modelisationanalysespectrale/duval/nonParametrique/analyze.ipynb
2019-10-14 18:03:24 +02:00

694 lines
732 KiB
Text

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Chargement des données"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"%matplotlib widget\n",
"import pickle\n",
"import scipy.signal\n",
"\n",
"\n",
"my_data = np.genfromtxt('../Supelec_2012_SIR_Spectral_Analysis_EA_v001.csv', delimiter=',')\n",
"# c'est plus rapide de charger des pickle que des csv\n",
"a=\"\"\"\n",
"with open(\"data.pickle\", \"wb\") as file:\n",
" pickle.dump(my_data, file)\n",
"\n",
"with open(\"data.pickle\", \"rb\") as file:\n",
" my_data = pickle.load(file)\n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.imshow(np.abs(my_data), aspect=\"auto\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Constantes"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# paramètres du signal\n",
"Te = 10**(-6)\n",
"Fe = 1/Te\n",
"\n",
"def make_cos_window(te, Tcut, length):\n",
" dT=Tcut/16\n",
" len1 = int((Tcut-dT)/te)\n",
" len2 = int(dT/te)\n",
" len3 = length - len1 - 2*len2\n",
" cospart = np.cos(np.linspace(0, np.pi, len2))*0.5 + 0.5\n",
" return np.concatenate([\n",
" cospart[::-1],\n",
" np.ones(len1),\n",
" cospart,\n",
" np.zeros(len3),\n",
" ])\n",
"\n",
"# fenêtre cosinus\n",
"cos_window = make_cos_window(Te, 0.6e-3, 4096)\n",
"# coefficients pour filtre de chebychev\n",
"chebyfilt = scipy.signal.cheby2(2, 40, [2e3, 2e5], fs=Fe, btype='bandpass', output='sos')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Aide à l'affichage"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def get_fft(sig, te, absolute=True):\n",
" N = len(sig)//2\n",
" signal_f = np.fft.fft(sig)[:N]\n",
" if absolute:\n",
" signal_f = abs(signal_f)\n",
" freqs = np.arange(0, N)*0.5/te\n",
" return freqs, signal_f\n",
"\n",
"def plot_fft(sig, te, absolute=True):\n",
" plt.plot(*get_fft(sig, te, absolute))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Analyse d'un signal"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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3n9mZr1JpJGJZkCwBwGQEepRgejs3Fegu4HRx9aIH31zPdY8v4V/f+jCHja3oUZuUUqoQfDdT1LF710OvsL3RNYlkmfeAcYjT8ZJzxvICPSlC/Z6mTvc3d3UdAKtqG3vUHqWUKhTfBbpteU3uaQ29zPECOJ4oB8AYh5gIAWJZ27nSVlNfuXUX/3hrY4/eTyml+ovvAt3pZQ09bNcDEHUHA17JxYgQlOw6eTIj0IMkuPbRd3r0fkop1V98F+hWuobes0mpjuWdwIyna+jeaYSAZE8eygx0m65Piiql1L7Ad4EeMFEmyRaSPVxkwEkFd8J4o1xcEwAg2EWgW5JdjslFCrFqmFJK9YLvAn3Yohm8GLoWE+v8RGVXWi8/F3NbA91JPd4+0Nt63mJ1Psol07KtDazZ0bN2KaVUb/ku0N3BEwAINfVssqpleYEedb2SS2sPPdCuF5602gLdki5KLhm3z/rtK5z2qzk9apdSSvWW7wKdkiEAWLE9PXq5ZaUubtFacklNMLLt7MlBiaweevdruWjBRSk10HwX6FbQ61lLomezM0Vae+ilAMTdQQAErexx5FmB3kUPXSml9hW+C3QJeIFOjwPdC+eo8QI94noTjIJWdu07nhHoSOc19FmLtvSoHUopVWi+C/TWHrrVw0DHSmAbg4tXO29JeuPRHbs5a7N4Rg3F6uSk6JML2+r4OshFKTXQfBfodsDrWUuipWc7kAShjLHjTUlv/RXbytyf8QI9tZnppId+9cML07eXb+1ZTV8ppQrFd4EuIS/Qe9NDD2WMYY+lauhWxknRAEliIgRTF8GotjZxqf1Ml7t9eUXvrsCklFK95btAt4OpQE/2LNBdSRLIHGvoptZFt9rGoQeJExUh4Hpj1AdbDfwkcD+D6XwBrtJgXgtXKqVUn/FhoKdq6L0K9MyCt03INRirbRx6kDgxEZykV2ePpgrkI2R3p/t9Y/XOHrVHKaUKxYeB7o0blx5euNm1XByTfQazxBXcjLHmIeJELcFxvUCPpQK9DO9LZOnmepqi+c0eVUqp/uK7OoFlWcSNjbg9Gxue7NBDh5ArJDJGsgQlQQyh3ClhJ7vSgV4iUTDwuzmrenyBDVWcEkmXqx9eyNenTdYLnagB47seuogQw8Fyu18wK5ekuNiuxZHjh/DEN08GIOhaxFOBXkqEkakQL3O8en1ryaU01UMPB2ze29LQ20NRRWTtzmZmLd7Ctx9aMNBNUfsx3/XQAeI4SA8DPSGGEtcibgxHjfeWEQi4DrFUyeWh4M850lrNsTKeIF55J5YOdK/ME3IsIvEeLveoipvOR1ADyHc9dIAEDlYyv5LLjsYo1dNn8cSCTSzZVE/CMlgm+7Ad1yGaWozrSGs1BohZgoN3AjaaWXLB66E3RHQ5AKXUvsWXgR6TAGLyC9SV272hhg++uZ5P3fEqcTFYxs7aRtwALRa0ziSKpXpZFkEct+1+aw99W0OE5liy0/esnj6L381Zlf8BqeKhp1bUAPJloCdwsPI8KeqmZoW+uSZ1LVEBcdsFejJIkwWD8dZziYj3Y7GsMI7pWHLJZ83zW55ZxtUPL9Bau1Kq3/i2hm7nG+jtSt0xATHtDtsN02RZTLWW8Uh5GcuD3nBFIUTAtJVcQqmFvfK96tyTCzfz3pYGnv3Oqfm9QPmf1tDVAPJnoEsgrx76VQ++zbaG7AlIMRHEdWitulSNeRI3FiYpwl2h33B85fj0tkIJwcxAT11btLM8H8EuEtjUMTj92IptjVRPn8Xam8/eiyNUSqm958uSS0vSZmdD59PwW/1r0Rbmr92V8YhL1BIwDpec4F35aNDgFUTccgBWB7K/34xVTtAY3g6HeKxsECG8kTXrd+YuubwZ/iZvh6/M+dxPZi7ttr1KKdUbvgz0GA5ODyYWhcRbUTGUgM8fNyH9+OrEJAAuHDs6a/uEVUHQGDYGAvy4anh6vZemLk6IdubPr6+levosHnpz/V6/VvmBng1VA8+fgW4cAl1cdKIzQfHWPG+R0qzHo5EJuTbHtcpJmFD6/qmhV3k+eC2CV5gfy96vsPiDxxazbGvHE6U7G6Os66Tnr/xDS+hqIPky0OM4BOg60F/KsZxtOLXmuWuCWY+7sRG0rP9Sh+1tCbHJbeu119o2k60tfEA2cqr1Dq+Fr+Zj1nwALNrOvtp03YM/67evdHjs1FvncOqtc7p8nVJKdcW3gR6k65LLl+59s8NjgdZATy26lSnRPLnDYxZhEm5b+O+wvTOpB8sGjpKVABxjreQIWUU5bVc8KmPvL77RmLHYVyzh8ur7O/Z6H63O+PUcTr31xR6/Xu29fEc+KdWXfBnoMRyC3fTQcwmKN+JlZCTHsgHteu3e9oORjGV1Gyzvx3WAtQUrdc3RS+znmBn6Eefbr6a3+3Hg/m6/cB6Yu67T525+ehlf+OM8Fm3sfLnerqyqbWLdzuZut1u5fQ/V02exeGN9j95HtdG12tS+wLeBHiCB2ctuUdDyAr39xKJWB9QOxo0NJ7LtbBJNk3EoQTKuNdpgez+uatmanoRUnjrRepi1Nr3dZ+xXOduay7ftxxhO7rC8/oklvLh8O0DWUrx7InGWbPZe88aqnSSSLvFk36wb8+TCzQD8+92tfbL//YmrXXS1D/BloMeNQ1ASHZawfX3VjqzSRXtOqodukh174wBP/MuhadW1xOtOoWX95YgI5OihT5KtVEj2CcwL7Jez7n/Dmcl3A3/nq85Tnbbny3+aTyzh8sEfz04/dvhPnk3Par3p6WUceN3THHTd053uozdaT+DZli8/BvuU1kAXvVq4GkC+/E2OESBAgqeXbPUm7exoYkdjlIt/P4+ru1i+NJAadijJ3POpBOGoPVs5YdIw7wEDsbrUErvGC/QmE2KSbKGCrkekHGRtAmC8dD0S5uez3u3y+b7UGj7JIu1drqptZEdjzy6EsreK9EeofMaXgd46yuUXT70HwIINu4gmvLLE0s0NPDB3HadV/JWPDL0v63XHjPeGIH5uy4pO9/3E0r/yualts0Xv/tR3OMq9g3FJeL0kzP0lExksLRwgm/Nq67huAv3+NzqvpWdqiiZwuynURuJJbnlmWfp+dyUpKxXoe1u68oszfv0S0/pp5FBflcX62+raRp5ZoiU4v/JtoAdJsKXeK6G8vnInJ9/8AgBbGyJc/8QSasYsZsGo95g6+HGOrv4BpVJP0PZ6a6Nb8l9L/aNTRvOXL09jiIHtjsPdoyNssW0mWdvyev1o2ckX7Wd5I3RVaiSMoYQIl9jPMWgvRsN88Mez+dKf3uT2598nmmgbFrlkUz3H/OzfrNy+hwfmrsta5fH3r6zmuBufS99/feUOFm5oO9GaOiWQ19WXdjXF2FDX/YnWXH72r3eZvXRgQqKrElwh/e/z7wNtq3sOtEUbd3PPS92v+Nn+y/yM217iygfe6qtm7ZPqW+J8/DcvF8VCer4M9Gh6lIv3YXz0rY3ttmjrLdWOfIOVJYYPDHqdyVXe4ZbE8jvszI/6YLctRF8pLaHeEv5UUU5jRs30e/HLO8wXrKKe652/MlrqOMxawzXOP3gv/BVuDNzLtc6j3bbBm8Tk7fWV93dw279XcPD1z6R/ER97exN1TTGeWLA5/VdKq188tYzaPVGee9f78rn4D/P49F2v8UjNBqqnz6Il7h1TPiWXab+awym/zG8oZF1TjCWb2k4G//HVNXztL15IvL9tT6cTqIwxuK6hOZbg3DtfTY++aY51H8r1LXH2ROK8uHw71zy8gFfe3/tJX63e2bCb6umzqJ4+K+/X1GQtMQFb6lu6/Ytqbz2+YGPeX6rn3vkaNz29jHc3N/DMki05t1m3s4lJP3gq6/n++GNtV1OM97ftyTnBrjObd2d3fuat3smjNRvY3RzLGcSLN9aztT7Cw2+u54RfPMeeLq5f8Or7O1i+bQ93vPB+h3ZWT5/FgT/MfR7MdQ0XzZjLyznmvGR6d3MD9c39c/0Efy7OZRwsMfwmcDe3JS5ggxmZfu4T1jzqrACtlek9the45eG1RJNjASiN5h7l0qWMT/qb4RBNlnDbsKFYBj7V2MRw12X9lDVcU1/Jj7dFKKeFWe4JfNp+Pb2o11jZwRV2W0h8zK5hoXsgF9ovcFX821mLegEMp55/ha7jieTJ3JK4KOu5r95XQ8C2WJ/6Bb/zxZWdNv1rD7zF9LMOSd9v7cW3/oVzz0urueel1bzyX6dR2xjlsDEVLNvawK7mOCdPHo5jW9S3eMdw27PL+e7HDsYYQ21jlBHlYepb4nz9gbe48fzD+fWzy1m0sZ71dc0s//lZBO22L8+V2xv56G+8k8dL/ufjDAp6/w47GmNM/8ciXlu1A9fAnRcdzaKN9Zxz56s4lpBwDb+84AjOO2oMtXuihBybUMBicLhtPsGR//Ms4UDblaSeWNh5Sezvb23k57Pe5cfnTOHcI8diW4IxBhEhkXQ5767XOn0teCOR6lvi/Om1tfzwk4diW8KUkSVM3fQXZrknctuzy7n9hZV85eRJTBxeyhdOnMhLK7YzojzMozUb2Fwf4ff/ObXTfTuWRdCxaGiJM3RQkEdqNrBsyx7ufW0NQ0oDLLzhY2xviDC8LIRtCc2xBFNumM3x1cO485KjqSprm938ydu9SWxnHjqSm//jcCpKAmza1UJ15SDe3ewF4aM1Gzl41GA27WoLzR88tpjpZx1Cedjh+WXbOeOQEVhW9gnfXU0xysIOgYx/41tnL2Pl9kbu+WLu4wP43D1v8H7qL5nrzz6Ur55yAC8s20ZFSZBjJw6lZm0d89bU8fVTJ+Maw0srarnsvhq+c+YHOP2QERw+roLPz5ibtc/Mxe+21kc4585Xs55ftLGeEw8YDnjlsZnvbOazx45DRIikOjZhJzsX/rnI+wwlOvli3t0S543VO3lj9c70+29riLChrpmp1cNoiSW55m8LmL10G4eOHszTV5/S6c+kUGSg6qdTp041NTU1PXrthn/8iPGLbwdgqxnKidE7ucR+HosEzWNmMcgYHi8v6/ieJkSNRHn7vqEEXvCCZdqfp7F22fcBWDv3VgD+8esHuPbRdzj/6LH85vNHAfCVh09nfrSWEjtMONbER5pbeDLjPf53Wy1Xj6wC4LqDH+PD1RVMv/1eHgjelN5mRuJs/tN+lrB0/Lb+WfwL/DH5SQQXC8O51uv8Jvi79PMHRB7ALfAfVCFifNt5jIeSZ7DRVHW6Xc31ZzL1522lm8qyUPpk4zemTaauKcbD8zd0eN0r/3UaliXpclguUycO5QOjynlw3t6tcTNsUJDvf/xgjIHKsiBX/KXzMsEpB1Uyd/VOLj/lAL59xkEc8qNncm531PghLNq4O2tM+d2XHMNvn1vBim2NTBk9mBvPP4zz7349/fxdFx/D/LV1rJn7JPcFb+HF5JF8Of7fWfudOLy0w7yAMw4ZwY3nH857Wxt4ZP4GavdEaYjEWbHNC7qzjxjNrEVbePKbJ3f4gln2s7M45EfPcNYHR/F/XzyWK//yFs9klLRmXnUy596Z+0tpTEWYzfURlvzPxznmp/8m1kXt/8snV/PMkq1sqY9QURLgxAOGcdiYCoKOxU1Pe+dqDhlVzp0XH8NTi7dwzpFjOO1XcwCY9e0Pc/btr3LTZw7nouMn8Nd561hd28SD89an/zJs9aWTJnJf6lxS67EBDCkNsLs5TkVJIN2hAFhz0yeZ9IPcveYvnDiBB+Z2/lmaOnEoR44fwh9fXcOfLj2O0w4ZwXWPL+av89Zz0fHj+dGnpnDpvfP5/HHjufbRd9Kvm3/dmfxt/nq+edqBiAjzVu/M+lKxBB647AQu/sM8oOPvTKs7Ljqag0aWcciowR2ey5eIvGWMyfmN6ctAN7O+h8z/ffr+nYnzuMp5klUBh0+PG9Plax1jWPDnSpgzB8gd6Gv+PovTfjWHP35pKmcc6vX+P/fPz/Fe3Xt89gOf5dEVjxJyXaJdDPd7+OyHuWLG/fw7fg+lef6MH0ycTlhifNhawnozgqlW28nbelPKmdFfUcsQvBJMW28pTJQIwfRjF9vPs86M4DX38C7f77P2HG4NzOC55NF8Nf79LredLJu4zvkr18e/wmYq8zqeViFiGIQDZRPHWO3/o2oAABDhSURBVO/zQPJMBmrVk1MOquSVXszC7cw1zt+5xnmMRhPmsOgf6fz4DGW00EhpJ8+3GSe17DCDiRDqdtu9NX5YCZvrGjneWsZc91DMXnQWbJKcYL3Hu+5E6hm0V6/tiU9aczndXsjP45ewm/L044LL4bKGFWYcBuHHzv3MdD/EXHfKXr9HkDgxHPL5XE6dOJSadbu63a4rK2/8BI7ds59bV4Ge1x5F5CwRWS4iK0Vkeo7nQyLyt9Tz80SkukctzZOUDM26f5XzJP87tKLTML9m2FQuHXQgAIk8xglPqhzE2pvPToc5wPGjjgfgnMnnAHQZ5gAXzrqQhrFPcdPwoTSJsDTYVh54MHF6ztdc7LzAZ+xXGSG7s8IcoEKamR54iB85f2Fe6JucIO9xf+Amvmg/y1uhK7nRuZcPyhpucWbwi8Af+WvwJqrYzQRpO3k7hD2MYidV7OJM6y1uDcwA4Ex7AR+1arjYfp5fOH9gsmxiEC1Mlk3p115uz+J0eyGXO9l15XGynZHU8TX7n3zcmt/hRO8Q9jA/9A3+HLiFe4O38vPAn/iYVUOIWJcjgMJ0PtzwK/bT/Mj5C1W0neBtXdp4OPV8x3mUHzp/ZRQ7Ae8X/zhZxiBaeOX9WiozJnsFifN48Ab+23koFRCrGUwTNzsz+H3g11SxixOtd7nZmcEQ9gAwmp0cKStT72kYJ9u5xnkMgDKJMEXWUUqEQ2Q933P+RikRSvDKW3cE7mBh6AqudR7hD4FbudTO/dfCSdZSXgpewz+D1xMkzrGynMeDNzDNWpj1M6qknmNkBZ+y3uAb9pNcaj/DobKOOwK3M5I6rrIf56NWDQESnGItwiGBhcuGuma+7zzCQ8EbuSNwBx+ylnCStRQnNQP7GFnBVfbjTLMW8CV7NgdLW6/3cnsWDwZ/wcLw1/ht4G6OlJVUyxZGsZMT5D28Dofhg7Im/e8CMJQGRlLHkbKS8bINhwTnWK9TSoSPW/P5Z/CH6c/cgbKRKnYxkjp+GZjBBfbL/DIwI92+3wV+w5rwF5gZ+hH3BW/hDOttLnZe4LeBuxhEC8fICqplC7c4M7jG+TtlNDNBtqXbk9muQ2Q9b4e+xk+c+xhLLR+ylnCJ/RyCy2CaOMd6PWv79etWc7H9fLotrZ+xMewgRIxSsq/BUE5z+vUBEgymkXU9HGDQnW576CJiAyuAjwIbgfnARcaYdzO2+QZwhDHmShG5EDjfGPP5rvbb0x76jpYd7GrazkF3nkStbfF2oILlJS6/H1LR6Wue/eifGTXqaKbddwRxY3j9/qqsHnpz4yS+cfQNXHrdl70XpJ7LFHfjbG3ayriycRxx/xEAfKP6XBZHYryy1fulvOuMu/jeS9+jJdEWag5CInVSc1pTM2XG8K+yQYRdw0ktLRwVjdJcPp6TG+oY3ryDwa5LnW0xOpFkeTBAg2UxLpEgbAwVSTfd28+3f5s0wmz3ONabEVxov8iQdhOiFlScydH1Hf80bLXGHUkCJz2uHuCexNmUEmWBeyA/CdzPYMn+cC50J/OuO4Ep1nqOsroeafFY8sOMlR2cYC1jsVtNEyUcIasplbZAfyM5hVfcw/iy8wxVkn0C7J7E2UySrZxuLeAJ98McLOuZIuuwxaR6t0HGidcjX+uOZIsZzkl292P/XSPp5R0yNZowZdL2C7vRVKb3v8odzWipy2p7Pl5PTmG2exxHW+9TTgv1DOJkawkjJffSD9+MfZth0sAPnIfyfq9F7iSOsNYw3/0AY2UHMRNgnNTiSHbJZaOpZCS7CEjHBeb+lTyBCKEOk+hymZM8kmn2O7zpHsw891BOsRZzuKzGzvEzzdRkQvwzeRIXOnOyHn8heRSn2wtzvygPtWYww9iT9f5PJD/EGnc03wn8I+dr/i/xKT5hvclEy5vRPSt5POvNSM6zX2OMeJP/bo5fyATZzsVOW1mx0YR53j2GtWYU51qvMcnaRoMp4Xn3GI6zllNFPa8feROnfebyHh1Lr0ouInIS8BNjzMdT938AYIy5KWOb2alt3hARB9gKVJkudt7TQP/dO7/j7oV3E0yUkrCbcTOSrTTh0Owk+Ez4JC4+9WYumO1d+m3xlxYD0Ny8A87/NKVRJyvQAeZcOgemebdzBXqm/3xoGgtiO3n0o/dyyJjjmHb/sew0MRZ+cSHRZJSQHWLl7pWUOCV8+slPE+/B2u2dcQwkMQxxXZolQMC2iBiDlXQZbBIkBRrFQXApMy4WNgGTwDKQRBAMSWziIkjpECzbIRaNEIrtRoB6U4bg9TRDJoGLYGEwQNQpoSTRjA20/71MIsTEJkASaTfWJ2YCtEiYUDBIKFaHhenwhZS5P1cEK8dHx6Takksc770BtjOUuLEZLTsRATEGsWyMm0QA13Kw3NwjZ5JY2LjESyppbm5pmxHshCERIUqARhOmXFqy1hOKEKTeGY6JRxmV+mXvTEPpBOKRJiJJYbjUEyLe4efhIjSXjMaJ1RNOem0wYiEmO4CbCRE3NkFJUELH4bjbzRCGy56cK4AahGR4KE6krb0JLKIEKQ0FWBsZRJAENklGSXaJwYiFa8CmYw0+uyDoiRAk6FhYiUin2zQRYlDGX2at/xZJLOzKybAjexRKs5Sy0x3EaNmJg0uUQHoAQqMzhLLEbpqkFGOgjOxOR/v1oJIlw0m21KdXcY2k9uUiRK1SSty2jlAcBzCpz3q2BBYxAunrD6f3LxaW8Y5F7ABfnnI5F5x4VYefXT56G+gXAGcZY76auv9F4ARjzFUZ2yxJbbMxdX9Vapsd7fZ1BXAFwIQJE45dty6/STWZ6iJ1zFo9i6U7lzKiZARTKqcwZ8UTnDr0g5x51BXUNm1izJADAJi/8F5GV05h3LgT9/p9urJ+9yre3/keZ0z+FACbGzezqXETx406rsO2uyO7eXPrm3yw8oMs3rGYlngLZ006i9rmWmavnU000cJHqz/Okh1LSEbq2brlLcYfcCYr1r3I8OEHEwiWkXATtEQDDAon2RXZzfItDYwZ5hIOlGIwBK0gcTdOS+M2mmLC4MFVBOvX0UQCM3gUJh7BrVsJww4EO4CIYImFLTYi3ggPti3F2EHc4QdgjPEi3BiSrovBYLsJnEApsT2baYhDIh6lgkYSg0Z5oxwsm02NQuWgACXJBigZBm4CE2+BQAlY3oCqWHMDAbcFkgkoGQJNtVA2EuItEGuEshHEJUB9/S6GB+JgBbzXJ6OY0GBMdA8SSfXSLRu3uY5IeATB8mGY3RtIWiHCQ0ezuzlOczTOmCGlmMYtUFoJiYg3WilUDm4SxCLSXE9TcwvDSx0apQwnECRsWiBYBsZlR+1WQoNHUB6yoHE70XAltm2DMbTEE5TF65CSCnBKMEAy6eLs2UidNZRhie1Ey8YTizRTXhKCyG7viyFVMtzdEqc85NAcjULdWsqHj4JYE43BSspCAUhdrJyWOginzp3sXAWBUjAuRoRV0aGMH1ZKyLFSI7FcEBvcBJgk2CGI7oHG7VAxDho24ZZWIXu2IBVjvON04zQ17iFYOphoEgK2RcixSLomdYLYEGjZTqypnt32MCrdOqzKyRjLIZl0kcguTNMOnFApDKoiaaBhy2oGVY0nGNnhtbcsVb6M1LMn6lJSVuHVkI1LsmEre5xh7I4kmTC0FNNUiy0Gd9AIlm+qo3p4CSUlpdC4DZJxktFGCFdgD/aWtq6tb2Q49VhlVSR3rScZHk6wbCiJpjqscDmWG8et30S0bDwl4TAtTfU44XICkToSsQjJspGEAqmS6O71IDY7TTlV0Q1QMTb9WaZuNQyZCE4IjMuepibsRLMX9k6IaKiSuBFCAZuG7RuoGBTGtYIEJQGDqhA3CQhYNucfdD4fGvOhHuXPPhPomXpzUlQppfZXvT0pugkYn3F/XOqxnNukSi4VkDojpZRSql/kE+jzgYNEZJKIBIELgZnttpkJtF7y5wLgha7q50oppQqv25mixpiEiFwFzAZs4F5jzFIR+SlQY4yZCfwR+IuIrATq8EJfKaVUP8pr6r8x5ingqXaP3ZBxOwJ8trBNU0optTd8uTiXUkqpjjTQlVKqSGigK6VUkdBAV0qpIjFgqy2KSC2w91NFPZVA4ZfM23ftT8e7Px0r7F/Huz8dK/Td8U40Jvd61wMW6L0hIjWdzZQqRvvT8e5Pxwr71/HuT8cKA3O8WnJRSqkioYGulFJFwq+BPmOgG9DP9qfj3Z+OFfav492fjhUG4Hh9WUNXSinVkV976EoppdrRQFdKqSKxTwf6vnZx6r6Ux7F+V0TeFZFFIvK8iEwciHYWSnfHm7Hdf4iIERHfDnfL51hF5HOpf9+lIvJgf7exkPL4LE8QkRdFZEHq8/zJgWhnIYjIvSKyPXWRn1zPi4jcnvpZLBKRY/q0QcaYffI/vKV6VwEHAEHgHWBKu22+Afxf6vaFwN8Gut19eKynAaWp21/367Hme7yp7cqBl4G5wNSBbncf/tseBCwAhqbujxjodvfx8c4Avp66PQVYO9Dt7sXxfgQ4BljSyfOfBJ7Gu4TqicC8vmzPvtxDPx5YaYxZbYyJAQ8D57Xb5jzgvtTtvwNniEj767b6QbfHaox50RjTeqXbuXhXjvKrfP5tAX4G3AJE+rNxBZbPsV4O3GWM2QVgjNnez20spHyO1wCDU7crgM392L6CMsa8jHcNiM6cB9xvPHOBISIyuq/asy8H+lhgQ8b9janHcm5jjEkA9cDwfmldYeVzrJkuw/vW96tujzf1p+l4Y8ys/mxYH8jn3/YDwAdE5DURmSsiZ/Vb6wovn+P9CfAFEdmId52Fb/VP0wbE3v5u90peF7hQ+w4R+QIwFTh1oNvSV0TEAm4DLh3gpvQXB6/sMg3vL6+XReRwY8zuAW1V37kI+LMx5tcichLe1c4OM8a4A90wv9uXe+j708Wp8zlWRORM4DrgXGNMtJ/a1he6O95y4DBgjoisxas9zvTpidF8/m03AjONMXFjzBpgBV7A+1E+x3sZ8AiAMeYNIIy3kFUxyut3u1D25UDfny5O3e2xisjRwD14Ye7nGit0c7zGmHpjTKUxptoYU413zuBcY0zNwDS3V/L5HD+B1ztHRCrxSjCr+7ORBZTP8a4HzgAQkUPxAr22X1vZf2YC/5ka7XIiUG+M2dJn7zbQZ4m7OYP8SbzeyirgutRjP8X75Qbvg/AosBJ4EzhgoNvch8f6HLANWJj6b+ZAt7kvj7fdtnPw6SiXPP9tBa/E9C6wGLhwoNvcx8c7BXgNbwTMQuBjA93mXhzrQ8AWII73l9ZlwJXAlRn/tnelfhaL+/pzrFP/lVKqSOzLJRellFJ7QQNdKaWKhAa6UkoVCQ10pZQqEhroSinVD7pbyKvdthNTi/AtEpE5IpLXUh8a6Eop1T/+DOS7rMOv8NaAOQJvyOdN+bxIA10ppfqBybGQl4hMFpFnROQtEXlFRA5JPTUFeCF1+0VyL17XgQa6UkoNnBnAt4wxxwLfA+5OPf4O8JnU7fOBchHpduFBXZxLKaUGgIiUAR8CHs1Y9TuU+v/3gDtF5FK8awJsApLd7VMDXSmlBoYF7DbGHNX+CWPMZlI99FTw/4fJY/VNLbkopdQAMMY0AGtE5LOQvlzdkanblallpAF+ANybzz410JVSqh+IyEPAG8DBIrJRRC4DLgEuE5F3gKW0nfycBiwXkRXASODGvN5DF+dSSqnioD10pZQqEhroSilVJDTQlVKqSGigK6VUkdBAV0qpIqGBrpRSRUIDXSmlisT/Aw/5JrbgptshAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def sig_simple(signal):\n",
" time = np.arange(0, len(signal))*Te\n",
" signal_win = cos_window * signal\n",
" signal_filt = scipy.signal.sosfilt(chebyfilt, signal_win)\n",
"\n",
" freqs, sig_tf = get_fft(signal_filt, Te)\n",
" \n",
" energy_f = np.multiply(sig_tf, sig_tf)\n",
" bary_f = sum(freqs * energy_f) / sum(energy_f)\n",
" var_f = np.sqrt( sum((freqs - bary_f)**2 * energy_f) / sum(energy_f) )\n",
"\n",
" plt.figure()\n",
" plt.plot(time, signal, linewidth=1)\n",
" plt.plot(time, signal_win, linewidth=1)\n",
" plt.plot(time, signal_filt, linewidth=1)\n",
"\n",
" plt.figure()\n",
" plot_fft(signal, Te)\n",
" plot_fft(signal_win, Te)\n",
" plot_fft(signal_filt, Te)\n",
" plt.vlines([bary_f-var_f, bary_f, bary_f+var_f], 0, max(sig_tf), colors=['r', 'g', 'r'])\n",
"\n",
"signal = my_data[:,101]\n",
"sig_simple(signal) \n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def weighted_quantile(values, quantiles, sample_weight=None, \n",
" values_sorted=False, old_style=False):\n",
" \"\"\" Very close to numpy.percentile, but supports weights.\n",
" NOTE: quantiles should be in [0, 1]!\n",
" :param values: numpy.array with data\n",
" :param quantiles: array-like with many quantiles needed\n",
" :param sample_weight: array-like of the same length as `array`\n",
" :param values_sorted: bool, if True, then will avoid sorting of\n",
" initial array\n",
" :param old_style: if True, will correct output to be consistent\n",
" with numpy.percentile.\n",
" :return: numpy.array with computed quantiles.\n",
" \"\"\"\n",
" values = np.array(values)\n",
" quantiles = np.array(quantiles)\n",
" if sample_weight is None:\n",
" sample_weight = np.ones(len(values))\n",
" sample_weight = np.array(sample_weight)\n",
" assert np.all(quantiles >= 0) and np.all(quantiles <= 1), \\\n",
" 'quantiles should be in [0, 1]'\n",
"\n",
" if not values_sorted:\n",
" sorter = np.argsort(values)\n",
" values = values[sorter]\n",
" sample_weight = sample_weight[sorter]\n",
"\n",
" weighted_quantiles = np.cumsum(sample_weight) - 0.5 * sample_weight\n",
" if old_style:\n",
" # To be convenient with numpy.percentile\n",
" weighted_quantiles -= weighted_quantiles[0]\n",
" weighted_quantiles /= weighted_quantiles[-1]\n",
" else:\n",
" weighted_quantiles /= np.sum(sample_weight)\n",
" return np.interp(quantiles, weighted_quantiles, values)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Analyse de tous les signaux, pour extraire les paramètres significatifs"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"\n",
"def extract_params(signal):\n",
" # fenetrage\n",
" signal_win = cos_window * signal\n",
" \n",
" # filtrage\n",
" signal_filt = scipy.signal.sosfilt(chebyfilt, signal_win)\n",
"\n",
" # fft\n",
" freqs, sig_tf = get_fft(signal_filt, Te)\n",
" \n",
" # moyenne\n",
" energy_f = sig_tf**2\n",
" bary_f = sum(freqs * energy_f) / sum(energy_f)\n",
" # variance\n",
" var_f = sum((freqs - bary_f)**2 * energy_f) / sum(energy_f)\n",
" # moments (3 à 10)\n",
" moments = [sum((freqs - bary_f)**n * energy_f) / sum(energy_f) for n in range(3, 11)]\n",
" # fréquence max\n",
" max_f = freqs[np.argmax(sig_tf)]\n",
" # max par pondération suffisemment forte\n",
" #max_f = sum(freqs * (sig_tf**20)) / sum(sig_tf**20)\n",
" # quantiles\n",
" q1, median, q3 = weighted_quantile(freqs, [0.25, 0.5, 0.75], sample_weight=sig_tf**2)\n",
" \n",
" return [bary_f, var_f] + moments + [max_f, q1, median, q3]\n",
"\n",
"\n",
"barys_vars_f = []\n",
"for i in range(my_data.shape[1]):\n",
" barys_vars_f.append(extract_params(my_data[:, i]))\n",
"\n",
"\n",
"color = np.arange(len(barys_vars_f))\n",
"\n",
"\n",
"vars_f, barys_f, mom3, mom4, mom5, mom6, mom7, mom8, mom9, mom10, maxs_f, q1_f, meds_f, q3_f = zip(*barys_vars_f)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fa23b9ff6a0>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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vzHqTm2ZdwpSv7tMVoaaUcDDChpVb6T+smPzeuckOx0hh2iljWrtWa232S4AlIvK4qka7KCajDaKRGAte/wR13J/Gl//9gadk7zjuiNFwMMLy99f2uGRfX9PAZUf9ipqKOkD5/QvXM2Li4Fb3M3qmVG+i8cJrm/3BIvKyiKwWkXUisl5E1nVqZIYnPr9Nn5J8LEvw+SyGjuzb6j4HHDEO27YIZPrJyApw0DE9K9EDLHxlGdW7agnWhQjWhZnz4Ou731NV/vn4u9x6/T9Y8NaqJEZppAK3N47n2jgpy+sI2gdxm20WY2ripBQR4c6Hv8dj971GIMPPeZd/YWzGFwwdN4B75v2Epe+sZtyUEYzat+fd0fYdVIQmPptnZPoZMLx493v/+eciZt/3GuFQlEXvrOH3f7uI0eMGJCtUIwWkfTNOE9Wq+mKnRmK0W8mAQq75VdvquQwd25+hPbjg14SDR/L9X57Ji4+8zT4Hj+T0Hxy7+701K7cTDrmtliKwcW2ZSfY9XDo043hN9q+LyB3AP4Fw48rGKbJaIiJfw62rYwN/U9Xb93h/CG7B/oLENj9R1bke4zKMdjvhgiM54YIjv7D+2JP257V5S7FtweezOfCQkUmIzkgVSup3q/TCa7Kfmvh/09KdCny1pZ1ExAb+DByLW2B/YWL6rBVNNrsJeEpV7xeRCbjFf4Z5jMswOtw++w/h/icuZePanUyYNISCwpxkh2QkWRq04nguhHZ0O49/MLBGVdcBiMiTuFNtNU32ittvH6AXbndPw0iqgYOLGDi4KNlhGKlAQdOgXIKnx8ciUiIiD4rIi4nXExLlOFvjZfqsnwPnJcp9zgWu9BKTYRhGV0mHEbRe+wrNxi2O3/iUajXwww6K4VvAbFUdhDta9xER+UJcInJJ41RfZWVlHXRqwzCM1ql6W1KZ12TfR1WfAhwAVY3hrQtmc9NqNXUx8FTiuO8CmUCfPQ+kqjNVdYqqTikuLt7zbcMwjE6RLrVxvCb7ehEpIvGconGKLA/7LQRGi8hwEQkAZ+NOtdXUJhKF+0VkPG6yN7fuhmGkBgVUvC0pzGtvnGtwk/RIEfkfUAyc0dpOqhoTkStwm4BsYJaqLheRW4FFqjoHuBb4q4j8CPfbeqFqqn8g6v7CwQiLXl1Or6JcJh46OtnhpJSKHVU8fc+LBDL9nPXDE8jplZ3skIwkS4eM5LU3zgciciQwFhBglddaOYk+83P3WHdzk69XANM8R2x8afG4w7Un3sG2dTtRVb51zQmcdfXXkh1WSlBVrj32Nko3lWNZwvJ3VnPn/J8mOywjqSQteuN4SvYicv4eqyaLCKr6cCfEZHSynZt3sWVNKeGg+/f6xUfeNsk+IRqJsX1DGeooDrBmycZkh2Skgp5yZw8c1OTrTNw29g8Ak+y7ocK+vfBn+ImEYvgCNmMOGJrskJLuvXkf8dCtz9JvaB8mHjqGTz/aAMBXTp3S8o5G+tMeVC5BVT/X911ECoAnOyUio9NlZge4a+71PP3H+fQu6cXZPzoh2SElVeWOam4770+EgxE2rtjCQcfvxzX3XYw/w88hJ+yf7PCMVNCBd/aJ55PfTRx1KXAR0B83pxbhFpz8tqpGRCQD96b6QGAX8E1V3dCe83q9s99TPTC8nfsaKWDw6H5cc+8FyQ4jJVTvqqVxitFYNM7OTbs48htTW97J6GE65s5eRAYCVwETVDUoIk/h9lI8AbhbVZ8Ukb/gdkm/P/H/SlUdJSJnA78Fvtmec3sdQfu8iMxJLC8Aq4B/teeEhpFqhowbwD6HjiEjO0AgK8D5P2tbBVGjB3A8Lt74gCwR8QHZwHbcOmPPJN5/CDg18fUpidck3j9GvMw72sxJvbizydcxYKOqbmnPCQ0j1ViWxW3/vo5NK7eRX5RL734FyQ7JSCWN/ew74lCqW0XkTtzxRUHgJdxmm6rEYFX4fFmZ3SVnEl3Zq3Gbesrbem6vbfZvtvXARvqpqaznkbvnEwpGOPeqY+mXRoXCLMti2D6Dkh2GkaLa0M++j4gsavJ6pqrObHwhIoW4d+vDgSrgaaBLusJ57XpZy94fUQigqpq/l/eMNPOLS/7OqiWbcRyHD/67mkff/Rnt/ERpGN2L92RfrqotdeGaDqxX1TIAEfkn7jijAhHxJe7um5aVaSw5syXR7NML90Ftm3ktl3AP8BPcjxSDgP8D7lHVPJPoe46Nq0uJx+Koo1Ttqts9m5NhpL2OK5ewCThERLITbe/H4JZ8f53PqhJcADyX+HpO4jWJ919rb4UBr8n+ZFW9T1VrVbVGVe/H/Shi9CDHnXkwmdkBMrMDTD58DJlZgWSHZBhdQtTb0hpVfQ/3QesHuN0uLWAm7g30NSKyBrdN/sHELg8CRYn11+DedLeL1we09SJyLm4/UMUtS1zf3pMa3dP3bvw6hxy7D+FghMlfGZPscAyja6hAB5ZLUNVbgFv2WL0Od7KnPbcNAWd2xHm9JvtzcOeR/QNusv9fYp3Rg4gI+00187EaPVBPKZeQGLFlmm0Mw+iZ0iDZex1UNUZEXhWRZYnX+4nITZ0bmmEYRopQj0sKazbZi8ilIjIu8fKvwA1AFEBVP8Yd4msYhpHe0mTykpbu7B/lsye/2ar6/h7vxzBSTk1lPa//axGrPmy9NG99eAk1wTfxODWBYfRYHdUbJ5mabbNX1ToR+V7iZbmIjOSzaQnPwK3nYKSQ+toQlx17O/V1YdRxuOq3Z/PV0/Y+vqO05i+UVt8NWGQFJjCm7zNmgJRhNCfFE7kXLbbZN5mN6nLgAWCciGwFfghc2smxGW306cebCNZHCNWHCQejzH9iQbPbltXOxtEgjtbTEP6YaLy0CyM1jO4lre/sG4mIBUxR1ekikgNYqlrb+aEZbTV4ZAmO45bey8j0M3HqiGa3zfKPJxYvQ4lhSQY+u7CrwjSM7ifF2+O9aDXZq6ojItcDT6mqGUiVwor69eL2f1zBi4+9w5Ax/TjlO0c2u+3wPn9gW9UdROMV9O91FZZkdmGkhtGNdIOeNl54HVT1iohcB/yDJiNnVbWiU6IyPHtj59u8sH0eA7MG8P0RFzJ2/6GM3b/1aQZtK5/BvX/ZBREaRhroQcm+cWaUy5usU6D5dgKj020LbuehjY8TcaKUhXfx2Kan+d6Izpl9alewgfmblmD5Szm47wRG5I7tlPMYRioS7xOTpKwWH9CKSGNNhmNUdfgeS6uJXkS+JiKrRGSNiOy1gI+InCUiK0RkuYg83o5r6LGqo7VYiX/CmMaoiFR2znnCIU789wO8VX0/b+16lj+s/g0fVDT/8Ncw0k46D6pKuCHx/2da3GovRMQG/gzMACYA3xKRCXtsMzpxjmmqug9uLx/Do9G5IxiSPZiAFSDDyuD0gV/vlPMsKdtORkY1AwPV/KD4Iy4o/JAPd/2HdlZaNYxuxWtPnO7eG2eXiLwEDBeROXu+qaont7DvwcAaVV0HICJP4tbXWdFkm+8Bf1bVysTxdrYl+J7OZ/n42YQfszNcRr4vj2xfdqecZ1RBEcGwzeXFS8lI/ET3sZ/mysXF/GHy5diW3SnnNYyU0QN645wITAYeAX7fxmPvnjsxYQswdY9txgCIyP8AG/i5qs5r43l6NEss+mWWdOo5AvYyfjetnExRGsddFfrCVMc/5qENT/GdEd/q1PMbRtKl+F27Fy0me1WNAAtE5LDGabQ64fyjgaNwZ8B6S0T2VdWqPTcUkUuASwCGDBnSCaEYe7Mr+B4f7rgCR0PsEJs+dhyAj4KFWKKsqP0Yd3oDw0hfqd5E44XXEsftSfSNcyc2ajqvYqMtwHuJkbrrRWQ1bvJfuJcYZuLO6MKUKVPS4FvfPVSFP8TRCAArowGq6wrYGctncUN/FGFi/vgkR5hcyxZv4OnZ/2XAkCIuuGK6mb0rHWl69Mbx2vWyPRYCo0VkOG6SP5svTnjyb9zbwr+LSB/cZp11nRiT0UZ9sqaxrmomcY0TV4dny/alPJpLlhXhwMLxnDe0585hU7mrjhsve4hwMEog4CPYEOGHt5ya7LCMzpAGt5de56Bts8Qs6VcA84GVuCNwl4vIrSLS+GB3Pu5D4MYJd3+squ2aOd3oHL0y9mVq/8cZXfADAk4GNw55ibOKFrOhbABjc6ayqGIpv155H//e+hKOpsHtTxuUlVZjJR5iRCIx1n1iagOmrTToeunpzl5ExgD3AyWqOlFE9sOdhPxXLe2nqnOBuXusu7nJ14o7ie41bQ3c6EoOFTV3MzKzBkvgyMJ1LClaz/BeAe5d8yBhJ8LS6lVkWBnM6N98iYZ0M3xMCSUDCtmxvRInrpx+/rRkh2R0kh7TZo87ecmPcStfoqofJwZAtZjsjdShqiyq/JBtwVKmFk2hX2Zfz/uuq/orEKax81nAgrNHjKY2toM+gZ1YxCmL5PFW2aIelez9fh/3PnEpSxdvoLhfL4aM8P49NYyu5rUZx0xe0s29tOM17l/7IM9seY6blv2K6miN530zfSXUah4xBEdhezCX696L89LWJ8m1Q+T4ogzOqmRl9ZZOvILUFMjwc+Bho02iT3cd2IwjIgUi8oyIfCIiK0XkUBHpLSIvi8inif8XJrYVEbk3UYXgYxGZ3N5L8JrszeQl3dwHlR8TdiI4uO3qG+s3t7LHZ0YVXklh1lfZGB/MmzWj+PmKGeyKCEjd7n73gpLry+qM0DtdKBLjl0+/yrn3PMGLH3yS7HCMVJPojeNl8egPwDxVHQdMwn2m+RPgVVUdDbzKZ7MEzsDtoTgat+v5/e29DK/Jfm+Tl/ygvSc1ut6Uwv3JsALYWAgwLMf7WAWflUO1U8yWaA74lZv2fYWbJ7xCQ10Btvhw1CLiFPCzfb7feRfQie6b/w7PLVzO0k2l3PKPl1lbavoIGHvooDt7EekFHAE8CO5YpsS4olOAhxKbPQQ0dus6BXhYXQuAAhHp355L8NrPfh1gJi/pxo7tdzS9MwrdNvveB5Lvz2vT/lWRjTgaZVKgguH+Og7oX8FJrMPu/SIhtXFiC9hQdTbVdSXsW/wnsvyDOulKOt6GnZVEYu5gMdsSSqtqGdmvKMlRGalC6NAHtMOBMtzu5pOAxcDVuJ1fGltLSoHGYfF7q0QwkHa0rHjtjZMBfAMYBvga5ypV1VvbekIjeQ4s3J8D2zkh1aTe3+bV7T+n2A7ha/zJd2LcvOhB+uVO5PDed+BomGikik923cwB/WZ1XOCd7MKjp7Dg001YIpQU5HHgiO7zh8roIt6TfR8RWdTk9czEgNBGPtwSNFeq6nsi8gc+a7JxT6WqIh3f/8drb5zngGrcv0Lhjg7CSH3D847g4MhtbK2+mFwriiKE1Obdch+FNcs4tECxBMAh7tQlO9w2mTxiIHN/+h22VdYwbmAxAV9njjU0up22VbQsV9UpLby/Bdiiqu8lXj+Dm+x3iEh/Vd2eaKZpLArppRKBJ15/qgep6tfacwKje6qPVfNu+b/xiZ99C47lmS3zGCJ/Jd+OsjlmI9j8eu3x1MUzaQgq5ZEplGS8hyWZjO7902SH32Z98nPok5+T7DCMVNVB4wVVtVRENovIWFVdBRyDWwl4BXABcHvi/88ldpkDXJGoGjwVqG7S3NMmXpP9O4kCZUvbcxKj4wXrw9TXhigqyaexWa0jzV73EyojpYgIb5XNY3lNDpf2344QJ4gFCDWR0WTbYQK2j8MG/p4B2QEsycQSc2dspJcOblS5EnhMRAK45WEuwu0s85SIXAxsBM5KbDsXOAFYAzQktm0Xr7+VXwEuFJH1uM04gtu0tF97T2y030fvruHn35+N4yiHHDOBG+45p9mE72iU7TUPEIqup1/eheRk7Nvq8eMaY1dkG6Cg4Gg1SDarGvozLns7tvjonTWFOcddxea6Svpn55PtMwXAjDTWgcleVT8C9tbUc8xetlU+Px1su3lN9jM64mRGx3jwd3MJh6IAvP/6SrasK2PwyL0P6tlceTs76x7H0RAVDfPYf+Cb+O0+LR7fFh/Dc/ZjS8MqAGLaF8eJ80rVBJbXDuTg/EOYNvQyLLEZmd/ysQyj2+sGdW+88Nr1cmNimsESr/sYnaegKBfLFpy4oqpk52Y2u21t+AMcDSVeCQwasTgAACAASURBVKHY5laTPcA5Q29mZc072OJnQOZw/r7qWhpiVayrns5pB16KJf4OuhrDSH09pjaOiFwJ3ALs4LNHFQqYZpwk+OFtZ/Dbax6nbHsV3/7hcRSV5De7bUnuuWyoXAUIfquQbP84T+ewLT8TC9w6N69suZgB2etQ4owreJ5s31UdcRmG0X30lGSP2+l/rCk/nBqKSvL53WOXetq2OO8MsgKjCMe20CvrSGyr7SUN6iKbUdxBR1EnSDReT4avV5uPYxjdVTpMXuK1XMJm3H72RjeUm7E/hdkn0BCnTTXntzZU8OCa11lTtx9xFeIqlEczmL/l98QjH+E+OzKMNOe1VEKK/zp4vbNfB7whIv+hyaAqVb2rU6IyOlQoHuIXy24j7qwGKeQnE26nd6CgxX1qokHOe+c+6qIhCjKjHNh7IMMCFUzNLGOY72Hqyp8kkH0WWQWmyrWR3iSxdHde7+w3AS8DASCvyWJ0A2+XvcmozNcZn7OZ8dkf8+zGm1rdZ0NdGXF1sKwYcbUYHdjJwdnrGR2oJWA5CCGiDY91QfSGkQJ6yp29qv4CQESyVbWhc0MyOprjbMQSJ1HOAOLxZa3uMzy3L36xiaoPiDDAX4Xfcogh+BQQsOyBnRq3YaSKdOiN4+nOPlFcfwXwSeL1JBG5r1MjMzrM+MxypmRuZkJgO7bGse3WH67m+TN5fNoVXDbmeCb06s+qhn5EHJvtcaVOLeyM6eQUPd4F0RtGCkiDO3uvzTj3AMcDuwBUdQluTWYjxYUiq6iv/ysBiZMrYUYEwpw2+I+e9i3J6sXhJSPZEdpGNVlsjhRRGinmgZ3nkVs0C8vnvSa+YXRbHT95SVJ4Tfao6p5TG8U7OBajEzy64XkijvtPJcDg7PH0yfSepAOWj7E5GxmZWcGxOfV8JbuB/+v3LBpb20kRG0YK6kF39ptF5DBARcQvItfhTqVlpLgnt5azor4fMbUIOn6Kev2k9Z0StjVU8+6OVZRk1jDMH8YvSsBSMiSOBp9r/QCGkSZEvS2pzGvXy0tx500ciFtL+SU8FucRka8l9rWBv6nq7c1s9w3c2s4HqeqivW1jtF2/zCLu23Yk2VaYmGbxn8ET2BXexura9ynJHM6I3El73W9zfSWnvPoAuf4GThzio9rx7b5xEclEfMO67BoMI+lSPJF74TXZq6qe29aDJ+rp/Bk4Frdo/0IRmaOqK/bYLg93lO57XzyK8WVMyavivL7zyLIcVtb14b+bT2d9OMSOaB622Jw88Gr2KfjKF/b77461xB2HHUGbT6uLsQRstSmJg5Uxnf1KTt3L2QwjPaX6XbsXXpP9AhH5CJiFOyu610s/GFiTmMOWRAH+U3AL9Tf1S+C3wI89HtfwwNEYk3Oe4+BMtxDagRlb+SiyjZEBi7r4EGqdLD6pfXevyX5CQT8QdzjJorIJLN1mc3+dg6MWfsti2XkOGbbnRz6G0X0pHTZ5STJ5TfZjgOnAd4A/ishTwGxVXd3KfnubLHdq0w1EZDIwWFX/IyIm2XewIb4oNom8DRRaUBoXsqwoQS0gGhvEispSJhT2+9x++/cexL1Tz2DelhUc1ncQsaofsl/hWtbUFvN/H56JpMWYQsNoXQdPOJ40nm7N1PWyqn4L+B7utFnvi8ibInJoe08uIhZwF3Cth20vEZFFIrKorKysvafsUQQbi2IaGxwFiJJFpl3ImF7nsaJ8X37z4WbOem02T6/76Av7H9lvNL+ZcgpH99nApN5byLZg/17l/P6Qf7IrsqNrL8Ywkqmn9MYRkSIRuToxa/p1uNNq9cFN0i2NrGltstw8YCJu3Z0NwCHAHBH5wiwuqjpTVaeo6pTi4mIvYfd4O2vewKdbiRInpg5rQln0L7qXqYNeZkDW1/l4Vwb1sQiheIyHPn3/C/vXhpewdteNVAX/R6bE8CP4RJiYWcbr28yYOqPnEFVPSyrz2ozzLvAIcKqqbmmyfpGI/KWF/RYCo0VkOG6SPxs4p/FNVa3G/aMBgIi8AVxneuN0jK11pfQXiGgc1RglgQgvb/wr96xcyuTiAaBKQXYDvbLD5AZ8RJwoAcudlCQU28ryHefgaBBLMhniy0QIAhBXi3xfuKVTG0b66AZ37V54fcI2VlV/CVSJSG7TN1T1t83tpKox4ApgPm6//KdUdbmI3CoiJ7c3aMObMcWnsLq+yC1FLKCifCXvbXYG63h96zqOHTyUPnkhfHacei3n2c1v7N43GP0UVbdd3tEQddZ+RNVP2LGp1zwO739dkq7KMLpeT+pnv4+IPAL0BkREyoALVLXVilqqOhd3hvSm625uZtujPMZjeOC3HTb592E0pfgTtyb1cXdi8LjjYIlDhuUj5ESIOjF2RT6bsmBtQw1hJ4IlFgIsbhjEwqpeFNhBcjImcW2gJBmXZPRgC+YtYe3SzRx24v4MnzCoS8+d6qUQvPCa7GcC16jq6wAiclRi3WGdFJfRAVZUv0hdrJS3GwYxNWs7maJkW2GuG/MWc0qP5MohL7GxfjlPl+/Ltmh/Tht45O59l1V/xMb6sRT7aqmKZbEhXElUbSrjmUhkNVEnit9KvXlow9EYjy34iKqGEOccMol+vUwl7nTw6lMLuPeaR4iEojz9h3n85X+30G9oFz67S/G7di+8JvucxkQPoKpviEhOJ8VkdBCfBABhZzybbdFchvqrCdgOpwxYzqlDQjixNQzLiHFV/50sl78xIKsPdaEw2YEAA7NH8WndR2yJ9MZRoSacQXbAQYCijCJ8kprzzv/0n/N5beVaYnGH5z5awSvXXYzftpMdlvElLXxlKeGGCABiCas/2NB1yb4TmmgSA04XAVtV9aTEc80ngSJgMfBtVY2ISAbwMHAgbiHKb6rqhvac02ub/ToR+ZmIDEssN+HOXmWksLH5xxHRLBwV4vrZyBDFIRRdB8QAsIjz9KbnOOuRvzP1t/cz/Z4HWVW1ipgKDhBTiy21xQzyZfLt4oV8o/A1KoOvN3veZFq0YSvhWJy4KjXBEJX1wWSHZHSAw07Yn4zsAD6/DSjjDhrRtQF0fNfLq/l8fbHfAner6iigErg4sf5ioDKx/u7Edu3iNdl/BygG/plYihPrjBRWEd3FjmgemyJ9eK1+FA3qRxV2xTNYE8kn4tiEHB/Lg/2oimaxsXoXcUfZWVsL4dUU2w042KhYxBw4NO91AlJH3KlgdfkVaBvms+0qM/YdQ5bfT5bfx5DeBfTJNR9A08ERpx7ELY9ezkU/O517X72JvoOKuuzcjYOqOuoBrYgMAk4E/pZ4LcBXcWuDATwENNYjOSXxmsT7xyS2bzOvM1VVAle15wRG8hT4e6OOYKlDVIX5dcPJt4MggqM2c7ZMJIKfTeFCinwFbK3OBGL8fPpzTO29ESTKooZBvFf/VSpDGfiaPKVSjZOKDZn/N+NIpgwbRE0wzPETR2NZZqRvuph81AQmHzUhKecWx/PPep/EeKRGM1V15h7b3ANcz2dTuxYBVYnei+BWGmicBm53FQJVjYlIdWL78rZdQSvJXkTmtPS+qprukynKUYd7Xn+ZD1YO4bAjlmBbDoqgWAgKWGwO9mV7OJts28d1E8/lucq1vPnJUg4dsgbbchP7Ybk15Oacz7xN/+KhjYfxveFvIcBjq6bh+LYwbeDQpF7nnkSE6RNGed5+65pSYtE4Q8YNoJ03TEa6a1sTTbmqfmFQaCMROQnYqaqLEx1dukxrd/aH4v5VeQK3IqX5begmfr/qCV6XxVgTYliWgwjUONkELJt+GX0YmnsqCyrrCDqlnD74YCb3Gc7krw9HTzqanaUPok4lYOPzjWRy7hB+vu+JLKnayg/+O55wOE5cbUqDb/Hcad9O9qW22xO/ncPjt/8bEeH4C47k8rvPT3ZIRorqwK6X04CTReQEIBPIxy0BXyAivsTdfdNKA41VCLaIiA/oRWLGwLZqLdn3wy1P/C3cka//AZ5Q1eXtOZnRdd7Y+QH4HByEqlgWeUQQURYs35f7T7uDDL+P+/fS7Clis0HuYmfNzwk7AXaGLua+1/4GwNcmjCYe9RFX8IlFv5zu3a3xH3c+TyQUBeCFma9w6R3nYvtMzx1jLzqoxVJVbwBugN1d2K9T1XNF5GngDNweORcAjbMDzUm8fjfx/mttqDr8OS0+oFXVuKrOU9ULcOvWrMGtY3NFe05mdJ2BWfkUZdRTlNHAJ2UDeHfheBZsGcFKJ48Pt2/i1XVrmbfmU6Lxz88uqao8tvZRhmVvYnzuGnZEZhGOxwnH48xdvppfTpvOiF69mTZoKL8+/LgkXV3HKBpQiCTa9HMLc7FMyWajGV0wgvb/gGtEZA1um/yDifUPAkWJ9dcA3qea20OrD2gT/TxPxL27HwbcC/yrvSc0uobfqsJ2lF6+eib130y0n8WmYBHVgQBXLn6QXZt6k2X7mTpoEFcddCh/ePMdinNzuGH6kZw34G0CiTb7swYu5ln7CMJxG59lccqo8Zw1bt8kX13H+OW/ruVPVz9EJBzlst9/27TZG3unQCcUOVPVN4A3El+vw53/Y89tQsCZHXG+1h7QPoxblXIu8Asv5RFSyYaVW3n0jhfI753LRTedSl5Bz+mG19e/jcm5W8iywkTVBoQcX4TCQD0rfAOozcmhPqq8sWE9iz/dSjAaw29ZVAVDXHlYAVAKgOBnUv8BVIVi3DT9KDJ87RtMFYxG+eMb77K5sprvHjaFSYP6d9zFttOAESX8+vnrkx2G0Q30hHIJ5wH1uAMArmpy5yO4Ze7zOzG2LyUSjvLjU+6ivqYB22ezY9MubnuqZ/Qe3VzzLF/J+xjBocEJkGU5DPPV0+DYvCMDyS2OMKGwlP98NIksfxHhCrcpJ+I4rCovo1/B36it+yGqQfrm/5o/fmMahZlZ/OOZ93nsnrc49JCRnPPNQ/Z6J1y6s5pb73qBiuoGvn/e4ZTW1FNeWccaq4bX164nEovzv7UbmX/Fhdz6zKu89ckGxg8s5oHvnkav7Kyu/lYZRqvSZfKSFpO9qnbbRsy66gbCwQiqEIvG2bBqW7JD6jKbqn6PTRwRKLSCjAwEsQXyrCjH563llbrhrHOKGVZcwc8OuJD73niPj7ZuJ6hxdjY0cPTM/3HvaXexw7mT6qpf8b+147FqvsqOf2wmHIqxdt1O+pf04qtHT2Du2lX8esGb9M7K5k/TT+J397zIslXbUIWf/fE/WJk20VicumEW0SaldP79wUoWrNlM3HFYtrGUGVfcx72Xn86UA4cn7xtnGHuj2inNOF2t2ybz1hQW5zNh6kgyczLIyApw6nePTnZIna4uFObn/3yFulDD7mkIbdHdHQlE3L/uQwO7EGwuGP9Vpg4czB0nHU9e1I+jStRxCMVivFP2W0LOJrL8UY4cvYyVoVWE/O5n2UgkxrbSaqpCQX70+ly21NWwrHwHP3ptLpXVDbt/L+ICkWgcVQjUQyxbieUoOTkB+uXmfPYLJFCbL3x/9r8pr6nv0u+ZYXiRDiWO0zbZiwi3PXklN//9+9zx3DWceeXxyQ6p0930zMu8s/p/5MeDDLDryJEwDWrhqEUAG0uFuDrsqs9l1XsjWf5+BgBPvL2E2urQ7uOIDXE7ROPg00yJc8qwj5i672ZysgNkZwc45qjxBGOx3X9IHFXWbS/nsguOJBDw4fPbDOpXQCzXom6gRW2JogIqsCNWz9SxQzhg2IDEXRMIQtyC/yxaSUdyVFlXVUF1OPS59arKzDnvcspPZ3HLrPlEorFmjmA02rxqG5s+2dr6hukoDaYlTM3ShR3E9tkccOT4ZIfRZdbsKOeSw+dRnFODJVBgRRD1U2y7NewRCGmInaFCPl3WjzWynMmjBoGCTy0C1XHiedA3O5t5aydywX7vkGuHOCpnO9bYzfjGZ1JTfyUl/b5PXl4mAAcEinmvwX2YWxmP8PCyJZROssCBqq3VhIoBy03kjUPy4nGltiHMzEu+wS8fmMuzyz9BLQj4bfrkd9xD9JjjcM6/n2Jp2Q4E4ZGTv4F8UkX5tkr8o4p5+KXFBMNRyqrqGNa/NxfNOKjDzp1u/v6zJ3n27v8AcOqVM/jub85pZY/0kup37V6kdbLvab5zxBQy+TNWk89r/X1RwIclgqoSEJuqcDZY4Fhw27OvkZsZ4IDhA1ixZQfHDB9FcEklL1bk82Lv8fxgxDvYEscnAEH6FL5NXt7Vu4+fXZcYhCSABS/VrCfguOvifT/rxeALQizb3S67Akpy3QnPbvzeDHKez+XN5es4auJIZkwe12Hfjw9Lt7G8fCfBmHvX/pNnnif71x8R7J9LZERv4iVuDJFYnPKqug47bzp66s7niUXc7+Mzd73Qs5K9AvHun+1Nsk8TG0ormDSgH2rdQSR6Pj6JEkOIE0Pw0TjobnUon1fXj8HKgngYgpEolgjfnX4gowb3xnFsnootZMQHq5gxaAUODuD+oXCwycn4/LOPSRMG8/qKJh/t9+igI1HQgGLHhd7bLaRW+eE3jyQ3O4OtVTX86F9zKa+r58enHs6MCWM69HvSOys7UdoZ/JZFw5oKwgNzqZ3cD2wLIU5mwCbT7+fsYw7o0HOnkkg4ykuPv0OoIczx505rVxfk3v0KKNvs1t4q7Nero0NMeebO3kgJf33+XWbPXYgInDhtH8qHn0px7ipOK1xKvuUjrg6WWDjqsMvJZb99NjMv3gtZl4k/ZBHOqeXaNX9B10GoNpOq+lwGfiVIwIoRxWJZpBdFVohdoYOYPuAHzHprIU+9t5R9BpXwi9OmM3/rWlZWlyFxJXujEOuliAOBSvfOXn1Cpm3z58tOd5uNEq6fM4+Pt27HSXx9yLDBFHZg98uRhb351RHHcP+HCxlV2Jsx66t5emgc/O4nj+wMPz8+42iOnzKWzED6/ir87tJZLHxlGY6jvPT4Ozzw9i1tHkB2+7wb+eOVs1BVrrj3ok6KNIWlQW+c9P0J70EenreIcOIB4xMfLKFPPI+LplYRVGv3P3Bjn5wMKwooGYEY9b0hFlRyxtaC370pz8gPIfWZ7IxmUR7LI9sKA1AaLeKpjX3Jlo3c98oCgtEYO2rqGNy7Fy+eewHbd1Ry7ZWPstYOE692zxW3Qf2CxMG2v5hcKhqCNB2r0hCJtjvZV9Q18PN/v0JpdR1XHzeNaaPdapxnjJ/IGeMnAhCbHqPi9md4qXQ7agkiwlcmDkvrRA+w5L+rdtcA2rp2J8H6MNm5mW06xuCxA/jdSzd1RnjdgrmzN5IiHotz8xl3sfjVZWRkBfCdPAEcBUvIyvQztt8WggSodwLUOzFyLcVSiKJYUk9NMJO6YAb4HdQW4ir41O2aKYCjQlZ2hDfKR7JPfi5+K05FNIcsf5jbn3yNxn6d0VicskRXyf4lhQw9dCgbFn1K1Iaa0W6vnsIKm1DYoe/4XpT7Pj9r1E+PPZLLn34eR5Wv7zOOAb3yiEbdAV7+xN330vXbeW/lJiaNHMBBYwc3+z258dmX+N+nG4k5Dlc8Modbpx1Blu3j8MPH8M6bq9i0oZyjj5vIbT87m2M/Xsv60gqmHzCaovwcGhrCbNxcwaCBheS1MQl2BwcePYEF8z9GVRkwvC9ZORnJDql76QY9bbwwyb4beuiXz7LolaWgEKoLYT/3Mb4DB4NtcWL+ID6t6004tpkVDGRLJMg+GZXkWFEqVcizw2TVRCFku0nbgqrSPHr7arF8cWrLc3DiFoU5QaKawc5IPpl2DBEoyAmyrbaMzNx81K/4bZuLjnBLd+8or+G/i9bgKFSNx+3UK1BeEiWQbbMktoOrX32B8bWFrN1eQUOJMr6kL3N/cD6Zto8+uTm8+PJS7vzjfACuu/J4ho8t4ft3P0M4GiPD7+PuH5zM1PF7r5+/pbKamON+TojF4tz7l1fwR+Dhh/5L1eZKwuEo/3pyAX9/+gqO2m8kR+03EoBdFXV89/LZhCMxbMvigXvPZ0D/gk7/N+xK1913Ea8+tYBQQ4TpZ+995LPRPAHEPKBtmYh8DbdWsw38TVVv3+P9a4Dv4k6GWgZ8R1U3dmZM3dVbzy5g/t/fYNC4Abww6w0SFSvAsrCjFr3e2waqvLNwOxuyxkCsnsEjdrI9lEuseBWjMst295vPtyM0fZIaj9nsWt979yrBIRaxsTPdpqHG3KAK2i/EwcUj+dGJ0ynOyyEr4A6LXbZ6OxmWTURiuxM9uP3qw1F3XTAeY1lDGdEBFliwtHwnd733DncdNwOAu//8MrGYs/vr71x9NI6jqEIoEmPhqs3NJvsrpx/G/z01D0tAyyPEaqLEgS3bqrBDUTccEdav3UlhUe7u/d747yrq6sNEo3EsS3jpteVceO60L/VvlWp8fpvjv+Q1LXtnNVvXljL1+P0p6JuyVVI6jZg2++YlZk//M249/C3AQhGZo6ormmz2ITBFVRtE5AfA74BvdlZM3dXqRWu54zv3EW6I8NFbKxB/ou6AbYNlIXaiq6PfombqYCQOa/xFbKjM5/QBHxAVm6ja+HBoiAd4ZeM+7v6Jn187KDiWotnqJukYbN9SRN/+VWyNFTCsVwW25VAeyiE0Jsxb8hHLntrBbcd8nUcffZeNWyo49sjxoIIdBisMTqKlQELg5ELAsojFHPx1QjQ7cWEC1eHPmnb8fptwonuf328zefQgLEvw2RY+y2o20QMcN3E0+w/pT1VDiD/95kVW+UtRVXrlZxGKK47jYFnCqLH9PrdfSd98bNsiGo0T8Nv069vzepq05uXH3uaPP3oIQZh1y9PM+vC35PTKbn3HdGGacVp1MLAmUboTEXkSd/Lc3cleVV9vsv0C3MJrxh42r96OJDrPR4MRfGLv7h0gPh+S6EMfHN+XeH4mvmickj5VjMrdSXHAbVPfEC0iphYPfTKNinBeYyk7iIIVF5xc57OfBhtiMR/btvTBzoixrS4fny+Oz1bEB6DszCrn8tnPkf1plHjc4V8vfsj1lx3Pxm0V9B3Yi4c++YjV28vx1wn94rmcMWN/arc38I/Fi4lmOUTzIdvv49pDvrL7On/x01P49V3/QRBuvPZExgwqZtZ13+S9TzYxaUR/9h81kJb0zc+lb34uv/n1WTz77EJicYdvnH4Qq1dsZcumXUw7ahz5eySpaYeM4vxzDuPN/65i6kHDOe6YfTrinyytvPz424QbIgBYtsWnH25g/yTNBZsc6VEbpzOT/e6JchO2AFNb2P5i4MVOjKfbOvDY/cjMzsCyBCfuUDCgkB0by6HJrEoiArb7hLVgcgX5GSGGZlbsboJBhdJQAVtX9UVsUD+II1hhkAgkqiAntv3s3JY/7k5Q7thgu3fd6kA05KM+L8quaSBRi16rHG6ZOY+snACHHzCC+08/mbOvmUU4GiW2uoaa3ApimRZF/kymZhZzzXnH0L8gn0DiU8kDc97lwbnvkVecwZ+uPp3xQ0sAGDekL+OG9G3T9ysnJ4Pzz//sj8hBh47ioEP3Pi+tiHDOmVM558yWfjR7tkmHj+eThWsJN0RwHIfB4wYkO6QuZ3rjdBAROQ+YAhzZwjaXAJcADBkypIsiSw0Fxfk8uOz3rHzvU4aOH8QLf3uNp+95EU1kclW3+SV7TQXRohyyM8MMzqjAIk62BLGAyngW/3jtUAj6sH3iPiUBfLWAClY9OImxNpJoWdEsiDf48OdEcVSIRG2IWEQbfERrMiALEPcPR+0IIXe9EtEI8xavonRtOVlBQYNKlBj/emkJmmsTd5SPG7aydOlWhh5VCEBpRS2z5y0k7ihVdSFue/QVHr3x3C79HhvN+9b1X6dXn1w2fbKd488/nKJ+6fUA2xNzZ9+ixolyGzWdRHc3EZkO3Agcqarh5g6mqjOBmQBTpkzp/t/5NsorzOXgr7mjPC/6xZn4M3w8fvc8UAdFELGwgzEK31jPYSdtYHROGX2sOgISQxGCcT/BcJa7XRw0pvgrIbvCIeYHiYNTA3ZYyCgHOwK+iFLX36Z+TDZWloMTsdC4BXGQTAFHkcTHAScA9YPdNntfUPlg106yo477rroPauNxB0SIxR2q6z5rq7f26B1iW2lbn69bsiyLk757TLLDSB5Nj944nflbtRAYLSLDRSQAnI07ee5uInIA8ABwsqru7MRYkm7VorX86PCf8dMTbmPHxrIvdSzLsjj/pm9w5wvXU1CcR2OboqoiqgzetxqfKBkSwycOmRJjQFYVBeMq3P74qlhRyC6PE+qjVO4PwcEQLYSsCrAV7Ljib4jjDyqELeJBH+p8/sdF3PFZbqegMG7Bs0zB8QvhAovagT6cHAvHVuyw8//tnXmYFNW1wH+nqrdZmI2BAWQRUAiyiIpRcQmiMWpUfC5RY4wafIl5mrgbk89njHl5T2Oizz3B5eGSGDGJkSgRlbihgogKKkRA2UbWmWH2pbuqzvujaoZmmZl2nKVn+v7mq6+7q27fOqe768ytc889B/EgZFvkZceY88ibnHLqHSz45woGFubyg9OOoH6EUjHBY8PAOiobGvaiucHQQ/SBrJddZuxV1QEuB+YDK4E5qvqxiNwiIqcFzW4HcoGnReQDEZnbSne9Gtd1+cnXb+GjN//Fuy8u4+en//pL9bdtcyXz//YeCYXa6kawBKc4F6d/Lh6wesMQ4gkbVehnNVFoxykJNTGwXxUT7DyyN3mEapXyQyxqRvqx9tj+6LyxUAlXucS2xQnVuDQV2YRrLKzGwLg7ICpIwr8LsGsgVC2I1xxrGazW9QQ3IlSNsKkcE6ahv0Vetcfd151B1g6HyrpGqnC49TfP4zgug/YrwM3z5xzW1VYx8+E5req/8fMKvn/lY5z5g99xz1/eYNWGbbxbWsqbGzbgeu3Xj1u3YwefVVR8qe/AkFlIMJBqb0tnutRnr6rz8OvXJu+7Ken58V15/nQh3pigsc7Pp66esr20vMN9/Wv5Bq6+6GE8T7FtC2dgNqXHlaBRm35rHYqqvhOLBAAAF9VJREFUw5QMWIXagngWQ2yLiFg0qcu9Y57n6i0hrHUjcPeWC0vAyRYiTWCr4GZbRKoVNyKEq22iYZsc16aisQmNiL96woNwtUciz/+nYcchHPfnBJrDL7GExkEhfvvTsxk/fijVUY9N0yJ4ET9/zo6aejwUx/X8PlFWry/z71R2c/G4rse1Nz7NhrpqaofYrHpjCfd+uAQnH7IiIQ4fNpyHTju91c/v3kWLuP+ddxDg/AMP5Gdfa3WayGDYSZob8lQwztFuICsnxgkXTiOaHSESC3P+jWfstV087vD0owt56H9fZNvmyj2ONzXEue7CB/Fcf/Tquh6bpg3EybNxY0Ll2BDjT99IXkEjHhYHZsXJtyJkSYgCK0qWeFwzdR6hUbU0FQLi++rx/M2q80froUiIc849jNH7DSS7DPp9ruSXCdcfPJUHLziDrBohuxyiZTDaymPyxigjFzQw4tVGpm/J584LT+G4SaPJz96ZeiAnFuGAA/zQyfoDo7gRRW2lqVCZs/QjThi1H/kNIT+3fr2wb13OXld63vhfz7BlWxVN+RZYApaQyAO1oN5xeG3dWmrj8Va/iwfeeYcmx6HRcfi/997D6wMXsaGLUVqukXa3dhCRYSLyioisEJGPReSKYH+RiLwkIquDx8Jgv4jI3SKyRkSWi8jBHVUjLaJxMoGrZl3KGVeeQjQrwuBRJXttc+cvnmXhghU4CZeX/v4BT7xwNeHwzq9o5dK1JOIOhIJ9qnhRa+cSV8BrVNSDHHGIBsm+/KZKSCzAY/iErWz/NA9cf+QsHqB+wrJwJew/YTCXfG8a326M8x83P8VnG8oYP2ggZ00/kFg0zA1nH8s9cxeSn5PFXTNnUBiO8sfZCwmFbb5z8VHk5WczffL+rNpcxo1/mk/CcbnprONaZCkqzKa0ISg/GILNXi0hy2LezIu459FX8ES57MZpe3w+TU0JFr37mf+2BiWR4+cDshLgCYgFBbEsssPhPd7bzMCcHDZWVaFAYVbWHpPDBsPuCJ3qonGAa1T1PRHpBywVkZeAi4AFqnqriNwA3AD8BDgJ2D/YDgMeoO0Q9lYxxr6bEBH2Hd96Ii+AZUvWEm/yYyIrK+rYvKGc4aNLcBIuruNSMqw/diKBY1tg+fHphcsbKPtqDiqQu66JHa8PIz6xnKLhn+KpokmzRqUOuFisLxvQLJQ/agnsnRWHUAIu/NYR2LZFv5wYj99+IQnHJZwU03/uMZM595jJu8j+4+tO2kOfMYOLmXPVniGUlxx5KFe8PA8Nzvtp/Q4ABg/M57+va90FE4mEKCrMoaKijpxqGNA/m1BBlLpNDYT2i7HfqAFcPfWoNg34I2ecwU0vv4zjedw8fXqr7QyGXUhhLigVVHUzsDl4XiMiK/HXJM0ApgXNHgVexTf2M4DH1C9IsUhECkRkcNDPF8IY+zQiGrF38Q3ecd2TXPDjE/jlxb/HSbicd+VJXPKzU/nd3QtaDHXOlgTZz1WiFtiVjWxF2XfkIPJZQYXnkCshbBGqXIcGDbF8xxAs9bBtB8exWyZWQ/WQuxFiYpMd5LtRVUrrV/BW+cvkh4uZXnIWEevLZ0w8dOhQssJh6p0EsVCIgweltkhHRLj39vOZ/Yc3icXCXHz+kRR8wWX7IwsLefzsszsitiFTaXbjpEaxiLyb9HpWEDa+ByKyL3AQsBgoSTLgW4Dm2/+9LU7dh+AfxhfBGPs0IhwSfwQh/uO6Ndu45/onaWxIQE4Wjz+ykKknTSISC/t3ACJBGKViW3H2n15KIm5R3rCGodkO1R40SVAUXG3GhkLsO2A7k6b9jcHhOnIth5dWjeXOJ08kW8N46vvWRw8txtUEr5ReSlnjchy1WFw9jMpEGecOv6I9NdplcG4/nphxFk98tIwxRf25ZPKU1N9bks9Prz75S8tgMHwRvoAbp0xV2/1Bi0gu8BfgSlWtTp6fUlUV6fw1u8bYpxHHn3YQj9z1sv9ChIMOH8XmTzZBdgzNyQLL4s1//gsJUhuop+B64Lmc8T9v0X9kNTmhBBOza7CwqPI86hUcjTExYiEIubgclu1Q5SUQgWP3X807Y8Zx5vQreL90EyudCh7+4D1On9BAZXwVIhDCo9guo7R+TafpevCgISmP6A2GHqcTJ/JFJIxv6P+gqn8Ndm9tds+IyGCged1RSotTU8EY+zRBVZn71JKWFAgInPidIxlYnMtV5/+eBpWWiVjPUTRiQ9iCKITtBkrGVmLZyuRIHRFAsCgIR3EUmtRBsFsmSC1/qO+3EsW2YPzYQVzy2t/x1GNl1RKqXRg3JJjcRVAiHNb/hG7/XAyGnqfzEqGJfxE+DKxU1TuSDs0FLgRuDR6fTdp/eZBI8jCgqiP+ejDGPm345OPP2b6tpsU1A8Kdv3iWJ1++nl/M+h4/vfRRXE/xBNaflku8v4VdB0MWNJJwY9SUZZFbXE8EP8ImSyJYCCFLiKqFg0tI/UnWBk3g4Rv9D2sHMvLg43l09WP0L9zBxMEbmTTMLykQtgdjexWE7cF8ddBVjO7Xd4tyGwytokDnpUs4ErgA+FBEPgj2/QzfyM8RkZnAeuBbwbF5wMnAGqAe6HABYGPs0wjLFrykH1VleS0N9U1MmrIvDz3zI+bMXsjs7SuIl1gg4OZD6ckxogkX27UZRi3r67MYkd3gh1Qm+QEbvDi2WNR7HtXqsbKhP/dt+BqVm4o5etJfcElw6CRhbNZmwrY/G7WlaStnDJtLcVY/U93IkNF0Vuilqi4kuXLQruyRgCiIwrmsM85tFlWlCWPH78PkQ0fuvF1Uj0gszDlfv53Tj/5vNqzbzo9vPJV4wc6vTEIe+4/ZyGNnPsJRI9ZTEouTHa0lgeKogwb5cjw8cqwoMQnjILxRPZx7SqezYfVgCuIJPMcDlJDt0RCP4rqC50FNY4wj/jCLbzz2CGU7anvmgzEY0gHV1LY0xhj7NEFE+Pkd5zFy9ABCFoRDNnHHJd7k0NgQ5/abnqF8SxX936rx36Bw3KgP+eXEZxkWq8EKXPqFtmCjeChxHOI4Lf2LCIVWjD9vn0LpliKc8izKt+T4+WTUwnMsXntpEms+HMYnG/bh8Q+OwFFldV0F5/zqUZqaEj34CRkMPYTiJxBMZUtjjBsnjYhlRbhvzmWs+fhzrv/WPSSyYy2TsiJCXlEO2VtchqxuIP8b5Zw7aglWEKEVpXnRk++zd1FsZQ/3S1wtip16tje5lGcpVfEoqx4YR97UerZujVJensf6TYNoLHFJFNBST7apLkHplkpGjxjQfR+IwZAWpP+oPRXMyD7NsG2LRGMC2xKorgdPsSzhJ786k2gsguU6lJy6hey8OI5ahFTJt6JkSYgsCREWG8uPvQH832iV65BQpda1ea6uhEn7fM4ZU94lJ7sRLwxhp4D17w2mfHu+/89FhOh2i4KmCHYT5K0V8poiDCnJwKIVBgP0CTeOGdmnIftNHEp+US6U1+LVN3DVb87j0Kn7AxCNhZCw/6OaXzmBSwYsRtg5grdVWl7bWNhYRGxYl4gwp2Y4EcuffPUUinJrsRrz+NODP+DB5xbz6OtLSQQ/2KgV5sWLZ/LWks/YVlLDN4+dQFas9ZwzBkOfRfHXs/RyjLFPQ2JZEe574TqWvbWaQcP6M3LczsVHIRfiL9iEvu6yPlHMin4DGJVb7pcmBFyUJvXIQrDF8n31wMhwnDxpoMbN8tt5FtvK8/nz6f9GdizCFWcdzQmHjuHvS1eSUI/zjjqQ/nk5nHrcxJ74CAyGNEL9wsu9HGPs0wxV5dcr5vFc6QeMzRvEHft9e5fjp373KP50z0s4/xB0qLLsln04Imsb+YFv3VEvKJoTJEFrDu4BsqSJJxYfRVFWAxu2DcCpC/PCb19i/L1+6O64ESUthb4NBkMSae6iSQVj7NOMRWWf8reNS2lwEyzbsZEHV7/KlWO/QW1lPXlFOVx43TcZPqaE+U8uoviwQl6rctmcv5xIxCGkEJMwUQmhKHF1CEsIUMqcBAs3jWFrdSHbKgqxEsqgZ0vZOqj3/4gNhi6lORqnl2OMfZrR6CZaini76lFRXcOFU26kqryWUeOH8uu/XsmxM6Zw7IwpqCovLPiYjfEC8kNbiIlFvhXy/fcKYbGJawIXZVF9EctqhoENaoMbFeIjczj/8lN6WGODoRfQB0b2JhonzThq4BgmFg7FFoviWD+KFrjs2F6Dk3DZsGozLz61mM0bK1BVqhP1TCwoY0L2VkICeWLv1ptQ5cVZnYDnyybS2Bhp3g0CdccM4MCjv9LdKhoMvQ8TjWPobMKWze8Pu5h6p4ksO8Ifl/0DO2ThuR6NYnP/bfPgtnkUFWUz9eFDGJK1DhslihAWaxc/vaMOcWBR7UiWbBxJfXmWf88QHM8JRXpIS4OhF6EKrtvTUnxpzMg+TckORRERzrz0OA7+2jj6FeZAONwSB19RUc/mddtp8MJUemFyxPbLDgajdkVx8ahzQ9z++jep2pFH3irBrgccsF3hpmOO7Wk1DYbeQR8Y2Rtjn+bEsqPc/OilPLjwpj2ORV5UqhpijLSFmISwsRAVmv9QYWgI7j/6aQ5aJIx+fhPjHt/EjPoBPHPutzllnHHhGAwpYYx9+4jIiSLySVAd/Ya9HI+KyFPB8cVBqS7DbuQX5RIJyc4fleMSaVLG5G4hllRYPDmfnhXE2U8t3Ep8wToa65pwKhr5/InlTBw8qGcUMRh6HSnmxUnziJ0uNfYiYgP34VdIPwA4T0QO2K3ZTGCHqu4H3Anc1pUy9WZ+//w12K6DOA5hdTjxvKmoHkRCPT/DZeCv37nAyg0eoaA4F7GEUNhmxFhTIcpgSBkFVS+lLZ3p6gnarwJrVPUzgKDaygxgRVKbGcDNwfM/A/eKiKim+T1RDzBoeH8eW/ifLH97NSO/MoQRYwczSe9kzicfclK/tdh4eKp81tSPj+oL+UbBBjyEN5rO4TfPXsMf7/gHWTkRvnPtN3taFYOhd2HSJbTL3iqjH9ZaG1V1RKQK6A+UdbFsvZKigXlMm3FIy2tLwpz7lddQdXHdUmx7IJMli9GJet7cvpwBsQLOGur75q+564KeEttg6L2ogmeMfbchIt8Hvg8wfPjwHpYm/RCxCYVGtLzuF87mxCGH96BEBkMfog84Grp6gjaVyugtbUQkBOQD5bt3pKqzVHWKqk4ZMMDkVDcYDN2Hel5KWzrT1cZ+CbC/iIwUkQhwLn619GSaq6oDnAX80/jrDQZD+pBi2GWam60udeMEPvjLgfmADTyiqh+LyC3Au6o6F3gYeFxE1gAV+P8QDAaDIT0widBSQ1XnAfN223dT0vNG4OyulsNgMBg6ggLaiekSRORE4C78AfBDqnprp3XeBmYFrcFgMLSFBsVLUtnaIcW1R12CMfYGg8HQDuppSlsKtKw9UtU40Lz2qMvpNaGXySxdurRMRNZ/gbcUkxlx+5miJ2SOrpmiJ3SdriPab9I6NeyY/7I3pzjF5jEReTfp9SxVnZX0OpW1R11CrzT2qvqFYi9F5F1VndJV8qQLmaInZI6umaInpK+uqnpiT8vQGRg3jsFgMHQfqaw96hKMsTcYDIbuI5W1R11Cr3TjdIBZ7TfpE2SKnpA5umaKnpABura29qg7zi1msarBYDD0fYwbx2AwGDIAY+wNBoMhA+hTxr69EohJ7c4UERWRtAvzSoVU9BSRb4nIChH5WET+2N0ydhYplLUcLiKviMj7IrJcRE7uCTm/LCLyiIhsE5GPWjkuInJ38DksF5GDu1vGziAFPc8P9PtQRN4SkQO7W8Y+i6r2iQ1/suNTYBQQAZYBB+ylXT/gdWARMKWn5e4KPYH9gfeBwuD1wJ6Wuwt1nQX8MHh+ALCup+XuoK7HAAcDH7Vy/GTgH/hVhg8HFve0zF2k59Sk3+1JvVXPdNz60sg+1WXIv8Svc9vYncJ1Iqno+e/Afaq6A0BVt3WzjJ1FKroqkBc8zwc2daN8nYaqvo6f9bU1ZgCPqc8ioEBEBnePdJ1He3qq6lvNv1v8AdnQbhEsA+hLxn5vy5D3SW4Q3PoOU9Xnu1OwTqZdPYExwBgReVNEFgVZ9nojqeh6M/AdESnFz676o+4RrdtJ5bPoa8zEv5sxdAKZEmePiFjAHcBFPSxKdxDCd+VMwx8ZvS4iE1W1skel6hrOA2ar6m9F5Aj82ggTVFNIQWhIW0TkWHxjf1RPy9JX6Esj+/aWIfcDJgCvisg6fL/n3F44SZvKcutSYK6qJlR1LbAK3/j3NlLRdSYwB0BV3wZi+Am1+ho9tsy+uxGRScBDwAxV3aNEqaFj9CVj3+YyZFWtUtViVd1XVffF9weepqrv7r27tCWV5dZ/wx/VIyLF+G6dz7pTyE4iFV03AMcBiMg4fGO/vVul7B7mAt8NonIOB6pUdXNPC9XZiMhw4K/ABaq6qqfl6Uv0GTeOplYCsdeTop7zgRNEZAXgAtf1xhFSirpeAzwoIlfhT9ZepEEoR29CRJ7E/wddHMw//BwIA6jq7/DnI04G1gD1wMU9I+mXIwU9bwL6A/eLCICjaZgJszdi0iUYDAZDBtCX3DgGg8FgaAVj7A0GgyEDMMbeYDAYMgBj7A0GgyEDMMbekNGISD8R+aEEoR+G9KG9pGm7te0TCfG6EmPsM4AvctH0JCIyOfkiFZHTmjNdisjNInLtF+grKiIvi8gHInJOK20iwH3Aa90ZrtmWnm285yIRubfrpUsrZgOppvq4EZijqgfhr8e4v6uE6q0YY58ZzCb1i2YXRKRb1mIE55mMH0sOgKrOVdVbO9jlQUEfk1X1qd3OZQfH4qr6XVVd0cFzdJTO1LPPsrekaSIyWkReEJGlIvKGiHyluTl9ICFeV2KMfQbQWqbB1i4cEZktIr8TkcXAr3d7T5aI/ElEVorIMyKyuDnlhIjUJrU7S0RmB89PDdq9H4y2S4L9N4vI4yLyJvA4cAtwTvNovLXRbBsXfPPxgcATwKFBX6NFZJ2I3CYi7wFnt6H7SBF5W/x86v/VrJOITBOR55LOca+IXBQ8P0REXgv6mi9BNkoReTU45zsiskpEjg7uJlrVU0QGiMhfRGRJsB2Z6vecIcwCfqSqhwDXsnMEfzOZkRCvw/SZFbSGDjELuFRVV4vIYfgXzvTg2FBgqqq6u73nh0C9qo4TP4fJeymcZyFwuKqqiFwCXI+/8hX8HPRHqWpDYDynqOrl4LsuOiA3qrotOM+1qnpK0BdAuaoeHLxe0EofdwEPqOpjInJZe4qJSBi4Bz+Py/bAZfQr4HtBk5CqfjVw2/xcVY8XkZva0PMu4E5VXSh+6oD5wLj25MgERCQXP9/907JziiUaPJqEeO1gjH2G0s6FA/D0Xgw9+MUn7gZQ1eUisjyF0w0FngpGvBFgbdKxuara0Ilyt8VTKfRxJHBm8Pxx/NoHbTEWP8HeS0FfNpCcs+avweNSYN8UZDweOCBJrrxAXoPviahU1cl7OTaTwFWpqm+LSHNCvN5ay6HTMcY+c2nrwgGo60CfyZOcsaTn9wB3qOpcEZmGf8vd0fO0J3dbNJ+rvT72NlnrsKvbs1k/AT5W1SNa6aspeHRJ7Xqz8O+CdimuIyZYCFWtFpG1InK2qj4t/ocySVWXsTMh3mzp2wnxOozx2WcoqloNrBWRs6Glxmkq9T5fB74dvGcCMCnp2FYRGSd+7YB/S9qfz850vBe20XcNfirqrpA71T7exI/mADg/6W3r8UfcUREpIMi0CXwCDAhcB4hIWETGtyNCW3q+SJK/WUQ68k+tTyB+0rS3gbEiUioiM/G/k5kisgz4mJ2Vy64B/j3Y/yS9NCFeV2KMfQbQykUDrV84bfEAkCsiK/EnGpcmHbsBeA54i11dGTfju0yWAmVt9P0KvkFtNVzyS8idah9XAJeJyIckVYJS1Y34efM/Ch7fD/bHgbOA24K+PsB3EbVFW3r+GJgifqz4CuDSDujWJ1DV81R1sKqGVXWoqj6sqmtV9URVPVBVD1DVW4K2K1T1yGD/ZFV9saflTzdM1kvDl0JEXsWfCO1tdQFSQkRqVdX4zA29HjOyNxgMhgzAjOwNBoMhAzAje4PBYMgAjLE3GAyGDMAYe4PBYMgAjLE3GAyGDMAYe4PBYMgAjLE3GAyGDOD/ASoUAVXZw+OWAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.scatter(np.log(vars_f), barys_f, marker='.', c=color)\n",
"plt.xlabel(\"Variance fréquentielle\")\n",
"plt.ylabel(\"Moyenne fréquentielle\")\n",
"plt.colorbar()\n",
"\n",
"plt.figure()\n",
"plt.scatter(np.log(vars_f), mom3, marker='.', c=color)\n",
"plt.xlabel(\"Variance fréquentielle\")\n",
"plt.ylabel(\"Moment d'ordre 3\")\n",
"plt.colorbar()\n",
"\n",
"plt.figure()\n",
"plt.scatter(mom3, barys_f, marker='.', c=color)\n",
"plt.xlabel(\"Moment d'ordre 3\")\n",
"plt.ylabel(\"Moyenne fréquentielle\")\n",
"plt.colorbar()\n",
"\n",
"plt.figure()\n",
"plt.scatter(maxs_f, barys_f, marker='.', c=color)\n",
"plt.xlabel(\"Fréquence maximale\")\n",
"plt.ylabel(\"Moyenne fréquentielle\")\n",
"plt.colorbar()\n",
"\n",
"plt.figure()\n",
"plt.scatter(q1_f, barys_f, marker='.', c=color)\n",
"plt.xlabel(\"1er quartile fréquentiel\")\n",
"plt.ylabel(\"Moyenne fréquentielle\")\n",
"plt.colorbar()\n",
"\n",
"plt.figure()\n",
"plt.scatter(meds_f, mom3, marker='.', c=color)\n",
"plt.xlabel(\"Mediane fréquentielle\")\n",
"plt.ylabel(\"Moment d'ordre 3\")\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fa23bd59da0>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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aLbr5fB7z8/PY2NjA8PAwJiYm5JP6RlciKO0fnU6nbJIjPb5K+5MuZKlzi+M4XLx4EUNDQwX1qTRNF3jgSqVUdVzyU0CjRLpakbrvrFYrRkZGCratnH2nZdyS0ZFuqa7KeDxet5HuaywD+LObRnT1NjTUGunqTS8Uiy5N05ifn8fm5iZGRkawd+/ebceuN7I2glgsBr/fD4fDgVtuuWVb0T9QWYSK61OBQg/cSCSC+fl5cBwHiqLkny/VZFAPGJkyqXSeCqIIXhBBkeUFdSdHuZfrvqs0bimfz4NhGM1PN6WQKjSKqef0wmv8CoBMw4uutDiWSCTgcrk0NzTcaNHN5XKYm5tDMpnEyMgI9u3bV7bLqZw37k6wsbEBv9+PpqYmTE1NbRupA7x+c1MToXK/i1IeuMqFn3Q6LTt95fN5UBSFXC4ni7HT6dR8ERu9cFUrlep9EzkWf/pDPyJpBh9+0xCOD6sLy06KrhrVjFvieR4+nw80TRd06+kZt6SWXqhzsxuIorgINHDJmLKhQRAEXLp0CadOndLVIaQ3YrFarVUviCmRFtIuX76MdDqNkZERHDhwoOKxkyQp9+/vNBzH4ezZs6AoCgcOHCgpttWiNa+stvATDAbB8zxcLhfS6TTW1tYKIirl4t1uzEwzMr0wG2Px6vkV/PxEOzrchXXf19fSWE3m4bCR+OG1SN2JrhrKcUvBYBCHDh0CsCXGlcYtSb/LUjXw5XK6vb29O/65aqXhRLdU95iUK9rtomir1aq53CyTycDn8yEej+PWW2/F1NRU1ce9G+Vf8Xgcfr8fLMvi0KFDhkQORnak2Ww2dHZ2FjzeShFVOp3G5uYmgsGg3LWlFGKpUWA30wLleOpaBP/+6iomW6344fU4QGbwE/8G/uZXpgp+bqzDhWYHhSTN4U1j5c1cjBLdnVh8lahm3FI0GpUbPorHLUn/VkwDpBcANKDo8jwPlmXrYhyOlvRCOp1GIBAATdMYGhpCPp8vEI5q97dTOd1EIgG/3w+CIDA5OYlr167VFN3uJsUDLCVYlpXNyFdXV5FOp+XzB9iakCHVpuo5l2oRXZYX8JXnl+CgSDzty4AXAZuFQCa//XzqcNvw+XfuA80KFX1wjRRdIysqqtlWteOWkskkLl68CJvNJgux3+/H5uamKbo7gTTvvhS1nCh63luNCKZSKQQCAbAsi9HRUbS1tUEURczPz2s+xloi3XL+oz6fDwAwPj4un/BGRtU3qi2Toii0trZumwxx5vwlNDm2FndisZj8tFJsuVhp0aeW881qIbCn1YHgZg6dLivu3ONGjHfggSOlH4/tFAk7VXn13yixNNqgppZyseLuu2QyiWPHjslinEgk8Nhjj+H8+fM4c+YMRkdHcfvtt+PTn/50Vdt///vfj//8z/9EV1cXLl++vO31b33rW/j85z8PURTh8XjwpS99Cbfeeqvuz9NwoqtGLdMYpNIvre8ttwiXTCYRCATA87wstkr0jiTXI4SlfHiTyST8fj9EUcTY2Ni2CMHo6RFGUesxPTMTw9fOZdDTSuAP374PQ0NbkWMpy8VKJW21CBxBEPijd0zi+loGHjGDJrCGzfaqtzK2nfDSlVJN0rilb3zjG3jXu96Fb37zmxBFEaFQqOptPfTQQ/jt3/5tvO997yv5+sjICJ577jm0trbiySefxIc+9CGcOXNG97HfNKJLUZRqrqcSUppA63tLRbqJRAKBQEBVzAD9F0WtRjkkSSKVSsHv94PneYyNjakaPhs9PcIIjBCT5+c24LAC8SyHhY0cbu3fEtBSlotA+ZI2hmHkelG14ZXlcDVZcXSwGSsrWXCcMQJn1I2y3qdGlEIyMLfb7ejrq751+a677sLCwoLq67fffrv8/ydPntQk6KVoONHdqSYHPe9VNkdsbm5ibm4OBEFgbGxsRzpjaol0U6kUlpaWwLIsxsfHK7rr12ukWyv37O/E34VjGG6zYbyjsjmKWkkby7K4cuUKeJ4vGF4pjejRUtJWj1OF6ym9oKTcOcmybMVRVLXy2GOP4d57761pGw0numrcKA8FmqZx9uxZWK1WTExM7Kjhhp5IN51OI5VKYXZ2FpOTk9vSHGpojXTrzUlMjVMjrXCe9GBkeBCuJn2nv/LRtre3Vy7UF0VRHtGjpaTNyEd5Ixe/6tXAvNS2duPc+/GPf4zHHnsMP/vZz2raTsOJrtpJJaUX9KBVdEVRxMbGBgKBAPL5PA4fPrxt5bza7Wi5SLREuplMBoFAALlcDk6nU7WxQY16FVEjjslqIUDuwAo/QRAlO7YqlbQxDAOHw6ErxbVTGD1+fafNbiR26onh1VdfxQc+8AE8+eSTBT4VeqiP37BGSgnCbkS6ktHL3NwcHA4HDhw4gFdffVWX4EqfQctJUk2km81mEQgEkM1mMTY2hvb2dly6dEmzWNWD+Xkx9XYjqPZYKpW0hUIhuQyqlEtbtSVtRn439ZrTLeelu1OphaWlJbz73e/GN7/5TUxOTta8vYYU3VLsZKSrtDB0uVyq3gNakBbhtEQT5UQnl8shEAggnU5jbGwMHR0dsqDrEVCjRbcRxbIaaomspJK2RCIBp9OJrq6uApe2TCZTUNLmcDgK/CiKS9rqteLA6KnCRjuMvec978Gzzz6LaDSKgYEBfPazn5W15CMf+Qg+97nPIRaL4WMf+xiALb14+eWXdX+Gm0Z09bbkSu8tJdiiKGJ9fR1zc3PweDyyq5YRVDPZt5hSF7jSu2FsbKxkh5ted7J6EkqjqSdLRqVYlnJpk34ml8shnU6rlrTZ7faaj6XUMdWKkcMid8JL9/HHHy/7+le/+lV89atf1bXtUjSk6JYShFojXcmiDti6mNbW1jA/P4/m5mYcPnxYdaie3uGUtXaX0TSNubk5JBIJjI6OlvVuqIdI92ZkN/10lSYxaiVt0WgUmUwGL730UkmXNi2Rq9HR6U6nF5LJZL176co0pOiWwoicriiKWFlZwcLCAlpbW3HbbbdVjB6ksrHdEl1BEHDt2jXE43GMjIxg//79VV2wOxnpSguLUsfOTvrh1lP0XQ8m5sqSttbWVnAch4MHD4JhGNlIXk9Jm5RbNoLdGtVjiu4OUuokqSXSJUkSiUQCL774Itra2nD06NGqTzipsUKr0GgVXcncXFogK2cBWcxORbqSqbnf75cXexYWFmSTaWUXVz2NYK8HsVRi1KO8cjs2mw1tbW3bxvMoS9okE3Kp6kK5eGd09YKRUyNKBUKNYnYDNKjolkJPpCsIApaXl2UfhBMnTmgep77TwymlsT2xWAzDw8NwuVya7et2ItLd3NyEz+eD3W7HoUOHYLPZwPO8/D5lpBWLxZDL5XD27NkCIZbqVRsVI8XbaNEthZaStlQqhVgshlgsVpCm0COeu5FeaICpETINKbqlTnS1xbBSCIKAUCiEYDCIrq4u3Hbbbbh+/bouAailsaKc6BaL7eTkJAiCwOLioubIyMhIVzLIsVgs2L9/v1wGpfwOlH64Uk3j2bNncfToUTnK2tjYwNLSEhiGKcg/Shf3jXaQqwYjI90bGTGXKmmbmZlBZ2cnLBYL0ul0gUub1pK23crpjo+PG7KPnaYhRbcU1Q7HC4VCCIVC6O7uxvHjx0FRVMGkYK0YHemyLIuFhQV51LpyRpr0vt0Q3eJIN51Ow+/3g+M4TExM6MqfWSyWkvWqyqg4GAwik8kAKHT9klIURqQp1MSSE0RE0ww63TaQlsoieLOmKYCta0WyTlRGkHpK2oxs+lDLD5vphTqD53kEg0GEw2H09vbixIkTBSdBLSv1Rg2nVIqtNP231AUkNUhoOYn1tA9L30kul4Pf70c2m8X4+HjZbhy94lEq/yjtO5VKIZFIIBwOI51Ow2KxgKbpgovbiChKEEU88pQf11czmOpz41NvGds1z4SdyOnWilp0qqekLZvNYnl5uew0CC3H1YijepQ0pOhW63HKcRyCwSCWl5fR19e3TWyr2V4lapmTxrIsOI7DwsIC1tbWMDg4qCq2yvfpSRVoXWTkeR6RSAShUAjj4+MFzRZ60SJSyhIpCWngYUtLy7ZV+eKouJIXbvFrKZrD9dU0Otw2XA6nkGV43d4MWqk38Za2peVmVq6k7ezZsyBJEpFIRJ4GobekrdzUCLN64QYgRWeiKGJxcRGrq6vo7+/HyZMnDffzlNArugAQiUQQDoexZ8+eimIrUUvUWg1SLnllZQVtbW04ePCgIYKgp+25FCRJljQml6KsVCqFlZUVOcoqzhWrjevx2q24a7wdz/ljePO+Djht1Z0vlQKAVJ6Hy0aWTVdUI5bVfHdGd5EZIeBWqxVWq3Wb1aKUUspkMppK2tQ+o2Tr2Ag0pOiqnXwkScLn8yEWi2HPnj2axVaPKGjthOM4DktLSwgGg3A6nZqPUW+kW+k9HMfJN6qhoSFMTk4in88baiCyUzW2ylX5rq4u+d85jpNzxcqFoHw+j6WlJTQ3N8PtdsPhcIAgCHzoTYP4rdv3VJXPrYZ/OhvGE5fXMdzuxMNvn0STtbSIlRNdURTx+/92DU9fj+K+W7rwyC/tU91fvbYBl6LakrZsNlvg0sZxHBiG2TZ41BTdXYZhGCwuLspffLVRo5JS0xWqodrhlDzPY2lpCeFwGAMDAzhw4ACi0ajm/Rkd6Ur57lAoVBBxr66uGtqRZmSNbbVYrdaCMS/S+8+fPw+32y3P3JLsF5URsXJChF6emYmhxUFhcSOLcJzGqIp/b7mbfSTN4L9nYxAB/ODKOj71ljHVOWlGTwI2KuWhZX+VStp4nse1a9dkl7ZcLofTp08XzL7TQqVRPaIo4hOf+ASeeOIJOJ1OfP3rX8eRI0c070dJQ4tuPp/HwsICYrEYBgcH0dvbi/b2dl0nnlT6pVUEK6UXlKLW39+PU6dOgSRJxOPxmkbv1PoeQRAQDoextLSE3t5enDx5sqbFxUoXqBFeDkalOSwWC9rb2wsWdKSx4Ol0umBChFQeJf1xOBxVn1/37O/A919dw2iHE/0t6p2N5US3zWXDQKsdq8k89rTY4XWoX7KCINSNNaSEEb68Ukmb2+1GKBTC4cOHAWzld4PBIARBwObmJn7xF38RyWQS733ve/HJT36yqm1XGtXz5JNPwufzwefz4cyZM/joRz9a06geoIFF9/r169jY2Cgoq8pmszW3AmttfVQr/VKWp5UStZ1uqlCiFFCp1Xl+fh5dXV1y2VwxRhve1LuBTqmx4MryKEmMlR1cDMNgY2NDtcnj14/14/6D3XDaSFjK3DDKRahWC4HvfuAo5qJZjHU4dW/nRmFkuVhxyoOiKIyOjuL3f//38R//8R/4yU9+IqcoqqXSqJ7vfe97eN/73geCIHDy5EnE43GsrKxoblBS0pCiSxAEurq6sHfv3oIIYTeNzNXep2y86OnpUa2Y0Cu6eiNdnuextraGubk5tLa2Ynp6umzpzk4Y3hhVY2vENspFzXPRLB59bgHdnib87t3D6OjoKCiPkh534/E4YrEYFhcXwbKsXNcq/XE6nXBXWQFR7niarBbs76lsQF+PorsbjRFSNQTweorCKKSFbomBgQG59FQvDSm6ANDe3n5DjMyLkcRT+biubLyo9D69+6sWURSRTCYRiURgsViqMvEBdibSrYdtVMPXTwexEMsiEMng+HAL7p4srE2WHncpisLExAQAlGx9Vo52L2593onPYpToNpoZeiKR2NExWUbTsKKrZu8odTNpRa/oWiwWZDIZvPjii2Uf14vZjUh3c3MTfr9ffnS+5ZZbdmQ/1VDv6QUlox1OXFpOgSIt6GuuLt1UqvUZeH20e/GoHmWdKs/zhohTPTZZGOkwVs7AfKcaI/r7+xEMBuW/S2sztdCwoluK3Yx0BUGQbSA5jsMdd9yhqdOmlki3UgpF8kcgCAL79u0DRVG4cuWKpv3czDndSumF9x4fwME+L1qdlGrFQbUoqyKUKOtUGYbB+fPn5SYPZVTc1NRUdVRslFjWs8PYbjdG3H///Xj00Ufx4IMP4syZM2hubq4ptQA0sOgabe+oZU6aJLbt7e2Ynp7Gyy+/rLm1Ue/jZbkIVOmPMD4+Lt/9GYa54Sbm9SS6lSAtBI4O7mx3k7JOdZLVZ+0AACAASURBVHV1FceOHdvWShsOh5HP5+UBli6XCx6PR7V7y8hItx4nAe+Ew1ilUT333XcfnnjiCYyPj8PpdOJrX/taTZ8BaGDRLUWtkW65JgdRFLG6uor5+XnNnrtGUqo5opI/gl7Dm5t1Ia1eUWulZVlWLmdbXl5GOp2Wu7eUUbFREepujEzXQ7lIV29jRKVRPQRB4O/+7u90bVsNU3QrvFca3SOt+t8osZVQNkfk83kEAgEkEgmMjY2hs7OzZAStt+JBi8BVU6dbK/VmYr5bUBRVsslD2fq8urqKjY0N0DQNr9db4EOh9fHeaKE0cgJFqUXgZDJpLqTtBjudXlAOpWxpacGRI0cMHfynFymnOzs7i2g0WtXIHj2P9lpEN5vNYnZ2FplMpiDyUnZ1NVJ6oREo1fp8/vx57Nu3T84Xr62tIRAIgOd52O32bU0eaueM0e3Eu5HTHRwcNGQfu0HDim4ptEZnSpRz0iKRCAKBAJqbm6sqsdI7nBLQFnVxHIfl5WWsra1h7969OHnyZFX71BPVVZNekCJtaRKx0+mUoy9lV5fdbkcul0MsFoPFYqnoANYIGHUDMfJGJAgCbDYbHA5HwcKSKIqgaVouZ1N6GhRP8pD8pRspvRCPx3Ho0CFD9rEbNKzoGn3RkiSJTCaDM2fOwOPxlJ0AXEytwykrRQLKVuKuri50dHRgYGBA0760Uu4GxnEc5ufnEYlEMDo6iv3798t1qqW6umiaxrVr15DNZuHz+WQHMKm100hf3Gqop/SCkceiNoGCIAg4HA44HI5tngalWp+BrXN6dXW1qskQ5diNoZSN5KULNLDoGoUoiohGo/D7/cjn8zhx4oTmjpZah1OqiW4pfwSGYTAzM6NpP3ooFekKgiCb9kgubtLFqCbQygu+r69PFmSWZUtOqy2OvJT5wHpKUdTb1AgJLeKo1vocCoWQTqeRz+flJg/l8Eot8+12K71giu4NRFpoqnR3lSbZBgIBOJ1OHDp0CBcvXtTVQmh0d5myLK2zs7Og4YLjOMOrCkqh5tdQrrW5HMXCQlHUNl9ctUYCqb1WFEW5++9Gt7vWo/G4EUiGQF6vt6AJQBAEOSou1fqs9MBVfp7d6khrFFtHoIFFV+2Er8YtTBJbu92OW265pWA6gR6MGk6pzCe3tLSUrJTQK/BakSLdSCQCv9+PlpaWin4NlbZXKUpVaySQTGfW1taQSqVw7tw5EAQhX+hSmqLaG4ERgil9liTNwdNE6t5ePaU6JKT5aEr0zLdzu92gaRocxxnS+qxWP5xMJk3RvZFIU4FLlalsbGwgEAjAZrPhwIED2y5uvRjR0huLxeDz+eB2u8su3u2EEU0pEokEstksVlZWqs5vG11BISG114qiCLvdjtHR0YJ8ZPEqvTJXvFOLdrwg4C/P0Zj50WncPtqKv3rggK791FukC2g7JrX5dtITC8uy8Pl8sv9t8SQPrVFwqe84m81Wvf5SDzSs6Kqd4BRFbYs6JQ8CiqKwf/9+w8RWopbhlPF4HLOzs7DZbDh48GDFqLsW0a0mqspkMpidnYUgCLDb7YatChuVj5W2oZaPpGkaqVSqYGxP8cVuxHFE0wyub/CgSAtenN9EIsepmotX+jz1GOnWkhJQPrEsLS0V+N8W5/FFUVSdIlwN0u+y3m5c5WhY0QVKX8hSpAtslZJIhi/79u3b9mhUant6Ig89c9Ik5y+bzYapqamKx6Y8Rj1UmlFG0zT8fj8ymQwmJibQ1taGF154QdM+KgnITpuYKxftlGN7ii/2bDaLl19+GYLVjrZmD9qatx6btaROWh1WjLaQWEwBtw140VzGXLwc9Rjp7tSonlJ5fFEUkc1mkclkkEwmC6YIF9tklqPeblzlaGjRLQVFUUgmk1haWgJBEJicnKy6W0XKzWrNW2pJL2QyGfh8PrAsi/b2drS3t1ctuLUgtQ8XX+Asy2J+fh7RaBRjY2OYmpqqSdi1vBbLMPjR9Si6PU24a6KtrEF3LRRf7Ol0GiFqAH/+zBzs1hQ+93NtcIpL2zxxPR7PtsGIEqSFwP845YataxRPXYvgK88v4T3H+uGxa7ukKt2oOEHE84ENcIKIO8faYCszZ80ojLwRVHOjlFqf1ebbraysIJ1OI5vN4tKlSwWddg6HY9dKDY3iphJd6U4JAAcPHtTsPKRXdKsZTpnL5RAIBJDJZGR/hIWFhV1ZFAO2pyWkmW3Ly8sYGhqqutFCDT3jer77ygqurqUhikBvcxP2dhub9inH915dBwECeQ5YRwveddu+Ak/cVCqFaDRa0ESgzBULggDSYsHV1TRCcRosL+JCOIk7x9oq71xBJYF7aWET/3J+BQQAXhBxz/7Okj8nimLdDaWs5cmmeL4dTdOYmZnB+Pi4LMZPPfUUvvzlLyOZTOLDH/4wDh06hLe//e0YHh6uah8/+MEP8IlPfAI8z+MDH/gAPvWpTxW8vrS0hN/4jd9APB4Hz/N45JFHcN999+n+TPJnq3kLNxDpQk6lUvD7/RAEAb29vSAIQpfVWy3TI9SGU+bzeczNzSEej2/zR9itSgSgcDx9OBzG4uKiXPu7G5FCKdF12EjwvAgrSahOyt0pHritB488HYC7yYrjwy3yMYZTPF4Ns7hzvA/Dw1s3X2nRLpVKyYt2LMtu1WaTVuToPGwUhW639sqOqnO6IlDux+pxErDR5WIURRU0eXz4wx/GW97yFnz605/G+9//fly8eBGJRKLqY/v4xz+Op59+GgMDA5iensb999+PAwcOyD/zx3/8x/jVX/1VfPSjH8XVq1dx3333lR3tUy0NLbqpVAqzs7PgeV62MoxEItjc3NS1vVpKv4rfp3xsHxkZwb59+7ZdXCRJahrfXgsEQSASiSAUCqGtra1qs3UjKRbdB27rxUSnE20uG4bbK9dHG9kc8Y6D3fj5yXY0WS2gyC2x2syy+M1vXgTLC/jGmRD+z4eOASi9aCeliSZ629DhTIChs4gvXsUrYWtBeqK4brWYSmJ5fLgVvABwgoA7RtWjaKPtGOvNraxcY0R7eztOnDiBEydOVL29l156CePj4xgdHQUAPPjgg/je975XILoEQSCZTMr76evrq/FTbNHQoptMJjE8PFyQmL8Rc9KUESvHcVhcXMTq6mrFx/ZaIl0tq96bm5vyjajacT1GU+pYnTYSp8oIyU5TPL8snmPBCSJ4UcRaMl/xO6YoCt3d3dtsGNXqVpXpCSmFVWkfVguBO8crf0dGGo8bJeBGtwCrNUboeaotNfuseMrvww8/jHvuuQd/+7d/i0wmgx/96EfaD7wEDS26AwMD20TrRsxJk963sLCAcDiMgYEBnDp1quJFUGsnW6VmgFQqJU+QaG1txdjYmGbBNaqkqZ5aeNUYbnPgoZMD+PFsDL91+56KlRhqTndqnXapVEru5mIYBna7XT5HMpmM6qJdNRiZXjByAkUjtwA//vjjeOihh/DJT34SL774It773vfi8uXLNX83DS26N2p6hBJBELC+vo5IJAKPx6OpRXan5qRJpua5XA4TExNobW3F1atXNe+rUpmZnm3VMwRB4IN3DOKDd1S2CdTyvZTqtJMW7UKhEJLJJObn5+VFu2J7zGrOJ6NLz4z4nRvtVmak6FYz++yxxx7DD37wAwDAqVOnQNM0otFoQZWFHhpadEtRa6RL03RVP6v0R2hra4PH45HzQ9VitGcDwzCYm5vD5ubmtkU7PZMgjBRKo5sjyrGRYXB5OYWxThf6W3YmlVLrzUgaZCmJ6tDQEIAtcZHSE8pOO6mBQEpRFM9Ou9nrfdUMzOPxuK5BkdPT0/D5fJifn0d/fz++853v4Nvf/nbBzwwODuKZZ57BQw89hGvXroGm6QKXNr3cdKJbapxNtVQj2KX8ESiK2pYPqvZYjYh0eZ7H4uIiVlZWMDw8jL1792JmLY1gMIHDA80gLYTu6RFGLtDsdHOEtI8/ezqA5UQe7iYSf/au/dtyt0awUy5jJEmiubl5mx9uudlpHo8HPM/XXYOAWkrAyG0lk0lMTU1p3p7VasWjjz6Kt771reB5Hu9///sxNTWFP/zDP8SxY8dw//334y/+4i/wwQ9+EH/5l38JgiDw9a9/3ZDvuKFF1+iTrJLoxmIx+P1+uFyubQtSegSllkhXEIQC68f+/n65/OtCMIE/e2oW68k8RAC/sK8T7x7RfozVRqfSlI3l5WV5wUjq8FJG2ruBCGAzy8FuI0FzAmhWgHsHpivtpstYqSkRwNaiXSqVkp2/MpkM4vH4NntMvSZFtbIb1QvJZFL3JOD77rtvW93t5z73Ofn/Dxw4gOeff17XtsvR0KJrNGqiG4/H4fP5YLPZDHElk9ArulL516VLl7ZZPzKcgJcXNuBfzyBJcxAB/OPpIJ6fseLLD6g3HzCcgOurKfS3OND+Wr1pNdFxPB7HzMwMRKsdbZ09oOk8hEQCoVCowJaRZVk4HA5k8hxm1jMYanOg3WW8GFgIAr979zB+eDWC6aFmdOiona2G3fTTDUSzmItksLfbhcG210vrKIqSzWbsdjuy2SwGBwdLWjBKqQxlW22p/RqZdy/lVqaXm8VLF2hw0VU7WY3yUJDqgAmCqMq7QSt6RDcWiyESicDr9eLIkSPICRa8OJ+ACBH/9FIIl0JxbOa2b3Nuk8O3z62jc5HFfbf0oLe5MD/2l8/4cT6YgMduxZ//8i1odlBlp0dIc9E4jsMTq048P58AzcbR32zH7949gunDYwBet2UMh8NIpVJ45L9DCGdEeO0UPnvPALpavXC73YbmI6d6PZjq3dnWaiMj3XKP4HlOwMuLcbibSJyej6OvxQGrZft+pfO9lAWjKIry70Ea15PL5QoW7aSaYgCGRqdGuX/txCTgG0VDi64atbTzchxX4I8wMTGxY3dSLYtLyWQSPp8PJEmiq6sLXV1duLCcxf/496tb9aW8AIYXobY1EcDXXonBQsTwpefm8d0PncBwx+tRk289DZeNRJrmsJFh0OygSi6+KRfrJicnYXV68cqZl2EhCMSzLDpdNlwMJTE9tPWdSbaMNE1DEASkrkTR3kwgQ7OIZxmw2TDS6TQAFLTaejyekhdZvVRAGDkjrVKdbrPdis0ci063DaTKj5YLMgiCgN1uh91uR0dHh/zv0rkuObJlMhlwHCc39qgt2lWL0SVjN4OBOXCTiq5UNqZVdFmWRTKZxOXLl2V/hGrRE11XcyJns1l5lNDk5CSam5sRCAQgCAJ+6o+DFQRwPI98lQGzIALpPI8Hv3oGFAnEMjwEEWhzkvA6bNjT6sSlcALX11IILufR3JNHapPD3/w4ALeFhZjPgqdcuHtqEF18E554cQmRNINUjgVBEEjlefzC3nawvCB3eik/60fuHMK/XljF2w504ui+PvnfpckEqVQKkUgEc3Nz21btpTbmemE3crqkhcDdezsQz7JodVKGTvC1Wq3bFu2y2SxmZmbgdDq3LdoVz7SrtD8jc7pqC7rpdNpwq9adpqFFt9L0iGpR+iNYrVYcP35c8wWldzilGgzDIBAIIB6PY2JiAu3t7fIxSSOJ3rK/E6fnNyAIIlyiCFEEkjkOlfRXBLalIGJZHrFsDvOxHH7ijwEACAB/f+ECbul2IJLMYjNPgBUtSNFJPO3fao8kCcBmJcCJAEQRy3Ea7/7KOVgtFjx4tAf/9y+MwWoh5GO/c7ytZIeV2mOxctV+c3MTuVwOuVyuoHyqlqYCvexmTrfJakG3t/xqYKU0RbUIgoCmpqZtnXZqEyKUi3Yej6egtdxoi8ji76kRvXSBBhddoPQjerUNEqX8EV588UVdF5Pe4ZTFSJ1ta2trGB0dLenZIC1wHd7Tgsd/axoERPzL+WVcW0lhqNWBb74UhCCIuP9QD568vI5wUp+/gwgglRdwLpRBi5NCimHB8IXpBl4Ecuzr3z8PAMLWZIV/PLMMp82Kj901rKtOt3jVPh6PY319HUNDQ7ITWCQSQTablf1XldHYTl6M9TYjzSiBU4so1SZEKBftFhYWwHGcvGiXyWTAsuyOG7XXW6lcJRpedEtRKdLV4o+gZZ+1OIYJgiCPWa/URqxcgJP8VX99+vU+8rv3dcFqITDU7sQd4x34+OMXkGX1P5YzApCmWfAay59FABdDCbAsK+d0lfWk1Xznq0kaoU0aY50uWF4TbilPrEz/SP6rqVQK4XDpPLHb7TbM5KfepgEbKd7VbqfSot3a2hqWlpZKmpK73e6qbxJqN2u1kfP1TsOLrpZIl+d5Wdj27NmjKmx6LgQ90yMklpeXMT8/j+7u7qraiC0WS9lIfqxzaxU6RXP4g3+7XCC4FmyJoYit1ABfpRZn9X00LMfzeOL0ZYw0kxgfH4coivLinHTjIAhC/mOxWBCIZBCIZnGwz4PvvLyMPCfgXDCJX7tF3Yy+2H8VUM8T0zQtLxQV1xNXi5Gia4RY1kvErFy0m5+fx8GDB0EQRElTckEQCsa6q/0u1I4plUrtygAAo2l40S1Fsam4solA8pBVEzYpStYaEekp/5JMsjc2NnDs2LGSwzRr2deZhQ0wRara6bGhy2NHb4sdH7tzGO/9xjmk6OqO2wJAgLpYEwAoy1ZkLMExeZzfdOHdP184a01aFFP+FwDWEjl8+vszyLE8htsc6G+xg7JawGoNs6Eeib300ktwuVwFC0VSPXG1eWIjI9R6inR3ysOh1E1RGtVT3GlHUVSBEFsslpLXazweb7gaXeAmEF010xtp6N3q6irm5+e3NRGooVd0taQXEomEPIzS6/VifHy8asEFqh9OOdK+VUwvRFKgeRGDXisOD7djPc3gQ28axr5eDx69fxBPXQwiJjhwJcpieZMuuRBHAHA1kehtbsJv3T6Ef3kljCsrKTRZLehvsWOw1QmCAM4H41hPsaCIrfyuSDXhrv09JT8DUFgTKggCGJEDJ4iwkRYkaQ4fP9iJuVgOt/S6IQiMLNB6hUGKpqWyOwnpkbhcnlg5vbbe0gL1EulqQTmqR23RbnFxEalUCgzD4OrVq/LvwuFwNGRjBHATiG4pSJJEIpHA6dOnZX+EakXNSCPzYqT6X47jsHfvXni9Xly4cEFzhFxtpDvW6cKjD96KFM2ixcpiJRzCwYNbfeqRSASnT19BW1sb/t9fuQOcaMGXfzqP1QSNH15dR44tFPUujw37e9z4/LsOwGOn8IuHCoVUagW+cD2FJcaL7/tzsFMk/ufbJnDrQHVtmhaLBSMdLrz/9iGcD8bxwJE+THa5MN7tRSQSgX9hQbbzpBkWl5bTyHMCjg42w2GzytvQg9Y8sSAIsNlsYFm2pjxxvYn3boquGsWLdvF4HGtra+jr65Nviv/wD/+AJ554AiRJ4jOf+QwOHz6Me+65p6p0Q6UxPQDwz//8z3j44YdBEARuvfXWbWY4tXDTiW4sFsPMzAw4jsP09LTmjphaPHXVhDCfzyMQCCCZTMrlXxJ60hJazGu6vU3o9jYhlUpBFEUkk0nMzs6CoigcPnxY/n4oAL/35nEAwO+9mcajz84hvL4BF8mjvcULkqLw0O3D8Ni3C4zUuGG32/FzJ7Y8Kd55Kg+njYTLpu0UIwgC7zjYjXcc3Ip80um0/FQg+V0IgoCF9TReWEiAwNYYm5OvjdzheV7Ok0oipFeMyuWJg8Eg0uk0Ll26JHdeSVGxljxxveV0jSo9M7KeWupGU6aKHnnkEdx+++04ffo0pqenceHCBbzpTW+qKLrVjOnx+Xz40z/9Uzz//PNobW3F+vq6YZ8FuAlEVzqxlf4I+/btw/z8vK4WxFoi3eLROxzHYX5+HpFIBKOjo9i/f3/JkT07FekqYVkWm5ubBU0WpRBFEZ1uCg+/fRIsy2JjYwOpVAqpVApL1y5g3W6Hx+OB1+uFzWZDMBgEwzCYnJwsOOE7a3SZkeqUpZHwyuO1WCxoslpBkhZABDwOu9wIIxkBiaIoC7DSdKdWi0kpT+z1etHS0oK+vj5VF7Bq8sT1ltM1cj6aUblhtRbgVCqFoaEh3H///bj//vur2lY1Y3q+8pWv4OMf/7jc6Varf24xDS+6mUwGV65cAQDZH4HjuJo8dfWUfimHUwqCgKWlJYTDYQwODho+skdLpMtxHObm5rC+vg6bzYZjx46VNTpRCpXNZkNPTw96enrkn8nn84jH43KujaIoOJ1OuY203NjyapBK55aXl+XaaYYXkGG4gqh5T6sd7zzUC4bjMdblUo1qlQt1giBgeXkZBEHI1R/FlRPVohRuNRewavLEN2tO18gWYLVtxeNxzf621YzpmZ2dBQDccccd4HkeDz/8MN72trfpOPLSNLzoEgSB0dHRgkfAWmaP1RLpsiyLcDiMhYUF9PT0VDVpV+1YA5EMvvtKGAOtDvzqkT5s5ji0OilQpKUqz2BBEBAKhRAMBjE4OIhjx47h8uXLqoIriZJShJTkOR7RFAM+HUM4FMTAwACOHj0Ki8UChmGQTCblabm5XA4kScoRYfGARlHc8oiwKPYhiiKi0SgCgQC6urpw/PhxkCSJSDqPx55fAs0KeM+xPgx3OPHNM0E8OxvDcLsTn7h7FFaF2Dx9LYJLywm8+9ZeDHe8vk/JvKi5uRlHjhwpsMesVMKmRsVOsiryxPF4HBcvXtzW2KE1T2ykeNfjJOBSBubJZBLj4+OG7KN4fz6fD88++yxCoRDuuusuXLp0ybBFu4YXXZfLtc1joZbHNavVCoZhNL1HypWurKyAIAhMT09X7ftQLLosx+MLT/vwnZdCyL+mq3/2Qx/6m204PtqO//G2vXIbsNqxrK+v47rPD4uzFdPT07DbbOA4bptQK8UWQEmxBbYE94+/fwXza3Ec6nPh9+49ViAKNpsNHR0dBWYqktdrKpXC4uLi1iIUQUCgnPiPAAsWJD5y1yjGu9y4EowitLiAgVYHDh8+XHCBzUWzOLcUR4LmAFFEjhPwwtwGBF5EaJNGmubQ3+rAvVNdCG5m8Znvz4IkgHNLCXzrN49iPZ5GaHEe4FlMTU0V2HIWV06UKmFTfs8Wi0X+fvQugBXniWmaxtTUlBwVRyIRzM/Pa84T34jmiErb2Y1JwFrNbqoZ0zMwMIATJ06AoiiMjIxgcnISPp8P09PT+j5AEQ0vukajTBNUQzwex+zsrHwx7du3T9P+ikX3u68s49svhaAsHqA5AXMxGiS5iWiaQZfbWjLSlY7FZnfgP1c9CMYzuHV9AZ9660RBSqJYbGlOwE/9G3A3WXFqtLUgAs1kMnjx4nUsRnMY6mnHtTiD+Q0ak93lIzGl1ysAPDsbxT+9FMR6Ig1AQGsT8IXvn0OLVcSLawBhseCTd3dgL0nimZkIZtcyuHeqC1YLENzIgRNE/MQfw/5eDxheRDbPwSGQWIjl4LZb8e2zYeQYHoIogOOBNM3h31+4in+7FEFXqxd9bV5878ch/Nbtewo8aSXUStiA11MuSlGWUgUcx9W0YCdFlpKw9vb2yr+jUnliiqLkny3OE9fTXLPdmBqhp2SsmjE973znO/H444/jN3/zNxGNRjE7O6t5FFc5Gl50y51oRnjqqpFOp+Hz+SCKIvbv3w+r1Ypr165p2hewdaFK+/Ovp/HPryyDLZE5ELFlNN7tbYKFKIzAJG9bnuexf/9+0LAh+NKraHfZttpweREUSchtuJKA+CMZbGRZBCIZ/Hg2BgKAg7Jgb7cbdD6PLz19FaksjXuPDGO8L4ufzW2AsgB/9d9z+PXpASRpDssJGjQrwGUj8ctHeuG1U/Ctp5HIcTjY78FcNIuXFjbxtecXQXMCeHGrBjeWEcDxIliBAEUCTQSBH11dhTW9hsev5WG3WTG3HMX7T/bD3USCE0RkGA4LsRwoC9BEEuAEAQ7KghTNYX+vBy0OKwLRDNI0g/v3cLiyTqOttQ2BjSyeX1iGKAJzkTS+8dCRghtLud+N8r8A5OoPh8Mh5xOl34XW9ASgHjFrzRPTNI1wOCyncvQKZ72mF4yKdKsZ0/PWt74VTz31FA4cOACSJPGFL3xBk+NgxWMwbEt1BkVRNXnqqkHTNPx+PzKZDCYnJ+VfOsuyuhfgpKqHpY0cXDYSgy1NWIoXVkIMtTnwK0f7QSoMrJVOZJOTk/KJ4RZF/NxEB37mj+Gdh3ths1rk6bP/9sI1hDIEbhtqxxd+NIdohkGX2wYraYHDRsK/nsKjz8xgZi2LJLvVFPHT1Xlk8jw4YevvyRyHL8T92HjNbjDH8BjvcqPdbcNIuxNfem4eAoCJTidCcRrP+WKgudcXngQrjyaSQI4HSMuWqLW6mvCeO8axr8eDH8dmkc6x6HCTsOSTeNcogf8KMGh3WeBxCGi2UfDFBLgoEgKALncT4lkGd4964J6yYINxYinvRJzj8JwvCgEECFGESBAIbuZweTmFQ/3qLcWlYFkWc3NzSCaTco21knLpCaksrJQQa01TqOWJz549C1EUEQ6H5cYgyQFMioqryRM3UnpB76ieSmN6CILAF7/4RXzxi1/UfrBV0PCiW8ne0SjRlS66WCyG8fHxgkm7gH7vBeVj/5HBFrwwt4GBVgd6NrN4aXGrDvVgvwefePM4bh/ZelQXBAGZHI2H//cLyJIufOzNt6C9/fVyLYIg8NGfG8FH7hoGsHUBCIKArpH9+PsfBCAIHH42u4aVhACblUBwM4tOtw08R+D5y/PwR4Ek+3qrb1xhA0kAyHMivHYromkGHC/CShKwAFiJ0/hfP1nAeoZBv7cJC7EsMgwPtqhneLjdgfloDgRBgBdEfPSuYbz7tj55gOTvvXkcKwka+3vdcNms2LsXuDOcwGM/WwAEHkMeEeE4DZZlYRdEXA3lQYoCUrE1fPJtU/jsj8KwWQWcW0rCZbOCILa+Z5IAhtudsJHaqhRWVlawuLiIoaEhTE5Oljzn1NITylROqTyx9NRR6zqE1WrFwMBAwb4lBzC1PHEpg3Ij0ws7GNkROgAAIABJREFULbqpVEr3fLQbScOLLlCbvWMxxaLL8zyWlpawvLxc8aKrdThli5PCp+/bK7+WzLFYS+bR7KTQ5WmCKIqyOc5SCghxbthB4vGzYfx/7yjMJZdaJGtr8cDltCPPCdg34ETLZg4L0QyaSA5eggHPAyxvASuIsBKAKAIgtozPJZxNJLo8TVjazGGk04F79nVhqs8DB2XF115YQjLPIcvwWNjIwkmRGGqzg86zyHFbKRJ3Ewm33Yb+VgKbWRZNVgvuHG8vmNjb32LfNjr9UH8z/uiXDoC0EHBSJN5xPINsnkUiFsH/eiEM3mJFn8eGmZkZEDkeq4wF/V4rVtMcCAuB/+fNY3DZSDQ7KOztrm7GXTKZxMzMDLxeL44dO6a5oqCcEOfzeczPz8Nms4HnefkcEEURJElqcmJT27fWPLHb7dZdalkMz/OGObqppQmNnFS9m9wUoluKWjrLpJX+5eVlLC4uoq+vr6ryLz2UK2/zOih4HVsn7sbGBmZnZ+H1ejE9PY3YT1+CPU0ileOQpFkEImmMdbrLViR0upvw+28Zx1wkjcluD1ptAs5d8eHV1TwCWRt+fn8PBlubkHgmgIUYDTclYjMnwEEBqTzQ6yXx9gMdeNqfhN1KIrxJ45nrUQQ3afzO3SMY73bhOX8MELcsJ1leAE9n8Yk7+zDR34lzwQTGO104MdICQQCe9cWwr9uNkY7qRNCr6IbrsnGYXfCht6UFj/zaNHIcMNHlwk/9MdiWV9DDc/jl/S6kUmn878tJ/MsLs3jHXi/GxzuRTlvKTj6Q0jbZbNbw2XgEQWB1dVWOnHt7e7fVSKulJ9QW7Kq92avliRmGkStNGIbByy+/XGDFqCdPLE39MAo1A/NG5KYQXbVIV4/oEgSBfD6P06dPo729vSqTnFooFl1RFBFNM/CvpfChb10AIwAUAYw2A7eNduPO5g4csNnQ4bDgc7+4D//XP5zD9bU0XpzbwHc/eAwdbhsWYlm0Oim0ubZ3hQmCgL/+8TwyuTxabAKGOrxYSgLrqQyuRRZwqN+Ltx7oxpNXI2hx2OB1WJFnOVwOJ2GnSISiaazGaeRfSxks8ilEUzRsFhFraRaj7Q5sZvLgORa39bvwh790GB7HVornxGjhxIh3He7V/H3RNC37VxSXgAHAy4sJ9DQ7sZFl0Ns/ADKZhyccRpOVwDpnBcuycgmbNJhRWUu8urqKYDAoN2YY6deaTqdx/fp1uN3ugshZLapVdtdJi6DA9gW7WtMTNpsN7e3taG9vRyQSwfT0dIEVo5488U57OEjXu+mnW0dYrVbN6YXNzU15wu2JEydKFmQbTbHo/vnTfnzthcUC60RWBGbiQHYugdlIDv94egkzy1kMvHoB4TgNEUCW5fHE5TW0OCg8fT0Kh82CT90zgU7P68IrCAI++S+vYnGDgQBgPQvMxpPy6wmaQzQdRSCaRZbhMR/LYrDVAf96BnleRCzLARYnmmwUMhkGpAVgBBH9TUBoNYLNLAdKFHG8k8TJiX6c2tsPdwmvBj1IaZ61tTWMjY2pdiLdMdaK/7q0jsE2J3q8TWh1UhhscyBJc3jbrXsw1O4s2KYU4UnDNkmSRFtbGxiGQTweVx2QqQWpKzCRSJRchFNDGd1KlFqwi8VicpOK2oKdVsr5TlSTJzaqI00tok2n0w3ppQuYogvg9W4li8WCqakpvPrqq7oEV89wSqXohjZz2wRXSTBOIxin5b/HVzIFrz/63ALunmyHnbIgy/BYS+Vl0Y1Go/D5/aAZbms1TLEP6a+CCLC8iNBmDqPtDmQZDv5IFvRrB8QKW6VnTiuBTQJospK4a7wd9051wJaN4gczm3B7W3D/gVaQXA4L/hnM5PNoamqC1+uVI0q73V51hCKKomxA3tPTg+PHj5f9fk+OtOHIYAuo1+ayNVlJ/N6bx0r+LEmScDqdCIfDEEURJ06cgMPhkEuyVldX4fP5ZLNt6fi9Xm9VTz+iKGJtbQ3z8/PYs2cPJiYmao7MlHlimqYxOzsLURQxNTUFq9VasbGjFiHWkidmGAaCICCbzdbUGq4WMScSiapvXvXGTSG6ap66lZoccrkcfD4faJrG5OTkNoPl3RhOKYmuKIq4OhdCTamq11ITe9qc2NfjxmSXu8Cl6/Ctt+Jd+VX8w/OLyCpKuJS7FAG0OKwAAeQYDiwPOCkCeU6E1UIgEM3CQZFodVJodlA43EnAtjGHkZERPHz4QMncWz6fl9uEw+EwaJqWvYQlIXM4HNveKx17U1MTbrvttqrtOaupTpDapMPhsBw5S/uXjkvqVJLEI5VKIRqNYn5+HizLwul0yiLk9XoLji+TyWBmZgZ2ux1Hjx7VXEVTDlEUZX+K8fHxgk5A5edTRsTFKYpSC3Z6zHfU8sQXLlxAS0sLaJqWzfr15InL1eg2YuUCcJOIbinKLaQxDCM/TkonbXH5l57Ho2qHU37v4jK+czaMvd1u/ME943IOua+5FYcHPHgllNK0X4kcJ2IhksKf3DcMgqTwbz+9iDaKxYmDezGfAh547AKyHA+PzQKa41HKvcFBWfC2qS5E0wzyrIhwgoaNtGBftxPzsa20g0gBgy02vKmTwdHeJoyOHFe9eJTjW4qL/CUhXllZQS6XA0VR8Hq9cDqdiMfjyGaz2Lt3r+EX18bGBnw+Hzo6OmSPh3JIuV+3270twkulUojH4wgGg8i/FtXzPA+GYTA+Po6uri5D847JZBLXr19HW1sbpqenVY+9XIddca4Y2IooWZYtKGGsJSoWBAEdHR0F14KePLGa6Dbq1AjgJhFdtUi3OL2gHEg5MjKCvXv3lnyvJNhaRbecQ1ma5nBpOYkebxO+8tNFLG1m8WoogZ9eC4PhgN52Cr99dxt+bdqDpdgMornqx9MoswXrWQFv+dJFENiq9yIA2J57Bbkq+jYIAKdG2vDAbf34WSCG88EkOl5rePjoXUP48k8XcSGYgIfkMOah8L63HNOd925qakJnZ2dBblYqowoEArJvrlSxoVzs0iti0iIcz/M4ePAgnM7t7cDVoozwpKkHa2trCAQCaGlpQVtbG1ZWVjA3NwebzVYQEet51OY4Dn6/H+l0GgcOHIDb7dZ8zOWc2DY3N+Hz+dDb21tTh51EqbSAnjyxmtdFo06NAG4S0S2FMtJVOm719/eXnbRb/F4tlCv/+ttnA5hZS8NJkWBYFvnXHu9Dr6Vl15cz+OC3XtW8T6AwPSD9XcTrJ2g1gksRwFSfB3/xywfQRJEYbHNgotOFF+Y2sbfbjb2dDvzOYRsCPTY09+zB9HgP7JRxq9OSb0RrayvuuOMO+YYnGeckk8mCtlc1B7NSSFabq6urZRfh9JLL5XD9+nVQFFVySolUkqXnM0gGRnNzcxgaGlINFPQiiXkmk8HBgwflahC9HXZKqhHoSnni9fV1pFIpnD17Vq4nDgQC8Pl8unK61UyNAIB//dd/xQMPPICzZ8/i2LFjmvdTjptWdCmKAsMwWF1dxdzcHDo7O6uatAvo99Qt15W2sJ7C6bn4NoGsB6wAmqzA/g4r8rkMKNIN0mLBydE2HB9uQSgUwvlXXsHIyAj2G1xGVakErNg4B9gSCik1oSz/UkaTbrcbFosFsVgMPp8P3d3dFRfhtCIIAhYWFhCJRDAxMVFwjEqUJVkSpVzYikvYSJKUjfmNzgsDwPr6OgKBQEkxr9RhV40Tm16UTxGCIMDr9WJwcFC+ec3OzuK//uu/sLy8jO9///s4fPgw/uZv/qZimqiaqRHA1sL6X//1X+PEiRM1fQ41bgrRLfVLjsfjSKVS2NjY0DQjDdAf6YoECYbd/j5BEPBsIK55ezuJ22ZBr9eGZocNBAG0Oy148JZmLC4uIpPJwGKxgKIopNNpdHR06OrIKgfP81hcXMT6+rrqYpAaVqu1pBCn02kkk0ksLS0hlUqBpmlQFIX+/n60tbUZWlAviXlPTw+mp6c1i3mpm4lUwiblbdPpNOx2OyiKwurqqnxTqbUUi6ZpXL9+HVarVZOYVyPEoihiY2MDoiiCZdmaO+yU7cTSzet3fud3kM1mcejQIdx77724du1aVTXB1UyNAIDPfOYz+IM/+AN84Qtf0HSs1XJTiK4SyQXKarXC4XBs+0KrQY/onl+K47NPryLLruB33yzi7Qe7sZHJ4wevzOHzzyxrPgajaXcS+LnJLpwcaUO7ywY7ZcGBXg9EEQjFafS32OF4LV2QTqcxMzMDURTR19eHXC6Hc+fOFYyq8Xq9FR/rS6G1BKxapHyhNDlEelymKArJZBKhUEgeLCkt2igjymqhaXqr1Zggtnn/1gpJkrLXQ1dXl+zfqixh8/v94HledwmbVLFRPKtPL0ohZlkWPt//396VRkdVZtt9k8qcolIhISQkkKFSGSAJIQmK8ngI7QAotoqKE4rwQJ8INjIoyiAqoMiwBFoBaZGmgWWrT+gWRGUSBAKB0CRkIPM8UElqSFKp8Xs/4ne9NSVVya0AofZaWcuYy63vVtU993z77LNPEbRaLVJSUiAQCGxmxfbyxJTfNQfldIVCIUaPHm3XWu2ZGnH58mVUVVVhypQprqDbFRiGQXt7O/uB0xlgZ8+e7dH5emJe80vBDdSpOv/N+4dy8ea3uT167d6AARAmFMDDQ4DmNg10hk5ud/AAT/zthZEYLLLelikJ7tzSU1WHSqWyOkdNr9ezmZj5tt6eQNxTCZi9uHHjBkpKShAaGmqSfXKvw2g0shlxbW0tWltbYTQaTbb11rJJLi/MV8DiQqvVst/f5ORkk0BjLmEjhKCtrc0hCZtKpUJBQQECAgK6VD30FA0NDSgt7ZQOhoSEWN19dkdPWAvEtlRESqWS90Ka0WjEwoULsXv3bl7Pa45+EXS1Wi1ycnIQExNjsU3tqd7W0aA7VhKIby9Xo8WeqhVPcAeQOlSIJpUOyREDMGdsJKKC/EAIQW6tCttOlYEQ4On0MJsBFzDVrEZGRnap6hCLxSYepjQQW+NXabDw9PREWVmZzWDeW7S3t6OwsBAeHh7dBnM3Nzd2Xdzrb2trg1KpRENDA9sQ4efnB6FQCIZh2OyTb16YmhhVVlYiOjraLokZwzAOSdj0ej10Oh2kUqmFPLK30Gg0KCgogLu7e7dURU+c2GiXnXnTkTOmRqhUKuTm5mL8+PEAgPr6ekydOhWHDh3itZjWL4Kul5eXVdKbBk9HuUiux629qGlu65OAG+QrwOyxw/Dc6AjWENwcDMMgacgALHtICo3ewGay1kCzQ+5cMkfQVSBWKpXIz8+HSqViPWBpUO4JNWEOg8GAsrIyNDc3IzY21uGbkIJbhKMwGo2Qy+UoLi6GVquFh4cHGhsb2fZTmhX3prhFvRiEQiEyMjJ6xdVak7DRqQcBAQHw8vJCTU0NiouLeZGw0YdFVVWVw5w8F7YCMf1s29vb4e3tbeLEBnRm1nxPjRCJRJDJZOzv48ePxyeffOJSLziC3gRdezNd6gmw61RJT5ZogidTgvDaBCkGCb3wryvVyC6uhqajAxUd3pgcL8bowe5QKpXQaGpw9T9NbMZmvpWkGBpoO7s16VTjmZukwaOhoQFisRijRo0CgG4zYnsDMVdGFR4ejvT0dN5VCdXV1aitrTWRmNExPUql0uq2npvZdwWDwYDS0lLI5XKHvBjshVarZT1ERo0aZfHZ9kbCBnTuLPLz8+Hn54f09HTexvJQUCqEFilpez3Qyalv3LgRVVVVDtNT9kyN6Asw3VR0b0WFk1VotVqL6nROTg6GDRvm8JdaLpejpqYGw4cPt3kMLXiUlZUhNDQUh0r1+Ox0Jft3NwAiT6BVBzAE4I66TAn1Q0q4EDk1KowaJsaUpMGIC+kUghsMBlaGROkSa621HR0dUCqV7I9Wq4WPj49JILZ283fH2/YW1A/AaDRCKpV22YDArdYrlUq7AjEt8vn4+EAikfAuo6J64cDAQERFRXWb+dNtPZWwcT8LbhCjgY/uLIYMGYLw8HBet/pcw/WYmBiTDsDuwJWwqVQqqxI26lPR0NCAuLg43jlV+jBSKBRISEiwkA9euXIFCxYswNSpU/HWW2851f2PB9j8YPt10M3Pz0dISIhN/aQttLa2oqSkBCkpKVb/zvW2pTe+RmfA+//KRU5VExZPTsbY2CBWQqPX63EkrxH5da2YNCIEI8IsHwJcbi88PBxDhgxxKHvj3vz0h2Zh9KahFfDIyEgMHjyY1xu+NxIw8/NYC8R+fn7o6OiAVqtFfHx8j6kEW9BqtSguLkZHRwfi4uIsbnhHwH0o0mtRq9XsrmvYsGEYOHCgxdSG3oCbfcbExPASkLgubM3NzWhqaoK7uzsGDhzYZdGxJ5DL5SgoKEBYWBgiIiJM3heNRoOPP/4YJ0+exPbt25GcnNzr1+sD9P+gq9PpLCbkFhcXQygUshyXvejo6MC1a9eQlpZm8v/plpxhGEilUosbU61WIz8/HwkjUtDUpsFAXwEEbn9UZG2hubkZxcXFCAgIQFRUFG9PcLodrqmpQW1tLdzd3SEQCODn52fSWtub1+Nu9ekN44xCU1lZGQYMGAA3N7cumyF6cv6amhpUVVXZXchyBNwi5bBhwyAQCNhA3NHRAS8vL5PM3hEHNnp++rBzVvZZVlaGlpYWJCQkwNfXl5Ww0R9zCZsjXLfBYDBpbzaXh2VnZ2PBggV4/PHHsXjx4ls9u+Xizgy65eXlrDjeEej1ely6dIktzmk0GvaLwR1GaW0NFy5l46omCC1tWkgH+eHPI0Nt3kRtbW0oKiqCm5sbJBJJr7wArIHL20okEnh7e7NyI5pJ0pvGPBDbk73Q7iBnbfVVKhUKCwvh7+9vkb11RU3YG4jpOB6RSITo6GjeuUmFQoHCwsIuqQpq/EM/C7VazRa6uNt6Ww1AhYWFGDRoEIYNG8brww7o9JcuLCxEaGgohg4davN7zJWw0evQ6XQs3WVNwgb8sWOkOzvz7HbdunU4c+YMtm/fjhEjRvB6bX0Am0G33xTS7DW9sQfUQ4Hyq7RnPzHR0rqQgj685K1qFNXWIEjog4IaDfQjgi2ezlxeNTY2lvfspCvelis3CgsLA/CHdaG5ZIryeeZNBDqdDiUlJVCpVE4pBNHzt7a2Ii4uzqpZtbu7u4V5CjcQV1ZWWvCSNBAbDAb2/AkJCT0yj7Fn/W1tbVZbm7mwZvyj1WrZ4NXQ0ID29nbWd2DAgAHw8fFBbW0t1Go1RowY0SsqxBr0ej2KioqgVquRkpLS7dgdRyVs/v6dlqMGgwHJyckWycalS5fwxhtv4Mknn8SpU6d4fxjebPSbTFev11v4JTQ0NEClUkEikTh0LkIITp06xWbJQ4cOtZlFmM8kI4TgeF49rlY3IyEACBZ0sJmkUCiEWq1GS0sLoqOjbYrIewpzvW1veFuudpUGAKqVVKvVCA8PZ7fLfIHLa/PFO5tnxC0tLdBqtRCJRBg8eHCvqAlr66em5XT+GV+fr06ng1KpRF1dHW7cuAGBQABvb28TasLX17fX13Hjxg0UFxfzvn6g8/2pr69HSUkJ/P39We7b09MTBQUFbPtzXl4eduzY0WUh+zZA/6cXrAXdpqYmNDY2IiEhwe7z0C+dWq3Gf/3Xf9nkkLjG0LQBw9YX1Gg0oqqqCpWVlfDy8mL/LfeG8ff371WXkEwmQ3FxMYKDgxEZGcl7xxHdCtLtO+X1AFhkxD258RUKBa5fv+60rT53PllkZKRJoUulUlnNiB25jvb2dhQUFMDb2xuxsbG8c49cvwSpVApPT08TxYFSqWQ9M3oiw9NqtWzrd1xcHO/dgtwW4fj4eBMZm1arxYEDB7Bnzx60tbWBYRgIhULs3bsXw4YN43UdfYj+H3QNBoOFtpa2qyYlJXX776lng4eHB6RSKbKzs3HPPfdYPZYQwlrcdVckUygUKCoqYqvKlPfktqMqFArWF4DeMCKRyK4bxhpvyyfodA1bEjCDwcBeB+VW6XbTngBGVQNqtRpxcXG8b/XtnU/GzYipZMqe6+A6jTmjkMWdEmFP+zG3Q5DLdZu3OdProNlneXm5wzIze0ETGWu7F7VajTVr1uDixYvYvn07myApFAr4+vreToUzc9yZQZe2h6amptr8d1RXqtFoTPjP8+fPW7R8djXe3BxqtRrFxcXQ6/WIjY21K5hYKw5xResikYgtqnB5VWfobSmfLZPJIJFIHPIasEd/6+vri9raWlRXVztFNcBVVURERFgUahy9DmuBmBrI0EIT34Usrl9CdHR0j3cvXOkX/TwAsPPgfH19LbJPPqDT6VBYWAiDwYD4+HiL7DkzMxOLFi3Cs88+iwULFvQ37rb/B12j0WhRNNPpdMjOzrbqQkQzIBpUuDOyACArKwvJycnw9PR0KNjq9Xq2NdWaF4SjoN6x9KetrY19wAwePBhDhw61Ol+sp+AGKyrg5yOYcFuDZTIZ5HI5PDw8EBwcDJFIxG6F+bgO7nwyvlUVBoMBLS0tKCkpgVarhUAgYGd/9ZSasPYatGMtPj6e96m3hBBUVFSgpqYGQUFB7G7FHuMfe0G9emntggu1Wo0PPvgAly9fxo4dOxAXF8fHZd1quDODLiEE586dM6EJKL9aVVWFYcOG2WxCuHLlCmJjY9mxMUDXwdZoNLK96BEREQgLC+M986G8bWBgIAICAthtvVqtNpm4S/WejsLZEjCNRoOioiLodDrExcXB09PT5IFC21G51+GILwDXi8F80Cgf4Gp6uVtxW5mkOWdvz/eB+vRaaxLgA62trcjPz7eaPVPKi5vdU+MfbiDuasuv1WpRUFAAhmHYz5iLc+fOYfHixXjhhRcwf/583msPtxD6f9AlhECr1Vr8/7Nnz+Kee+5hM7iSkhIEBwcjKirK5lOcEILc3FyIxWIEBQVBIBB0+eWXyWQoKSnBwIEDERkZ6ZQiUFFREQQCAfsgMId5W7BGo7GrLRjovFGoxEkqlfIuAaMPurq6OputzRS0Ss8tDtGBlfTHWmZP22udFazoVn/AgAGIiYnp9jO2Foi74oi5fgnO2OpT7lkmkyE+Pt7uz5iqWLiB2JafL7V3tMYNt7e3Y/Xq1bh69Sp27NgBqVTK6/Xdgrizg25iYiKuX78OX1/fbotNtEimUChQW1vLVuiFQiG7DaYD82gRy8PDAxKJpFs9o6Pg8raO6nm5ragKhcKkLZh7HQ0NDaiuru7SB7U3oKoHKuDvSWbDNWihGTEd4e7t7Y3GxkZ4enpCKpXyXnXnc6tvregIdGqO29vbMXToUKdwwwqFAgUFBbw1UZg3QygUCrS1tUEgECA0NBQBAQHsQ57uNhcvXoyZM2fitdde68/ZLRd3ZtBtb2/H2bNnIRaLIZVKu7xhuuJtuQUVqjTQarVgGAbh4eEYPHgwr7wqn3pbLrguWY2NjWwvvVgsZm8URycp2AItUBJCIJVKeX8g0dlqLS0trPUfl2KhJjO9ed9o1T08PJx3cxqgk3vOz8+Hh4cHSxeZUxPmagNHQFtsVSqVVQOZ3sJc+eDn52dyn8ydOxceHh5oa2vD22+/jUceeQSDBw/mdQ23MPp/0AXAeuDS7bJcLofBYMDdd9/dJZVgb5GM2jg2NDQgIiICXl5eUKlUUCgUJrwqzSR7knU5W2+rVqtx/fp1AGAzQ9oEQR8ohBB2GywSiRwqDFEvgIaGBqdMWABM55NxM0NuSy3X28BRrpuO5HFzc3NK9tydX4KtjJjb4txdIKbvkbUWWz5AdcOenp4WumRCCM6cOYMlS5bgiSeeQHx8PK5cuQKj0Yh169bxuo5bGHdG0FWr1aioqEBtbS0iIyMRFhaG7OxsJCYmWtxsjgRb7hO9K1MXLq+qUCig1WpZ7ov+2CpCtLW1sbPdbPG2vYEjEjDzm542D5gXhszfL/rAMA+GfIE7n0wqlXb7HhFCLAKxRqOBt7e3VS9iLvfsrAdGT/0S7A3EBoMB169fh06ncwo3zDUvt/Yetba2YuXKlbh+/Tp27NiBmJgYXl//NsKdEXQplcDlDq9evYqoqCiWWnCkkwzovEmKioogFAoRHR3tUEWf9p9TTlWpVMJgMJgUU7y9vVFeXu40HwZua2pvJGBcyRctcFGlgbe3N27cuMHyqs4oAvE1n8yWF7GHhwfa29shFoudxs8XFxejvb2ddevqLcwDcUtLCzQaDUQiEUJCQnjpdOSCuuj5+PggNjbWZPdICMHp06fx1ltvYc6cOXjllVd4f+jeZrgzgq41T928vDyEhoZCLBY71ElGB10SQhAbG8sbH0arwXK5HHV1dewom8DAQItCXW9BXbrMu+H4QkdHB4qLi9Hc3AwfHx/o9Xq2wNVTq0JzNDc3o6ioiKVb+L6RaXtqa2srQkJC2MyY60Xc3S6lK3B1z87wMwD+2AG4u7tDIpGYZPfcCcg9bTmnUrnq6mpIpVILf2qVSoUVK1agtLQUO3fuRGRkJJ+Xd7vizgi61uwdi4qKMGDAAAQFBdlFJeh0OpSVlUEul0MikThsgG4PzHlbABaVYJpF0kDsSKGOKwGz5dLVG9Ax6twJCFzpEzezp7wqvQ57uW6upjc+Pp73zJNLGVkrVnKLjvRHr9c75EVszS+B72ugwbAr43huRkxlbIB9gVitViMvLw/+/v6QSCQmx1BjqLfffhuvvvoq5syZ47Ts9uWXX8a///1vDBo0CLm5lpO2//GPf+Cjjz5iPU0+++wzm0MI+gh3ZtAlhKC8vBzNzc0ICQmBSCSyGbzMzaadkZE4wttSvSoNxPYU6rjX4CwJGO328vLygkQi6TaAcnlVGozpOBtuIKbBi+s1wJ1Pxvc1FBQUsBJCezNYc6kUpYvMA7G7u7tDfgk9AZ0UQb2GHdWGdxeIhUIh5HI56uvrER8fb0F7qVQqvPvuu6isrMSOHTucbkzz66+/wt/fHzNmzLAadM+ePYuEhASIxWIcOXIEq1bdW31YAAAgAElEQVStQmZmplPX1A3ujKBLncbMRzrL5XL2pu/o6IC3t7fJDa9QKNimCWcoBnqjt+Wiq0Id0Gll6axroO3NLS0tve72sjVayNPTE+3t7QgICHCa5ra8vBxNTU28daxxvYgpr6pWq+Ht7Y2wsDAEBATwJsOjr0cVNHwb7NBALJPJUF1dDQAmky3a29sxZMgQXLx4EcuWLcO8efMwa9asPuNuy8vL8fDDD1sNuly0tLRgxIgRqKmpcej8ZWVlKCsrw4QJE3qzTIr+b2IOmCoSKG8rEAgQFBTEbr24hZT6+nrk5OQAAMRiMTw8PKBSqXi7Scz1tnFxcb3KPL29veHt7c12+xBC0NLSwm7DPTw8cOPGDajVaqvm4z0BtxAXEREBiUTS6+yZOy588ODB0Gq1KCoqQltbG8LDw6HRaPCf//ynSyN1R0ElVKGhobxOD6YOXj4+PmyDQFpaGtzc3Fj/Wzqos7dWniqVCvn5+Rg4cCAyMjJ4D3Zubm5oaWmBTCbDyJEjIRKJYDQa2Ux4z549OHToEJqbm3H//fdDp9Ohra2Nd/qqt9i1axcmTZrk0L/561//iu3bt2PhwoVOWtUf6FdBd9myZfD390d6ejrS0tKsfhkonyuTyaDRaJCens462SuVSrYLjXp69tSMhbYGBwUFYfTo0bxnntRnoKmpCbGxsSz3TAt19nTUdQc6edfX1xdpaWlO4yTpfDLzyRxc+0vza7HX00Cj0bBBj+9R8xQ0oA8ZMgTp6ensNQiFQnZUFPdaampqHPIi5nbFJSYm8m5/CfzhySAWi00CupubGwYMGICsrCwcO3YMy5Ytw7PPPotr167h0qVLvNNXvcWJEyewa9cunDlzxq7jCSGYMmUKqqqq8Ntvv/HeAm8N/YpeKCwsxPnz55GZmYnLly9Dq9VixIgRSEtLQ0ZGBiIiIvDdd98hKSmpWw8A2oWmUCjY4paHhwdEIhEbvKzdwM7W23ILQPZODTbvqOuuUKfT6VBaWgqlUumUcTxAz+eT2bKN5KoMqNKEBnTqIsc3qF+CwWBAXFycw591V9pbei1UXeEsTwnaqHHjxg2rngwKhQLLli1DY2MjPv/8c0RERPD6+o6gO3rh6tWreOyxx3DkyBGHvB22bduGv/71r7h27Rry8vLwn//8BxERERg7dmxvlntncLrm6OjowJUrV3D27Fl8/fXXKCgoQEpKClJSUpCWlob09HSHBOrcyrxCoWBNZajhuEwmQ1tbm1P0tsAfRut8SMBsFeqopwT1AeD7JufOP4uPj+clazO3v1SpVNBoNPDz80NERAQCAgJ4t7+sq6tDRUUF78bf9KEil8tRU1MDjUZj4pfhyDSI7kDpiqCgIAs5HiEEP//8M1asWIGFCxdixowZN11321XQraysxIQJE7Bnzx6bwwcoamtrYTAYTB4gEyZMYO1MJ0yYgH379mHp0qV4+umne+pVfWcGXYoDBw7g0qVLWLZsGYxGIy5evIjz58/j4sWLqKioQHh4ODIyMthALBaL7bpBqayorKwMMpkMHh4erLcqvUl62jfPBXe6QnceEj2FUqlEfn4+PD092THbjnTUdQduoHKWOoQ7JUIikcBoNJo8VDw9PS2ka46ugSof/Pz8IJFInGK8bT6nzDy7pzsV87E89l6L0WhkqamEhASL75NcLsfbb7+N5uZmfP755w5P07YX3cnACCFYsGABDh8+DJlMBoFAAIVCgZCQELz33nuslesrr7yC2bNn49tvv2VVFAKBAFlZWRbn3LhxIxYtWoSVK1fi1VdfZR+YMpkMs2bNwrZt2xAeHo6jR4/ik08+wb59+3q6S7qzg25XoJZ3mZmZyMzMRFZWFmsQQoNwSkqK1a2jNZ8E8zE8tIWWu5W31yOWW4hzxnQF4A9Nb3t7u8W4HHs66uwpbnHnk5mPUucL1LazqykR3KYBulPhtgSLRCKbuwdnj+UB/vCiBdDtnDLz7N5eL2I6/DE4ONhil0cIwdGjR7Fq1SosWrQIzz//vFOz2+5kYIcPH8aWLVtw+PBhZGZmYsGCBb2SgdXV1WHnzp3w8PBAdXU1Jk2ahEmTJrHfX4PBYPJdvv/++7Ft27ae2lC6gq4j0Ol0yMnJYQPx1atXIRAIMGrUKIwaNQoikQgnTpzAzJkz7WoZ5d4gCoWCtSbk8sPmN1hTUxOKi4vZrR/fhThuEcsRTS+3UEe38oD1Qp2988l6A7VajcLCwh41INhqCTbP7qk2mS9rRGvr4IOuoIMquRkx9SL29/dnkwBrxbiWlha89dZbUCqV+OyzzxAWFsbHpXWLriiDuXPnYvz48XjmmWcAdD6ITp48yY55txdUyWQwGNDY2IjQ0FB88sknqKqqwqxZs5CcnGxyfH19PRYvXozW1lb8/e9/7ykF5gq6vQEhBCqVCsePH8f69etRUlKCqKgotqqfnp6O9PR0h5oRNBqNCT9Mb3YfHx/I5XJ4enoiLi6O904soHP7eP36dYjF4i7N3O2FtUKd0WiEVqtldwGOTICwB1w/BmutqT0FtxNNLpejsbERBoMBYrEYgYGBbCB2hp+BI40a9kKr1bKFV3pu2qrd1NQEkUiE0tJSrF69GkuXLsWzzz7bp9xtV0H34YcfxltvvcUWtCZOnIiPPvoI6enpdp/faDRaZPMMw0ClUuHNN99EQkICpk+fjtDQUHanMWvWLEyZMgWrVq3qzaXdGTpdZ4FhGPZGe+WVV/Dcc8+BYRjU1tay2fBnn30GmUyG2NhYVrI2atQom8HGy8sLgwYNYrMaaojS0NAAoVAIrVaLq1evsvywvdOBu4JGo0FxcTE0Gg2GDx/Om5+Eu7s7AgICEBAQwGaFnp6eCA4OZj0s+LK+BP5w6goODrYYHtpbUA1xa2sr5HI5YmNjERISwgbi+vp6djoyl1N1lLvndt7x+dDggjaDKJVKpKWlsZ+3VquFUqnE0aNHsXfvXlRXVyM5ORn5+fmoq6tzGod7M+Dm5obq6mp88cUXGD9+PCslFQqFePrpp/HVV1/h3nvvhdFohEajQXJyMv7v//4P4eHhTluTK9PlEQaDAfn5+cjMzMTFixdx+fJlGAwGJCcns9lwQkKChTuTLQkYFaZzvW574snA5YZpay3f3LA988l6Y30J/GFO09HRgfj4eF6cuqyt0R6/BO5nwx3HY17cshaIu5pTxhfkcjkKCgqsSs0IIfjhhx/w/vvvY9myZZg+fTrq6+tx6dIl3HXXXU6R19kC3/QC7TjV6/UQCATYv38/NmzYgJkzZ+LKlStobm7Gt99+yx6/fft2fPXVV8jJycHatWsxb948vi7NRS/cDNBC1KVLl3DhwgVkZmaioKAAIpEIaWlpCA4OxrFjx7Bu3TrExcXZtbW0JfXi8sPcQEFdupzFDQN/VNuHDBnikJbU3kKdm5sby3k6y1OCm3n21C+hKz00dzxSc3OzQ3PKHF1DcXExWltbkZiYaEFPNTU1YfHixdDr9di2bZvFpN6+RldB94cffsDWrVvZQtr8+fNx4cIFm+davnw5fv31V/z000/sLmrTpk2YPn06ysvL8cYbb2DKlClYsWIFgM4H57hx46BWq/HFF18gNTWVz0tzBd1bBYQQFBQU4I033kBxcTGkUimqqqoQGRnJZsO0WGevbM2cH9bpdPDx8UFHRwfc3d2dMsYbMC1ixcbG8uKVYF6oow8Wb29vhIeHQywW82Z9SUGHTlKOm88HEy1uNTY2oq6uDm5ubqxBDrfJho/rofPorE2LIITg0KFDWLNmDd555x08/fTTN72b7JlnnsHJkychk8msysAIIZg3bx5+/PFH+Pr64ssvv7TJ527ZsgXffPMNxGIxIiIisGXLFuj1evzpT38C0NlCv2TJEkyYMAE1NTUYNGgQ2tra8K9//QsvvPCCMy7PFXRvJZSWliI7OxuPP/44GIaB0WhEcXExMjMzceHCBVy6dAnt7e0YPnw4G4hHjBhhV1CjHUa1tbUYOHAgWwSklndcfrinNx1XPsVtQeYTXLpCIpGwXgZ8WF9yX4OvoZNdvQbNPOPj4+Hn58dyqlwTpp6MFaLQ6/Usb25tSopMJsObb74JhmGwdetWXps5zPHjjz9iwYIFMBgMmD17Nt566y2Tv1dWVuLFF19kR2mtW7cOkydP7vXrtrW1oaamBiKRCJMnT8Z7772Hhx9+GHv27MHrr78OhUIBoDPTX7hwIWbNmoVx48b1+nW7gCvo3m7QarW4cuUKG4hzc3Ph7e2N1NRUNhBHR0ebcIbUAyAkJMRC2mRt6ysQCBzOuGzNJ+MT9DXCwsJsTrroifWltdegfsDOyPocmVNmLl2j3Y7cQGyNX25qasL169etNpwQQvD9999j3bp1WL58OZ588kmnZrcGgwFSqRQ///wz23C0f/9+JCYmssfMmTMHqampePXVV5GXl4fJkyejvLyc13Xs2bMHW7duxa+//gpvb29MnToVXl5eiIqKwk8//YRp06bh3Xff5fU1rcClXrjd4OnpidGjR2P06NEAOm8guVyOixcvIjMzE99//z3btiiRSHD58mXMmDEDTz31lFWZGVdhQEEzLmqO09HRwd7oNHBRnpk73ddZxjEajQaFhYV2vYaHhwcGDhxowr1yR85XVlZaLdQRQlBYWOhUAxydTofCwkLo9Xq7X8Oagxy1v2xubkZ5eTl0Oh1LTfj6+qKhoQEGgwGpqakWr9HY2Ig333wTHh4eOH78eJ8Uxy5cuACJRILo6GgAwPTp03Hw4EGToMswDJRKJYBOXwdn6IGff/55/Pzzz1i0aBG2bt2KXbt2ISsrC/n5+di3b5/Jem4GXJnubQy9Xo+lS5fi+++/x5gxY1BZWQm5XI64uDjW5CclJcXurTdtFuDyqQaDAUBngI6MjOzxjLXuXtdcXcHXeWmhTqFQsM5yIpEIgwYN4sX60vz16GgeZ3QQUg1xdXU16urqTNrOBwwYgJaWFkRHR+Onn37Cxx9/jFWrVrEUVl/gm2++wY8//ogvvvgCAPD3v/8dmZmZ2Lp1K3tMXV0dHnjgAbS0tKCtrQ2//PIL0tLSeF9LU1MTpkyZwg7G3LRpk1NpFStwZbr9EQKBAGPHjsW6devYjFSv1+PatWs4f/489u/fj6VLl4JhGIwcOZJt5IiLi7MaaBiGgY+PD3x8fDB48GC0tLSwTmD+/v5QqVS4ePEiq1umGXFvGh+o21hAQAAyMjJ4LWJRzS2dYBsUFITo6Gi28Nhb60suqNTMw8MD6enpTml1pkbyBoMBY8aMgZeXl0nh8csvv8Qvv/wChUKBSZMmQSaTQa1WO0Va11Ps378fL730Et58802cO3cOL7zwAnJzc3l/kOv1ejQ0NIAQgp07d/Z1wO0St23Q7Y6w3717NxYvXswKvefNm4fZs2ffjKU6FY899pjJ7wKBgHVSmzt3LgghaG1txaVLl5CZmYl169bh+vXrGDhwINLS0pCWlobRo0ebzAijAyd1Oh2bKXNhMBjYTJjOYqNdTl3ZXnKh1+vZaRoJCQlO8YjlFvzi4+NZtyhPT0+TohmX7y4vL3eoUMedU+as0TzAH94S0dHRJjIvqob48ccfce7cOWzYsAEPPfQQcnJycPHiRadIBG1hyJAhqKqqYn+vrq62aLTYtWsXfvzxRwDAmDFj0NHRAZlMxntQXL9+PWbPno133nmH1/PygduSXrCHsN+9ezeysrJMtjYudII2ZFy4cIF1W6uvr2d9bRsaGvDFF184ZO1IbS8pNUEtCbmBSyAQmGzBhw4dirCwMKdsf2nXWk/9Euwp1On1etbIx3xoI1+grakMwyAuLs6imFZfX4+FCxdCKBRi8+bNTgv69kCv10MqleLYsWMYMmQIMjIysG/fPgwfPpw9ZtKkSXj66afx0ksvIT8/HxMnTkRNTY1TmnX68oFjBf2LXrCHsHfBNhiGQWhoKB599FE8+uijAIArV67gxRdfxNChQzF8+HDMnDkTWq0WSUlJLD+cmJhoc9tM234pH8vlU+nkYJ1OB71eD29vb0ilUrstNB0BbadWq9VISkrq8da6q0IdDeiUH/b09IRcLu+V9aU5uGOSrJngGI1GfP3119i0aRM++OADTJ069abrbgUCAbZu3YoHH3wQBoMBL7/8MoYPH44VK1YgPT0dU6dOxYYNG/A///M/2LRpExiGwe7du52y7psccLvEbRl0a2pqTAyIw8PDrVq+ffvtt/j1118hlUqxadOmm+p6f6sjICAA//znP01s7Do6OpCdnY3z589jy5YtuHbtGvz9/U1MfmzJxrhz0EJCQlBRUYGGhgZER0ezmXZRUZFJx1ZX05q7AzeDHjZsGOLj43m/mb29vaHValFeXo7Q0FBERkay/LBMJkNpaWmPrC/NodFoUFBQAHd3d6v8cH19PRYsWIDAwECcOnXKKTppiu5oPAD4+uuvsWrVKjAMg5SUFFy/ft3k76tXr2b/OzExEb/99pvT1ns74LYMuvbgkUcewTPPPAMvLy9s374dL774Io4fP25xXE++VPv27euLS+hTREZGWvw/b29vjBkzBmPGjAHQGdiamppYE/gDBw6gsrISQ4cOZU1+0tLSTDJYalE5aNAgq+Y01PZSoVCgsbER7e3tJtv4rjxuKbh+Cc6Y5QbYnlNGHyzUD6A3M+q4PhyxsbHsMFUKo9GIAwcO4NNPP8WaNWswZcoUp+tuX3vtNRMab+rUqSY7yqKiIqxduxa//fYbxGIxGhsbnbae/oLbktM9d+4cVq1ahaNHjwIA1q5dCwB4++23rR5vMBgQGBjIdqVw/3933HBRURGeeuopHD9+nP1S3UqV0JsNOoWAawLf2tqKmJgYyGQyxMfHY+XKlRCLxXafk6u3pR635q2z7u7uvPgl2APaXtvTOWX2zKhjGAYFBQXw8vJCbGysRXZbV1eHBQsWIDg4GBs3bnTo/ewp7LnPlixZAqlU2i+L1L1E/+J0MzIyUFRUhLKyMgwZMgQHDhywyD7r6urY7OPQoUNISEiwOI893PDOnTvx2muvsV9yV8A1hZubG2JiYhATE4Nnn30WQKcsaOXKlRg/fjw6OjrwyCOPwMPDA6mpqSw/TFt7rcFao0B7ezsUCgUaGhpQVFQEvV4PrVaLAQMGWB05wwe4rmbWVBz2wlpjCi3UKRQKVjHh7+8PoVAIuVwOoVAIb29vGI1G7Nu3D1u3bsXatWsxefLkPuNu7aHxKJVw7733wmAwYNWqVXjooYf6ZH23K27LoGsPYf/pp5/i0KFDEAgECAwMxO7duy3O4/pSOQcSiQRZWVmsixYhBEqlEllZWcjMzMSqVatQUlKCkJAQE37YVjMBwzDw8/ODn58fQkJCUFpaipaWFkRGRkKv16Oqqoq1vaSZo0gk6pWRDJVoRUZGmsjp+IKHhwd8fX1RUVGBgIAApKenm1Atp0+fxooVK9hW7ffffx9jx4696cUyc1Dfh5MnT6K6uhrjxo1DTk6OU8YZ9RfcckFXr9fj3XffhVAoxLRp0xAXF2f1uMmTJ1sYZXAJ+7Vr17Lbod6ux54vVXfc8F/+8hecOHECANDe3o7GxkbI5fJer+9WREZGhsnvDMNAJBJh4sSJmDhxIoA/9K2ZmZk4f/48tm3bhqamJkilUpYfTk1NNWm8oIUyKkcyD0Dc7LG+vp51J+MG4u7UBbQVmWEYp/HD3A48roG5QCCAt7c3goKCcPbsWfj7+2P+/Pnw8fHByZMnkZOT0xeeASzs0d2Gh4fjrrvugoeHB6KioiCVSlFUVGTxHXDhD9xyQbe9vR0DBw7EF198gfLycuzcuZMduWE+eqO34OtLZU/BYdOmTex/b9myBdnZ2bxdx+0IhmEQHh6O8PBwPPHEEwA638e8vDxkZmbim2++wTvvvANCCGJjY1FZWYl77rkHS5YssTnxwlzmxZ2BRv0L9Ho9/Pz8TKY1U36YevZKJBKneRW0t7cjPz8f/v7+VjvwqqurMX/+fEREROD06dNsQ8dzzz3nlPV0BXtovD//+c/Yv38/Zs6cCZlMhuvXr7N0nQvWccsFXaFQiMWLF6O8vJwVVdNgay3gymQyGAyGHpkx8/WlclQ3vH//frz33nsOr7e/w93dHUlJSUhKSsLs2bNBCMHu3buxZs0ajBs3DuXl5Zg4cSLEYjGrlMjIyLDp4MVta6bfD0KIhbqAEMKa4yQmJjrFXJxb9IuPj7fYKRmNRuzZswfbt2/H+vXrcf/99990KsEeGu/BBx/ETz/9hMTERLi7u2P9+vU3tUHjdsAtF3QZhoFGo0F2djZefvllAGDHbri5ueHuu+9mZ9tfuXIFe/bswfHjx6HVavH666/j1Vdftfu1+PpS2asbBoCKigqUlZVhwoQJjr41dxwYhkF0dDQuXbpkwg/fuHGDVUt89dVXqK2tRVRUlIkJPFUEWDunv78//P39ERYWhqqqKtTU1CAyMhKEEFRUVKC9vR0CgcCCH+4p2trakJ+fD5FIZDW7raqqwuuvv47o6GicPn3aKUGfwh6JJNCpcZ82bRouXrzYpe6WYRhs3LgRGzdudNqa+xtuSclYaWkpHn30UWRnZ0MgEGD+/PlISkpCXl4esrKysGHDBowePRpz5sxBREQE3n33XVRVVWHOnDnYvHkz4uPj+3S99rgrUXz00Ueorq7Gli1brJ7rZplA386gJvDnz59nTeA7OjosTOC5/Gx30yK4tpdKpZK1vaSB2J7uMxrEGxoaTLwfuOvevXs3du7ciQ0bNmDixIk33e8W6HxvpkyZAq1Wi61btzo0fdcFFreXZOzq1asIDAyEQCBAbm4uPv/8c6xevRozZ87Egw8+iI8//hjffPMNHnroIRw/fhwKhQI+Pj64cuWKU7tzbMEebpjiwIED2LZtm9W/2cMNf/DBB3jqqaecagJ9u8HNzQ1SqRRSqRQzZswA0FkQoybw27dvZ03gU1JScOPGDYhEInz44YcWgZDC09MTQUFBbIMC19/WvPuMyw9TCowOnxSLxcjIyLCgxiorKzFv3jxIpVL89ttvTjH8MYe9NNjy5cuxdOlSrF+/3ulruhNxSwbdiooK3H333QCAY8eOITU1FWKxGMuWLUNJSQmraPD09MTx48eRkJCAoKAgHDhw4KboaO3hhgGgoKAALS0tbIeXOW4VE+j+AC8vL9x111246667AHQGzWPHjuF///d/IZFIoNFocP/992PIkCFsNpyWloaBAwfapCVo99ngwYMBmHafVVdXsxOBgc5MOTY21kIGZzQasWvXLnz55ZfYsGEDJkyYcEvpbi9fvoyqqipMmTLFFXSdhFsq6P7www/YvHkzOz8M6GxyuPfeezF37lzMnTuXPfbrr7/G8ePHcfjwYURGRmLBggWoqKi4Keu2hxsGOrPc6dOn27zJ7LkpVq1ahQceeABbtmxhTaBd6B4Mw0AgEODw4cOQSCQAOgNgZWUlzp8/j9OnT2Pjxo1QKBSIj4+3MIG3Bjc3NwiFQgiFQoSHh0OlUiEvLw/+/v4IDg5GfX09SktL4enpiYMHDyI0NBTfffcdUlNTcebMmT7Jbh2B0WjEwoULrWraXeAPt1TQve++++Du7o5z587hl19+wfvvv4+XXnoJH374IVavXo1JkyZBIBAgNTUVR48eRVRUFOsZQG32APAuLbMH3emGgc6A2Vs4YgLdHT9cUVGBl19+GTdu3EBgYCD27t2L8PDwXq/xVsX48eNNfndzc0NkZCQiIyMxffp0AJ1aX2oC/49//AOLFy+Gm5sb202Xnp4OqVRqwgHTVuimpiYkJiZadMe1t7fjwIED2Lt3LwQCAc6cOYNZs2axxeG+Qnc0mEqlQm5uLvs+1dfXY+rUqTh06JCL1+UThJCufm4JnDhxgixcuJCMGzeOLFmyhGg0GvLDDz+Q5557jmRnZxOtVktiY2PJ4cOHb/ZSe4WzZ8+SBx54gP19zZo1ZM2aNSbHJCYmksrKSvb3qKgo0tDQYHEuvV5PoqOjSUlJCdFoNCQ5OZlcu3bN5Jhp06aR3bt3E0IIOXbsGHn++ef5vJx+AaPRSJRKJTlx4gRZu3Ytefzxx8mIESPIfffdRxYtWkTWrl1LJk6cSHJycohKpSJtbW0mP7m5ueS+++4j8+fPJ62trYQQQgwGAykrK+vza9HpdCQqKoqUlpay34nc3Fybx//3f/83uXjxYh+usF/BZly9LYKuNajVarJo0SJy7733kpEjR5KNGzcSo9F4s5fVK9hzUzz00EPkyy+/JIQQkpeXR0JDQ61et6MB3Gg0EqFQyPMV9U8YjUZSWlpKnnjiCTJ06FBy//33kxEjRpA///nP5P333ydHjhwhtbW1ZMOGDWTkyJHk1KlTt8x384cffiCxsbEkOjqafPDBB4QQQpYvX04OHjxocawr6PYK/S/ocqFWq2+ZL3Vv0d1Nce3aNXLPPfeQ5ORkkpKSQo4ePWr1PP/85z/JrFmz2N/37NlDXnvtNZNjnnnmGbJ582ZCCCHffvstAUBkMpkzLqvfoaqqimzatIno9XpCSOfO4tq1a+Rvf/sbmTt3Lhk2bBh58sknSVtb201eqQs3Cf076LpgCXuCbk1NDXnsscfIyJEjyfz588mQIUNIS0uLxblmzpxJgoODyfDhw62+ltFoJK+//jqJiYkhSUlJ5NKlS/xezG2IvkoCjhw5QqRSKYmJiSFr1661+PuGDRtIQkICSUpKIhMmTCDl5eV9si4XbMfVvq02udBnsEc7HBYWhu+++w7Z2dn48MMPAcCqO9RLL73EDhO0hiNHjqCoqAhFRUXYsWOHQ12B/RV9IQOjuu4jR44gLy8P+/fvR15enskxqampyMrKwtWrVzFt2jQsWbLE6etyoWu4gm4/BVc7rNVqceDAAVa6RiGTyWA0GgF0urLRtmtzjBs3rsumk4MHD2LGjBlgGAZ338Bi/l8AAAP/SURBVH035HI56urq+LsYF6yCq+v29PRkdd1c3HfffeycuLvvvhvV1dU3Y6kucOAKuv0UXO1wQkICnnrqKVY7fOjQIQDAyZMnERcXB6lUioaGhh6Pq7amL66pqeHlOlywDUff9127dmHSpEl9sTQXusAtpdN1gV90px2eNm0apk2b1qdrevnll/Hvf/8bgwYNQm5ursXfCwoKMHPmTFy+fBkffvghFi1a1Kfr66/Yu3cvsrKycOrUqZu9lDserkzXhV7DEe+J7vjhwMBAfPrpp65gawfsfd9/+eUXfPjhhzh06BC8vLz6cokuWIEr6LrQa0ydOhV79uwBIQTnz5+HSCRi59OZozt+eNCgQcjIyOjWwcsF+3j77OxszJ07F4cOHXLN97tF4KIXXOgWzzzzDE6ePAmZTIbw8HC899570Ol0AIBXXnkFkydPZj0NfH198eWXX97kFd8ZsMfzY/HixWhtbcWTTz4JABg6dCjL6btwk9CVnuxmiNtc6P8oKyuzqfmlWLlyJVm/fn2Xx3SnH967dy9JSkoiI0aMIGPGjCFXrlzp8Zr7At1pbjs6OshTTz1FYmJiyOjRo29KK7ELdsOl03Wh/6E7fjgqKgqnTp1CTk4Oli9fjjlz5vTh6hyDPZrbXbt2QSwWo7i4GH/5y1+wdOnSm7RaF3oDV9B14bZFd/zwPffcA7FYDODW16jao7k9ePAgXnzxRQCdypNjx451tpW6cFvBxem60Kfojh+ur69Heno6lEol3NzcsHnzZuTl5fV6btitrlG1x0uZewyd4dbU1MROt3Dh9oAr6LrQp9i/f3+Xfx88eDDvGemJEyewa9cunDlzxuYx3emHDx48iOXLl8PNzQ0CgQCbN2/G2LFjeV2nC3cGuhtM6YILtzQYhokE8G9CyAgbf08G8H8AJhFCrls75vfjxgFoBbDH2rkYhvEH0EYIIb+f82tCCG8TUBmGGQNgFSHkwd9/fxsACCFrOccc/f2YcwzDCADUAwgmrpv4toKL03Wh34JhmKEAvgPwQlcBFwAIIb8CaO7i762c4OYH/idlXwQQyzBMFMMwngCmAzDXdh0C8OLv/z0NwHFXwL394KIXXLhtwTDMfgDjAQQxDFMNYCUADwAghHwOYAWAgQD++rvrl54Q0uO5MwzDPAZgLYBBAKb0avFmIIToGYaZB+AoAHcAfyOEXGMYZjWALELIIQC7APydYZhidD4gpvO5Bhf6Bi56wQUXfkd3VAXnuHEAVhBC/tQX63Khf8FFL7jggoP4nYqIZhjGJRtwwWG4gq4LLtgBhmEkzO8cBcMwowB4AWi6uaty4XaEi9N1wQXYxQ8/AWAGwzA6AGoAT7uKWC70BP8PID1AX+IdrVoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"ax.scatter(vars_f, barys_f, mom3, marker='.')\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"ax.scatter(vars_f, barys_f, maxs_f, marker='.')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, \"Moment d'ordre 10\")"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"plt.figure()\n",
"plt.scatter(vars_f, mom4, marker='.', c=color)\n",
"plt.xlabel(\"Variance fréquentielle\")\n",
"plt.ylabel(\"Moment d'ordre 4\")\n",
"\n",
"plt.figure()\n",
"plt.scatter(vars_f, mom5, marker='.', c=color)\n",
"plt.xlabel(\"Variance fréquentielle\")\n",
"plt.ylabel(\"Moment d'ordre 5\")\n",
"\n",
"plt.figure()\n",
"plt.scatter(vars_f, mom6, marker='.', c=color)\n",
"plt.xlabel(\"Variance fréquentielle\")\n",
"plt.ylabel(\"Moment d'ordre 6\")\n",
"\n",
"plt.figure()\n",
"plt.scatter(vars_f, mom7, marker='.', c=color)\n",
"plt.xlabel(\"Variance fréquentielle\")\n",
"plt.ylabel(\"Moment d'ordre 7\")\n",
"\n",
"plt.figure()\n",
"plt.scatter(vars_f, mom8, marker='.', c=color)\n",
"plt.xlabel(\"Variance fréquentielle\")\n",
"plt.ylabel(\"Moment d'ordre 8\")\n",
"\n",
"plt.figure()\n",
"plt.scatter(vars_f, mom9, marker='.', c=color)\n",
"plt.xlabel(\"Variance fréquentielle\")\n",
"plt.ylabel(\"Moment d'ordre 9\")\n",
"\n",
"plt.figure()\n",
"plt.scatter(vars_f, mom10, marker='.', c=color)\n",
"plt.xlabel(\"Variance fréquentielle\")\n",
"plt.ylabel(\"Moment d'ordre 10\")\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fa228c1a898>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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dIXed9xDB+hD+JB+RcJSjv/0tR8dWV9SyY8MuRowbTCDF38WR9m7aJWNau1dbOftlwDIReU5Vw90Uk2G0y/bNpRRuLaOhPgTAGy981msa+3VLNzfNDBesD7H0wzWOGvttBUX88MR7UUsJpPj56wd3k5HT90a+dpZET9E44TRnf5CIzBWRdSKyQUQ2isiGLo3MMBzK7p+Gy2X/Mnp9HsZMbLMmVI8xecYYRMAX8OJP8nHY6Qc4Ou6d5z6mrrqeupoGaqrq+OSNxZ0a15aNxdz/83/z6J/eoramoVPPnWjs3jiOa+MkLKcjaJ/ATtsswtTEMRJMSr8Af3zmal5+8iNyB6Vz8XXHxjukTjNgeDZ/ee9nLJ63ilGThjFh+kiHx+XgC/gI1odwiTBgeE6nxRQKRbj1qiepqa7H7XGzfWsZv32od4+57PVpnGYqVfWtLo3EMPbBqAmDufOP3413GF1icF4ug684ql3HnHzpERRtKWXJh6s5+pyDmH7sfp0WT3VVPQ0NIVQhEo6yYd3OTjt3ouoNaRynjf37IvJH4FUg2LiycYqs1ojIydh1ddzA46p63x7bh2MX7M+I7XOnqs52GJdhGC1wu1187+5zuuTcWdmpjJs4hPXrdmJZyunntrfIY8+iJH63SiecNvYHx/5s/q+qQKvfl0XEDTwCnIBdYH9BbPqsVc12+znwkqo+KiITsYv/5DmMyzCMbiYi3PfoZSz5fAOpaUlMnDKs7YN6uF6QxXFcCO2YDp7/IKBAVTcAiMgL2FNtNW/sFbvfPkA6dndPwzASmNfr4aDDx8Y7jO6hoL2gXIKjx8ciMkBEnhCRt2KvJ8bKcbbFyfRZvwIuiZX7nA3c5CQmwzCM7tIbRtA67Sv0NHZx/MGx1+uAH3VSDBcCT6vqUOzRuv8QkW/EJSLXNk71VVxc3EmXNgzDaJuqsyWROW3sc1T1JcACUNUIzrpg7m1areauAl6KnXc+EAC+0U9MVWeq6nRVnZ6bm+swbMMwjH3TW2rjOG3sa0Ukm9hzisYpshwctwAYIyL5IuIDLsCeaqu5LcQK94vIBOzG3ty6G4aRGBRQcbYkMKe9cW7FbqRHicgnQC5wXlsHqWpERG7ETgG5gSdVdaWI3AMsVNVZwG3AYyJyC/Zf6xWxGVoMI25CwTAL311JSloSUw4b21SywPimaCTKfx6dy471RZx+9bHkT+p9vXN6Q4vktDfOYhE5ChgHCLDWaa2cWJ/52Xusu7vZz6uAwxxHbBhdTFW565wH2bByG6hy1rXHcsXPzo53WAnribtf4o3H3iNYH+K9Fz/lmRX/j7Ts1HiH1YmkT/XGuQy4CDgQmAZcGFtnGL1OZUk165ZuoqE2SENdiHee+zTeISW05R+vJRgrQgewY2NRHKPpIupwSWBO0zjNy+wFsHPsi4FnOz0iw4iz1IwUUtKSqSqrwe1xM3rK8HiH1CFL563i8V+8SNaAdH70l++RNTCjS65z0mVHsHnNdkSElPRk8ib2rvkE0D5ULkFVd+v7LiIZwAtdEpFhxJnH6+aB2Xfw0kNvk5qRwkW3nxrvkNqttqqeu89/gGBdCLfbxf3f+xv3z76zS651+tXHMWL8EIq2lnLwyfsTSO6FtfM78a499nzy6thZlwNXAoOw29Rs7IKTl6pqSET82DfVBwKlwHdVdVNHruv0zn5PtUB+B481jIQ3OD+XHz14abzD6LDaylrUsluoaNSiaEtJl15v8uHjmdylV4i3zrmzF5EhwM3ARFWtF5GXsHspngr8n6q+ICJ/w+6S/mjsz3JVHS0iFwD3Ax2q+Oc0Z/9fEZkVW94A1gKvdeSChmF0vdyh2Rx08lT8yT58AS+XdVFRtD7Dcrg44wGSRMQDJAOF2HXGXoltfwZo7BFwVuw1se3HSQe7hjm9s/9Ts58jwGZV3daRCxqG0fVEhJ//8yY2r95OakYyOYOz4h1Sz9XYz74zTqW6XUT+hD2+qB54BzttUxEbrAq7l5VpKjkT68peiZ3qafdXNac5+w/ae2LDMNq2ed1OXnz0XTJz+nHJj04iqRPnihWR3vewNE7a0c8+R0QWNns9U1VnNr4QkUzsu/V8oAJ4GTi5k8JslaPGXkSqafkRhQCqqmktbDMMoxXBhjC3f+cRaqvr8Xg97NxWxi8evSLeYRktcd7Yl6hqawX+jwc2qmoxgIi8ij3OKENEPLG7++ZlZRpLzmyLpX3SsR/UtpvTcgkPAndif6UYCvwEeFBV+5mG3jA6pqKkmlAogiqEQxHWrzTVvRNW55VL2ALMEJHkWO79OOyS7+/zdVWCy4HXYz/Pir0mtv29jlYYcNrYn6mqf1XValWtUtVHsb+KGIbRQbmDM8gfN5CkFD/+JC+nXXxIvEMy9kLU2dIWVf0c+0HrYuxuly5gJvYN9K0iUoCdk38idsgTQHZs/a3YN90d4vQBba2IXIzdD1SxyxLXdvSihmGAy+XiDy/cwJKP15GWlcKEA0bEOySjJSrQieUSVPWXwC/3WL0Be7KnPfdtAM7vjOs6bewvwp5H9iHsxv6T2DrDMPaBz+/h4OMmxjsMoy0JXgrBCae9cTZh0jaGYfRVvaCxdzqoaqyIvCsiK2Kvp4jIz7s2NMMwjATRCwqh7bWxF5EfiMj42MvHgLuAMICqfok9xNcwDKN36yWTl7R2Z/9Pvn7ym6yqX+yxPYJhGK0q3lHOe68uYPPawqZ1lgaprH+futDyOEZmtEdn9caJp73m7FW1RkSuib0sEZFRfD0t4XnY9RwMw9iLXdvLuO6E+7GiFqrKb/9xHfsdlMe6nefSEFkPWAzJ+Cm5/S5v81xGnCV4Q+5Eqzn7ZrNR3QD8HRgvItuBHwE/6OLYDKNHW/LRWqIRi4a6EMH6MB/8dzHByBYaIl9haS2W1rOr+sl4h2k40Kvv7BuJiAuYrqrHi0gK4FLV6q4PzTB6tpETh9J4S+hP8jFhWh5edy72dMwg+Ejy7he/AA3nEjwf70Sbjb2qWiJyB/CSqpqBVIbh0Jgpw/jFY1fzwaxFTJ4xmmO+PR0RYeyAl9hZ+QhezyAGp98W7zCNtvSAnjZOOB1U9T8RuR14kWYjZ1W1rEuiMnq0ebs+5o3CtxmSNJjvj7yCZE9yvEOKmwOPGs+BR43fbV2ybxIjcx+NU0RGh/Shxr5xZpQbmq1TYGTnhmP0dDvqC3lm8/OErBDFwVL+teVlrhlpHkC2V9Sy+N+W9SjKtIEZrKtezpCk4eSnjol3aH2SOJ+YJGG12tiLyPmq+jJwnKpuaO/JReRk7BILbuBxVb2vhX2+A/wK+8NjmaqaMgw9WGW4GldsCreIRigLlcc5op7ppvff4P2tG/B5QhwxfhU+tyDAFfk3MjnjwHiH1/f0gTv7u7CL678CTGvPiUXEDTwCnIA988oCEZmlqqua7TMmdo3DVLVcRPq35xpG4hmTOpLhycPYVLcFQThnyBnxDqnHUauGbyXP5OxplSxv6EeDD4oiGSjCovL5prHvZj2hp40TbTX2pSLyDpAvIrP23KiqZ7Zy7EFAQeM3AhF5Abu+zqpm+1wDPKKq5bHz7WpP8Ebi8bg8/GLij9kVLCbN069P5+s7qrLsx5wzfDU+l8UhCu/WpZMVrmFtQz7Z/kHxDq9v6gO9cU7DvqP/B/D/2nnuprkTY7YBB++xz1gAEfkEO9XzK1V9u53XMRKMS1wMDAyIdxg9QlVwNYU1b+L3jGJwyhncv2Iu56Z9Tn7S10niZJdFpqeO+qiXWTvmMq7fFMb2M7n7btXb7+xVNQR8JiKHNk6j1QXXHwMcjT0D1ociMllVK/bcUUSuBa4FGD58eBeEYhjdqz6yg88LLyFq1RNWN4+v/w9vbB1LTc547sz7ArdY1Fguqi0/u8IZNFgKhFlYtsg09t2sL6RxAOhgQ984d2Kj5vMqNtoGfB4bqbtRRNZhN/4LWohhJvaMLkyfPr0X/NUbfV11aC0RS3EJ+CRKrncLKsN5vWgc6+pzGJkSZHJ2fyZl5jNn8xdAGJ/LZxr67qZ9oDfOPloAjBGRfOxG/gK+OeHJf7BnvXpKRHKw0zrt7vVjGD1Run8yiBC2XCjCiurB9vgdFTbVDOLJI35Ipt9+5pHsP4SFZYuYkDae6VnmAW236wW3l07noG232CzpNwJzgNXYI3BXisg9ItL4YHcO9kPgxgl3f6yqHZo53TASmapSG95EOFoJQNSqoKzsBsb7GnBrf17cejCLivOoqfUTDrvpH81saugBykN1bKuvYkd9BR2cb9rYF72gnr2jO3sRGQs8CgxQ1UkiMgV7EvLftnacqs4GZu+x7u5mPyv2JLq3tjdww+gpVKMs2vl9yoOLAZg24FG04XXqg/OBMOOTGrg56TouXbMOVxLgEq7Y356OtDxUzba6HTxS8A+CVogVletIcSdx/MDD4veG+qA+k7PHnrzkx9iVL1HVL0XkOaDVxt7o3VZWruGrmvVMzZhEfoqZLHtvqkJrqAguwdIGAArKHyLPn0njlBARS8mb0I//5l7JnPVrOHjiKL41eDi/X/UsSys+Y1CgnByfi8KGfgStEJvq9nz0ZRhtc5rGMZOXGLv5smIFf1r3Z/697XXuWfUHttRti3dICcvnykCxn/AJHvzugWSm3UKUNMKWixUVuZw+Zw05gzO46YRjOWjICDbX7eSLsqXkpxSR4gmS4q5nSFINfpePo/vv2YPZ6HKdmMYRkQwReUVE1ojIahE5RESyRGSuiHwV+zMztq+IyMMiUiAiX4pIuwa3Nue0sTeTlxi7WV65ipAVwkJBlXXVBfEOKWEleYcwMetXuCSDCOmk+I/B5x3NXzbcy/mfXMMtS75NSW2I2//zJg0h+x4q2R3ALdGmc7gEBvlTeXD/XzA61XyL6lax3jhOFoceAt5W1fHAVOxnmncC76rqGOBdvp4l8BTsHopjsLued7iCntPGvqXJS67r6EWNnm9KxiR8Lh9uXCDCONMdsEnEijJnx0rm7FhJxLIb7B3BnWwLJ7MjDJ8UP0R5cCP75eRgaRKHZW/hjvHvk1T7AY+8/SkA/QOZXJ1/IWErGVUXHvFyyqBL6B/Ijudb67s66c5eRNKBI4EnwB7LFBtXdBbwTGy3Z4CzYz+fBTyrts+ADBHp0DBqp/3sNwBm8hKjyeT0idwx7ocU1Kxncvp+DEseEu+QEsatC1/m013rAXgjdxR/PvgCKkKbiGoQAMHN0vL/UCP/4ycHVnNi8hb87ihnDVrDK0sHA0eiqowOfEhy9jq87uGMzr6X3MCoOL6rvkvo1Ae0+UAxdnfzqcAi4IfYnV8asyU7gcYh6C1VIhhCBzIrTnvj+IFzgTzAI2LXiVDVe9p7QaP3mJA2lglpY+MdRsKZt3MdUbW/039QtBaASZnfZXvdQgQXSZ4sllbMxSJKf08dHpd99+/3REgetoKz5s7kp5MH0RB8jqjWE7VqKa99kdzAT+P2nvo85419jogsbPZ6ZmxAaCMPdgmam1T1cxF5iK9TNvalVFWk8/v/OO2N8zpQif0pFOzsIAwjUVgaZHvl3wlGChmc9j2Sfe1PT41N689XVXZNvzFpdiHXQcn7c37ec1RHCsnxj+PRry4iqjVsjaQyjWJE/YSsMLOKclhdW8RDq5Zx7ajYTRVRolrTeW/SaJ/2Vb0sUdXprWzfBmxT1c9jr1/BbuyLRGSQqhbG0jSNRSGdVCJwxGljP1RVT+7IBQxjX1kaZUHpm1SEizgw6xRy/EM74ZyKK/YNdUn5ct7a+T55ycOYnvwJpXVvooQorZvN9KGf4Haltuvcjx96GU8V2Ln3K0cf2rQ+xZtLijcXgHOG3cNbO/4fIhBJ+ylp7jK+//EyVtfaA6mWlQ8k1TeZ6uAivK4M8tLNI7K46qRyCaq6U0S2isg4VV0LHIddCXgVcDlwX+zP12OHzAJujFUNPhiobJbuaRenjf2nsQJlyztyEaPvsSyLkp2VZGSn4vN79+lcc3c+xaKyt4loiKXl7/LDcY8TcLevAW6kqvx6wf94du1icpKSefjIE3hk42OErBCrq75iyMAFeGNfXpUowUhhu+/uM3zJ3DLx+Fb3GZK8H1ePfnK3deeNHsvqpW8jCBeMnMaBA39OVNkxiOYAACAASURBVGtwSzL29BBGvHRyUuUm4F8i4sMuD3MldmeZl0TkKmAz8J3YvrOBU4ECoC62b4c4bewPB64QkY3YaRzBTi1N6eiFjZ4rYlWzveIvRK0qBqdfR8C7exXSUDDMbRc8ypaCIvxJPh544XqGjszt8PU21S4noiEAFKU8VMSgpI419msrinmxYBkWSnF9LX9e+S7eZLtTWsgKszU0ntH+akDwuwcR8OZ1OO72+u7IaRw7eCzBaIShKRkAeKRft13faEUnNvaquhRoKdVzXAv7KrtPB9thThv7UzrjYkbvUFB8E1UN81EiVNT/jwOGzkfk6/+UFsxby/aNxYSCEUKhCC8/Po9b7j2/w9ebmnEs7xf9E4Akd+o+pXHc4mr6vRUEj5VJqjcFwhDFYkruzeQFaghFi8lMOhqX7Nu3kvbKDXTsQ8zoQj2g7o0TTrtebo5NMzjA6TFG71UbWoFi32lHrEoiVjVed2bT9rSsZBprdXm9HjKz9+3udEbOWfQP5FEVLmFc2sF4Xf42j9le+yFry58jwz+Gqdk34o4dMyYjh6snHMRjqz9nUHIa9xx0CgOSz2Fd9QYGBHIZEOj4NxCj9+oztXFE5Cbgl0ARXz+qUMCkcfqg3NTzKKr+BwDJvol4XBm7bZ/8rZF85/tH89aLXzB2ylAuuO7Yfb7myNSpjvetDm1h/s6fEdUGSoMrcImH/XN+2LT99gOO5PYDjtztmCkZE/c5RqMX6yuNPXan/3Gm/LABMCzjJ6QHjiSq1WQkHU3juIvmLrz+OC68/hspyDZtri3g3cIFFNf04+Rh05iaPbjd56iNFCKxweGWBqkMrW/3OQyjub40eclW7H72hoGIkBY4hOpIDdB5Oe2VlYt4YuMDRCwLS4UrP1jKi8d9nzHpLadWaiN1rK/ZxJCkQWT7v04j5QSmkuTJpT5SjGIxLv08IsFPcLmH4vKYujJGO/WlnD1296B5IvImzQZVqeoDXRKVkXDqIuUUVM0h2z+KnMBUfrnyT2yt204/Tyq/m3znbo1tR71V+BZKFLcLsGBo9k6WlGxnWHIlhVWz+fOX5XxQmM31U2Zw/rhx3PHlrwhZYSxV7p54OyNjBcI8rgAnDvsnZcFVJLuz0PIrqLN2gUZIzpqJJ3D0Psdq9B0SW3o6p439ltjiiy1GH1IR3MGrmy9EiCBAeuB4dtSXE9EoleFqZhe+x6V55+7zdapCSURVcIsiAiF1MSSljPVF3yEcDXJhvrCt5iT+sChEWr8yGqJBgpb9oPj9XR83NfZgN/j9k6YRCX5CnVUEWgtAsOYx09gb7ddX7uxV9dcAIpKsqnVdG5KRaJaWvYaLMI2p+ergfGACYHdlTPUk7/1gB6JqYanFCQNO44F160nxNFAZTgYC5CXtpKJacLuiuIEZuRtYXj6eFFdG0++fz+XbayE2l3soaGOp4ABu7/h9itXom/pSb5xDsEtypgLDY9Xavq+q13dlcEZ8Vda8SEnlffQnwA6JElL7P5fswGiO6X8o80sXMiZ1JKcOav+D2EZLytfwu1WPEdEIFw8/jaNyTuHdXQvI9qdw6/jzyUmG8moFhIaom6Vl+Rw9NJ+Th36LtIDyYcmnTOg3luMHHNni+V2eESRl/Z1QzeO4vePxp93R4ViNPqyvNPbAg8BJ2HUaUNVlItLyb5fRK0SiRRSV34kSxIUw1j+Q5cFcsv0jOWnIH/C6k7gy/7v7fJ1/bXyYo7NWE1EX/91ex9baATRYEarDCrjxe0cwqv9r1NS9ik+yefjYC8gIZAFweO7BHJ7b9qxN3sAxeAPH7HOsRh+lfas3Dqq6dY8udtG97Wv0fJbW0/hYSlAqQkFc7ls4c/juNV8iVojZO/7ItrovGZU6gxMG3YzLYR2XqIYZm7ISV+w3aVr6Rr6qzopdVymoLmRKxggC1OFveAXEBaF/o75ZiCulE9+tYbShF9zZO52paquIHAqoiHhF5HbsqbSMXsrrHoE/6Qwi6iJoeXhh1zRe3PphU532Rl9WzGZDzWfURStYUzWPtVUfOr6GqoW72Q1EqsdDwOUj2e3D43JzSI5dK19rnwbq7YesVhmE9pwO2TC6lqizJZE5vbP/Afa8iUOwaym/g8PiPCJycuxYN/C4qt63l/3Oxa7t/C1VXdjSPsa+qYtUsbzyA1I9GUxMOwyRvX/WiwiVrtv5cQGE1E1E3USiYW75/N88POPrOjfBaC1W7AGoooQsZ8/vVRWPy8+B2VezqPRxXOLmmIE/5aQhE1lbvZ0pGXn0D6TbO3tGQ/AjoMF+2Ore9xLHhtEuCd6QO+G0sVdVvbi9J4/V03kEOAG7aP8CEZmlqqv22K8f9ijdz795FqMzRKJBXt90JmmuEorVQ3XtKRw88Bcsq/qKpzf+A7/bx/WjfsCIlK8rWD60+n121KST5AuhllDd4GeX9x2W7fwvqb5J5Gf+iCmZp7G8cg61kVIyvIOYkNZ2bvy+hfN4bMUCcpJS+OdJ3+Hy0ech4sYdKzo2LCVnt/0l9QZUGyC8ApIvRbxmvlujeyX6XbsTThv7z0RkKfAk9qzoTt/6QUBBbA5bYgX4z8Iu1N/cb4D7gR87PK/RTltq3iHVVUo/l8VB/hqUV4iWfMhTW8dRERUIw18KHuWPU3/fdEyaNwDqpqYhAApDkqq5Ou8TKhoiVAWX4pIA+Zk3c82op6mPVpPk7tfqtwWAgopSnl61mKgqu+pquHv+/3j+lAtaPUbEh6Td1Sl/D4bRbkqnTV4ST05z9mOBmcBlwFcicq+IOJl8dG+T5TYRkWnAMFV902EsRgekeNIRhKEeu7+6VxS1qpgUKG7apypcSyj69XP3n045hSmZQ8nypTA9J4/zRwzG77arR1raQF3Ynl9VxEWk/mU2b89ny46JNAT3noUTsR/4Nj6UbaGsjmEklMYJx3t6zt5RY6+2uap6IXAN9rRZX4jIB7E++B0i9m3gA8BtDva9VkQWisjC4uLitnbv03bWVXPpu89zypuP88EOuwhY/+TDGZhyArWWC6uplw2MzzgewYWlwupdaVw871ms2Be3HH8SMyct5bWpT/LDwf/lsNwz8LkzcUsKLkliSNrlAEStSsoqfwOEcFkVVJd+h+ryW1Cr9hux1epWDp+4iqP3W8PkIVX85pATuuXvxDD2iTpcEpjTQVXZwCXApdhljm/C7nO/P/AykL+XQ9uaLLcfMAm77g7AQGCWiJy550Pa2AztMwGmT5+e4H+t8XXrp7P4vGgrFsoNH73MrdMrKWxYx6jUAzhv6BKk9mE0/AUSOJcjUi7k7mUPsb22EktdlNYXsaOukqEpGVRV/R+R+ll4xWKwbzF/Wf47rp3+HGneTQTcGQS8I3e7rgABEYQQofpZ1EoyqRm/222ff2x+BiWKS2BQdiFDUk0XSiPxiePMdeJymsaZD6QBZ6vqaar6qqpGYg3y31o5bgEwRkTyY/MtXkBsYBaAqlaqao6q5qlqHvAZ8I2G3mifnXXVWLHbjNFZOyisX0dUw2yoWcovV97DtWsivFb9Q86YV8eRr/2VbF8antjDUZ/LTbY/hYbwVgqrZiKxZKVXoiS7I6wpr8Jd/yw1JSdRunMK4dBS3K50sjJ+hQtvs7xMECu66Rux+ZpNPCII7jZy/IYRd07v6hP888Dpb9o4Vf0NUCEiu82bpqr37+0gVY0ANwJzsPvlv6SqK0XkHhE5s6NBG627fepRpHiEgNvN2PTspmRi2IpQEdpMVXgzj296lXWVhWytrWR5cTHn5+/PqUMn8PwxlxFwe1hZMYcKy0tIQRVqox7eKJzCAZkVBIPvABFUq6mt+g0AaalXMnTIV3g8k0CSQZJISr3xG7F9f9R19Pf3J82TxjX538frMnX1jMTXG3L2Tnvj7Cci/wCyABGRYuByVV3R1oGqOht7hvTm6+7ey75HO4zH2ItQtI4q6wGum7qRVM9Qzh52Py9u/T07GzZgofTz1tHP28DWukw2urKIWmCpctvkY0jzBQD45+Z/sqD0U87KjLJOA/jEzfbgzbx02kVE2YynaWCVG5H0pmuL+EnP/S/RyFpcroG43DnfiG948gjunfyH7virMHqAXdtKee+lz8gZksWx5x+My5WY3/T6UrmEmcCtqvo+gIgcHVt3aBfFZXTQ6sq3KQ9tRbGoixayofZDrhx+NcUlFxOJlvFx3XBWBgcwNCnKQsuH1wVXTTioqaEH+Kz0M2qjyitl0xnuq+DqUXczI/lgfrbkVd7evpIzc6dz7dAvcbuUkEaIRotxu+0JRkS8eLyTms719op1LNm8g5MmjWHaiJYrUxp9U111Azce/Vtqqurw+TxsW1fIFb84J95htSzB79qdcPoxmtLY0AOo6jzAPFlLQB6XH2maakH4cNebrC08B5cW43NFOSplE2nuIH53LgePDPLzQ6bykwN2HwiVn5KPRzwErQC7ouPISvoW66uKmb1tOSErwuu7xlAdrSdoVdEQfI/Ssu+3GMsby1bz03/P4dn5S7jqqX/zVVFJF797oyfZsXEX4VAEK2LRUBfi83eWxzukljlM4bQnjSMibhFZIiJvxF7ni8jnIlIgIi/GnnEiIv7Y64LY9ryOvg2njf0GEfmFiOTFlp9jz15lJJjx6ScyIuUgvK5klFRKQhXIHjXrPBKlOryFomAZL2ydy9LyrwCIWjWs2HkxhyU9zXdzKziu/zH8fOLPqQ2HuOz954hY9nfZVHcIr6vxnFEikU0txrJg43bqwxHUBfUa5c7X5mBZveAWyegUQ0cNwJ/kw+vzEEj2cdgZB8Q7pL3r/Ae0P2T3+mL3A/+nqqOBcuCq2PqrgPLY+v+L7dchThv77wG5wKuxJTe2zkgwbvFyytBfc2Heo6S4djIqUMSaUAZBy42lsKRhIA3qIeAO4SbKGP8OnlzzDwC2Vz1OdXARltaSKqs5KTeHLF8WnxdvoTocpiHowbKEKDl4fUcjkowQoF+/m1uM5aRJYxC3NM3ptqGkjEVbtre4r9H3BFL8PPLBL7jy7nO47ZHvcfGPz4h3SC3q7EFVIjIUOA14PPZagGOxa4MBPAOcHfv5rNhrYtuPE+nYUESnM1WVAy3/RhsJaV3lq7iIgijV6uNflfsRUm/Tp/uWmgx+PvQ9BnmrET6hqHwsFkE01tUyoiGWlc3h8MDR5KVm2bNJWW6soI8jMyczOOd2IpHliCsNr2dkizEcOnoER4wZwUcFm5sGaiX5Om+CcqPnyx6YwTnXJ/7AOnH+jTRHRJp3HZ8ZGyPU3IPAHdjjjACygYpY70XYvdJAUxUCVY2ISGVs/3bnRFtt7EVkVmvbVdV0n0xQyZ7+uMVHVIN4xEvIGsDi8lTqIx5UkxiflMQg7/9Ictv/fRUU/YFi118ZljybhshWKqM+VtRuoFIf5tvD7uCe6cfwwIJ3qNsOH3y8nkfK5nPTtw9vM457zz6JG56fxcbSci49eH8mDR7QZe+5oriKXVtKyJs0DJ/ffKgYnaR9KZoSVZ2+t40icjqwS1UXxTq6dJu27uwPwf5UeR67IqWpZNJDjM84n+rwVnbWLWZkv5M5PulsfrL0ORoi5Vw9+hhOHzya8l3PABGCUTdfVWXz13VfMvu8f/L0hpsJahiIsqZ0JS+Wz+dfla+SkhUhORPKtwzmP5+scNTYZ6cm88I1F2CpsrWikupgkH5+f5vHtdeaBev5ySm/R0TIGZLJXz65h0BKoO0DDcOBTux6eRhwpoicCgSwB6s+BGSIiCd2d9+80kBjFYJtIuIB0oHSjly4rcZ+IHZ54guBi4A3gedVdWVHLmZ0H5d4OLj/7vOtPnPo7lMGa9ZzzF13O9trU/nbmiMZkZFCln8wmf7hlDRspyEcYukX2bzlfZukkWHECxoR0o8tpFKreGTNe9ww/tg2Y4lYFle88G+W7diJS4SnvnsO04YO7tT3+++HZtNQGwSgZHs5S+etYsZp0zr1GkYf1kn9ClT1LuAuaOrCfruqXiwiLwPnAS9g1x57PXbIrNjr+bHt77Wj6vBuWn1Aq6pRVX1bVS8HZgAF2HVsvjk00uhRVlau5q41L/N2eDpvl57EhNw8Hj3hLFzi5vL8PzKo4UI+fudgCtYMo77Mg1guQLl44Oc8PPUlHp/yDPN3vsJXVUVtXuvLHTtZXlhEQyRCXTjMQx/N7/T3M3jUAHwBO3VjRS1yh2Z3+jWMvqsbRtD+BLhVRAqwc/JPxNY/AWTH1t8K3NnRC7T5gFZE/NhPji8E8oCHgdc6ekEjMfz5q0epjdqzSg0atJ5zsk9DVXnynx/z4sufoaokn1DD2ecspibopyIUIDOtmgNTt+IRC4/b4uJBH/PTN+cwLn0Qdx53FKn+lksfZCYnNT2g9bhcDOiX2uJ+++Liu86muqyWdYs3ctZ1JzBq6ohOv4bRRyl2zZDOPq09Xmle7OcN2PN/7LlPA3D+nus7oq0HtM9iV6WcDfzaSXmERFVbVc9Tv/sP5buquOi2Uxk1aVjbB/VAqlG+qniasuAyRvQ7h6roYJ5c/zuiGuSArO9ycd63AQg3PfiHukiQH7//FkErQuq6CMkBF8m+Bo44cgluX5R8Vy0uFI9Em+rQWwo1IT/LNpaw2l1BKBLlD2ee3GJM+VmZ/OrEY/n7ZwsYmZXJz44/CoDFW3fw5KcLycvK5KZjDsHvcTqg+5t8AR83//nKDh9vGK3pC+USLgFqsQcA3Nyse6dgl7lP68LYOtUfb3iKRfNWEQlFWfrRGv715f0EkntfEa6Cyn+ypvzvKCFK6r9gdd1AJicX862kQuqtxXxcqPhdy7is/1I21gsfVo5n1eZB1GoQd3qImgOhdgrkLw6iav9De8RCBBQXG0NZ5LjqqI704+8fnQUIoWiUghL7mVF1MEhJbR3DM9IJh6Pc+9Bslm0o5OTDJ3Bh//E0BMOEGyL86s25vLB8BQj43G5qgiF+dfpxcf27M4yWNPaz7+labexVNTGrEnXApjU7iITsUZ+RcJTK0moCyb0vr7ug5HVSXCEAIhol01PG8ambcYuiGqQ68iM2RZLwiDIy4KN0RQPvl6Qh6WG7OrEbkChbj3CzM5zGUH8NFoIr9jV2RzSdh98+n6cuvZm0wGxSfGVELeXaQ77FXe/P4YU1y3FZLqb0G8CJMoRXawqonaAsL15IzieCt0b47/xV7EwJQqx3ZCga5dM1G+H0+PydGUarVLskjdPdek1j3pazrzkWf5KPpBQ/Y6YOJ3dIZrxDalFpdR2fr91CRW19u4+tDm2jIlSOqEXYchGywM0YJNaVQAQCriiu2GsljD9aTc5CC28JEIUBgSr2z91GijfEW9sn8O9NU3BJpp22FPC6olT2s7jm6dc4c9RYHvvut3njmksprK7m+TXLURdE3RYrq3bxeVkhdZkKLkE9UDFECXksCnJqqcqIEPVo0y9S4Y4qSiq/ObOVYSSCvlTiuMc7+9pjmXTIGKrKaphy6NiELKW6aVc5F//pOQBcLuHFOy4h1TeLsqp7cUkOA3Oewucd1eKx4WglX+48l3FJlQBsq8+mRg4nx/U5UbTpP8SqiJuqaBL93CH87lRyfVeQXbqR7Pc95N+8kmtGf0FJ1ENx1MeDa48jGE2jsspLTpoyyFNLXdRLOAIbKsr50+yPeOjSM5g+bAhPzPvi6/GAQNiKsnpjEZofS/0peFWoGwGRgNq3GQHwlAruoOCKKG8vWcslR5vukvG2vWAn4WCYEROH0sGR+b1PgjfkTvSZxh5g9OTEfij79qI11AZDqILX7eajFV8wfeTPEEJEtJzPN1/O4aM+avEXsCa0EtUQntiTpPxACaOyj6W0/DkaLMUt9k305lAmL5ceSGl5Ohfkn8/l3z6UGQeWEA2tY2Dy3+x0D/BJfSoHZzcQiATYhXBWUiE+iRKxXJw3Yjn/3HgYCsxfu5njJo0mW5PYEazFio1jUjcUjYrgrgErSfCLm98ccyyPrFjA+nBF0/A8QXFbgsftJjfdFFKNtxf/+DrP/voVROCEy47ih49cHe+QEkKi37U7kXi3t33YiP5ZBLz256/H7WJYTgoRy37O4BJQSlhc3HIhsRTvGMJWA6qQLCGGeirYWXYjQcv+J1bAAjYFs6gIpVBY34/fLvqEimA9I4bnkDeoAJcIbgGPwGBPmBv3Ox36rSPVH8GN/YHhd1uclrcKsQQUct1JANx/yakkl7vxVMQu5ALcYCVDoMyFt1w45/ApnHvgpNgTLzvucAq4gxan7TeaE/cf22V/t4Yzz9/7H0L1IYJ1IWY/9i6hYDjeIcWfAlF1tiQw09gnkJOnjeWGUw/loLHDuPWsI3BlD2RNMBdLIaQuFjYMZ0tdyyOlfZ5cKqJekiXIaI8yxuPhQH8t9eEUiqNJhCwXG4NZvFsxgaq6ABW1SXaXqtjxBQ01KIoqRBQ+q8mnJpKC1+2mIhpAxN4WVbD8YbzVFslFFk+/9hm3/vJFSjdXMLjeZyf2G8V+tATcARfXvzSLyQMG4pavUzvuMFwxZgL3XH1an08ZWJbF3Bfm89JDb1NSWB6XGHKGZjX9O6SkJeH19akv/3tlcvZGp6oK78CTt5qgv4TlKRa//nADp44ezaL64UTVRV3Ex4Uj8/Z6/EBPDdlui4B4EBHcCkf0q2Bm+QSKo0nURX3kp6by1fYheFwhbj/gKFSVi+Y8z6j+7zIpdQDDvfVsCwf4tDaLZ5a8xvh0IcXrZkkwk0HuekK42BZMQaNQPQwiyTC7djtz/72dhgw7ZUNU7V49CoEdYKVAXSTC/1YXIGUhJrqyWFlfiqcesmv9TD7H3NEDPPHrV3nz6Q+JhCK89vd3eWrh77q9e/BvZv2Eh294nFB9iOv+74o+/wHcpBf0xjGNfYLYUvMZc7b/ggYryn5pPt4snIbfl8S8LWM4aNBm3OLizKHXMSj56zlfo5ZFVBWf203ICiEo0WbzVDUa7SuntD6AS6AuWsrS7/4RVUVEuHzOyyyoKsCXkkqGv4rCSAALoaQhBZEw2xv64Q6mUh+axNEZ69CI8MrbR1CTL2gAEAglQbgONMV+7bJcaFhJ2QqeENQna2wDfLpsA7+89FTuf/l9wpEo4oWJw7uuEmZPsmDuCoJ1drfZYF2Ioi0ljBjfuTWE2jIovz+/n/3Tbr1mT5Dod+1OmMY+DtYu2sCdp91HfU2QpBQfg4dnc8STZVi+ED4X4AmR4aukJuilOpjK+5sn88hh5zEtcyfLdxyL29WP4sgt/ODjBUQsizsOOJpzR41hRcNgpiZto0aUVBcoSkgtKqJeQpYbVcjxjQZoumPbUlMOAvOLRlEX8TM4OYTLk0ROUi39fA1UhpJRhK0N2Ty47GTKFmcTyrGw0uwHwRIRBLEb+kaq4FVqRin9Sly7DTcPp7o5c8ZE0pMCvPnuMnLEx6avdrGodAOZGSnMmDGqz95NHnLqVIofKyMasUhKDTBwxDcnbDfioP2zUCUk09jHwR2n3kdDXQhUqa1uYN2SjaS+Usvoi3xYhHCh1EeTiUS8WETxe1xMycqmoPgMLK0HhPK622mIngvAH5bMY2i6xdK6ERSF0xniKyPfV0WWK8LOaBJf1AwmhB9VNz8afdFusdx+wBHcsvDfqAu+LB3OgTnD2Rb6ALcoAXeEkCdIXSRAfa2f0OZclKjd46Yx7e5RmmY9tOxFvVbTgKnqQRb+IhfuBrvRV68gInzw/CK+XLiBkM/F23NX4RbB73Jz7rnTuep7R3XHP0PCueJnZzNyv2GUFVVw9DkH4U/qfSO8eyIBJMEfvjrRpY29iJyMXavZDTyuqvftsf1W4GogAhQD31PVzV0ZU3dZUl7AltpdHJa7Hzl+O/USCUf4zSV/IaguJCnWRzEcAZeL5Q/AqVcdRxVbyQqcwLs7trE5uhMAlwiba3ah2tgzQkn3VTM9bxNFVWkUVeTw6PpXsDST/hmVlEb68fHO0YRCHkofBGuKn7TMCNG5wksj5nDH419PEH7ayAlMzr2Rd3esY3L2QCKyhee2fGBPsgxY6qKyKpWi9QOx6qNowMKbHAaEcL0HEFS0qYeNRO10TVMuSe3/a/xlSSpRQuEoyxZvJuR12SO9gKgq9Q1h3ntvdZ9t7EWEo76913kvHNm1tZTF761g1NQRjNk/r3MCMxCTs987EXEDj2DXw98GLBCRWaq6qtluS4DpqlonItf9//bOPEyL6sr/n1P1rr0vdNPNvjWbAiqLIrjF5UFjIkZc+MUlkagxmgwTzSS/mMUk44wxyWSZGCOjJmocE/doooIbKpEdVEBB2W2aBprel3erOvNHVUM3CDSkF7r7fp6nnq636tatc996+9StU/d8L3APcGVH2dRZvLxzBb9a/zQKPLjpZR6e+m/khjJ4/O7nWPrKWgh4L1BVFbEtsEJYwSgTonPIKfDkhsqGrebf352PCGSHoozJGcYe+zp21z2Kow5v140iYCvF2bVcP/xCnt39ImMzyikK1xAUl0mF23jppiGkVtvwVpxq/8f65oqlrZw9wKDMHL48yhPcS7pFPPvxC8TtMpKuza7aLMpKs0mGklAAGX3qCUZTCBCvD9FQkd7qV6S2HvTY22e7IBUpFEhTG9sSTp02ggVLPvbUMH2HHwrZTJhwfOdCHM/s2VHJTafegZtyUVV++OdvMPHccV1tVvfHhHGOyBRgoy/diYj8GW/y3H3OXlXfaFF+CZ7wWrfntfJVxNwktjjkBCu54Z1vsadsKMWvVOGkB9hzWR6JwiB5C2rIWNvoOX5g+WtrOf+q0wG4fOjJlGQVUNpQzZlFI4gGggzK/T5FWTdx/6b/ZX3Th4CSFggxpag/maGZfFz3E9Itr/cfCjgMHFrPxtVZuI4LIli2xcCRxYe1vao6zj8e6EftpHRSfR0QIVgYJ7nH9upNSzX7ZsIZCRqq0mk1hhO84ZdJsJIwZGuYu266iF/97hXiJ8KsAgAAIABJREFU8RS33XoBgYDNt74/k5JnlvP3V9cSjAQY3D+PEcP6cunMie17MXoRaxatR12XWKM3icvCJ5caZ98u9AxtnI509vsmyvUpBU49TPk5wEsdaE+nMTFvJGuqt5AbqSFsp5AgRIdt4N2TBmCdkkfdxHQICDu/3IfBPy4lVONi2RYDRhS1quek/AGclD+g1baQXcisgbNZV/czapN1TMg5kdGZJYzKKOGOhTkMHFjtKVQqpBco2AEscRDXZcqFE5j7m+sPa3vS8V68OtkglufVvc63omrhpiysgAsKqYS9/8CWDl8hUCk8MmMmU+cOQ0SY+ofWMg92wOKyK07lsisO95MwHA3Dxg3C9SfGDqeFOHGaGdLaXpjROO2EiFwNTAIOGawVkRuBGwEGDRrUSZYdG1cOOoucUDpPlT6Ig6cbb4kSCCgNwzxHD6CWhZNtE4lbfP2+zyHD36K0fgv90z9z0IiUmtgKamJLyI5MpTg6kftO+RlJTRGy/DehAsG/9SU1ZzvBsIsTE8rXpaGREMSTnHT9Wby9ficrbnyQX9wzm9GjPr2H378gm1mfmcADO5bgDot5diYsrCqLYGaA5LsZyKA42EJsdwSi7E/Na/6HSIGbJryzejOnT/l0LR9D+zNk7ADuevZ23nx6KaMnD+dc/ynR0A6Ynv1haZ4ot5mWk+juQ0TOA+4AzlLV+KEqU9V5wDyASZMmHdffvIgwo3gya177B2uHvYdaQuXOdPJeqCRxxSBSOf4NoEkI70gx+ZJR1J14D2srG7AkxAl5OxmVsz+iVRNbwdpdX8LVOI7ey5qmr3DNiK+SE2qtJXP5Zbdw/913Ujy5hm0rCyltKoHRQE0Di9eXEcu1qI24/MuP/sL8/53LslWb+eG8F7FEuPvWzzPuBO9yzf1/ZzPy/SJuW/A3NOji1tvYrtBvmUsoFKFic4BUmhAJQCzPJVXAfgkE9Z4IxIGiATmd84Ub9jFu2ijGTRvV1Wb0LLRnjMbpSLmE5UCJiAwVkRBwFd7kufsQkZOB+4HPq+ruDrTlmHjpode4edK/8euv/c8xaYS8ceNydl8Zo+K6JhKzKwnWpEhfHyd9RYi094Nkv+mpP+4IbUDVQXFwtImyhoX76nA1TnnVw4g24XWdU5Q3LuKO9x4DIJFMsWtvHa6rjJ82il/8/o8MrL+Bj0tLcEM2WBb1YzIpvcCiYrLQ2NeirNhlR2UNNz/wHDvCCT4Jxbnht0+1sv3MUUPJlgw0HiCRqyRyXXaOddiTFifSL4idUCJ1kL5LvCGXLVBRJKkMGmrGiRt6CNrG5Timw3r2qpryJyafjzf08iFVXSciPwZWqOrzwM+ADOBJP2yxXVU/31E2HY762iYWL1xPfmEWp5w2nA0rNnHvNx4i3phg+4el5BRmcd2dhx8opKq4pLDFC62k56RTU17r70vhOimi2xuxk4JV00QoCTvuLmZvWoKpqQQR28aWIAWRM/xjXF5ZdRZ5ueWkB1I0uTYZlk2uHee9mnKe/OsK7n3hHRxXybJtLsjKZtbXLuCZddtJZoe8nnbSZfc0Cw14wmXxvi5pu2yu++NTNGZDIOZl3DaFWv9SM8Jh/nrD1Zz3+EPE3QTY0FRkEcsHIYnkK7lrQBpB4uzLpkVBVHDDUFLc8yaHMfROzNDLI6CqL+LNX9ty2w9arJ/XkedvC6sWb+S+u1+gvKwWy/YSfr741XPoExFULAgGSSSVso3lh62nLrmDlz/5Go1OBcHyMWSvv4IfPXM7P7nql1SUV0NSqfj8CJoGhLASkLE9ROP0Bkb0reL0nDICiTQ0kGBJfV/ufmUbkfz7CFrl3HPKTkK2AygDAykscbiyYC0nC/zod+nEw4AIFbEEf31nE2+9uJraCQM9mUzASRds2yLlD5zXACTDUFpTC0HBUSXYCGMKW/fCVZUPynbRUJeANPaPm29OprKFqAMJV5G4BQFtNb4+2ATZkUh7XSaDoWsxzr57E48l+eGtj5JIOmBZkPR81YJnV1G/5mOc/D7YgQCSTJEz+PD6Lasr5tHoVABKY+aHLHjs9+RmTWbn+aNpSKYINcVoGBwiI62JG6e8yeCCCvbYmVyWVUZAFEFpch1OTitn6rmbeGDDdHbFs3BFcP2cJS8HyZv4e0TmBtzk2RBuHhEjSDxFoiFJMGiTTDnYtsX0k4bROCLEgq0bUVUuHFjCmzVbiCVTIFDcJ4ubT53MzNP3D9FzHJfv/H0+L3y0ARXxZhcHrBgQ3K9YGYqBG7UhqvvFLn31v4HbQ4SNYqKhJ9CsD94OiMhA4BGgr1/zPFX9tYjkAX8BhgBbgStUtUq8kMevgYuARuBLqrrqWM7dq/8b31+8cb+j91FVcrNC7IgrRLzkJ4IBXn/+PWbdMoM95dXk5qbxo1m/YOfmXVw297Nc+8PLsQjhphTLSyolEbNYJvUk8kKoCOGhMX56+dOMzdpNVBRblBB7sSXod8KFkCUUSIpAymX28GU8vG0aT1eewqT0bQwI7SVlJ7H9DkZdwwgyUza1ccUNQvSTKjIaUwwYUcRN3/sC//mn14mEAsydcx5F+ZmU1teSGQyRGQpzfdUzvL9jJwrcOfM8zhgxBIC9VfXc89/zWfbuVj6ZIqjtv2xNiv+6QLGTgAtpO+CaWVOJJVP8dNdyL1DnE9wL93//KmzbKGgbuj+CtmcYJwXcpqqrRCQTWCkirwBfAl5T1btF5DvAd4BvAxcCJf5yKnAfhx/Cfkh6tbN/7N5XwfZT9pvFulxl28e70UCwVdloVhpzzrsbx3GxgfiWT3Adlyd+/jzTZk5mSP5VrNj4GhmD4uwpTSf3aqh4O4ZjJ7n+ileYOvojwpZDVMBunrhDHYTAvifElCrVruc1U65NTUOUvckMXq0by8S0bbi6gxw7iUo6o8Y+we3/Wsru3XWc+5kxlK4tpa6qgdMuOomv/vYZNldVocDc3/+Vv3zvGgZm7lfL/MN1l7GpYi95aWnkZ6Tt2/69//grH2wow1VF3ADawoEDWK4QrIXoXsgIh7h61mns2VPLf/1xOYnmiI3CXZ87n+GDC9rvQhkMXY3bPl17Vd0J7PTX60TkQ7ycpEuAs/1iDwML8Zz9JcAjqqrAEhHJEZFiv56jotc6+62bdvHhlgp/CqgWd21Xqa2JQTSCpDyFr0DIJis/gz27av0iCpmZUF2DiJCIJRlUOJSl3xxP3ztLSR/jkDvA4ZQJWwh/sI2TSzYRshzESyzFUkhh4ShsTDlk+zaUpaJsiUeJaZAntk9CP4hQsXQgp16awci8LzAkqqA1FGRcgmJx9jkl2OKJZRV+Jps11Yt5eve9VIb3kHQ8Z7uxrALXVSxr/7h9yxJKCg8eKVO607tBiAj5axyqh1o4UdAg2DGIlAuBpBeav+fmiwnYFsVFOZxTMpxXd27GESU9FOT8sSUdcs0Mhi7h6MI4fURkRYvP8/xh4wchIkOAk4GlQN8WDrwcL8wDn56c2h//hnE09Dpnv2blVurrYmxp+cK1OeU05TlktQSc/TLAqZQSCLYOSQQiQU64aC/nXBth4PgygqESfv369/ntzpvRoHeTsDOUKcPDBGyHpAohlBSwNxVhQ6IvfewGBocrqXFs4gR4N57Hw5tPo9ENEw0kSZtSw0zOoCLnUVZUrSDVUMVwq4bG+p/QQIp1iSKG5N3OnqYVpDTKqxUbSGiK0WfYqBNk79YCJgwvbuXoD8eVMyfz8J/fIZFIEa5x6b8sRTI9QDQt5I3WCVmoKP0Lc5gydvC+4/575uf4/aplbK+t5svjJ5ITif5zF8lgOM44ijBOhaoeUc1ORDKAp4G5qlrbMolSVVWk/XN2e5Wzf+S+13nqkXdwHZfM7EirHr3dPFzcEhBPydG1Pedmxx36Dytk44flpHAJJFP8x/OnECl8iUxJEKu8lobojTTkXsyZwZm8tesZkqrsasjiBTuPG7BIKSQU6twQO1PZjA5X0DfQQLpYBEWBJNnR3azO20m1RglZLqrwUegJ0p0mRoQamBYtJySKqo2ow5hgOYsr7gEUx7UpCmawPZGH2A4Xnl3A4OS5nH9K21Pmr551KlMnDaMpliBeG2NnaRVjJgyktjHOsMEF/GPNFhqaElw4bUyrDN+QbfONyVPb7ToZDMcd7TgaR0SCeI7+MVV9xt+8qzk8IyLFQHPeUZuSU9tCj3b28ViS1198j2DQ5uwZ43nxmZXEY15yVOWe+hYllUnTS1i+cD2ueD34ZDRA1UlR7JSStcnl5bc/JjY6FzdskRYNES3cTLokSBNBRHGa7ueFXQuISIqrsxvIslO8ZBUjoQ1sTuVRaNUSkRQRSTEgWE1hIIYtEBJrn+MsDMS5vu8iPooXUhyso86JsLhhKK7CCaEKArg0j220/UHtzaKRtuUQdWMkkzaRoM0loz9Lv+jQo/7Ohg9pEWuf0nrfRdPGHnV9BkP3p/2E0PzRNQ8CH6rqf7XY9TxwHXC3//evLbbf6gtJngrUHEu8Hnq4s//67PvYvmUPArzx4vsMH1nEij0f7y/QHL5BWPb6es+PWuCKsOXKDDQMKFSMhgFvghvyXuYmtInS8qVM7h8AFBfFRZie9gn9gkqaBLBE+GLBNl5rTKMemwxJEbVc4goBlDrXJttycET3jbBxgKDlMjayCxHIsRtxVHi3YSARqUGJNI+CpFFdNiRLiCUFkTosUeavHc+umjxGZIym3/ijd/QGg+FTULx5lduHacA1wBoRedff9l08J/+EiMwBtgFX+PtexBt2uRFv6OWXj/XEPdbZ19c2sX3zHsC7VqsWb+KpRd/lyxf/ktqaGHrgnVpd1LI8eYH+ATSi+zJCzxq+gWsvWsyeyiyefPpsZs9cycnFW7FFvFC/KkmFTDtGUCJYfk9dgQzLJV2TDPLj+AqUpWCvE6BJg9Q6SfJs7+1Pjevi+kNgBC+iFJEku2NZxBF2OA3Y2CyuGcjzVdfx0NSvsGjrR/xqyUPsbYyyszaHaMzijAmdO2+pwdDTaa+hl6q6iP0pigdy7qeUV+CW9jh3j3X2ji/V2/z4ZQctHr7vdeoa4qRlRbBUqauNed43kfCSh3xd+caC0L5x4yW5O/nWxJcJWi79MqqY/s1HiErQmysW8eUwXAKiOAp1ToKg7R3c4FqcFK5DAJsAAfGHVdoJKp0Ae12bvRpiuyNYqjQ1hSAiZFpN5NgxFHix8kQaGE1WNEoi/hJY+Zw5ZB6Xjz0REWFsZn8qX+tPxeAUbpFLQ4ZLXoF5QWowtCsmg/b4JTs3nRmXTWTBMyv3SSA8/odFuK7S2BBn4mnDCaYcli5cj2spRMMAJNMDNA3w4vZ9orXMO+1pcmxwsGjAxRbFkSRK0H86UBwBQQgBta5LbaqRLYlcRoXiFPjfcAB7X2w+3w6RYyd4qf4E4glhQKCGst35fLLjCkaNW4QV2oS6wo7d+Xz04Hg+f9ZkBkz9Pp4oaKjVy9Ha+hiRJotEs/Ik8OvV73DLxNMIBg4YKG8wGI4eZV8WeXemxzp7gLk/mMk1N59LOBxgV3kNj/9hEeFIkknTtjBgcJwhA77AkoXrIew5ekRIZgVxw0IwmGTO+MVk2S6WWAQRLzMWFxel2k0Sc22ybQdLBAvBQYmpsDuZyWs1JeTmbSbXriNwwCgq9Z8HPmnMY9nGYdRsz+bzw0ZTuWsvj71XQtGwHALisOf9PqRVKM8+t5JbbjoXkfBBbRwxpJCTTxzIZmcT6l9NcaCisp7iwuyDyhsMhqPFzFTVLcgvyAQgIyvKxbMmMm7K7RQW1xEKLQVNQMBL/SwYXcXw83ewU7MoTY1k5MDdNEgICwj7MZ10y2JvCkRSbIrnMb9uNF/JXcGwkIOFEBTlo1SAB3ZPZdvePHJCTVgZSp6doCwZYUK0HguXHakkr9aOwVELyqPcceZZXDx2NBfe9RCuCmWbCsGFUEoRK0l+fuYh22dZwj3fvZS6Xz/Jq43eXO1DPkmjT25Gx36xBkNvwjj77sWcb0yirLweL481SX3Nc5Azi7SMGGd+ZzWnZ+2iX6CJO1Jv8ePSM1nSMIgv5G4iGkgg4kkB2yIsburHlkQfQOkfTBL2e9xBoCTcxPSMzdRWR8mz63m7qYCkL4nw97ohLNw2goHZNYSDDjvLi3n7lttID4VIOg6ZkTCV9Y2oQkCF4mgaJ0zM49abD3pv0woR4be3XsYLr6+luqaRz103jmDQhHAMhnZBAaedlNC6kF7l7C0rF9vKx3F3AwHWx/OwfthEUUYFRZEG+gZiWAKZgQRfKVzBhmQGixoLuCyrbN8clNuTaZQmcqlMpjMlfTMh/6WriKCqhMXm4tyPGZdRiuNJKLGsYSi1iTT+suI0UvEAZRRji/A/n51JesiTOwjaNo/NvYpH31wNrjJjQgkThvc/aHrCQxEI2Fx6wYSO+NoMhl6Oghpn361YXVXKPR99jrNzVlOSPYSHKx2GZ+/m0j6ryLAcrBZTzfSLVJMWrsZR4e2mHArtFFFJcGK4lmI7xu/KTyInuwHrgFFUzZLuYcshiUXCtdm4s4g3toxFKoOkNVpMHTaQB6677CBH3j8vm+9cenbHfxEGg+HoMGGc7sXtK/9MZcJlff0EMndBn2gjZ+VsIGi5xIEKxybPdnFUUYRCS7CAcaEmUgouSRQlLRjn9n5LqVeHhAawAAsLBxcXl71OmCa1sP2bx9LtI5jer4S++enkpEW55ZzT2txjNxgMXYwZjdO9qK6oo7q2AXwp3qaUxWeLJmPzKvlWDFtcqp0QO5wIowIJinwd4qB4mvYWikuABN5k4dm2S8xRKtwEhXYISx0UZVldPn+qnMD4jDJy7EZWfjian46exQwjNWAwdF9Mz7778MS9r5D1XiPV10ZB4IxAGk2peQxKqyUsntplkZ3AwiHPDhzU8xYRRD3de0VJuQ4hv+de7iQQFR7ceSrzK8ZCZRpVVYPRJpto7SDO+oGR/DUYujXG2R//uK7LNWfcRWVlI1FCRL7VRMRyCT5aSpbdRJqVQMSLtWdZFp6P90bCC4KLi6W+vLFAiAB1bowk6knhA01OgD2Be8hMT+O7RUV8YdBk6hsTlO+tY2i/PJPcZDB0Z1TBcbrain+aHu/sFzy5jMrKRnwvjgRC9B+QzeDwu0yPlJElNrZYhMUmJAEUSGoSy/P2JNTBAdIsb+YqBRCLpLq+PpLgBiZybv/ZnNt//3mz0iNkpZsJtw2GHoHp2R//bPygzFtp1gIG4hPXMbvPJsIi2H7CVFAC+4TPbAnRqHGanAAuKQJA1L8RANQ6DnEVqlJ5FGacx7g+P+v0dhkMhk7EOPsjIyIz8GZHt4EHVPXuA/aH8WZbnwjsBa5U1a3tdf7TLziRvz++1J9UXLHU5ZQLt2OjWFitYvPiSyKoKq4q71QXcs9dp3P5NWvpJ00MKZhMxoAgElaKMq9mVHR8e5lpMBiOW9SMxjkSImID9wLn482duFxEnlfVD1oUmwNUqeoIEbkK+ClwZXvZcMq0kXz3N1fztz/9gyGji+nXL4e3Xt1MasRmgniOXUS8KL1/PV0/Zq9NhRQuVRYsLCEcDfHbBd9mQFHfw53OYDD0NBTUJFUdkSnARlXdDODPtnIJ0NLZXwLc6a8/BfxWREQPEpw/ds6YMY4zZozb93nkikG8Xv6vnNl3OVGxEYSXq4sZmVZN/0AjIg4b4rmceeIfSH5zJRvf386FV09nwAjj6A2GXomRSzginzYz+qmHKqOqKRGpAfKBio4yasykoYzhOVRdHKcUy+rD5f3SSLgpFu15l5AV5PR+47DE4opbL+goMwwGQ3dAFVzj7DsNEbkRuBFg0KBB7VSnRSCwv66QFeAzfY84MbzBYOht9IAXtFYH19+WmdH3lRGRAJCN96K2Fao6T1UnqeqkgoKCA3cbDAZDh6Gu26bleKajnf1yoEREhopICLgKb7b0ljTPqg4wC3i9PeP1BoPB8M/hT17SluU4pkPDOH4M/lZgPt7Qy4dUdZ2I/BhYoarPAw8Cj4rIRqAS74ZgMBgMxwdGCK1tqOqLwIsHbPtBi/UYcHlH22EwGAzHggLajnIJR8o96ig6OoxjMBgM3Rv1Jy9py3IEWuQeXQiMBWaLSKdI4hpnbzAYDEdAXW3T0gb25R6pagJozj3qcLrN0MuWrFy5skJEth2hWB86cKz+cYppc+/AtPnoGPzPnLiOqvmvuk/0aWPxiIisaPF5nqrOa/G5LblHHUK3dPaqesSxlyKyQlV71aB50+begWlz56KqM7rivO2NCeMYDAZD59GW3KMOwTh7g8Fg6DzaknvUIXTLME4bmXfkIj0O0+begWlzN+VQuUedcW4xyaoGg8HQ8zFhHIPBYOgFGGdvMBgMvYBu7+xFZIaIbBCRjSLynUOUuUJEPhCRdSLyv51tY3tzpDaLyCAReUNEVovI+yJyUVfY2Z6IyEMisltE1h5iv4jIb/zv5H0ROaWzbWxP2tDeL/rtXCMi74jIhM62sSM4UrtblJssIikRmdVZtnV7VLXbLngvODYBw4AQ8B4w9oAyJcBqINf/XNjVdndCm+cBN/vrY4GtXW13O7T7TOAUYO0h9l8EvIQ3bfxpwNKutrmD23t6i9/0hd29vW1tt1/GBl7H09ya1dU2d5elu/fs25J6fANwr6pWAajq7k62sb1pS5sVyPLXs4GyTrSvQ1DVt/BUUQ/FJcAj6rEEyBGR4s6xrv05UntV9Z3m3zSwBG+8drenDdcZ4OvA00B3/1/uVLq7s/+01OP+B5QZCYwUkX+IyBJfca4705Y23wlcLSKleL2fr3eOaV1KW76XnsocvKeaHo+I9AcuBe7ralu6G93d2beFAF4o52xgNvA/IpLTpRZ1PLOBP6rqALzwxqMi0huuda9DRM7Bc/bf7mpbOolfAd9WbYPEpKEV3T2pqi2px6V48cwksEVEPsJz/ss7x8R2py1tngPMAFDVxSISwROS6smPvV2Wht5ViMh44AHgQlU9aCrPHsok4M8iAt5v+iIRSanqc11r1vFPd+/ttSX1+Dm8Xj0i0gcvrLO5M41sZ9rS5u3AuQAiMgaIAHs61crO53ngWn9UzmlAjaru7GqjOgoRGQQ8A1yjqh91tT2dhaoOVdUhqjoEeAr4mnH0baNb9+y1bdMezgcuEJEPAAf4VnfuBbWxzbfhhav+Fe9l7ZfUH8bQXRGRx/Fu2n38dxE/BIIAqvp7vHcTFwEbgUbgy11jafvQhvb+AMgHfuf3clPaA5Qw29BuwzFi5BIMBoOhF9DdwzgGg8FgaAPG2RsMBkMvwDh7g8Fg6AUYZ28wGAy9AOPsDYZDICKf9ceyG7qAtoqi+WV7nPhfe2OcfQ9CRCIiskxE3vMVPn/U1Ta1FyIyV0TSWnx+sTkTWkTqj7Kuy0XkQxF54zBlZgBnAWuO1eZj4XDtPMwxW/0ckp7GH/GTA9vA94AnVPVkvNyT33WUUd0V4+x7FnHgM6o6ATgJmOEnGHVrRMQG5gL7nKCqXqSq1cdY5RzgBlU954Dz7Ms7UdWXVfXfuiA/oT3b2a35NFE0ERkuIi+LyEoReVtERjcXp4eJ/7U3xtn3IHzFx+ZebtBfFEBEJorIm/4/yfxmRUgRWSgivxSRFX5vd7KIPCMiH4vIvzfXLSJX+08N74rI/b4DboV4OvvrRWSVry3/N3/7nSJye4tya0VkiL/+nG/TOhG5sUWZehH5hYi8B9wB9APeaO6NH6o3KyLfEpHl/qP8QU82IvIDYDrwoIj8TES+JCLPi8jrwGuHq0NE7hCRj0RkkYg83twm/zuc5K/3EZGt/rrtn6O5rpv87Wf7xzzlf1+P+Zm/3zhcO9tyDXoB84Cvq+pE4Hb29+DvpPeJ/x0dXa2xbJb2XfCyat8F6oGf+tuCwDtAgf/5SrzMW4CFLcr9C16PqBgI4+kK5QNjgBeAoF/ud8C1B5w3gqc6WYKnKf8E8Dd/353A7S3KrgWG+Ot5/t+ovz3f/6zAFS2O2Qr0+bTPQL3/9wI8ZyB4HZm/AWd+yne0EJjkr3/Jb2fe4eoAJuKFdNLwepAbm9t0QH198OcPAG4Evuevh4EVwFC8DNEaPP0eC1gMTD9cOw93DQ48pictwBB8bXsgA2jC+303Lx/6+74J3OavTwU+AKyutv94Wrq1XILhYFTVAU7y47zPisiJ/q4TgVf81HobaKkb06ytswZYp76mjIhsxhMXm47n7Jb7x0c5WFRtNLBFVT/2j/0TnrM7Et8QkUv99YF4N4u9eNIWT7elzS24wF9W+58z/PreOsJxr6hqc7jgUHVkAs+qaiOAiByoR3Qoe8bL/tmUsv26EsAyVS3163oXz6ktOkxd53Lka9DTsYBqVT3pU/b1RvG/o8I4+x6Kqlb7oYAZeDo661R16iGKx/2/bov15s8BvF7uw6r6/4/RnBStQ4YR8MIZwHnAVFVtFJGFzfuAmH/jOhoE+E9Vvf8oj2s4Uh0iMvcwx7dsX6TFdsELOcw/oK6zaf09Oxz5f/GfvQbdHlWtFZEtInK5qj4p3l1vvKq+x37xvz9K7xH/OypMzL4HISIFLUaoRIHzgfXABqBARKb6+4IicsJRVP0aMEtECv3j80Rk8AFl1gNDRGS4/3l2i31b8aaaQ7y5YYf627OBKt/Rj8abTvBQ1OH1rg/HfOB6Ecnwz9W/2eaj4FB1vAXMFJGoiGQCn2txzFa8XjfArAPqullEgn5dI0Uk/QjnP1Q723INehTiiaItBkaJSKmIzAG+CMzx3+WsY/8sbbcBN/jbH6cHiP+1N6Zn37MoBh72X9xZeEPRml+SzgJ+IyLZeNf9V3j/LEdEVT8Qke8BC8SbBCUJ3AJsa1Em5r9g/buINAJvs99pPY0nP7wOWAo0S/K+DHxVRD7EuyEtOYwZ84CXRaRMDxhF08KGBX6vbrEf6qgHruYoHuUPVYeqrhKRv+Airl8MAAAAmElEQVTN+bub1vMh/Bx4orn9LbY/gBeeWeX3QvcAM49gwqe2sy3XoKehqrMPseug4Ziq+gEwrWMt6t4Y1UtDh+CHKm5X1Yu72paOQETuxHsx/POutsVgaAsmjGMwGAy9ANOzNxgMhl6A6dkbDAZDL8A4e4PBYOgFGGdvMBgMvQDj7A0Gg6EXYJy9wWAw9AKMszcYDIZewP8BrK703glex7YAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.scatter(q3_f, barys_f, marker='.', c=color)\n",
"plt.xlabel(\"3eme quartile fréquentiel\")\n",
"plt.ylabel(\"Moyenne fréquentielle\")\n",
"plt.colorbar()\n",
"\n",
"plt.figure()\n",
"plt.scatter(maxs_f, vars_f, marker='.', c=color)\n",
"plt.xlabel(\"Fréquence maximale\")\n",
"plt.ylabel(\"Variance fréquentielle\")\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}