJPT09Kioq0ubNm7V69eopv5NMJlVRcTi9aGhoSAUFfkLDiWy+LjvLPf/Mx2VPpVLq6TmcaBWJRFRaWqq+vj6Nj/uPHDE2zt/llubvss/X5Zbm37KnUikdOnRImUxG0WiUcXEa5uuyz9fllubvss/X5ZZevewHDx6ccmyc72ILilX3d38x7e+l//IWtbe3vwVzdPTelD/Jrly5Uo8/7scBWn63Q9XV1c36ipgt83XZWe75Z74u+3SXm7Fx/i63NH+Xfb4utzR/l306y824eNh8Xfb5utzS/F32+brc0vxe9vmE++IBAAAAAMAcMzffGcZDuAAAAAAAADMg+rnPfe5zsz0TknT22WfP9izMmvm67Cz3/DNfl/2NLDfrbP6Zr8s+X5dbmr/LfqzLPV/XlzR/l32+Lrc0f5d9vi63NL+XfTr+55e/pKJLzp/297L//pRuvPHGt2COjt6b8mJeAAAAAACAmRBbUKy6r/7ltL+X/u/fmPX37vA4EgAAAAAAwAzgxbwAAAAAAGBumaPP9MzqnTC7d+/WOeecoxUrVuiss87Sjh07ZnN23lL/5b/8FzU2NioIAj377LNH6if6OhgbG9Pll1+uFStW6LTTTtO73/1uNTc3S5K6urp0ySWXaPny5Tr11FP1yCOPzPLcvrkuvvhirVmzRqeffrrOP/98PfPMM5JO/G3+G5s3b1YQBLr33nslnfjbW5IaGxu1cuVKnX766Tr99NP1gx/8QNL0t/l86SOMi/NvXJQYGxkbGRtfD2MjYyNj4/zY5m/W2Ig5KJxFF110Ubh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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "FA = dti.fractional_anisotropy(tenfit.evals)\n", "default_plot_3d_z_indices(FA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Mean Diffusivity" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "MD = dti.mean_diffusivity(tenfit.evals)\n", "plt.set_cmap(\"viridis_r\")\n", "# Plot the MD for a few z-indices\n", "default_plot_3d_z_indices(MD)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Bi-tensor Model (Free Water)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Awater_k = 0.05\n" ] } ], "source": [ "ADC_water = 3 * 1e-3\n", "b_value = gtab.bvals[1]\n", "Awater_scalar = np.exp(- b_value * ADC_water)\n", "print(\"Awater_k = %.2f\" % Awater_scalar)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make sure there are no zeros in our signal and everything is positive" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Min = 0.000000, Max=1815.000000\n", "Min = 0.000100, Max=1815.000000\n" ] } ], "source": [ "data_bi = data.astype(np.float_, copy=True)\n", "print(\"Min = %f, Max=%f\" % (data_bi.min(), data_bi.max()))\n", "data_bi[data_bi <= 0] = dti.MIN_POSITIVE_SIGNAL\n", "print(\"Min = %f, Max=%f\" % (data_bi.min(), data_bi.max()))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "S0s_bi = data_bi[:,:,:,gtab.b0s_mask]\n", "# Attenuations\n", "Ahat = data_bi.copy() # attenuations\n", "Ahat = Ahat / S0s_bi " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Attenuation_min = 0.007, Attenuation_max = 0.990\n" ] } ], "source": [ "max_diffusivity = 5e-3\n", "attenuation_min = np.exp(- b_value * max_diffusivity )\n", "\n", "min_diffusivity = 0.01 * 1e-3\n", "attenuation_max = np.exp(-b_value * min_diffusivity)\n", "\n", "print(\"Attenuation_min = %.3f, Attenuation_max = %.3f\" % \n", " (attenuation_min, attenuation_max))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "#Clip the attenuations to attenuation_min and attenuation_max\n", "mask = Ahat < attenuation_min\n", "mask[:,:,:, gtab.b0s_mask] = False\n", "Ahat[Ahat < attenuation_min] = attenuation_min\n", "\n", "mask = Ahat > attenuation_max\n", "mask[:,:,:, gtab.b0s_mask] = False\n", "Ahat[Ahat > attenuation_max] = attenuation_max" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = plt.hist(Ahat[:,:,:, ~gtab.b0s_mask].ravel(), bins=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialization of Free Water Map" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fraction of Data Selected = 0.05\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# look at the distribution of voxels in the b0 image that are near 3*1e-3 mm^2/s\n", "mask = np.abs(MD - 3 * 1e-3) < 0.2 * 1e-3\n", "print(\"Fraction of Data Selected = %.2f\" % (sum(mask.ravel()) / mask.size))\n", "fig, (ax1, ax2) = plt.subplots(ncols=2, nrows=1, figsize=(10,4))\n", "ax1.hist(S0s_bi[mask].ravel(), bins=500)\n", "ax1.set_title(\"S0s\")\n", "# Lets look at the attentuation when the FA is close to that of water\n", "ax2.hist(Ahat[:,:,:,~gtab.b0s_mask][mask].ravel(), bins=500)\n", "x=ax2.set_title(\"Attenuations\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "#Lets set the value of Swater to be 1500 as that is close \n", "# to the end of the distribution in percentile terms\n", "Swater = 1500 " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fraction of Data Selected = 0.52\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# look at the distribution of voxels that are near 0.8*1e-3 mm^2/s\n", "mask = np.abs(MD - 0.8 * 1e-3) < 0.2 * 1e-3\n", "print(\"Fraction of Data Selected = %.2f\" % (sum(mask.ravel()) / mask.size))\n", "fig, (ax1, ax2) = plt.subplots(ncols=2, nrows=1, figsize=(10,4))\n", "ax1.hist(S0s_bi[mask].ravel(), bins=500)\n", "ax1.set_title(\"S0s\")\n", "# Lets look at the attentuation when the FA is close to that of \n", "# white matter \n", "ax2.hist(Ahat[:,:,:,~gtab.b0s_mask][mask].ravel(), bins=500)\n", "x=ax2.set_title(\"Attenuations\")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Lets set the value of Stissue to be 200 as that is close\n", "# to the start of the distribution above in percentile terms\n", "Stissue = 200" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Amin=0.37, Amax = 0.74\n", "Ahat_min.shape = (51, 43, 9)\n", "Ahat_max.shape = (51, 43, 9)\n", "fmin.shape = (51, 43, 9)\n", "fmax.shape = (51, 43, 9)\n", "Ahat_min=0.01, Ahat_max=0.12, fmax=0.22, fmin=-0.06\n", "fmin.max = 1.36, fmin.min=-0.06\n", "fmin.max = 0.99, fmin.min=0.00\n", "fmax.max = 2.96, fmax.min=-0.01\n", "fmax.max = 1.00, fmax.min=0.01\n", "Ahat_min=0.01, Ahat_max=0.12, fmax=0.22, fmin=0.01\n", "f_init.shape = (51, 43, 9)\n", "f_init.shape = (51, 43, 9, 1)\n", "f_init.max = 0.99, f_init.min=0.01\n" ] } ], "source": [ "#Initial free water map\n", "\n", "#looking at the distribution of mean diffusivities we can set\n", "lambda_max = 1 * 1e-3 # max diffusivity in tissue\n", "lambda_min = 0.3 * 1e-3 # min diffusivity in tissue\n", "\n", "# Max and min attenuation. (Amax uses lambda_min and vice versa)\n", "Amax = np.exp(-b_value * lambda_min)\n", "Amin = np.exp(-b_value * lambda_max)\n", "\n", "print(\"Amin=%.2f, Amax = %.2f\" % (Amin, Amax))\n", "\n", "Ahat_min = Ahat[..., ~gtab.b0s_mask].min(axis=3)\n", "Ahat_max = Ahat[...,~gtab.b0s_mask].max(axis=3)\n", "\n", "print(\"Ahat_min.shape = %s\" % str(Ahat_min.shape))\n", "print(\"Ahat_max.shape = %s\" % str(Ahat_max.shape))\n", "\n", "# Note this formula is perhaps a correction of Equation [6]\n", "fmin = (Ahat_min - Awater_scalar) / (Amax - Awater_scalar)\n", "fmax = (Ahat_max - Awater_scalar) / (Amin - Awater_scalar)\n", "\n", "print(\"fmin.shape = %s\" % str(fmin.shape))\n", "print(\"fmax.shape = %s\" % str(fmax.shape))\n", "\n", "idx = (20, 25, 6)\n", "print(\"Ahat_min=%.2f, Ahat_max=%.2f, fmax=%.2f, fmin=%.2f\" % \n", " (Ahat_min[idx], Ahat_max[idx], fmax[idx], fmin[idx]))\n", "\n", "# now make sure fmax and fmin are between 0 and 1\n", "\n", "print(\"fmin.max = %.2f, fmin.min=%.2f\" % (fmin.max(), fmin.min()))\n", "fmin[fmin <= 0] = 0.01\n", "fmin[fmin >= 1] = 0.99\n", "print(\"fmin.max = %.2f, fmin.min=%.2f\" % (fmin.max(), fmin.min()))\n", "\n", "\n", "print(\"fmax.max = %.2f, fmax.min=%.2f\" % (fmax.max(), fmax.min()))\n", "fmax[fmax <= 0] = 0.01\n", "fmax[fmax >= 1] = 0.99\n", "print(\"fmax.max = %.2f, fmax.min=%.2f\" % (fmax.max(), fmax.min()))\n", "\n", "print(\"Ahat_min=%.2f, Ahat_max=%.2f, fmax=%.2f, fmin=%.2f\" % \n", " (Ahat_min[idx], Ahat_max[idx], fmax[idx], fmin[idx]))\n", "\n", "# FIXME: setting fmin to 0 and fmax to 1\n", "#fmin[...] = 0 + 0.00001\n", "#fmax[...] = 1 - 0.00001\n", "\n", "f_init = 1 - (np.log(np.squeeze(S0s_bi) / Stissue) / np.log(Swater / Stissue))\n", "print(\"f_init.shape = %s\" % str(f_init.shape))\n", "mask = f_init < fmin\n", "f_init[mask] = (fmin[mask] + fmax[mask])/2\n", "mask = f_init > fmax\n", "f_init[mask] = (fmin[mask] + fmax[mask])/2\n", "\n", "f_init = f_init[:,:,:,np.newaxis]\n", "\n", "# This is our starting value of f\n", "print(\"f_init.shape = %s\" % str(f_init.shape))\n", "print(\"f_init.max = %.2f, f_init.min=%.2f\" % (f_init.max(), f_init.min()))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "f_init.max = 0.99\n", "Ahat.max = 0.99\n", "b_value = 1000.00\n", "Cwater.max = 0.05\n", "Cwater.shape: (51, 43, 9, 1)\n", "Ahat_tissue.shape: (51, 43, 9, 65)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"f_init.max = %.2f\" % f_init.max())\n", "print(\"Ahat.max = %.2f\" % Ahat.max())\n", "\n", "Cwater = (1 - f_init) * Awater_scalar\n", "print(\"b_value = %.2f\" % b_value)\n", "print(\"Cwater.max = %.2f\" % Cwater.max())\n", "print(\"Cwater.shape: \", Cwater.shape)\n", "\n", "Ahat_tissue = (Ahat - Cwater) / f_init\n", "print(\"Ahat_tissue.shape:\", Ahat_tissue.shape)\n", "\n", "attenuations = Ahat_tissue[:,:,:,~gtab.b0s_mask]\n", "np.clip(attenuations, a_min=-2.5, a_max=2.5, out=attenuations)\n", "\n", "fig, (ax1, ax2) = plt.subplots(ncols=2, nrows=1, figsize=(10,4))\n", "ax1.hist(Ahat[:,:,:,~gtab.b0s_mask].ravel(), 500)\n", "ax1.set_title(\"Ahat\")\n", "ax2.hist(attenuations.ravel(), 500)\n", "x=ax2.set_title(\"Ahat_tissue\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from freewater import FreeWaterGradientDescent, create_feature_spatial_manifold\n", "from freewater import convert_manifold_to_lower_tri_order\n", "from tracer import LossTracer, IdxTracer" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "manifold = create_feature_spatial_manifold(S0s, tenfit.quadratic_form)\n", "num_gradients = np.sum(~gtab.b0s_mask)\n", "dt = 0.001 / (b_value * num_gradients)\n", "#dt *= 300000\n", "dt *= 3.\n", "\n", "f_init_copy = f_init.copy()\n", "#f_init_copy[...] = 1.\n", "fw_gd = FreeWaterGradientDescent(Ahat, manifold, f_init_copy, gtab, b_value, dt, \n", " fmin=fmin, fmax=fmax )\n", "\n", "fw_gd.beta=100000.\n", "\n", "#idx_tracer = IdxTracer((5, 5, 5, Ellipsis), \"f,finc,loss_fid,x4inc,x4m\")\n", "idx_tracer = IdxTracer((5, 5, 5, Ellipsis))\n", "idx = idx_tracer.idx\n", "loss_tracer = LossTracer()\n", "fw_gd.init_tracers([loss_tracer, idx_tracer])\n", "#fw_gd.init_tracers([loss_tracer])\n", "\n", "\n", "fw_gd.alpha_fid = 1.\n", "fw_gd.alpha_reg = 1.\n", "fw_gd.alpha_f = 1.\n", "\n", "\n", "if 1:\n", " num_iterations = 1000\n", " for i in range(num_iterations):\n", " fw_gd.iterate()\n", " fw_gd.finalize()\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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Ly46aG6Q30tKZI+13uEthtuVz9A64V8psvCKiCJTmaL0HuKY0R6uk16a7XQfsSOdo/RnpHK0TPecT8yD7WjWrF6USi1nt7kG27KjWx71DfnUbEY+lg/xeBFx78AEi4nLgcoAVK1YcsruprZDzNG9mh2mic7ROVHOTa5DN6s3eXtcgW/ZUqwd5NXBeOpvFGcCeiNg81tKZk+UaZLPad2ChkKJLLMzqxYFBeq5BtgyZkh5kSd8gqUucJ2kjcDGQB4iIy0h6pF4NrAd6gAvSX30Goy+dOSlt+Rw9nsXCrKblmkSuSRSH3YNsVi/29hZpEnSkU6qaZcGUJMijLXNZtj2Ad47QPurSmZPVWsgdGGlrZrUrnxMDRSfIZvVib98gM9vySKp2KGYVU3OD9KZKez5Hn1fSM6t5hVyTa5DN6sje3kHXH1vmNEyC7GnezOpDSz5Hv3uQzerGnt5Br6JnmdMwCXKrB+mZ1YWW5ib6vSy8Wd3Y21dkRot7kC1bGiZBbnOJhVldKDQ30V/0tWpWL/b3F5nhRUIsYxonQS400TM4RDI+0MxqVUuzSyzM6sn+gSIdLU6QLVsaJ0HO5xgaDga9hK1ZTWtpbnKCbFZHevqHaPMUb5YxjZMgF5JPt65DNqttSQ2yr1OzetEzMOQ5kC1zGidBzicXr5ebNqttnsXCrH4MDQe9g0O0F1xiYdnSOAlyIXmrvR6oZ1bTXGJhjUTSWZLulbRe0kWj7HO2pLsl3SXp62nbMZJuk3R72v72sv3PlXSHpHWSfixpXtr+EUmb0t+5XdKrJxt/6VvZjhb3IFu2NMxHvlIPco8TZLOa1uJZLKxBSMoBlwIvBzYCt0haHRF3l+2zDPgA8IKI2CXpyHTTZuB5EdEvqRO4U9JqYCvwOWB5RGyX9A/AhcBH0t/7p4j4dKXeQ09/EcA9yJY5DdOD3JomyK5BNqttLc05z4NsjeI0YH1EPBgRA8DVwMqD9nkbcGlE7AKIiK3pz4GI6E/3aeGJ+7nSR4eStZ9nAo9N1RvYP+AeZMumhkmQS59uXYNsVtta8i6xsIaxENhQ9npj2lbuBOAESb+QdLOks0obJC2WtC49xicj4rGIGAT+AriDJDFeDnyl7HgXpqUXV0iaM9k3sN89yJZRDZMgl0osXINsVtsKOZdYmJVpBpYBZwLnAl+SNBsgIjZExEnA8cD5kuZLypMkyKcARwPrSEo0AL4IHAecTFKi8ZmRTihplaS1ktZu27ZtzOBKZYsdTpAtYxonQS4N0nMPsllNa8k3MeAeZGsMm4DFZa8XpW3lNgKrI2IwIh4C7iNJmA+IiMeAO4EXkSS/RMQDkayMdQ3w/LRtS0QMRcQw8CWSEo+niIjLI2JFRKzo6uoa8w30DCQ9yJ4H2bKmYRJk1yCb1YfSSnpe9dIawC3AMknHSioA5wCrD9rnuyS9x6SzUZwAPChpkaS2tH0O8ELgXpIEe7mkUmb7cuCedL8FZcd9HUlSPSk9rkG2jGqYBNklFmaHbzxTUKX7vV5SSFox2XO2NCf/LA0MuRfZsi0iiiQzTFxHksReExF3SfqopNemu10H7JB0N/Az4L0RsQN4BvBLSb8B/gv4dETckfYm/y1wY1qffDLw9+mx/qE0/RvwYuB/T/Y9lGqQXWJhWdMwf9HtXknP7LCMZwqqdL8ZwF8Dv6zEeUsJcn9xmJZm90pZtkXEGmDNQW0fLnsewLvSR/k+1wMnjXLMy4DLRmj/0wqE/CSlHuR2l1hYxjRMD3LppuseZLNxG88UVAAfAz4J9FXipC3ptz2e6s2s9u1Pa5A7Whqmv80aRMMkyE1NojXf5GnezMbvkFNQSToVWBwRP6zUSZ/oQfa1albrevqHaNIT161ZVjTUX3RbPucSC7MKkdQE/CPw7nHsO+5po8pLLMystvUMDNFRaCZZk8QsOxovQXaJhdl4HWoKqhnAs4D/lPQwcAaweqSBeoczbVSp7tglFma1r2eg6CneLJMaKkFuLeTocQ+y2XiNOQVVROyJiHkRsTQilgI3A6+NiLWTOWlr3nOWm9WL/QNDrj+2TJqSBDldwnKrpBHnWFTi8+nUUevSOkYknSzpJkl3pe1vrGRc7YUcfe5BNhuXcU5BVXEHZpzxtWpW83r6i57BwjJpqj72XQlcAlw1yvZXkawEtAw4nWT5y9OBHuC8iLhf0tHArZKui4jdlQjKNchmh+dQU1Ad1H5mJc5ZutmWRsebWe3aP1D0HMiWSVPSgxwRNwI7x9hlJXBVJG4GZktaEBH3RcT96TEeA7YCYxcsHoZWJ8hmNa/0dW2PE2Szmtc7MESre5Atg6pVgzye6aNOAwrAA5U6aXshR0+/E2SzWlbqQe5xiYVZzesbHKYt31DDmaxB1ORfdbpe/NeACyJixKHshzNtVMmstjx7egcrGKmZVdqBBNkfZs1qXl9xiNa8e5Ate6qVII86fZSkmcAPgQ+m5RcjOpxpo0pmtxfY3Tsw8ajNbMqVBum5B9ms9vUODNHqJeEtg6qVIK8GzktnszgD2BMRm9OppL5DUp98baVPOqstT9/gsFfTM6thuSbR0tzkGmSzOtA3OOR5kC2TpmToqaRvAGcC8yRtBC4G8gARcRnJqPhXA+tJZq64IP3Vs4HfBY6Q9Ja07S0RcXsl4prdngdgb++gvxIyq2EdLc3uQTarA33FYVpcg2wZNCUJckSce4jtAbxzhPZ/Bf51KmICmN1WAGB37yBHzmydqtOY2SS15XOe5s2sxg0NBwPFYZdYWCY11Me+Ug/y7h4P1DOrZR0tXhberNb1F5Nr1CUWlkUNlSDPaislyB6oZ1bL2grN7HeCbFbT+gaTSaZamxsqlbAG0VB/1Qd6kD3Vm1lN6yjk6Ol3iYVZLSstvOUxPZZFDZYgpzXI7kE2q2ntBQ/SM6t1pRmhXGJhWdRQCXJHIUdLcxPbu50gm9WyjhYP0jOrdaUEucWD9CyDGipBlsT8ma1s2dtX7VDMbAxe9dIahaSzJN0rab2ki0bZ52xJd0u6S9LX07ZjJN0m6fa0/e1l+58r6Q5J6yT9WNK8tH2upOsl3Z/+nDOZ2PsOlFg0VCphDaLh/qrnz2xxgmxW42a3F9jTO8jQcFQ7FLMpIykHXAq8ClgOnCtp+UH7LAM+ALwgIp4J/K9002bgeRFxMnA6cJGkoyU1A58DXhwRJwHrgAvT37kIuCEilgE3pK8nrDRIr801yJZBDZcgHzmzla17+6sdhpmNYXZbngjY1+deZMu004D1EfFgRAwAVwMrD9rnbcClEbELICK2pj8HIqJ0M2vhifu50keHJAEzgcfSbSuBr6bPvwr84WSC7/MgPcuwhkuQ589wiYVZrZvTkcw4s8tzllu2LQQ2lL3emLaVOwE4QdIvJN0s6azSBkmLJa1Lj/HJiHgsIgaBvwDuIEmMlwNfSX9lfkRsTp8/DsyfTPCexcKyrPES5Jkt7B8YottTSJnVrNKql7s844xZM7AMOBM4F/iSpNkAEbEhLaM4Hjhf0nxJeZIE+RTgaJISiw8cfNB0RdsRa5gkrZK0VtLabdu2jRqYSywsyxouQT5qVrLE9KZdvVWOxKz2HWoAkaR3pYOH1km6QdIxlThvac7yPe5BtmzbBCwue70obSu3EVgdEYMR8RBwH0nCfEBEPAbcCbwIODlteyBNgq8Bnp/uukXSAoD059aRgoqIyyNiRUSs6OrqGjV4D9KzLGu4v+qnzesE4KHt+6sciVltG88AIuDXwIq0F+ta4B8qce7SnOXuQbaMuwVYJulYSQXgHGD1Qft8l6T3mHQ2ihOAByUtktSWts8BXgjcS5JgL5dUymxfDtyTPl8NnJ8+Px/43mSCPzDNm3uQLYOaqx3AdFs6rx2AB7d3VzkSs5p3YAARgKTSAKK7SztExM/K9r8ZeHMlTjyntOqle5AtwyKiKOlC4DogB1wREXdJ+iiwNiJWp9teIeluYAh4b0TskPRy4DOSgmRQ3qcj4g4ASX8L3ChpEHgEeEt6yk8A10h6a9p+9mTiP7BQiBNky6CGS5BntObpmtHCQ9vcg2x2CCMNIDp9jP3fCvyoEiee2ZqnSbBzv3uQLdsiYg2w5qC2D5c9D+Bd6aN8n+uBk0Y55mXAZSO07wBeOvmoE32DwzQJ8jlV6pBmNaPhEmSAp83rYP029yCbVYqkNwMrgN8bZfsqYBXAkiVLDnm8pqZkUZ/NezzjjFmt6h0cojWfI5lNzixbGq4GGeB3Fs7irsf2MlAcrnYoZrVsPAOIkPQy4IPAa8vmZX2S8Q76KbdwdhuP7fZgWrNa1Tc45PIKy6yGTJBPPWYOA8Vh7t68t9qhmNWyQw4gknQK8M8kyfGII+In6ujZbWxygmxWs/oGhz0HsmVWYybIS5Ll53/10I4qR2JWuyKiSLJE7XUko+CvKQ0gkvTadLdPAZ3AtyTdLungEfgTdvTsNjbv6aU45G96zGpR3+AQLZ7izTKqIWuQj5rVyvIFM/nxnY+z6nePq3Y4ZjVrHAOIXjZV5152ZCeDQ8HDO/Zz/JEzpuo0ZjZBLrGwLGvYj36/f9ICbnt0Nw96sJ5ZTVp+9EwA7t68r8qRmNlI+opDLrGwzGrYBPnsFYtpaW7i8zfcX+1QzGwEx3V10ppv4rZHdlU7FDMbQe/AkFfRs8xq2L/srhktvO1FT+O7tz/Gt9ZuOPQvmNm0KjQ38YLj5nH93VsYHo5qh2NmB+kbHHaJhWXWlCTIkq6QtFXSnaNsl6TPS1ovaZ2kU8u2/VjSbkk/mIrYyv3VS5fxguOP4L3XruP9167jt4/vJZmT3cxqwR+espBNu3u59raN1Q7FzA7SVxzyMtOWWVM1SO9K4BLgqlG2vwpYlj5OB77IEyt0fQpoB/58imI7oNDcxFfOfy6fvu5ervyfh/nm2g3Mac9zwvwZzJ/ZyrzOFjpbcrTkc7Q0N9HS3ERzrgkBEgglP6UDbU1K2uCJ9izJ2nzw1fg/dMqS2Rw9u23az1uPXv07C7jqpoe56Nvr+K/7tvH0+TOY01EgnxPNTU0050TTBP4oJ/J3nL2r2cbjhcfPY1a69Lk9Wd/AEK3NTpAtm6YkQY6IGyUtHWOXlcBV6RKaN0uaLWlBRGyOiBsknTkVcY2kNZ/jQ69Zzl+ceRzX3bWF32zYzQPbulm3cTfb9vXTMziEO5Wtki550ylOkMcp1yS+8pbn8o8/uY81d2zmh+s2VzskazA/+MsXMqt9VrXDqEl9xWHaCg1bqWkZV61p3hYC5YW/G9O2qt39juhs4U2nL+FNpz95GdyIYHAo6C8O0V8cZnBomAiIdFsE6es40D6ctievsiNrHxSq9XaOmtVapTPXp5mteT7y2mfykdc+k77BIfb2DlIcDopDweDw8GGXRU3k7zhjf/p2GJbMba92CDXr2rc/j/ZCQ84Waw2gbv+yJa0CVgEsWbLkEHtP6jwUmkWhuQnPxGpWXa35nKeVMqsRT+vqrHYIZlOmWt+NbAIWl71elLaNW0RcHhErImJFV1dXRYMzMzMzs8ZVrQR5NXBeOpvFGcCeiHBxoZmZmZlVnaZiWjNJ3wDOBOYBW4CLgTxARFwmSSSzXJwF9AAXRMTa9Hd/Djwd6AR2AG+NiOsOcb5twCNj7DIP2D6JtzQdHGNlZCHGYyIis1+L+HqdNo6xMny9+nqdDo5x8ip6rU5JglxrJK2NiBXVjmMsjrEyHGP9q4f/Po6xMhxj/auH/z6OsTJqPcZKx+f5WczMzMzMyjhBNjMzMzMr0ygJ8uXVDmAcHGNlOMb6Vw//fRxjZTjG+lcP/30cY2XUeowVja8hapDNzMzMzMarUXqQzczMzMzGxQmymZmZmVkZJ8hmZmZmZmWcIJuZmZmZlXGCbGZmZmZWxgmymZmZmVkZJ8hmZmZmZmWcIJuZmZmZlXGCbEg6UdLtkvZJGpb0f6odk5lNjKQXSbq32nGY2RMkXSnp76odh42fE2QDeB/ws4iYERFNEfGxagdkZocmaa6kbZL+u9QWET+PiBOrGZeZTYykhyW9rNpxmBNkSxwD3FXtIMzssH0SuKfaQZiZZY0T5AYn6T+AFwOXSOqW9PXS10CSzpS0UdK7JW2VtFnSBWW/2ybpM5IEP8uDAAAgAElEQVQekbRH0n9LaqvWezHLEknHSdop6dT09dFpb/GZ6evnA88C/uWg3ztT0say1w9Leo+kdel1+k1JrWXbV6YlVnslPSDprGl5g2YZJukUSbelpYvfBMqvudek19xuSf8j6aS0/WvAEuD76f34fWn7eel9doek/+Ne5unhBLnBRcRLgJ8DF0ZEJzBw0C5HAbOAhcBbgUslzUm3fRp4DvB8YC5JqcbwdMRtlnUR8QDwfuBfJbWTJMJfjYj/lJQDLgEuBGIchzsbOAs4FjgJeAuApNOAq4D3ArOB3wUerugbMWswkgrAd4GvkdwbvwW8Pt12CnAF8OfAEcA/A6sltUTEnwKPAn8QEZ0R8Q+SlgNfAP4EWMAT92ObYk6Q7VAGgY9GxGBErAG6gRMlNQF/Bvx1RGyKiKGI+J+I6K9qtGYZEhFfAtYDvyS5OX4w3fRXwC8j4tZxHurzEfFYROwEvg+cnLa/FbgiIq6PiOH0Wv5tBd+CWSM6A8gDn03vndcCt6TbVgH/HBG/TO+bXwX6098ZyRuA70fEf0fEAPBhxveh2CbJCbIdyo6IKJa97gE6gXkkXxk9UJWozBrHl0hKKf5vRPRLOpokQf7g2L/2JI+XPS9dwwCL8TVsVmlHA5siojyRfST9eQzw7rS8Yrek3STX4dFjHGtD6UVE9AA7piBmO0hztQOwurUd6AOOA35T5VjMMklSJ/BZ4CvARyR9GziNpDf5bkkAbUCbpMc5/K9eN5Bcw2ZWOZuBhZJUliQvIfkwugH4eER8fJTfPbh3eDNwYFaadJzPERWO10bgHmSbkIgYJqmj+sd08FBO0vMktVQ7NrMM+RywNiL+P+CHwGXAj4ClJGUSJ5N85fpr4OSIGDrM438FuEDSSyU1SVoo6ekVi96sMd0EFIG/kpSX9EckH2wh+Ubo7ZJOV6JD0u9LmpFu3wI8rexY1wJ/IOn5aW3zRwBNz9tobE6QbTLeA9xBUlu1k2TKKf9NmVWApJUkA+v+Im16F3Aq8IaIeLz0APYAg+nzwxIRvwIuAP4pPc5/kXwFbGYTlNYK/xHJYNidwBuBf0+3rQXeRjLIdhfJGIO3lP36/w98KC2/eE9E3AX8JXA1SW9yN7CVpG7ZppCeXCJjZmZmZrUoLbvaDSyLiIeqHU+WubfPzMzMrEZJ+gNJ7ZI6SKZXvQNPxzjlnCCbmZmZ1a6VwGPpYxlwTvjr/ynnEgszMzMzszLuQTYzMzMzK+ME2czMzMysjBNkMzMzM7MyTpDNzMzMzMo4QTYzMzMzK+ME2czMzMysjBNkMzMzM7MyzdUOoBLmzZsXS5curXYYZhVx6623bo+IrmrHMVV8vVqW+Ho1qw+He61mIkFeunQpa9eurXYYZhUh6ZFqx3A4JJ0FfA7IAV+OiE+Mtb+vV8uSerteD5evV8uKw71WXWJhZhMmKQdcCrwKWA6cK2l5daMyMzObnEz0II+lvzhEd1+RIzpbqh2KWRadBqyPiAcBJF0NrATurmpUoxgaDoaGgyCISNoiOPA6gIhIfg4n7dbYOluaac65L2kkw8PBcIT/+1gmZT5Bfu+31vGbjbv5r/e+uNqhmGXRQmBD2euNwOnTdfL9/UVueXgn92/p5qEd+9m2r589PYPs6hlgf3+RgaFh+ovDDA4NM1AcZtj5rh2mH/zlC3nWwlnVDuMASVcArwG2RsSzRtgukpKnVwM9wFsi4rZ02z8Av0/y7fH1wF9HxISvind+/Tbu27KPG9595kQPYVazMp8gz+0osHP/QLXDMGtoklYBqwCWLFky6ePdt2Ufn7vhfn5y1+MMDiX399nteY6a2crs9jzHdXXS2dpMobmJQq7pwM98rolcEyQ5BEgglP486LV0oM0a11GzWqsdwsGuBC4Brhpl+6uAZenjdOCLwOmSng+8ADgp3e+/gd8D/nOigfzozscBKA4NuxfZMifzCfLs9jz7+ooMDg2T9wVsVmmbgMVlrxelbU8SEZcDlwOsWLFiUv243/n1Rt7/7TtoaW7iT89Yyouf3sWzjp7FnI7CZA5rVhci4kZJS8fYZSVwVdozfLOk2ZIWkFQQtQIFks+DeWBLJWLa1TNI1wyXMVq2ZD5BnpveNHf7AjabCrcAyyQdS5IYnwO8aapO9ov123n3Nb/h9GOP4P++6RTmeWyB2cFGKntaGBE3SfoZsJkkQb4kIu6ZzIlOXTKb2x7dTc9AEfC1aNmS+S7VOe1Jgryrx2UWZpUWEUXgQuA64B7gmoi4ayrO1Tc4xAe/cwdL53Xw5fNXODk2OwySjgeeQfItz0LgJZJeNMq+qyStlbR227Ztox5z1e8eB0B3f7HyAZtVWeMkyK5DNpsSEbEmIk6IiOMi4uNTdZ7Vtz/Gwzt6+PBrltPRkvkvv8wmarSyp9cBN0dEd0R0Az8CnjfSASLi8ohYERErurpGX1ehoyUHQM/AUIVCN6sd2U+QO/KAe5DN6t3Xf/Uoy47s5PdOyOyiZWaVsBo4T4kzgD0RsRl4FPg9Sc2S8iQD9CZVYlH6oOoeZMuizHfDlHqQd+4frHIkZjZRj+/p4/YNu3nfWScemIHCrBFJ+gZwJjBP0kbgYpIBd0TEZcAakine1pNM83ZB+qvXAi8B7iAZsPfjiPj+ZGLpKCQpRE+/e5AtexomQXYPsln9+q/7tgLwkqcfWeVIzKorIs49xPYA3jlC+xDw55WMpVRisd89yJZBmS+xaCvkaGluYrcTZLO6dfODO+ma0cKJ82dUOxQzS7WXepAHnCBb9mQ+QQaY0Zp3jZRZHVu3cTfPXjTb5RVmNaQtn/Qg9w4OVzkSs8prkAS5mX19TpDN6tG+vkEe3L6fkxbVznK/ZgYtzUkK0TvoGmTLHifIZlbTfvv4PiLgdxY6QTarJU1NojXfRJ8TZMughkmQXWJhVp8e2rYfgOO6OqsciZkdrC2fc4JsmVSxBFnSFZK2SrqzrO0jkjZJuj19vLps2wckrZd0r6RXlrWflbatl3RRJWLrbGlmX5+neTOrRw9u308+J46e3VrtUMzsIG35HL1eKMQyqJI9yFcCZ43Q/k8RcXL6WAMgaTlwDvDM9He+ICknKQdcCrwKWA6cm+47KTNa83S7xMKsLj28fT9L5rbTnGuIL7zM6kprIecaZMukis2DHBE3Slo6zt1XAldHRD/wkKT1wGnptvUR8SCApKvTfe+eTGydLc3sc4mFWV16aPt+jp3XUe0wzGwErc0usbBsmo4umQslrUtLMOakbQuBDWX7bEzbRmuflJlpDfLwcEz2UGY2zR7b08uiOe3VDsPMRtDmHmTLqKlOkL8IHAecDGwGPlOpA0taJWmtpLXbtm0bc9/O1mYioMcXsdmoJP2xpLskDUtacdC2aRszUK5noMi+viJHzmyp9KHNrAJcg2xZNaUJckRsiYihiBgGvsQTZRSbgMVluy5K20ZrH+nYl0fEiohY0dXVNWYcM1rzAB6oZza2O4E/Am4sb5zuMQPlHt/TB8BRMz1Az6wWteZzXijEMmlKE2RJC8pevo7kBgywGjhHUoukY4FlwK+AW4Blko6VVCC5Ka+ebBydLUmptQfqmY0uIu6JiHtH2HRgzEBEPASUxgycRjpmICIGgNKYgYrZsrcfgPlOkM1qUlvBNciWTRUbpCfpG8CZwDxJG4GLgTMlnQwE8DDw5wARcZeka0gG3xWBd0bEUHqcC4HrgBxwRUTcNdnYZrQmb3OvE2SziVgI3Fz2unxswMFjBk6v5Im37E16kJ0gm9WmNi8UYhlVyVkszh2h+Stj7P9x4OMjtK8B1lQqLngiQfZiIdboJP0UOGqETR+MiO9N4XlXAasAlixZMu7fezxNkI+a5QTZrBa15T1Iz7KpYglyLXMNslkiIl42gV8ba2zAuMcMAJcDrFixYtzTyWzZ20dHIXegTMrMaktrwYP0LJsaYub90s11v3uQzSZiWscMlNu6t9/lFWY1rC2fo7847GlULXMaI0FOSyz2uQbZbFSSXpeOH3ge8ENJ10EyZgAojRn4MemYgYgoAqUxA/cA11RizEC5Hfv7OaKzUMlDmlkFteVzAPQV3Yts2dIQ31t2FFyDbHYoEfEd4DujbJu2MQPldvcMsniuFwkxq1WtaYLcOzBEe6EhUgprEA3Rg5xrEu2FnKd5M6szu3oGmNOer3YYZjaKUg+yB+pZ1jREggxJHfL+ASfIZvUiIti1f5A5HS6xMKtVrYW0xMIJsmVM4yTIrc2uQTarIz0DQwwMDTOn3QmyWa060IM84NX0LFsaJkGe0dLsGmSzOrKrZwDAJRZmZSRdIWmrpDtH2S5Jn5e0XtI6SaeWbVsi6SeS7pF0t6Slk43Hg/QsqxomQe5oaXYNslkd2d2TzFs+2z3IZuWuBM4aY/urSKZiXEayOM8Xy7ZdBXwqIp5BslT81skG01ZI0gjPhWxZ0zAJcqd7kM3qys79SQ/yXNcgmx0QETcCO8fYZSVwVSRuBmZLWiBpOdAcEdenx+mOiJ7JxtPqQXqWUY2TILc6QTarJy6xMJuQhcCGstcb07YTgN2S/l3SryV9SlJusic7UGLhBNkypmESZNcgm9UXl1iYVVQz8CLgPcBzgacBbxlpR0mrJK2VtHbbtm1jHrSt8MQ8yGZZ0jAJcqkGOcLLYZrVgwMJcpt7kM0OwyZgcdnrRWnbRuD2iHgwXQXzu8CpI/w+EXF5RKyIiBVdXV1jnszzIFtWNUyC3NnaTHE46C96KhqzerCvb5COQo7mXMP8M2VWCauB89LZLM4A9kTEZuAWknrkUsb7EpLl4yfFNciWVQ2zLuSMlieWmy5d0GZWu/b1FelsbZh/oszGRdI3gDOBeZI2AhcDeYCIuIxk6fdXA+uBHuCCdNuQpPcAN0gScCvwpcnG09KcfIDtc4mFZUzD3H1KN9ruviLzOluqHI2ZHUp3f5HOlob5J8psXCLi3ENsD+Cdo2y7HjipkvFIoi2fcw+yZU7FvrscafJySXMlXS/p/vTnnLR9rInMz0/3v1/S+ZWKr6PwRA+ymT1VOqr9t+k1+R1Js8u2fSC9Xu+V9Mqy9rPStvWSLqpkPPv6i8xodf2xWa1rK+ToG3T5omVLJYv7ruSpk5dfBNwQEcuAG9LXMMpE5pLmknxddDrJJOYXl5LqySr1IHu5abNRXQ88KyJOAu4DPgCQzp96DvBMkmv8C5Jy6RRRl5Jcz8uBc9N9K2Jf3yAzXGJhVvPcg2xZVLEEeZTJy1cCX02ffxX4w7L2p0xkDrwSuD4idkbELpIb9lgrBo3bjJakJ2q/e5DNRhQRP0lHtwPcTDL6HZLr9eqI6I+Ih0hqG09LH+vTUfEDwNXpvhXR3ecSC7N60JpvcoJsmTPVw8Pnp6NnAR4H5qfPR5vIfLT2STtQg+wE2Ww8/gz4Ufp82q9XSK5V9yCb1b62Qs6D9Cxzpu3uExEhqWKTEEtaRVKewZIlSw65f0dLMnPFPifI1sAk/RQ4aoRNH4yI76X7fBAoAv9WwfMe1vUK6SwWLa5BNqt1LrGwLJrqBHmLpAURsTktodiato82kfkmkulrytv/c6QDR8TlwOUAK1asOGTiXSqx6HYNsjWwiHjZWNslvQV4DfDSeGJVndGuV8ZoP/i8h3W9Dg9HMouFe5DNal5rPudvZy1zprrEYjVQmonifOB7Ze0jTWR+HfAKSXPSwXmvSNsmrTXfRK5JrkE2G4Wks4D3Aa+NiJ6yTauBcyS1SDqWZHDtr0gWHlgm6VhJBZKBfKsrEcv+geQ6neEaZLOa15bPealpy5yK3X1Gmbz8E8A1kt4KPAKcne4+2kTmOyV9jOTGC/DRiDh44N9E46Ozpdmfcs1GdwnQAlyfrCPAzRHx9oi4S9I1JKtuFYF3RsQQgKQLST7E5oArIuKuSgRSmm3GNchmta81n6PPJRaWMRW7+4wxeflLR9h3rInMrwCuqFRc5Tpbmj3Nm9koIuL4MbZ9HPj4CO1rSD7wVlTpg6xLLMxqX1ve8yBb9kx1iUVNSXqQB6sdhpkdQumDrKd5M6t9bQUP0rPsaawEubWZ/f2+iM1q3b6+5IOsV9Izq32tnsXCMqixEuSWZk/zZlYHSiUWrkE2q31t+RwDxWGGhis2k6tZ1TVWgtzaTHefSyzMal23SyzM6kZbIUklPFDPsqSxEuSCZ7EwqweexcKsfrTlk4W4XGZhWdJYCXJrsxcKMasDpVKojoITZLNa11pKkD0XsmVIYyXILc3sHxhi2HVSZjWtu69IZ0szTU2qdihmdghthSRBdomFZUlDJcilr2tLq3SZWW3a1zfo+mOzOuESC8uihkqQO9IbruuQzWpbd3/R9cdmdaJUYuHFQixLGipBLvVIuQ7ZrLZ19xe9ip5ZnWh1D7JlUGMlyK3uQTarB3vTGmQzq31tHqRnGdRQCfIMl1iY1YXuvkFmehU9s7pQGqTXO+h7q2VHYyXI6Q13b68vYrODSfqYpHWSbpf0E0lHp+2S9HlJ69Ptp5b9zvmS7k8f51cqlu5+9yCbjUTSFZK2SrpzlO2jXq/p9pmSNkq6pFIxuXzRsqihEuTZ7UmCvKtnoMqRmNWkT0XESRFxMvAD4MNp+6uAZeljFfBFAElzgYuB04HTgIslzalEIPv6XINsNoorgbPG2D7i9VrmY8CNlQxoZltyre7p9Uq1lh0NmSDvdoJs9hQRsbfsZQdQmjB8JXBVJG4GZktaALwSuD4idkbELuB6xr5xj8vQcNAzMORZLMxGEBE3AjvH2GW06xVJzwHmAz+pZEwtzTla803sdQ+yZUhD3YFamnN0FHLs3O9PuWYjkfRx4DxgD/DitHkhsKFst41p22jtk1IaI+ASC7MJGfG6lLQF+AzwZuBllT7prLY8e3p8b7XsmJYeZEkPS7ojrW1cm7bNlXR9Wrt4femr2UPVT03W7PaCe5CtYUn6qaQ7R3isBIiID0bEYuDfgAsreN5VktZKWrtt27Yx9y0lyO5BNquodwBrImLjoXY8nOu1ZGZr3iUWlinTWWLx4og4OSJWpK8vAm6IiGXADelrOHT91KTM6ci7BtkaVkS8LCKeNcLjewft+m/A69Pnm4DFZdsWpW2jtY903ssjYkVErOjq6hozxtJAn84Wz2JhNgGjXZfPAy6U9DDwaeA8SZ8Y6QCHc72WzGrLs7fPCbJlRzVrkFcCX02ffxX4w7L2EeunKmFOe4Gd/hrI7CkkLSt7uRL4bfp8NcnNVJLOAPZExGbgOuAVkuak3wC9Im2blO7+5Pr0ID2zCRnxeo2IP4mIJRGxFHgPyX32ojGPdBhmtrkH2bJluu5AAfxEUgD/HBGXA/PTmyzA4yQDB2D0usbNVMCc9gKP7uypxKHMsuYTkk4EhoFHgLen7WuAVwPrgR7gAoCI2CnpY8At6X4fjYixBg+Ny74+1yCbjUbSN4AzgXmSNpLMJJMHiIjLGOV6nWqz2vLcv3XfdJzKbFpM1x3ohRGxSdKRwPWSflu+MSIiTZ7HTdIqkhIMlixZMu7fm9OeZ9d+l1iYHSwiXj9KewDvHGXbFcAVlYxjf3+yGpdrkM2eKiLOPcT2Ua/Xsn2uJJkurmI8SM+yZlpKLCJiU/pzK/AdkjlTt5RNPbMA2JruPq66xonUSEEySG9vX5Hi0PCE3ouZTa0DJRbuQTarGzNbm9nXX2R4+LD6usxq1pQnyJI6JM0oPSepU7yTpE6qtPLW+UBpkNBo9Y4VMac0F7Jrpcxq0oESC/cgm9WNOR0FInxvteyYjjvQfOA7kkrn+3pE/FjSLcA1kt5KUu94drr/lNZPHdHZAsD27n7mpc/NrHaUpnnrKDhBNqsXXTOS++m2ff3M7ShUORqzyZvyO1BEPAg8e4T2HcBLR2g/ZP3UZBw1qxWALXv7efpRU3UWM5uo7r4iHYUcuSZVOxQzG6euzicS5BOPmlHlaMwmr6GWmgaYP6OUIPdVORIzG0l3f9HlFWZ15kAPcrfvrZYNDZcgHzkzuYi37PFFbFaL9vUXPUDPrM6Ul1iYZUHDJcit+Rxz2vNs2ecE2awWdfcV6Wz1Knpm9aSzpZmW5iYnyJYZDZcgA8yf2crje3wRm9Wi7v4iM9yDbFZXJNE1o8UJsmVGQybIR81qZfOe3mqHYWYj6O5ziYVZPTp6VhuP7fa3s5YNDZkgHzO3nUd39JBMmGFmtcSD9Mzq05Ij2nl4x/5qh2FWEY2ZIB/Rwb7+Iju85LRZzdnXN+geZLM6dMzcdrbu66d3YKjaoZhNWkMmyMfO6wDgEX/SNaspEZHUILsH2azuLDmiHYBHd/ZUORKzyWvIBPmY9CJ+aLsvYrODSXq3pJA0L30tSZ+XtF7SOkmnlu17vqT708f5ox91fHoHhxgO3INsVoeOOSLpfHKZhWVBQybIi+e2U2hu4t7H91Y7FLOaImkx8Arg0bLmVwHL0scq4IvpvnOBi4HTgdOAiyXNmcz5u/vSZaadIJvVnWVHdtIkuPsx31ut/jVkgpzPNbF8wUzWbdxT7VDMas0/Ae8DykewrgSuisTNwGxJC4BXAtdHxM6I2AVcD5w1mZPv6R0EYFab50E2qzcdLc0cf2Qnd2zyvdXqX0MmyAAnLZrFnZv2MDzsmSzMACStBDZFxG8O2rQQ2FD2emPaNlr7SMdeJWmtpLXbtm0bNQYnyGb17aRFs1m3cbdnibK617AJ8ilLZrN/YIi7/FWQNRBJP5V05wiPlcDfAB+eivNGxOURsSIiVnR1dY263+6eJEGe3e4E2awePXfpHLZ3D3DP5n3VDsVsUho2Qf7dZV1I8B+/3VrtUMymTUS8LCKedfADeBA4FviNpIeBRcBtko4CNgGLyw6zKG0brX3Cdqc9yLPbCpM5jJlVyUuePh8JfnrPlmqHYjYpDZsgH9HZwsmLZ7Pmjs3+KsgaXkTcERFHRsTSiFhKUi5xakQ8DqwGzktnszgD2BMRm4HrgFdImpMOzntF2jZhu3uSuclnuQfZrC51zWjhuUvn8q1bNzDkEkarYzWZIEs6S9K96bRSF03Vec557mLu3bKPX6zfMVWnMMuCNSQ9zOuBLwHvAIiIncDHgFvSx0fTtgnb2zuIBDM8i4VZ3fqzFyxlw85evn3rxmqHYjZhNZcgS8oBl5JMLbUcOFfS8qk418qTF7Jwdht/+/276O4vTsUpzOpS2pO8PX0eEfHOiDguIn4nItaW7XdFRByfPv5lsufd3TvIrLY8TU2a7KHMrEpesfwoTls6l4/+4G5u37C72uGYTUjNJcgk86muj4gHI2IAuJpkmqmKa83n+MTrf4eHtu/nTV+6mV8/usvlFmZVtLtnkNmewcJsVJKukLRV0p2jbB9xYR9JJ0u6SdJdafsbpyrGpibxuXNPZk5HnrMvu4m/X3MP92ze61mjrK7U4veYI00ddfpUnexFy7r4wp+cyvu/vY7XfeF/OHJGC09fMJN5HQVmtxdoyTfR3CRyTSKfayLXJEbq3BJPbtQ4OsA0wk7uN8u+M0/s4mldndUOoybt7h1kVrsH6JmN4UrgEuCqUbaXL+xzOsnCPqcDPcB5EXG/pKOBWyVdFxFT0sW7YFYb33nHC/i7H9zNV/77IS6/8UE6W5pZNKeNo2a1MrstT2s+R2s+R1shR75JSKJJyT22qUlIHHgtNK776lQY6V49Leetylnr25vPOIZCc2X6fmsxQR4XSatIVvViyZIlkzrWK555FGccdwQ/XLeZWx7ayf1bu3lgazd7egcZKA4zODyMO5atUo6ceYoT5FHsSUsszGxkEXGjpKVj7HJgYR/gZkmzJS2IiPvKjvGYpK1AFzBlNRDzOlv47Dmn8DevfgY33r+ddRt389juXh7f28dD2/fTOzBE7+AQfYNDFIfD91mbtLOfuzjTCfK4po6KiMuBywFWrFgx6ctqZmuec09bwrmnjZxsDw8HxeGgOEKyfPDJRyrTeOo+I5zE/zg0hLZCrtoh1Kyr33YGA8XhaodhVs9GW8Bnc6lB0mlAAXhgOgI6cmYrb3jOIt7wnEVj7heRJMnDEQynP0uvh6qUPVctaXc+MCEdFby/1mKCfAuwTNKxJInxOcCbqhtS8nVPoUkUarJs2ywb2go5f4Awm0LpMvFfA86PiBE/jVbyG9rDjC0pq3BxgdWAmsv2IqIIXEgyn+o9wDURcVd1ozIzM6sLo34LK2km8EPggxFx82gHGO/Kl2ZZVos9yETEGpK5V83MzGz8VgMXSrqaZHDenojYLKkAfIekPvnaqkZoVgeUhWnNJG0DHhljl3nA9mkKZ6IcY2VkIcZjIiKz3Ta+XqeNY6yMmrpeJX0DOJMkri3AxUAeICIuUzLlwiXAWSQzV1wQEWslvZn/197dR9tV33Uef39y781NCBAJSSvloUklpab1CbKY+lxFW2DNEB3pGMYqKpo1s8qMTrVKrdPp6izWKrq0o0vaSi0WO1qKrR2zplTslCqjUyihUkrA0FtoJQglQAQK5JHv/HF2ysntfTg32Tnn3nver7Xuuvv89m/v8907+Sbfs8/vtzf8MdD9jezPVtWds7yf+dofxnj0Ws3VRVEgzybJtqraOOg4ZmKM7TDGhW8hnB9jbIcxLnwL4fwYYzvme4xtxzfvxiBLkiRJg2SBLEmSJHUZlgL5mkEH0ANjbIcxLnwL4fwYYzuMceFbCOfHGNsx32NsNb6hGIMsSZIk9WpYriBLkiRJPbFAliRJkrpYIEuSJEldLJAlSZKkLhbIkiRJUhcLZEmSJKmLBbIkSZLUxQJZkiRJ6mKBLEmSJHWxQNa0kqxKsivJ3w06FkmSpH6xQNZMrgLuHXQQkiRJ/WSBPKSSfEuSJ5Kc3bx+SXO1+DXN6+8BXgX88aTtXpNkZ5JfS/JokoeT/FiSC5Pc1+zzN/p+QJIkSS2xQB5SVfUl4NeB/5nkODqF8HVV9TdJRoA/AC4HaqzDhrsAABfvSURBVIrNvxlYBpwKvA14H/AG4Bzg+4H/mmTdsT8KSZKk9lkgD7Gqeh8wAdwGnAK8tVn1n4HbquqOaTbdD1xZVfuB64HVwO9V1dNVtR24B/iOYxq8JEnSMTI66AA0cO8DtgJbqmpvkpfQKZDPmWGbx6vqYLP8XPP7q13rnwOObz1SSZKkPrBAHmJJjgf+B/B+4O1JPgqcS+dq8j1JAJYDy5M8QmdIhSRJ0qJmgTzcfg/YVlW/kOQa4L3ATwNru/r8JPDvgU1VdbApmiVJkhYtC+QhlWQTcD7wbU3Tm4A7gYur6k+7+j0J7K+qR/ofpSRJUv+laqqbFEiSJEnDybtYSJIkSV0skCVJkqQuFsiSJElSFwtkSZIkqYsFsiRJktTFAlmSJEnqYoEsaUpJrk3yaJK7p1mfJL+fZCLJXUnO7neMkjrMV6ldFsiSpvMBOg+Tmc4FwPrmZwvwnj7EJGlqH8B8lVpjgSxpSlV1C/DEDF02AX9SHbcC35TklP5EJ6mb+Sq1ywJZ0pE6FXiw6/XOpk3S/GO+SnMwOugA2rB69epau3btoMOQWnHHHXc8VlVrBh1Hm5JsofO1LitWrDjnFa94xYAjktphvkoLw1xzdVEUyGvXrmXbtm2DDkNqRZKvDDqGHj0EnN71+rSm7RtU1TXANQAbN24s81WLhfkqLQxzzVWHWEg6UluBn2lmx78aeLKqHh50UJKmZL5Kc7AoriDP5KtP7eHpPQc480XHDzoUaUFJ8iHgNcDqJDuB/waMAVTVe4EbgQuBCeBZ4OcGE6kk81Vq16IvkK/6xD9y+1ee4P/+2g8POhRpQamqS2ZZX8Ab+xSOpBmYr1K7Fv0Qi/GxEZ7b9/ygw5AkSdICsegL5OVjI+zZf3DQYUiSJGmBWPwF8tIlPGeBLEmSpB4t/gJ5bISDzxf7DzrMQpIkSbNb9AXysrERAK8iS5IkqSdDUyDv2WeBLEmSpNkt+gJ5uVeQJUmSNAc9FchJzk+yI8lEkiumWD+e5MPN+tuSrO1a95amfUeS13W1X5vk0SR3T9rX65NsT/J8ko1Hfmgdy5c2V5D3OwZZkiRJs5u1QE4yAlwNXABsAC5JsmFSt8uA3VV1JvAu4Kpm2w3AZuCVwPnAu5v9AXygaZvsbuDfArfM9WCmsmysc4heQZYkSVIvermCfC4wUVX3V9U+4Hpg06Q+m4DrmuWPAOclSdN+fVXtraoH6Dzi8lyAqroFeGLym1XVvVW144iOZgpfn6TnGGRJkiT1oJcC+VTgwa7XO5u2KftU1QHgSeDkHrc9pg6NQfZhIZIkSerFgp2kl2RLkm1Jtu3atWvafi+MQbZAluaqh/kHZyT5dJJ/SHJXkgsHEack81VqUy8F8kPA6V2vT2vapuyTZBRYCTze47ZHpKquqaqNVbVxzZo10/ZbNupdLKQj0eP8g98Ebqiq76Iz3+Dd/Y1SEpivUtt6KZBvB9YnWZdkKZ2k2jqpz1bg0mb5YuDmqqqmfXNzl4t1wHrgs+2E3ptDV5AtkKU562X+QQEnNssrgX/uY3ySXmC+Si2atUBuxhRfDtwE3Evn0+f2JO9IclHT7f3AyUkmgDcBVzTbbgduAO4B/gp4Y1UdBEjyIeAzwFlJdia5rGn/8SQ7ge8GPp7kpqM5QCfpSUeslzkEbwfe0OTsjcB/6k9okiYxX6UWjfbSqapupJNM3W1v61reA7x+mm2vBK6cov2Safp/DPhYL3H14tAkvb0HvA+ydAxcAnygqn4nyXcDH0zyqqo6LOGSbAG2AJxxxhkDCFMS5qvUswU7Sa9XYyNhSbyCLB2BXuYQXEbnWyKq6jPAMmD15B31OmdA0hEzX6UWLfoCOQnLx0YcgyzNXS/zD/4JOA8gybfS+Q93+tvKSDpWzFepRYu+QIbORD0LZGluepx/8CvALyb5PPAh4GebCbqS+sh8ldrV0xjkhW7Z2Ij3QZaOQA/zD+4BvrffcUn6Ruar1J6huIJsgSxJkqReDUWBvHxsxEl6kiRJ6snwFMheQZYkSVIPhqJAXrZ0hOf2ex9kSZIkzW44CuTRJez1CrIkSZJ6MBQFsrd5kyRJUq+Go0B2kp4kSZJ6NBQF8jIn6UmSJKlHQ1Mg73WSniRJknowFAXy8rER9h18ngMHLZIlSZI0s54K5CTnJ9mRZCLJFVOsH0/y4Wb9bUnWdq17S9O+I8nrutqvTfJokrsn7WtVkk8m+WLz+6QjP7yOFeMjADzrMAtJkiTNYtYCOckIcDVwAbABuCTJhkndLgN2V9WZwLuAq5ptNwCbgVcC5wPvbvYH8IGmbbIrgE9V1XrgU83ro3Lc0lEAntl74Gh3JQ2V2T4cN33+XZJ7kmxP8mf9jlGSuSq1rZcryOcCE1V1f1XtA64HNk3qswm4rln+CHBekjTt11fV3qp6AJho9kdV3QI8McX7de/rOuDH5nA8Uzp0BfmZvV5BlnrVy4fjJOuBtwDfW1WvBH6574FKQ85cldrXS4F8KvBg1+udTduUfarqAPAkcHKP20724qp6uFl+BHhxDzHOaIVXkKUj0cuH418Erq6q3QBV9WifY5Rkrkqtm9eT9KqqgJpqXZItSbYl2bZr164Z97NivCmQ91kgS3PQywfclwMvT/L3SW5NMtWwKUnHlrkqtayXAvkh4PSu16c1bVP2STIKrAQe73Hbyb6a5JRmX6cAU37KraprqmpjVW1cs2bNjDt0iIV0zIwC64HXAJcA70vyTZM7zeUDraRjoqdcBfNVgt4K5NuB9UnWJVlKZ9Ld1kl9tgKXNssXAzc3V3+3Apubu1yso5Ocn53l/br3dSnwlz3EOKNDV5Cf9QqyNBe9fMDdCWytqv3NPIP76OT5YebygVbSnLWWq2C+StBDgdyMKb4cuAm4F7ihqrYneUeSi5pu7wdOTjIBvInmzhNVtR24AbgH+CvgjVV1ECDJh4DPAGcl2ZnksmZf7wR+NMkXgR9pXh+VF8YgewVZmoNePhz/LzpXpEiyms7XuPf3M0hJ5qrUttFeOlXVjcCNk9re1rW8B3j9NNteCVw5Rfsl0/R/HDivl7h69cIQC68gS72qqgNJDn04HgGuPfThGNhWVVubda9Ncg9wEHhzk8OS+sRcldrXU4G80H39PsgOsZDmpIcPx0XnW6M39Tk0SV3MVald8/ouFm0ZWRKWjS3xCrIkSZJmNRQFMsDx46M8s88xyJIkSZrZ0BTIxy0d9QqyJEmSZjU0BfKK8VHvYiFJkqRZDU+BvHTEK8iSJEma1fAUyOOjPihEkiRJsxqiAnmEr3kFWZIkSbMYngJ56SjPehcLSZIkzWJ4CuTxUa8gS5IkaVZDVCB3Jul1HiYkSZIkTW1oCuQTlo3xfOEwC0mSJM1oaArkE5eNAfDkc/sHHIkkSZLms6EpkFcut0CW5irJ+Ul2JJlIcsUM/X4iSSXZ2M/4JL3AfJXa01OBPFvSJRlP8uFm/W1J1nate0vTviPJ62bbZ5IfTvK5JHcnuS7J6NEdYsehAvkpC2SpJ0lGgKuBC4ANwCVJNkzR7wTgl4Db+huhpEPMV6ldsxbIPSbdZcDuqjoTeBdwVbPtBmAz8ErgfODdSUam22eSJcB1wOaqehXwFeDSoz9MryBLR+BcYKKq7q+qfcD1wKYp+v13Ojm/p5/BSTqM+Sq1qJcryL0k3SY6hS3AR4DzkqRpv76q9lbVA8BEs7/p9nkysK+q7mv29UngJ4788F5ggSzN2anAg12vdzZtX5fkbOD0qvr4TDtKsiXJtiTbdu3a1X6kksxXqUW9FMizJl13n6o6ADxJp9idbtvp2h8DRrvGRV0MnN7LgczGAllqV/ONz+8CvzJb36q6pqo2VtXGNWvWHPvgJB3GfJXmZl5N0qvOTYo3A+9K8lngaWDK+7LN9RPuCctGSRyDLM3BQxz+AfW0pu2QE4BXAX+T5MvAq4GtTvyRBsJ8lVrUS4E8W9Id1qeZVLcSeHyGbafdZ1V9pqq+v6rOBW4B7mMKc/2Eu2RJOGF81CvIUu9uB9YnWZdkKZ0Pr1sPrayqJ6tqdVWtraq1wK3ARVW1bTDhSkPNfJVa1EuBPGPSNbbywmS6i4Gbm6vBW4HNzV0u1gHrgc/OtM8kL2p+jwO/Drz3aA6w24nLx3hqj4+blnrRDJe6HLgJuBe4oaq2J3lHkosGG52kbuar1K5Zb6FWVQeSHEq6EeDaQ0kHbKuqrcD7gQ8mmQCeoFPw0vS7AbgHOAC8saoOAky1z+Yt35zkX9Mp3t9TVTe3dbArl495BVmag6q6EbhxUtvbpun7mn7EJGlq5qvUnp7uMTxb0lXVHuD102x7JXBlL/ts2t8MvLmXuObKAlmSJEmzmVeT9I61k45byu5n9w06DEmSJM1jQ1Ugrz5+KY89vXfQYUiSJGkeG7ICeZyn9hxgz/4p7xwnSZIkDVeBvOaEcQAef8ZhFpIkSZraUBXIq4/vFMi7HGYhSZKkaQxVgXzoCrLjkCVJkjSdoSqQVzcF8q6vWSBLkiRpasNVIB+/FPAKsiRJkqY3VAXy+OgIJy4b9QqyJEmSpjVUBTLAi09cxiNP7hl0GJIkSZqnhq5APn3VcTy4+7lBhyEtCEnOT7IjyUSSK6ZY/6Yk9yS5K8mnkrx0EHFKw85cldo1fAXyScvZufvZQYchzXtJRoCrgQuADcAlSTZM6vYPwMaq+nbgI8Bv9TdKSeaq1L7hK5BXHcfTew7w5LP7Bx2KNN+dC0xU1f1VtQ+4HtjU3aGqPl1Vhz5x3gqc1ucYJZmrUuuGrkA+7aTjAHjQq8jSbE4FHux6vbNpm85lwCeOaUSSpmKuSi3rqUDuYWzTeJIPN+tvS7K2a91bmvYdSV432z6TnJfkc0nuTPJ3Sc48ukM83EtP7hTIDzz2TJu7lYZakjcAG4Hfnmb9liTbkmzbtWtXf4OT9HWz5WrTx3zV0Ju1QO5xbNNlwO6qOhN4F3BVs+0GYDPwSuB84N1JRmbZ53uAn6qq7wT+DPjNozvEw71szQpGloQdjzzd5m6lxegh4PSu16c1bYdJ8iPAW4GLqmrKeyhW1TVVtbGqNq5Zs+aYBCsNsdZyFcxXCXq7gjzr2Kbm9XXN8keA85Kkab++qvZW1QPARLO/mfZZwInN8krgn4/s0KY2PjrCy1av4B8tkKXZ3A6sT7IuyVI6H3a3dndI8l3AH9L5D/fRAcQoyVyVWjfaQ5+pxjb9q+n6VNWBJE8CJzftt07a9tC4qOn2+QvAjUmeA54CXt1DjHNy1jefwJ0P/kvbu5UWlSaXLwduAkaAa6tqe5J3ANuqaiudr2mPB/6885mYf6qqiwYWtDSEzFWpfb0UyP32X4ALq+q2JG8GfpdO0XyYJFuALQBnnHHGnN7g205dyf++62F2Pb2XNSeMtxCytDhV1Y3AjZPa3ta1/CN9D0rSNzBXpXb1MsSil7FNX++TZJTO0IjHZ9h2yvYka4DvqKrbmvYPA98zVVBHM0bq3HWrALj9y0/MaTtJkiQtfr0UyLOObWpeX9osXwzcXFXVtG9u7nKxDlgPfHaGfe4GViZ5ebOvHwXuPfLDm9qrTl3J8rER/t+XHmt715IkSVrgZh1i0ePYpvcDH0wyATxBp+Cl6XcDcA9wAHhjVR0EmGqfTfsvAh9N8jydgvnnWz1iYGxkCa85aw1/dfcjvP3fvJLRkaG7HbQkSZKm0dMY5B7GNu0BXj/NtlcCV/ayz6b9Y8DHeonraFz0HS/hE3c/wmfuf5zvX+9tbCRJktQxtJdOf+gVL2L18Ut5799+adChSJIkaR4Z2gJ52dgI/+EHv4W/n3icv97+yKDDkSRJ0jwxtAUywE9/90t51akn8qt//nnu2ul9kSVJkjTkBfL46Ajv+alzOHH5GD/5h7fy3r/9Es/sPTDosCRJkjRA8/FBIX11+qrj+Iv/+D38xsfu5p2f+Ef+4OYJfvDla3j1y1Zx1jefyMvWrODkFUtpnjwkSZKkRW7oC2SAF524jD+6dCN3fGU3H779n7jlvsf4+Bce/vr6sZFw0nFLWbViKScuG2N8bAnjo0sYHx1hfHQJYyNLWLIEkhBgSULS+c1hr1/os2AsqGBhIZzdTd/5Er71lBMHHYYkSZqGBXKXc156Eue89CSqip27n2Ni19d4YNczPPr0Xv7l2X088cw+ntqzn2f2HuCJZ55n74Hn2XvgIPsOPM/zBVVQVRTwfBVVnd80vw+1LxQLKFQAFkq4337aSgtkSZLmMQvkKSTh9FXHcfqq4/ihswYdjTQ4Sc4Hfo/OA33+qKreOWn9OPAnwDl0Hi//k1X15X7HKcl8ldo01JP0JE0vyQhwNXABsAG4JMmGSd0uA3ZX1ZnAu4Cr+hulJDBfpbZZIEuazrnARFXdX1X7gOuBTZP6bAKua5Y/ApwXZ7RKg2C+Si2yQJY0nVOBB7te72zapuxTVQeAJ4GT+xKdpG7mq9SiRTEG+Y477ngsyVdm6LIaeKxf8RwhY2zHYojxpf0KpF+SbAG2NC+/lmTHDN0Xw5/hfGCM7TBfzdd+MMaj12quLooCuarWzLQ+ybaq2tiveI6EMbbDGFv1EHB61+vTmrap+uxMMgqspDP55zBVdQ1wTS9vuhDOjzG2wxhbZb5OwxjbMd9jbDs+h1hIms7twPok65IsBTYDWyf12Qpc2ixfDNxctdBuECgtCuar1KJFcQVZUvuq6kCSy4Gb6Nw26tqq2p7kHcC2qtoKvB/4YJIJ4Ak6/ylL6jPzVWrXsBTIPX1VNGDG2A5jbFFV3QjcOKntbV3Le4DXt/y2C+H8GGM7jLFF5uu0jLEd8z3GVuOL365IkiRJL3AMsiRJktRl0RfISc5PsiPJRJIrBhTD6Uk+neSeJNuT/FLT/vYkDyW5s/m5sGubtzQx70jyuj7F+eUkX2hi2da0rUryySRfbH6f1LQnye83Md6V5Ow+xHdW17m6M8lTSX550OcxybVJHk1yd1fbnM9bkkub/l9MculU77WYzYdcbeIwX9uJz3xdxMzXOcdpvh5ZXIPL16patD90Jip8CXgZsBT4PLBhAHGcApzdLJ8A3EfnUaBvB351iv4bmljHgXXNMYz0Ic4vA6sntf0WcEWzfAVwVbN8IfAJIMCrgdsG8Gf7CJ37Gg70PAI/AJwN3H2k5w1YBdzf/D6pWT6p339XB/UzX3K1icV8PTZ/vubrIvkxX48oTvP1yGIZWL4u9ivIvTx685irqoer6nPN8tPAvXzjE466bQKur6q9VfUAMEHnWAah+9Gk1wE/1tX+J9VxK/BNSU7pY1znAV+qqpkeENOX81hVt9CZET75vedy3l4HfLKqnqiq3cAngfPbjnUemxe5CubrMWK+Li7mazvM11kMMl8Xe4Hcy6M3+yrJWuC7gNuapsubrwKuPfQ1AYOLu4C/TnJHOk9SAnhxVT3cLD8CvHjAMR6yGfhQ1+v5dB5h7udt0Odz0Obl8ZuvrTFfF5d5efzma2vMVxZ/gTyvJDke+Cjwy1X1FPAe4FuA7wQeBn5ngOEBfF9VnQ1cALwxyQ90r6zOdxUDv+1JOjfBvwj486Zpvp3Hw8yX86a5MV/bYb6qH8zXdpivL1jsBXIvj97siyRjdJL3T6vqLwCq6qtVdbCqngfexwtfTwwk7qp6qPn9KPCxJp6vHvpqp/n96CBjbFwAfK6qvtrEO6/OY2Ou523e/F0dkHl1/OZrq8zXxWdeHb/52irztbHYC+ReHr15zCUJnScY3VtVv9vV3j2m6MeBQ7M0twKbk4wnWQesBz57jGNckeSEQ8vAa5t4uh9Neinwl10x/kwza/TVwJNdX3kca5fQ9fXPfDqPXeZ63m4CXpvkpOYrrNc2bcNiXuQqmK/HgPm6+Jivc4vRfG1Xf/K1+jgzchA/dGY13kdnhuVbBxTD99H5CuAu4M7m50Lgg8AXmvatwCld27y1iXkHcEEfYnwZnRmpnwe2HzpXwMnAp4AvAv8HWNW0B7i6ifELwMY+ncsVwOPAyq62gZ5HOv+YPAzspzO26bIjOW/Az9OZ6DAB/Nwg/q4O8mc+5GoTh/naXpzm6yL9MV/nFKP5euQxDSxffZKeJEmS1GWxD7GQJEmS5sQCWZIkSepigSxJkiR1sUCWJEmSulggS5IkSV0skCVJkqQuFsiSJElSFwtkSZIkqcv/B7rZhxp5+1JrAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "idx_tracer.plot_separate(figsize=(10, 6))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "loss_tracer.plot_separate(figsize=(10, 4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mean Diffusivity (free water corrected)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "#Calculate MD from free water corrected maps. \n", "from dipy.reconst.dti import decompose_tensor, from_lower_triangular\n", "lower_tri = convert_manifold_to_lower_tri_order(fw_gd.manifold)\n", "evals, evecs = decompose_tensor(from_lower_triangular(lower_tri), min_diffusivity=0.)\n", "MD_fw = evals.mean(axis=-1)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Mean Diffusion after free water correction\n", "plt.set_cmap(\"viridis_r\")\n", "default_plot_3d_z_indices(MD_fw)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference in Mean Diffusion betweeen Single Compartment and BiTensor Model\n", "plt.set_cmap(\"Greys\")\n", "default_plot_3d_z_indices(MD_fw - MD)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Loss maps for the fidelity part of the Loss functional\n", "plt.set_cmap(\"Greys\")\n", "default_plot_3d_z_indices(fw_gd.loss_fid)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Free Water Map" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# free water map after iterations\n", "plt.set_cmap(\"viridis_r\")\n", "default_plot_3d_z_indices(1 - fw_gd.f)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# initial Free water map\n", "plt.set_cmap(\"viridis_r\")\n", "default_plot_3d_z_indices(1 - fw_gd.f_init)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference in free water map from Initial guess.\n", "plt.set_cmap(\"Greys\")\n", "default_plot_3d_z_indices((1 - fw_gd.f) - (1 - fw_gd.f_init))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# save free water output to file\n", "fw_file = base_filename + \".fw.nii.gz\"\n", "nib.save(nib.Nifti1Image((1 - fw_gd.f).squeeze(), img.affine), fw_file)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 2 }