mirror of
https://github.com/ArthurDanjou/ArtStudies.git
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- Updated error messages in Gauss method and numerical methods to use variables for better readability. - Added return type hints to function signatures in various notebooks to improve code documentation. - Corrected minor grammatical issues in docstrings for better clarity. - Adjusted print statements and list concatenations for improved output formatting. - Enhanced plotting functions to ensure consistent figure handling.
706 lines
734 KiB
Plaintext
706 lines
734 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"FEUILLE DE TP 4\n",
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"\n",
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"---\n",
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"# Polynôme interpolateur de Lagrange (Partie 1)\n",
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"---"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"%matplotlib inline\n",
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"%config InlineBackend.figure_format = 'retina'\n",
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"\n",
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"import matplotlib.pyplot as plt # librairie graphique\n",
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"import numpy as np # pour les numpy array\n",
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"from scipy.interpolate import lagrange # interpolation de Lagrange"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Nous rappelons le résultat d'existence et d'unicité vu en cours\n",
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"\n",
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"> **(Polynôme interpolateur de Lagrange)**<br>\n",
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"> Etant donnés $N$ un entier strictement positif, $x_1,\\ldots,x_N$ des réels deux à deux distincts et $y_1,\\ldots,y_N$ des réels, il existe un unique polynôme $P$ qui vérifie\n",
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"> $$ P\\in\\mathbb{R}_{N-1}[X], \\qquad P(x_i)=y_i, \\quad 1\\leq i\\leq N.$$"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Construction en utilisant les modules `numpy` et `scipy`\n",
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"\n",
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"Le module `numpy` permet la manipulation de polynômes réels à l'aide de la classe `poly1d`. Voici un exemple pour le polynôme $P=X^2-2$\n",
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"\n",
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"```python\n",
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"P = np.poly1d([1, 0, -2])\n",
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"print(P)\n",
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"```\n",
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"\n",
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"Il est possible de faire des manipulations algébriques sur les polynômes :\n",
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"\n",
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"```python\n",
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"X = np.poly1d([1, 0])\n",
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"P = X**2 - 2\n",
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"print(P)\n",
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"```\n",
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"\n",
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"Il est également possible d'évaluer un polynôme comme une fonction (évaluation sur un scalaire ou sur un tableau `numpy`) :\n",
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"\n",
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"```python\n",
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"print(P(1))\n",
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"print(P(np.linspace(0, 1, 11)))\n",
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"```"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" 2\n",
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"1 x - 2\n"
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]
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}
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],
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"source": [
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"P = np.poly1d([1, 0, -2])\n",
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"print(P)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" 2\n",
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"1 x - 2\n"
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]
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}
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],
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"source": [
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"X = np.poly1d([1, 0])\n",
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"P = X**2 - 2\n",
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"print(P)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"-1\n",
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"[-2. -1.99 -1.96 -1.91 -1.84 -1.75 -1.64 -1.51 -1.36 -1.19 -1. ]\n"
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]
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}
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],
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"source": [
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"print(P(1))\n",
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"print(P(np.linspace(0, 1, 11)))"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Le module `scipy.interpolate` permet de déterminer le polynôme interpolateur à l'aide de la fonction `lagrange`. Voici un exemple d'utilisation pour déterminer le polynôme interpolateur de Lagrange aux points $(0, -2)$, $(1,-1)$ et $(2, 2)$ (c'est encore et toujours le polynôme $X^2-2$...)\n",
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"\n",
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"```python\n",
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"from scipy.interpolate import lagrange\n",
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"x = np.array([0, 1, 2])\n",
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"y = np.array([-2, -1, 2])\n",
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"P = lagrange(x, y)\n",
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"print(P)\n",
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"```"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" 2\n",
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"1 x - 2\n"
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]
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}
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],
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"source": [
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"x = np.array([0, 1, 2])\n",
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"y = np.array([-2, -1, 2])\n",
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"P = lagrange(x, y)\n",
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"print(P)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"**Question**\n",
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"\n",
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"> Proposez une fonction `interp` qui \n",
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"> * prend en argument deux `ndarray` `x` et `y` de taille `N` et un `ndarray` `xx` de taille `M` ;\n",
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"> * calcule le polynôme interpolateur de Lagrange aux points donnés par les vecteurs `x` et `y` en utilisant les fonctions des modules `numpy` et `scipy` ;\n",
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"> * retourne l'évaluation de ce polynôme aux points du vecteur `xx`.\n",
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"\n",
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"*Veillez à commenter votre fonction.*"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"def interp(x, y, xx):\n",
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" \"\"\"Return the lagrange polynom for x and y.\"\"\"\n",
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" P = lagrange(x, y)\n",
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" return P(xx)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"**Question**\n",
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"\n",
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"> Afin de tester votre fonction : en prenant $N=5$,\n",
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"> 1. prenez $N$ points équirépartis entre 0 et 1 (ce sera notre vecteur `x`) ;\n",
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"> 2. générez $N$ valeurs aléatoires entre 0 et 1 (ce sera notre vecteur `y`) ;\n",
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"> 3. tracez dans une fenêtre graphique le nuage de points d'abscisses `x` et d'ordonnées `y` à l'aide d'une commande `scatter` ;\n",
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"> 4. ajoutez le tracé du polynôme interpolateur en prenant `xx` un vecteur de taille grande (plutôt 100 ou 200 points équi-répartis entre 0 et 1) ;\n",
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"> 5. vérifiez que le polynôme interpolateur passe bien par les points d'interpolation."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Text(0.5, 0.98, 'Interpolation du polynome')"
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]
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},
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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},
|
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{
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"data": {
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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 480,
|
|
"width": 567
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"N = 5\n",
|
|
"x = np.linspace(0, 1, N)\n",
|
|
"y = np.random.rand(N)\n",
|
|
"\n",
|
|
"plt.scatter(x, y)\n",
|
|
"xx = np.linspace(0, 1, 200)\n",
|
|
"\n",
|
|
"plt.plot(xx, interp(x, y, xx), label=\"Interpolation\")\n",
|
|
"plt.legend()\n",
|
|
"plt.xlabel(\"x\")\n",
|
|
"plt.ylabel(\"y\")\n",
|
|
"plt.suptitle(\"Interpolation du polynome\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Test de l'interpolation sur quelques fonctions\n",
|
|
"\n",
|
|
"Nous allons à présent tester l'interpolation en prenant comme points d'interpolation des points qui sont sur le graphe de ces 4 fonctions. \n",
|
|
"\n",
|
|
"\\begin{align}\n",
|
|
"f_0(x) &= \\exp(-3(x-1.2)^2), &\n",
|
|
"f_1(x) &= \\frac{x^2-2}{1+2x},\\\\\n",
|
|
"f_2(x) &= \\frac{1}{1+(x-1.5)^2},&\n",
|
|
"f_3(x) &= \\frac{\\sin(2\\pi x)}{1.1 - \\sin(\\pi x)}.\n",
|
|
"\\end{align}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"**Question**\n",
|
|
"\n",
|
|
"> Définissez ces 4 fonctions et tracez les sur l'intervalle $[0, 3]$."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def f0(x):\n",
|
|
" \"\"\"Return exp(-3(x-1.2)^2).\"\"\"\n",
|
|
" return np.exp(-3 * (x - 1.2) ** 2)\n",
|
|
"\n",
|
|
"\n",
|
|
"def f1(x):\n",
|
|
" \"\"\"Return (x^2-2)/(1+2x).\"\"\"\n",
|
|
" return (x**2 - 2) / (1 + 2 * x)\n",
|
|
"\n",
|
|
"\n",
|
|
"def f2(x):\n",
|
|
" \"\"\"Return 1/(1+(x-1.5)^2).\"\"\"\n",
|
|
" return 1 / (1 + (x - 1.5) ** 2)\n",
|
|
"\n",
|
|
"\n",
|
|
"def f3(x):\n",
|
|
" \"\"\"Return sin(2πx)/(1.1-sin(πx)).\"\"\"\n",
|
|
" return np.sin(2 * np.pi * x) / (1.1 - np.sin(np.pi * x))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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"metadata": {
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"image/png": {
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"height": 454,
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"width": 567
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}
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},
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"output_type": "display_data"
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},
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{
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"data": {
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",
|
|
"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 454,
|
|
"width": 579
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
},
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{
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"data": {
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"image/png": 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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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"metadata": {
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"image/png": {
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"height": 454,
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"width": 567
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}
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},
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"output_type": "display_data"
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},
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{
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"data": {
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 454,
|
|
"width": 565
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"xx = np.linspace(0, 3, 200)\n",
|
|
"\n",
|
|
"for f in [f0, f1, f2, f3]:\n",
|
|
" plt.plot(xx, f(xx), label=f\"Courbe {f.__name__}\")\n",
|
|
" plt.legend()\n",
|
|
" plt.title(f\"Courbe {f.__name__}\")\n",
|
|
" plt.xlabel(\"$x$\")\n",
|
|
" plt.ylabel(\"y\")\n",
|
|
" plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"**Question**\n",
|
|
"\n",
|
|
"> * Ajoutez sur les figures précédentes les polynômes interpolateurs qui passent par $N$ points équi-répartis des graphes des fonction avec $N\\in\\lbrace 4, 8, 12, 16, 20\\rbrace$.\n",
|
|
"> * Que remarquez-vous lorsque $N$ augmente ?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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QxKr+BwsAwJnYvGq+7Hg+WZIzXpa6ZYQ2RY5g+SN6pGRc+LO0+Ge69L33W+k/fqK07zbACG3cqbVrmrdLkp4jrpKUG16S7g/Oktzb18mShPtlu7XsYCbZukmmhj4iDwX/zxi3U5XwZsKkNSzECCBgub+5d3/zfrpmz/4zTFMLAPfv37/c89zX0nE+xpP++te/VvlcNSKoWbNmZd6npjupBYeVo0ePysqVK133qalJW7duNY7VdKaKDBkyxHWcmpoqvjxLA76N4MaD3EfCuA+BK4v7UDcWGwYAeILasnvJV89I2x8vknjbn3+0ujsqUZLa9nbJvX2t9L13kiT0qniRxPLENG4uyVc+Jm0eXS1pF/wga4K7nXJOkMUhtwZPlS9Dn5VGUvnOH+mZObJk29HTqgcA/OkDYfcPfE+HGunv3MW2otBGUbtLObexVqNXPEl9eK3WmKmqykb/uC8VoaaGOS1fvtx1nJKSou30VPrm/oH6gQMHxJdnacC3Edx4kPvOUGlpaRWe67xfDfXzxBA8AEBgKyzIlz/+/VdJTn9Rgi1/Do93t7TBGAm6c7mkXPusEbzUBIvVKkl9zpF3W78qtxbdI3scDU85p781TaaGPSJ9LBX/f1L5YsnOGqkLAHxNbGys6zgzM/OMrnXs2LEqT7tSoY3zudXIFU8qa7pWRSqrPS4uznXsXrtawPh0OLdir2nM0kBVsMaNB6kUWA13U8npvHnzjJXby6LuV1vfOR/jTLUBAKgJhw/slsMfjpd+xSd3rnDaYW0lJ0a+LP37/7nrRU3LKSiWWZsOic3eT+YU9pC/BU2VO4J/lDC3naviLMflq9Bn5NmSK+Vjm1proOxFPWdsOGBcLzKc/08CvrRQr1rzJdBec01zX/fFfdrPmVKjSrxFUFBQrdRus51cg23KlCnSpk2bKj2uJtYWKguzNFAVBDcepNLTc889V6ZPn27MCVX/IZa1kPDkyZMlOzvbOL744otNqBQA4K+2rFkkkT9cLUlycmFLp9TmN0jva56T0LCTw7Rr2oGsAmOLb6VQQuU/tktknr27vB36hrSw/Lm1rRJisck/Qz6XVpaD8q+Sa8oMb9R1MrMLCG4AH6J2V6rphXoDkVqLpmHDhsaW4GoHKPXeISoq6rSupRbdreronZKSEtfCyDExMaesI+PkXOi4LGc6tas8ldXufr977e6jl9Qon7J2evL2WRpKx44dPVoXvAtTpc7AJ5984pr/+MQTT5R5zv333+/6pXf77bdrCa+ifvk++OCDrl8cN910Uy1UDgDwF2oEyubMHFm9+7jxVbWdMlbOk7jJ4ySuVGiT7wiTlclvSMrNr3k0tFHyik7dXWqto72MKXxa5tu6nnLf9cEz5engj8QiZb8JyC089XoA4O/U+w3nYrsqCFE7PZ0utcCtc2mGyrb4XrVqlRQX//n/ldIBh/sUH/fpV6VlZGSIJ6hdrqp6v3vtat0eJ7VblNnatm3rWmRZzdKoyPz5811bi1d1pBD8Q8COuFm4cKFs2bJFC1CcVL8KZdxdd911p/U855xzjvzlL3+Rr7/+Wn7++WcZPny43HPPPcZ/nGqRrGeeeUZ27dplnKu2pXNPwAEAKIvaXSl12xH5PHWnzNqY6RrRogRZLTKyc5xc0PCgDEq9USIt+q4T+6WR5F/6hfTqmlwrtdYNLXvo+zGJkuuKH5R7Hd/JncE/avddFfybhIhNHi65SeylPmOqF1a9ofQA4C/uvfdeYxtvtdbK448/bmxTnZSUVOnj1GiYr776StuxadiwYcYCxRs2bDC2+nZfyNede0CkHlM6cHBf8Ld3795lXkM9tyfMmjVL9u/fL02bNi3zNX/66afGsXp/1atXL9d96ljNglCzId5//325++67tQWCzQjlLrroIuNnq0bUqCU0kpNP/X+06neOuFHne9M0N3hewI64Ub+Err/+etftgQce0JJX9/vU7Ux89NFHxi9WZc6cOcZ/aGotmxtuuMHYik4NM/znP/8pf/vb3874dQEA/Nv6vVky8vX5cuUHS2X6+gNaaKOo9s71S2TA4hslSvTh6RtDukjobfOkfS2FNkqT6HAjTCqLCmVeKRkvdxXdISUO/U+Sy4Pnyssh70qQnBxhE2y1SFyUeX9cA4CZ1CiLN9980zXqZujQoZWO0FBbX5933nny0ksvaf1///vfXVOd1HsQ57INpYORDz/80DhWwU7pXZzUKBbnFCRVl/uOR06TJk2Sb7/9VjxBPd8tt9xyyowG5fnnn3ftJKXec7lvo61e9yOPPGIcb9u2Ta655poya3dS3xvn991T1Af7zjV+7rzzzlO2+lZt1e/czEadj8ASsMFNbVJbtU2bNk2+/PJLY8SNWthKLVqsFpS68sorjdE/5U21AgDAacHmQzL+vVTJyCx/14mOlp3yReizUt+ihzZrw/tIu/tmSWwN7RhVVWo9GjUCqCI/2wfIHcV3SbFDH01zSdBCeS3kbde0qZGdm7C+DYCApj5QfvLJJ127I5111lkycuRIefvtt40PiNXUpt9++80YvXHBBRdIt27d5Ndffz3lOl27dpUJEyYYx2vWrDFGoXzwwQfGyBkVBqnlHtTjVSii3re89957p1xDBQgqOHFuFa5mGvz0009GDTNmzJAbb7xRrrjiChkwYIBHvhd9+vQxFhceOHCgfPPNN8aizep51XP+4x//MM5RI2see+yxUx576623utYWVcGSWkNIhVvqta9evdqYkqRG46j3amqmhKffqyUkJLgGEqifgfM1qWP1VbWd25ir89iFOPBYHGq8NfyaGgboXHVcrURe1gLJAADvH2mjQpv8MtaMcYq37JFJoU9KjEUPdhbYu0rdaydJr/Z/zqGvbYu3HjZGCFVmmHWFvBXyhrbjlPJuyQXyfMmV8tXNyZLS/uSikgDMpabaqHUc1Rt43kjWLrW5iQpeduzYUem5KpR49dVXZcSIEadMJ1KjOFToU57o6Ghj1EzpxzqpaVtqMxbnDrmlqWBJjVZxrjHz8ccfn7IEhWqraU2tW7eu9PWo+51TtNS1VNBSeokLJzWFSm0Q4774rzu1do+aJvXuu+8aU5Arop5Tjc6prtL1VrT8hvp53HzzzcZsjfKoMEwFSu4LQ8P7fs954v03P3EAALyc+oPyvkmrKwxtGki2fBTy0imhzSJbZ7m56D55+Octlf5h6ikp7WIlIa5epefNtveWvxVPkEKHPqrm1uCpcmvEPElup+9oAgCB6pJLLpH09HRjRP9VV10liYmJxlou6s2lmr6kRtDcdttt8vvvvxtThsoKXtSb/7feessYXaLWv2nVqpUxpUjtVtWjRw9jOpF601peaKNEREQYz6HW7VSjeNRMA/V4Na1KBTYqOKlbt67Hvg8qDPnf//5nBERqtyhVvxq9MnHiRGP9nvJCGyUkJMQIrdSIIxVgqfpVUKWmLKmv6nuggpLvvvtONm3aJJ6mfh5qapqaqaGW1lAjfdRoJ/VVtX/55RdjuQ9Cm8DEiJsAwIgbAPBtlY1YCZESY3pUf6u+jWiqrZNcX/yAFMifc/vNHLFSlRFDToOta40QSm0R7qTWwNl49n+l21njPFwpgKpixA0Af7eZETcAAKAqvliys4J7HfJk8MenhDar7e3lhuL7XaFN5dfxrC7No+W9q3tLRDm7TLlbYO8mj5TcqPUFW+zSbs7tsn1D5VOuAAAA/AnBDQAAXiynoFhmbsgs9/4bgmbIFcFztL59jhhjetQJ0XdgmrHhgHE9swzu0Egm3ZJSpWlT39rOkg8tl2h99SwnpM63V8rhfeYFUAAAALWN4AYAAC92IKvglC2/nc6yrpZ/BH+h9Z1whMrNRRPkkDQ45Xx1nczsAjGTGnkz854hxrStUV2bnLJVuNrye3TXpsb91/3jA1kRebZ2fxM5LIc+vkJKiotquXIAAABzBJv0vAAAoAryylkTpoXlkPw75E0Jsuihzn3Ff5cNjj93sChLbmHla8x4msViMdbaUTc1AkiFSaquemFBEhcVrm353fm2LyXt1XMlqfjkwpAdizfIkk8nSvJNr5v0CgAAAGoPI24AAPBidctYEyZIbPJGyJsSZcnX+l8tvlSm2/tXeD0VjngTFdLEN46UHi3rG1/dQxslvE5daXzz97JfGmn9/XZ/Iuvm/1TL1QIAANQ+ghsAALxYk+jwU6YT3RU8WXpbN2t9U23J8m/bxRVeS01DUiNafE1M4+aSdcH7Uuw4GTpZLQ5p+vtdcvjAblNrAwAA8DSCGwAAvJgagTKyc5yr3c+ySe4I+lE7Z6e9sTxUfJOahFThtUZ2bnLKiBZfkdTnHFne4S6tr6EclwMfXy12m/nTvwAAADyF4AYAAC93VXJr42uU5MproW9r69qoUSh3F98huRJR5ev4qv5XPCZr6vTT+roUrpJlnz9mWk0AAACeRnADAICXS2kXKx0aRcjzIf+V5pYj2n2vlVwqqx3xlV4jMS5SktvFiC+zBgVJqxs+k4Oiv44+29+RjJXzTKsLAADAkwhuAADwcmoXpgfiVsiooGVa/2JbJ3nXNqbSx0eEBskr47sb1/F1DRo1lUMj3xab4+RrCbbYJWTqnVJUaO5W5wAAAJ5AcAMAgJc7vG+nJG95Res75qgn9xbfJvZK/leuQpv3ru4tXZpHi7/onHK+LGt9s9bX1r5TVn7xqGk1AQAAeArBDQAAXm7Xl3dIlOhbfz9YfLNklpoyVNb0qEm3pMjgDvpW2v6gz1VPy9agdlpf710fyfYNS02rCQAAwBMIbgAA8GKrZn0uvfLma31/RA2X62+8U0Z1bXLKVuFqy+/RXZvKVzcny4x7BvvVSBt3IaFh4rjwTSlxnPxTJsRik5IfbpOS4iJTawMAAKhJwTV6NQAAUGOyjx+RFov1HZOOSZTEX/0fadAoVlLax0pOQbFkZhdIbqFN6oUFSVxUuM9u+V1d8d0HSurSayRl3yeuvg4lW2TJV09J8jVPmVobAABATWHEDQAAXmrT5/dJIzmm9W3t9YixQK+TCmniG0dKj5b1ja+BEto49bz6WdlpbaH3bX1HdmesNq0mAACAmkRwAwCAF9q0dIb0P/Kj1rc2vI/0vuAW02ryRuF16sqJ898Qu9suU2GWYsn57g5x2O2m1gYAAFATCG4AAPAyhQX5EjFzgtaX7wiThn95WyxW/tddWlLfYbIsbrzW16lonayacXIKFQAAgK/irz8AALzMqm+fl9b2PVrf2oQ7pFmbRNNq8nbdrnlJ9ou+e1azZc/Iidxs02oCAACoCQQ3AAB4kcMHdkuXLe9rfZuDO0jfyx8xrSZfEFEvWvYnP6r1NZHDsubrJ0yrCQAAoCYQ3AAA4EW2f/Og1LOc0Poco16WoGA2gqxMzxHXyPqwHnrf7s9k3/Y002oCAPin6667TiwWi7Rp00a8gapF3Z54wn8+sPj8889lyJAh0qBBA7Farcbr69FD//98oCC4AQDAS2xZs0h6H/1F6/sjeqQk9DrLtJp8iVr/p97YV6TEYdUWKs787j5T6wKAmjB37ly/fHMOlGXixIlyzTXXyIIFC+T48ePicDjKPTc/P19efPFF6du3r8TExEjdunUlKSlJJkyYIDt37hR/QHADAIAXUDsgFU2dKFaLQ1uQuM3lL5pal69p07GPLI+7VOvrmbdI1s2fbFpNAOBLVCjkDIhgLjWaR/0c1OieQLJ792559dVXjePk5GSZOnWqrFmzRtatWyfff/+9du6WLVuMUTgPPvigLF++XI4dO2YEOenp6cY1unXrZjze1zHuGgAAL6B2QOpVvF7rW9P2Bklp5h1DsH1Jxyuek6NvzJAYObkwcdTcx6Q4ebSEhIaZWhsAAJ5Q0YgUXzNnzhyx2WzG8X//+1/p3Llzmefl5OTI6NGjZfPmzUb75ptvlr/85S9Sp04d4xrPPfecZGdny+WXXy6LFi3y6WlWjLgBAMBkBfm50mzZs1rfPktj6TleX2wXVRPdoKFs6apvp6526Vr5w2um1QQAAKpm7969ruOEhIRyz3vppZckIyPDOFZTpd5//30555xzJCUlRR555BGZOXOmBAcHGyNw7rnnHvFlBDcAAJhs1aSnpYkc0voO9HtEwiPqmVaTr+sz9k5jNy538Zvelryc46bVBAAAKldYWOg6DgkJKfOc4uJi+fe//20cd+zY0VjPprQBAwbIjTfeaBzPmzdP/vjjD/FVBDcAAJjo+KH90nX7J1rfxtCu0nPktabV5A+sQUFSPOxprS9WsmTdd8+ZVhMA1NbixepYmTRpkpx77rnSqFEjY/pIYmKisejr0aNHT3n8J598Yjz2X//6l6vPeT33244dO055rJrW8umnn8oFF1wgzZo1k7CwMImNjZVBgwYZ64ycOKHvlujurLPOMq6rvipq2ssdd9whHTp0kIiICO05S79Gu90uH3zwgfEG3bkobffu3Y0pMgUFBZV+z3Jzc+X55583Rmiox6u6W7RoIZdeeukZr4uSl5cn33zzjdx0003GFJ3o6GgjhFA/i6FDh8rLL79sPH9F3xPnwrrqe1v65+D8fjlVZeFq9f364osvZNSoUdKkSRMJDQ016jn77LPl7bfflqKioiqvfaS+v2rES69evSQyMtK49evXT958800pKSk5ozV9Kvo3uOP//y2oqVBZWVnG8bXXXmvsOlUW9/WBfvjhB/FVrHEDAICJ0r5/SpLdtv+2OywSOvoFY4cknJlOyefJmnn9pfuJpa6+Ljs+lWOH7pYGjZqZWhsAeJJ6g3711Vcbb9LdqWkl6s22egOrdutRb97P1K5du+TCCy80Fo91p8Ihta6Iur3zzjsybdq0Cqe9KD/99JP89a9/NUKPyqiQQa1vMmPGDK1/7dq1xk299t9++63c17hq1SojaNq3b98p03TUArjqdskll8iXX34p4eHhUl2qNjXKo7TDhw/L/PnzjZsKS3755RdjByRPUz8P9XNSP4/S9agQTN1U6DJ9+nRp3bp1hdfKzMyU8847T1avXq31qxEt6jZr1iz58ccfyw1TasLChQtdxyoIK0+fPn2MAFBNlyr92n0JwQ0AACY5uHe79Ng/ScRt446V0edKn+4DzSzLr0SOfkrs34507dZVz3JClnz7hCTf9r7ZpQGBwW4XOXHq6A6/VidGxOTw/bHHHpPFixfL2LFjjS2V1Rtx9Wb7rbfeMgIUtRPPvffeK1999ZXrMepc9SZXhQkqaFHULj6lNW/e3HV85MgRY1SN2gVIjVZRi8OqN9Fq5IQaTaLewL/xxhvG851//vmycuVKY+RJeQHQVVddZbzJVvUPHjxYgoKCjCCgXr1Tpw4/+uijxn0jRoyQv//979KyZUujDlX/r7/+Khs3bpQxY8bIkiVLjOuUDmfUSCS1A5Fz1ya1qK0aJaQe98orrxhB1OTJk437vv7662r/DNSok65duxphifq+qpFIagFhNYpGBWdqNNT27duN77sKQNzDoY8//tgIr0aOHGkESxdddJE8/bQ+ilSNLqoqNSJKhVSpqalGW/2M1Kimtm3bGtf/6KOPjKBl06ZNxvdF1VPW99xJBVrq+3TXXXcZ32M1Wknt4vTUU08Z15gyZYoxEuqWW26p1vdM/XtRgVxF/wab//+/P/X8ThUFX2qNm/j4eCPMU7X5KoIbAABMsn3yP6W/pdjVLnYESdOxT5pak79p16W//PHrcOmbNcvV1yvze9m/c4I0bZ1oam1AQFChzUvtJaA8sFWkbkNTS1ChjXqj/49//EPrV6Mk1E29Qf7uu++MNULUVBmlfv36xq1x48au87t06VLh86g37iosUcGQmrqiggB3ajrPZZddZoQw27ZtMxaQfeaZZ8q8lgoxVLihwoVWrVq5+vv371/m+Sq0+dvf/ibvvfeeq693795GEKKmJ3344YfG9tDq/ttuu017rFqoVoU2igoYnOugOK8xfvx4I2hSr0lNd1JTcVS7OlT4oqZ7laZej7q+ek4VzKjAQ43qca/B+X10ru+ifi6V/Swq8u6777pCGxXkOafFOV+vCl/Uv5Vnn31Wtm7dagQwL7zwQrnXc46qcZ+upaZMqdfTqVMnIyRU4Ut1gxvniKyq/Bvcs2ePK8BS35+KqFBPBTeHDh0y1s9RIaOvYRw2AAAm2LNlvfQ6rM+fX9lwjDRvV/aWlzh9zcc+JUWOk5+2hlpKZM/kx0ytCQA8Sb0ZV7vqlKberN93332uESHON/OnQ601okINRU2xKR3aOPXs2VNuv/1241gFBhVR6824hzYViYuLk9deK3u3wNdff90VSKkAwZ0aYeJc60SFWO6BiZN6Y69GoajRGs7XV11lhTbuhg0bZozGUdRoF09SI60U9T1Rr8UZ2rhT68o4R66oMMt9geDS7rzzzlPW2FHUyJvrr7/eNVLGuQaNJ+Tk5BhfKxoZVNbopPLWFfJ2BDcAAJjgwM//lBCLzdUucIRI20vKX1AQp69Z2yRZ2fgSra/38VmyfaPv7i4BABW58sory3xz7gx1nNQomNOlplypKThqalNlo1GGDBniCk3UlKiyqIVy1eicqlKjVtRzl0W9mVf3Kxs2bJADBw647lNruai6lbJCGyc13Wv48OGnPOZ0qdEeauHl9evXu27OcKn0+kA1SX3PnVOE1PdELSJcFhVSOUMXNRpJTWsrj1qHqDzOf19qWpgaReUpzsWn1b+byriPsKlooWxvRnADAEAt27Z+qfTK+k3rW910vDRuXvanlThzHS59QvIcJ9cPUGveZE1l1A0A/1TRmh9qVETpUQunQ01DUtSir+pNf1k7UDlvan0VJ/cQpfQIleosAty3b98K71c7HDm5r5OiApPKpmGVvl+9xtMJudRiuJdffrmxdo6a/qOmAql1b5w3NbLFuUCwp5zO6y39ODP+fVUm/P//rVS0E5aT++ghtbuaL2KNGwAAaln2L/90LZar5DjqSNKlj5tak7+LjWshqa2ulpTdf/6RrPTIT5UtaxZKfPdBptYG+P1CvWrNl0B7zSYrbySK4r7Tz5mMIjl48OBpPU6FIGVp0KBBta7jvg5KeVOpnNy3P3c/ruwa7jtSlbWFekXU9tnu21pXxJOjQDzxemvj31dlIv9/5FBVpj6571JWlalV3ojgBgCAWpS+/HcjMHC3vs21ktLwzLdkRcW6XvYPOfbq19JATn4CmDPrWZHuv5haF+DX1Js4kxfqhWc435Q3bNjQWMS3qspbC6f0zk+VKW8qWG1foyxqG3JnaNOuXTu5//77jd231Po9ar0V59o5jz/+uLEQcG3x1Os1Q4sWLWTp0qVGKHP8+PEKFyhWC2gramqaLy5MrBDcAABQi078pu/ScFSipOu4h0yrJ5DUi2ogqW2vkZTtfy7SqPTMWyTb1i+Rdl2STa0NAHyNmv7jnA7TsWPHagcvZ0rtXFTV+92n77gfq3PUjkPlcZ/W5f64yjinQKlRRGo7cudaNqVVdxTP6Sj9eityuq/XDJ06dZLvv//eOE5LS5Pk5LL/P64W4VY7ZSnq36mvYo0bAABqyZY1i6THiSVaX0b8jUaggNrRZez9kiUnd5dQjs941rR6AMDbVHVUhtotyrl+iHO9m9qktqSu6v3uW0q7H6sRGxVZtmyZa2qQGjlTVWpBZOXss88uN7RRKvu+1cQImdN5vaUf540GDTo5zXnevHkVfo+dU6UGDhwovorgBgCAWpL96/Na+5hESrex95pWTyCKjI6Rja2v1vp65c6THewwBQAG9wWCK9oSesyYMa5gQW2/Xdu+/fbbcteGUW/UJ02a5BqZ0bRpU9d9ahtr5+ggteV3edTuV7/++uspj6kKNcrDWUd5Vq1aVWmQ4vxZVPRzqEyzZs1cI03U96S8NWHU1Dfndu1qpFCvXr3Em5111lkSHR1tHH/66afGLlZlcd+C/uKLLxZfRXADAEAt2LlphfTIWaD1pbe5RiLq/flHB2pPp7EPSLboCysemc6oGwBQ3EMO5xSTsiQmJrq27/7666/l1VdfrfC6amvor776qsbqVNN6JkyYUOZ99913n2vx5L///e+nBBnON/DTp0833vSXpnYquuGGG6S4uNho33HHHdWqTe2QpSxcuFC2bNlS5tbgV1+tf4hQ0c+iop9DVdx+++2u573rrrvKPEetybNx40bj+Oabb/b6tWBCQ0Ndr0Vtd/7yyy+fck5qaqp8+OGHxvHQoUMr3YnMmxHcAABQCw5Nf07bSUoFB53Glv0HJzwrukFD2dDySq2vZ/Yc2Zm+2rSaAMBbDBgwwHV87733yvz582Xz5s1GAKFuztEkyjvvvOOaQqRCFPXmWL1RVuu6qBEls2fPlldeeUWGDx8u8fHxrjVJakKfPn2M5z///PPlp59+kpUrVxpfzzvvPHn//fdd07luvfXWUx772muvuXaxUgGNCipUrStWrJAvv/zS2BZbLTCsjB8/3niO6rjmmmtcI27U9+Q///mPLF682LipgKF79+5GSJKSklKln4Wa9vX888/LmjVrXD+HvXv3Vrke9T1wPtfHH38s5557rvGzUN+zadOmybhx41yLJLdv314ee+wx8QUPPPCAscW6MnHiRLnllluMhbLVv7/nnntORowYYfx7VVuAmzEqrCaxODEAAB62d9sG6Zk1W8RtqvrGFldIcv0/F3ZE7es0dqLk/vtLqWf5c5i9CtUOTXtaWid+Z3ZpAGAqFbCosEJNq5k1a5ZxKz1ypk2bNq4FbBctWmScv2DBAiPkUbfyREVF1VidzzzzjBEKzZgxw7iVlpSUJFOnTnXt4FR6RyIVzFxwwQWyb98++e9//2vcSrvkkkvKHJFTmUsvvVSuv/56IyRR1y89ykVNu1Lh0bFjx4xRIeVRo4VUOKUWMX744YeNm5MKhObOnVuletTzqe/FhRdeaPy8fv/9d+NWmppSpUYh+cqW2ZGRkUbwNGrUKCNcVIGdM7Rz/zenwrgePXqIL2PEDQAAHrZ3yrMS5DbaJt8RJkljJ5paU6CLjo2TdS3+ovWpcG33lnWm1QQA3uKLL76QF198Ufr162esI2JV27qXo0mTJkZYo4KBv/71r8YIHLWYb0hIiLEwrxo1okbjqAVkK1pT5nSmyvzyyy/y9ttvGzsKqe2g1fN27dpVnn76aWM0iZoWVR41Gic9Pd0YmaFG2KjHq2uqx6jA5ueffzZGpbiv+VMd6rV+/vnnMnjwYCNgUFOPWrdubUyRUiNv7r777kqv0bx5c2PB4BtvvNEI1E63FmfIpn5On332mTEqKS4uzvgZqd3B1Hoxb775pqxevdqo0ZfEx8cbo7teeOEFYxSW89+BmsqnRoytXbvWCOh8ncVR3io+8Bt79uxxbXOn9rBXCTMAoHYc2LVZYj7sL6EWm6tvSZO/SvKtb5taF0SOHT4gYf/pJhGWk4s+Lo25UPrf9bmpdQG+Qn3CraYhqBENzjU9AE9SI0zUTk2KmhKjAgfA237PeeL9NyNuAADwoJ0/P6uFNgWOEIkf+5CpNeFPDRo2kTXN/lxY06nHkely+MBu02oCAAAojeAGAAAPOXZov3Q/NEXrW9P4ImnYpJVpNUEXP+YBKXKcXP8gzFIsW6a+YmpNAAAA7ghuAADwkLSpr0u45c+tRJViR5C0vvDkwoIwX6NmbWR1gxFaX8c9kyQv57hpNQEAALgjuAEAwAMKTuRJ4s7/aX2r658rTVrGm1YTytb4vAe0drTkybqpb5lWDwAAgDuCGwAAPGDttPckRrK1vphhE0yrB+Vrk9RLVtdJ0fpaZ3wsJcVFptUEAADgRHADAEANs9tsErfxQ61vXVgvad812bSaULHQIfq2rE0dh2TNzE9NqwcAcCq1i5TaFFnd2FEKgYTgBgCAGrZ27rfS2r5H63Ok3GFaPahcx/4jJT04UeuLXvWOOOx202oCAABQCG4AAKhhIUvf1Nrbra2l65CLTasHlbNYrZLX5zatL962VTYs0ncFAwAAqG0ENwAA1KDNq+ZL56J1Wt+hrn8zggF4t+7DrpI9lqZan2PRG6bVAwAAoPBXJAAANSj799e09iFpIN1H3WhaPai6oOBg2dNR/1l1LVghOzetMK0mAAAAghsAAGrI/p3p0j17rta3pe1fJSysjmk1oXp6XPB3OSaRWt+B2f82rR4AAGAetRC2NyC4AQCghuyc/oYEW04uZpvvCJNOY/TdiuDdwiPqSVqzcVpf18PTJevYYdNqArxVUFCQ8bWkpERsNpvZ5QBAjVK/15y/25y/78xCcAMAQA04kZcjHQ/8qPWtbTxGomMam1YTTk/b8++SEsfJP5EiLIWy6Ze3TK0J8EYRERGu4+PHj5taCwDUNPffa+6/78xAcAMAQA1YN+NDiZY8ra/5iLtMqwenr0nL9rImcojW12rLl2IrKTGtJsAb1a9f33V88OBB41ZQUOA1UwsAoLrU7y/1e8z5O82pQYMGYqZgU58dAAA/4LDbJXbjJ1rf2vA+0q1Dd9NqwpmJGHy7yPST6xU1c2TK6jmTpMfwK02tC/Am4eHhEh0dLVlZWUb7yJEjxs1isZg+rQAAToeaGlU6fFa/58LCwsRMBDcAAJyhTctmSSfbdq3P0e9m0+rBmUvqO0y2zGov8batrr7g5e+JENwAmqZNm0poaKgcOnTI1afe9Kh1bwDA1zVq1EhiY2PNLoPgBgCAM3Vi4Ttae4+liXQdeplp9eDMWaxWOdrlBpE1/3D1dSlcLTs2/iFtOvU1tTbAm6jRNQ0bNpSoqCjJzc2VvLw8KSoqErv95ELtAOArrFarEUbXrVtX6tWrZxx7A4IbAADOwMG926V7znwRy8m+PfF/lRZME/B53c67Xo6ueUFiJNvVd3D2v6VNp89NrQvwRurNTUxMjHEDANQsFicGAOAMbJ3+71O2AO846jZTa0LNCK9TV9KbX6r1dT0yQ7KPnFysEAAAwNMIbgAAOE2FBfmSsOd7rW9dw/MkukFD02pCzWo/6i4pdpwcPVXHUiQbp79tak0AACCwENwAAHCa1s36VGLlz91UnBqfe6dp9aDmNW7eVtZEDdX6Wmz9Wuw2m2k1AQCAwEJwAwDAaYpc+7HW3hDaTdqycK3fiRh4q9Zu4dgvGxdPNa0eAAAQWAhuAAA4DVvWLJLEknStr6j3TabVA8/p2G+4bLe20vqKlv7XtHoAAEBgIbgBAOA0HJn/vtY+KDHS9ZwrTKsHnt0aPLPDlVpf15xFcnj/TtNqAgAAgYPgBgCAasrLOS6dD8/U+ra2HCfBIaGm1QTP6nj+34wdw5xCLDZJm/62bM7MkdW7jxtfcwqKTa0RAAD4p2CzCwAAwNdsmPmR9LOccLVtDou0G/l3U2uCZ0XXj5VlMcOk37Fprr42O7+TIa8NEvv/fw4WZLXIyM5xclVya0lpFysWi8XEigEAgL9gxA0AANXUYNOXWntd3WSJa9HetHpQO3K7XqO1W1gOy1DrGlfbZnfIL+sOyJUfLJWRr8+X9Xv1HccAAABOB8ENAADVsHn1Aulg26J39r7OrHJQSxZsPiS3z3HIWntbrf+vQbPLPD8jM1fGv5dqPA4AAOBMENwAAFANx+a/p7UPSEPpOvRS0+qB56mRM7d8vkJOFNvlS9sw7b5zrKuluZQdzuQX2YzHMfIGAACcCYIbAACqKCfrqHQ5Mkvr295qnAQFs2Scv3I4HHLfpNVGCKNMsaVItqOO636rxSGXB88p9/HqcRMmrTGuAwAAcDoIbgAAqKKNMz+UCEuhq13isEp7FiX2a6nbjhjTnpzyJVx+sA3SzvlL0FwJlpJyr5GemSNLth31aJ0AAMB/EdwAAFAFDrtdGqb/75RFiRs319c8gX/5YsnOU/r+ZztXaze2HJezraurfR0AAICqILgBAKCKixK3t23T+qx9bzCtHnheTkGxzNyQeUp/uqOVrLB30PrGB82t8FozNhwwrgcAAFBdBDcAAFTBsYX/1dr7pZF0GXyxafXA8w5kFRhbfJflG9tZWluNuGkkx8q9lrpOZnZBjdcIAAD8H8ENAACVOJGXI52P/Kr17WjNosT+Lu//FyQuyzRbsuQ5wlztYItdxgUtqPB6uYXlXw8AAKA8BDcAAFRi/ezPpZ7lhKttd1ik3fC/mVoTPK9uaFC59+VJHSO8cXdZ0Dy1GlK5j6kXVv71AAAAykNwAwBAJSI2fKW119fpI3Et2ptWD2pHk+hwCbJayr2/9HSp9tb90teSXua5wVaLxEWF13iNAADA/xHcAABQgb3bNkjnorVaX3G3v5pWD2pPZHiIjOwcV+79KxwJstXeVOu7PLjsRYpHdm5iXA8AAKC6CG4AAKjArt/1RYmPSz3pcs7lptWD2nVVcusK7rWcMupmlHWp1JP8al4HAACgfAQ3AACUw1ZSIu32/KT1pTU6X8LCI0yrCbUrpV2sJMTVK/f+ybYhUuw4uXZNhKVQxgSlauckxkVKcrsYj9YJAAD8F8ENAADl2LDwJ4mTI1pfoyE3mVYPap/FYpFXx/eQiHIWKj4s0fK7vafWd3nQyelS6nGvjO9uXAcAAOB0ENwAAFCO4uWfae0tQe2lfVd9JyH4vy7No+W9q3uXG96Uni7Vw7pVEiy7jfPV49TjAQAAThfBDQAAZTh++IB0zVmo9R1JGG9aPTDX4A6NZNItKWVOm5pn7y6Zjvpa3zVh843z1eMAAADOBMENAABlSPv1Iwm1lLjahY4QSRp2vak1wVxq5MzMe4bIVzcny6iuTVxbhdskSL63DdHOPV8WSlIjtv8GAABnLrgGrgEAgN9ptOVbrb0+arD0ji1/a2gEBrVWTUr7WOOWU1AsmdkFkltok4L9MSK//Ow6L1ayZM3CH6T7OX8xtV4AAOD7GHEDAEApW9ctkfa2bVpfaN9rTKsH3ikyPETiG0dKj5b1JblfiqQHJ2r321b+z7TaAACA/yC4AQCglEMLP9HamRIrnQaMMa0e+IbjHS7V2l1yFknW0UOm1QMAAPwDwQ0AAG5KioskPnO61ret2WgJCmZ2MSqWNOxaKXKc/Hei1khK++1TU2sCAAC+j+AGAAA3GxdNkYZyXOtrNvg60+qB74iOjZP19QbofRnfmVYPAADwDwQ3AAC4KSq1Lsnm4A7SumNv0+qBb7H0vFJrJxVvkt1b1plWDwAA8H0ENwCAgKd2B9qcmSNLN22XzlnztfuOtL/EtLrgezoPvkSOSpTWt3fuR6bVAwAAfB8T9gEAAcnhcEjqtiPyeepOmbUxU2x2h1wWNFf6hxS5zil2BEmHc9hNClUXGhYmGY3Ok+RDk1x9bfZMEbvtZbEGBZlaGwAA8E2MuAEABJz1e7Nk5Ovz5coPlsr09QeM0Ea5xLpQO2+uvYdc8b+txvlAVTUcpK+J1EQOyaYlM0yrBwAA+DaCGwBAQFmw+ZCMfy9VMjJztf7mckhSgjZqfd/bBhvnqfPV44CqaN81RbZbW2t9+X98blo9AADAtxHcAAAChho5c8vnKyS/yHbKfWODFmntLEeE/G7vaRyr89XjGHmDqrBYrXKg7cVaX6djc+REbrZpNQEAAN9FcAMACJg1be6btLrM0EbEIZcELdB6ptpSpEhCXG31uAmT1hjXASoTf+4NYnNYXO26lgLZOPcbU2sCAAC+ieAGABAQ1ELEpadHOXW3bJX21v2nTJMqLT0zR5ZsO+qxGuE/GjVrLRvq9NL6gjd8a1o9AADAdxHcAAACwhdLdpZ738VB+qLEO+xxstLRodrXAdwVJI3T2p3yl8uxQ3pACAAAUBmCGwCA38spKJaZGzLLvC9IbHJB0BKt7wfbILVSSZnnz9hwwLgeUJmOZ18hJxyhrnaIxSYZv39mak0AAMD3ENwAAPzegawC15bfpQ2yrpeGFn3R2B/tA8u9lrpOZnZBjdcI/xMZHSMbovR/S9FbfjStHgAA4JsIbgAAfi+vzAWJ/3Rhqd2kVtvby05Hkwqvl1tY/vUAd0HdL9faScUbZd/2TabVAwAAfA/BDQDA79UNDSqzP1wKZaR1udb3k21ApderF1b29YDSOg++WI5LPa1v19xPTKsHAAD4HoIbAIDfaxIdLkHWU9esGWZdKfUsJ6c9qe2b1TbgFQm2WiQuKtwjdcL/hIaFS3rsMK2v6e6p4rDbTasJAAD4FoIbAIDfiwwPkZGd407pvyhosdZeZO8ih6R+hdca2bmJcT2gqiL7Xqm1W9v3yNZ1+r89AACA8hDcAAACwlXJrbV2tOTKUOtqre8n28BqXweoTFLfYbJfGml9hxd/YVo9AADAtxDcAAACQkq7WEmIO7nWyKigpRJqObnIcKEjRGba+1R4jcS4SEluF+PROuF/rEFBsr3ZaK2vfeYMsZWUmFYTAADwHQQ3AICAYLFY5NXxPSTi/xcqHltqN6nZ9p6SKxHlPl497pXx3Y3rANXVbPA1WruRHJO01Gmm1QMAAHwHwQ0AIGB0aR4t713dW9qEHJX+1rQqT5NSoY16nHo8cDradOwtW4PaaX35K742rR4AAOA7CG5EZOfOnTJhwgRJSkqSunXrSkxMjPTt21deeuklyc/Pr5Hn2LFjhzz44IPSu3dvqV+/voSEhBjPM2DAAHnyySfl4MGDNfI8AICKDe7QSP7RcqPWl+WIkLn2HuVOj5p0S4rxOOBMHGxzodZOPD5PigpOmFYPAADwDRaHw+GQADZlyhS56qqrJDs7u8z7ExISZNq0aRIfH3/az/H555/LLbfcIidOlP/HmQpxvv76axk+fLjUtD179kjLli2N4927d0uLFi1q/DkAwJdsfaqHtLdtd7W/LjlbHiq5WdvyW+0epRYiVmvaMD0KNeHA7i3S5MPeWt+aQe9K92FXmFYTAADw/vffwRLAVq1aJZdffrkRqNSrV08efvhhOfvss422ClE++OADycjIkNGjR8vy5cslMjKy2s+xaNEiue6668Rut4vVapVrr71WLrroImnWrJns2rVLPv30UyM8Onr0qNG/fv16addOH0oNAKg5O9NWaqGNkjDsepndaYjkFtqkXliQxEWFs+U3alyTlvGyKaSzdCze4OorXvudCMENAACoQEAHN3fffbcR0gQHB8usWbMkJSXFdd8555wjHTp0kIkTJxrhzSuvvCJPPPFEtZ/jueeeM0Ib5T//+Y/cdtttrvvUdKxx48YZ07ReffVVoxb19c0336yhVwgAKG3fov+J+4beh6SBdB80WoKCA/p/iaglWe0vFEk7Gdx0ylogJ/JypE7d6n84BAAAAkPArnGzbNkyWbBggXF84403aqGNkwpUOnbsaBy/8cYbUlxcXO3nWbx4sfE1NjZWC23cPf74467j1NTUaj8HAKBqHHa7NN/7i9a3tfFwQhvUmvZnXSk2x8mpdxGWQtk0/ztTawIAAN4tYIObH3/80XV8/fXXl3mOmtp0zTV/bt95/PhxmTNnTrWfp6ioyPjatm3bcs+Jjo6Whg0baucDAGretg3LpJV9r9ZXv99fTKsHgadRk1ayMVxfCNuy/nvT6gEAAN4vYIObhQsXGl/VLlJqp6fyDB06VFuvproSExONr9u36+spuFMLIx8+fFg7HwBQ8w6mfqm190sjSex1tmn1IDDlJ1ystTvlLpGcrKOm1QMAALxbwAY3mzZtMr6q3aLUGjflUVuEl35Mddx6663G1yNHjsi7775b5jlPPfXUKedXd9Xqim779++v9jUBwB+nSbXeP1Pr29F0pFisAfu/Qpgk6ewrpMgR5GqHWYolfe5XptYEAAC8V0BO6i8oKHCNcKlsa64GDRoYo3Ly8vKMrbyq64YbbjBG93z22Wdy++23y4oVK+TCCy+Upk2bGrtKqa3CndO2/vGPf8iwYcOq/RzOrcYAAOXbvHq+JDgytb5Gyezmg9oXHdNYVkf0kx4nTq5rF7rpB5GLbje1LgAA4J0CMrjJyclxHattwCvjDG5yc3Or/VxBQUHGlt9jxoyRZ599Vv773/8aN3dqC/JHHnnktEIbAEDVHF2qj2jYbWkm7bsOMK0eBLaSTheLrDgZ3HQ8sVKOH9ov9Rs1NbUuAADgfayBOuLGKTQ0tNLzw8LCjK9qu+7ToaZYqRE369atK/N+tZPUhx9+KHv36gtmVpUaCVTRTe2gBQCBzG6zSbvMWVrfnubnMU0Kpkk663I54Tj5N0iIxSYZ8/5nak0AAMA7BeRfrOHh4a7jquziVFhYaHytU6dOtZ9LbTmuthqfMmWKNG/e3JgadeDAAeN5Vajy1ltvSUREhHz99dfSr18/2bBhQ7WfQ033quimpmUBQCBL++NXaSz64q9NB/7VtHqAepH1ZWNkitZXN+Mn0+oBAADeKyCDm8jISNdxVaY/qWlSVZ1WVTrwueKKKyQrK0uaNGkiS5Yskauuukri4uIkJCTECFVuu+02mT9/vhEm7du3T6699trTeEUAgIrkLP9Ga++wtpI2HfuYVg+gWLqM09odC9fK4f07TasHAAB4p4AMblRIEhsbaxyrXZcqcuzYMVdwU91FgGfMmOGa/nTnnXca4U1ZOnfubAQ6ilq8eM2aNdV6HgBA+UqKiyT+8G9a3/6Wo0yrB3DqNGSc5DpOjua1WhyydT67SwEAAF1ABjdKp06djK9btmyRkpKScs9LS0tzHXfs2LFaz+G+fXivXr0qPLd3795lPicA4MykLZkusZKl9bUY/GdYDpgpPKKepEUP1PrqbZ1mWj0AAMA7BWxwM2jQIOOrGk2jRrmUZ968ea7jgQP1P64qExx8ctOuisIhpbi4uMzHAQDOTP6qb7X2lqD20jK+q2n1AO6CulystZMK18mRzN2m1QMAALxPwAY3Y8eOdR1//PHHZZ5jt9uN3aCU+vXrG9t2V0fbtm21RYor4h4QuT8OAHBm06Q6HD35+1U51Hq0afUApXUcNFbyHCc3TQgypkt9bWpNAADAuwRscKN2cBo8eLBxrLbiVltyl/bKK6+4pjvdfffdxoLC7ubOnSsWi8W4XXfddac8/txzzzV2jFLeeeedcrcDnz59uvzwww/Gsdp5qkePHjXwCgEAm1KnSwPJ1vpaD2Y3KXjXdKlNUQO0vogtTJcCAAAnBWxwo7zxxhvGFt9qGtOIESPkueeeM3Z+mjNnjtxyyy0yceJE47yEhASZMGFCta+vRuk89NBDxnFOTo4MGDBAHnnkEeP6q1evlpkzZxq7Sl144YXG6B7l+eefF6s1oH8sAFBj8ld/p7U3B8VLs7ZJptUDlMXa+eQoYKVjwWo5dmifafUAAADvEtCLqfTs2VO++eYbY0en7OxsI1QpTYU206ZN07YQr45HH31Ujh49aoREautxFQ6pW2lqNM+zzz7r2l0KAHDm06QSjs7V+g63HiUdTKsIKFvHwZdIfuoDEmEpdE2X2jzva+l36X1mlwYAALxAwA/tGDNmjKxdu1buvfdeI6RRU5vUSJk+ffrICy+8IKtWrZL4+PjTvr6aRvXaa6/JH3/8Ibfeeqt06dLFCIGCgoIkOjra2E3qvvvuk/Xr18v9999fo68NAAJZWdOkWg260rR6gPLUqRspmyJT9L7NU0yrBwAAeBeLw+FwmF0EPGvPnj3SsmVL43j37t3SokULs0sCAI9b+u+rpf/Rn7VpUh0eK38XQcBMK375SHovu9fVLnFYJffOTVK/YRNT6wIAAOa//w74ETcAgMCZJgV4q6TB4+SEI9TVDrbYjelSAAAABDcAAL+TtoRpUvAtdSOjZVO9ZK0vbPNU0+oBAADeg+AGAOB38lZ/r7W3BLWX5u06mlYPUBX2jhdq7Y4nVkr2kYOm1QMAALwDwQ0AwO+mSXU4MkfrO9TqfNPqAaoqacilUuAIcbVDLDZJX/CNqTUBAADzEdwAAPxK2tIZElN6mtRgpknB+9WLaiCb6vbT+sLSTy6wDQAAAhPBDQDAr+StKmuaVGfT6gGqw9bxIq2dlL9Cso8fNq0eAABgPoIbAIDfsJWUSPwp06TOM60eoLoShlwmhW7TpUItNsmYP8nUmgAAgLkIbgAAfiNt2SyJlSytr+VApknBd0RFx8jGun20vuA0pksBABDICG4AAH4jZ9Vkrb01qK20iO9iWj3A6ShJ0HeX6pT3h+RkHTWtHgAAYC6CGwCAX3DY7dL20O9a38EWI02rBzhdCUPHS5EjyNUOtZQwXQoAgABGcAMA8AubV8+XODmi9TVNvsy0eoDTFd2goWyM0KdLWZkuBQBAwCK4AQD4hSN/6LtJ7bY0k9aJvUyrBzgTRQljtHan3GWSl33MtHoAAIB5CG4AAH4xTarlgV+1vj1Nh4nFyv/m4JsSh14uxW7TpcIsxZK24DtTawIAAObgL1oAgM/bkbZCWjj2a32xfS41rR7gTEXHNJaNdfQRY9aNP5lWDwAAMA/BDQDA5x1Y8q3elobSocdg0+oBakJhqelSHXOXSH7ucdPqAQAA5iC4AQD4vMZ7Z2ntHY3PYZoUfF6HIZdLiePkv+NwY7qUvuU9AADwf/xVCwDwaXu3bZD2tu1aX1TPS0yrB6gpDRo2kY11euqdG340qxwAAGASghsAgE/bvegbrX1UoiSx73DT6gFq0on4C7R2Us4SOZGXY1o9AACg9hHcAAB8WoOdM7X2lpihEhQcbFo9QE2KLzVdKsJSKGkLfzC1JgAAULsIbgAAPuvg3u2SWJKm9YV3HWtaPUBNi23cXNLCuml9to0/m1YPAACofQQ3AACftX2hPk0qWyIkaYA+tQTwdbltz9PaCVmLpbio0LR6AABA7SK4AQD4rLrbpmvtjKiBEhoWblo9gCe0GTRea0dJnqQvnWFaPQAAoHYR3AAAfNKxQ/slqWCt1mftfJFp9QCe0qRle8kITtD68tawuxQAAIGC4AYA4JO2LJgkwRa7q33CESodB7G+DfzTkZb6TmltD88Vu81mWj0AAKD2ENwAAHxS6OZpWntTvf5Sp26kafUAntQs+TKt3ViOypbV802rBwAA1B6CGwCAz8nJOiod81doffZEFiWG/2qV0EN2WZprfUdXTDatHgAAUHsIbgAAPid94fcSailxtYscQdJh8KWm1gR4ksVikb1NztX6mu+fLeJwmFYTAACoHQQ3AACfY900RWun1ekl0Q0amlYPUBti+lyitVs69snO9JWm1QMAAGoHwQ0AwKcU5OdKUs4SvS9+lGn1ALWlQ48hclBitL79S74zrR4AAFA7CG4AAD5l08IfJcJS6GrbHBZpP3i8qTUBtcEaFCTbGp6l9cXumWVaPQAAoHYQ3AAAfErJhp+1dlpYF4mNa2FaPUBtqttd3/K+Q8kWydy12bR6AACA5xHcAAB8RnFRoSRmLdT6ctqeb1o9QG1L6n+eZEldrW/Hokmm1QMAADyP4AYA4DPSlvwiUZKn9bUZdLlp9QC1LSQ0TDKiB2l99bbPMK0eAADgeQQ3AACfkb/mR62dEZwgTVrGm1YPYIagThdq7aTCdXL80H7T6gEAAJ5FcAMA8Am2khJpf2Su1nek5QjT6gHMkjToQjnhCHW1gywO2byQ3aUAAPBXBDcAAJ+wecXv0lCOa30tBrCbFAJPRN0o2VS3n9YXsnmaafUAAADPIrgBAPiE46v0aVI7rC2lZYfuptUDmKkkYbTW7pi3XPJz9WATAAD4B4IbAIDXc9jt0jxzjta3v+kw0+oBzJY4eJyUOE7+GRdmKZb0hXq4CQAA/APBDQDA6+3KWC0tHfu0vtjeF5tWD2C26Ng4SQvvpvXZNk41rR4AAOA5BDcAAK+3b6m+8OpBiZH47vqWyECgyW17vtZOyF4kxUUFptUDAAA8g+AGAOD1YnbP1trbY4eINSjItHoAb9B2sL44d5TkS9qSX0yrBwAAeAbBDQDAqx3et1MSS9K1vjpdLzStHsBbxDVvJxnBCVpf/pqfTKsHAAB4BsENAMCrbV30rdbOcdSRpBR9Rx0gUB1pOUJrtzsyT+w2m2n1AACAmkdwAwDwauFbZ2jtjKhkCQ0LN60ewJs0S75MazeSY7J5lb4DGwAA8G0ENwAAr5WbfUw6nlil9TmSGG0DOLVO7CE7rC20vmMrJptWDwAAqHkENwAAr5W+8EcJtZS42kWOIEkYeImpNQHeZl+TYVq7xYHfxWG3m1YPAACoWQQ3AACv5UibqrXTw7tLVP1Y0+oBvFFsn3Fau4Vjv+xMW2FaPQAAoGYR3AAAvFJxUaEkZKdqffntzjOtHsBbdeg+SA5IQ63vwDKmSwEA4C8IbgAAXil96QyJkjytr83AS02rB/BW1iCr7Gg4ROuL2TPbtHoAAEDNIrgBAHilvDU/ae3NwR0krkV70+oBvFlE1wu1dkJJhhzet8O0egAAQM0huAEAeB21sGrrw/O0vsPNzzWtHsDbJSafJzmOOlrftkXfmVYPAACoOQQ3AACvs3VdqjSRw1pfk/5MkwLKExZWR9KjkrW+8G0zTasHAADUHIIbAIDXObRcX1h1ryVO2iT1Nq0ewCckjtKaSfkrJS/nuGnlAACAmkFwAwDwOo33/aa1dzc+WyxW/pcFVKTDgEuk2BHkaodaSiRj0Y+m1gQAAM4cfwUDALzKvu1p0t62XeuL6jHWtHoAXxEd01DSwrtpfbZNv5hWDwAAqBkENwAAr7IrVV9Q9ZhESkIfFiYGqiKvzQitHZ+1SEqKi0yrBwAAnDmCGwCAV4ncoS+ouqX+IAkOCTWtHsCXtEoZp7XrS65k/DHbtHoAAMCZI7gBAHiNrCOZkli4XusL7nSBafUAvqZZm0TZEtRO68tZ85Np9QAAgDNHcAMA8BoZC7+XYIvd1T7hCJWkgReZWhPgaw41PUdrtzg4Vxz2k/9dAQAA30JwAwDwGkEZ+kKqaXX7SJ26kabVA/iihn30xbybOw7I7oyVptUDAADODMENAMArFOTnSlLuMq2vJP480+oBfFV8t4GSKbFa376lk02rBwAAnBmCGwCAV0hLnSoRlkJX2+awSPtBl5paE+CLLFarbG84ROtrsJsFigEA8FUENwAAr1C0forWzgjtJDGNm5tWD+DL6nQZo7UTS9Ll8P6dptUDAABOH8ENAMB0tpISaX9sgdaX1XqEafUAvi4pZZTkOupofdsXfWdaPQAA4PQR3AAATLd51VyJlSytr0Uy06SA0xUWVkfSI/trfaFbZ5pWDwAAOH0ENwAA0x1b9ZPW3mFtKS3iu5hWD+APHImjtHZS/krJzz1uWj0AAOD0ENwAAEzX9MAcrb2/ydmm1QL4iw4DL5ZiR5CrHWYplvRFP5taEwAAqD6CGwCAqfZu2yBt7Lu1vgY9LzKtHsBfRMc0lvSwrlpfyaZpptUDAABOD8ENAMBUu5dM1tpHJUo69DzLtHoAf5LbRl/kO/74IrGVFJtWDwAAqD6CGwCAqertnK21t9QfJEHBwabVA/iTVgP0Rb4bSI5kLNf/mwMAAN6N4AYAYJqsY4clsWCd1hfcUV9QFcDpa9YmUbZa22p9WatZ5wYAAF9CcAMAMM3mxT9IiMXmahc6QiRxwBhTawL8zcFm52jtFplzRBwO0+oBAADVQ3ADADBP2nS9WaeH1I2sb1o5gD+K7X2x1m7h2C8701eZVg8AAKgeghsAgCmKiwolIWeJ1lfQbqRp9QD+Kr7bQDkoMVrf/qX6ouAAAMB7EdwAAEyR/scsiZI8ra/NgEtMqwfwV9Ygq2yPHaL1Ndjzq2n1AACA6iG4AQCYInftVK29Jai9xLVob1o9gD8L73qh1u5QlC6HD+wyrR4AAFB1BDcAgFrnsNulxcG5Wt+hUguoAqg5ScnnS66jjqtttThk+6LvTK0JAABUDcENAKDW7cpYLS0cB7S+Rn3GmlYP4O/CwiMkPbKf1heydZZp9QAAgKojuAEA1Lp9y37Q2mrh1PZdB5hWDxAI7B3O19qJeStkw879snr3cdmcmSM5BcWm1QYAAMoXXMF9AAB4RP3ds7W2Wji1sZXPEgBP6jDwEilZ+YgEW+xGu46lSF597wP5zd7baAdZLTKyc5xcldxaUtrFisViMbliAACg8FcyAKBWHT24VxKLNml94Z1Hm1YPECj2FIbLSknU+oZZV7qObXaH/LLugFz5wVIZ+fp8Wb83y4QqAQBAaQQ3AIBatXXxD8bCqE75jjBJTCG4ATxpweZDMv69VJlZ0kvrHxa0Uizy5wgcdxmZucb56nEAAMBcBDcAgFoVtHmG1k6v20fC69Q1rR7A36mRM7d8vkLyi2zym10PbhpZsqS7ZVuZj1Pnq8cx8gYAAHMR3AAAak3BiTxJyl2m9RV3OM+0egB/53A45L5Jq40QRtnhaCqb7c21c4YFrSj38epxEyatMa4DAADMQXADAKg1GUumS4Sl0NW2OyzSfsAlptYE+LPUbUeMaU/uSo+6OddtnZuypGfmyJJtRz1SHwAAqBzBDQCg1pzYME1rZ4QkSWxcC9PqAfzdF0t2ntL3q00Pbjpad0sLy8FqXwcAANQOghsAQK1w2O3S+vB8re9Yy3NMqwfwdzkFxTJzQ+Yp/ascHeSII7Lc3aXKMmPDAeN6AACg9hHcAABqxbb1S6SJHNb6mvZjmhTgKQeyCowtvkuzi1V+t/XU+oZZy1/nRlHXycwuqPEaAQBA5QhuAAC14uDyH7X2PkuctE7Up2wAqDl5/78gcVlm23tr7f7WNImSvAqvl1tY/vUAAIDnENwAAGpFw32/a+1djYaKxcr/hgBPqRsaVO59C+xdpdAR4mqHWGwy1LqmwuvVCyv/egAAwHP4ixkA4HGH9u2QDiWbtb56XS8wrR4gEDSJDpcgq6XM+/IlXBbbO2l95waVv85NsNUicVHhNV4jAACoHMENAMDjti36XmtnS4Qk9j/PtHqAQBAZHiIjO8dVebrU2dbVEiwlZZ47snMT43oAAKD2EdwAADwufNtMrb05sr+EhIaZVg8QKK5Kbl3ufb+VWqA42pIvfa3p1b4OAADwLIIbAIBH5edmSWK+PgXDkXC+afUAgSSlXawkxNUr874DEitr7W0r3RY8MS5SktvFeKxGAABQMYIbAIBHpS+eIuGWYle7xGGVDgPZBhyoDRaLRV4d30MiylmoeLZNny413LpcRauutnrcK+O7G9cBAADmILgBAHhU8aZftHZ6WBeJjmlkWj1AoOnSPFreu7p3meHNbHsvrd3Kekg6WPYax+p89Tj1eAAAYB6CGwCAx9htNml3bJHWl9N6mGn1AIFqcIdGMumWlFOmTW10tJa9jthTpkup6VHqfPU4AABgLoIbAIDHbF41TxrKca2veX+mSQFmUCNnZt4zRL66OVlGdW3y/1uFW+Q3mz7q5oLw1TLjnsGMtAEAwEsEm10AAMB/HV31s9beaW0hreO7mlYPEOjUWjUp7WONW05BsWRmF8iW1OMiq351ndOxJF2OHdwjMXEtTa0VAAD8iRE3AACPabJ/jtbeF3eWabUA0EWGh0h840g5a8TFkucId/VbLQ7ZumiyqbUBAICTCG4AAB6xb0e6tLXv0Prq97jQtHoAlC28ToSk1eun9YVsmWFaPQAAQEdwAwDwiF2p32vtYxIpCb3PNa0eAOWzdThfayfmLZeC/FzT6gEAACcR3AAAPKLujpNrZihbogdIUDBLqwHeKH7gxWJzqMWK/1THUiQZqVNNrQkAAPyJ4AYAUONyso5KYsEarS+o4yjT6gFQsZhGTSU9tLPWV7Bhmmn1AACAkwhuAAA1LmPRTxJqsbnaRY5gSRhwkak1AahYVqthWrvt0QXisJ/87xgAAJiD4AYAUOMcafon9Wl1eki9qAam1QOgcs36X6K1G8kx2bpmkWn1AACAPxHcAABqVElxkcRnp2p9J9oON60eAFXTqkM32WVprvUdXvGDafUAAIA/EdwAAGpUxvLfpL7ou9G0ThlnWj0AqsZiscjeuLO0vsb7fzetHgAA8CeCGwBAjcpeM0Vrbw1qK01adTCtHgBVF919jNZuZ9shB3ZlmFYPAAAguAEA1ICcgmLZnJkjq3cfl2aZc7T7DjU9x7S6AFRPQp9z5ZhEan27Fn9vWj0AAEAk2OwCAAC+yeFwSOq2I/J56k6ZtTFTbHaHtLPsk9/D9mnnNeh5oWk1Aqie4JBQ2RI9QPpmzXT11dkxS0QeNrUuAAACGSNuAADVtn5vlox8fb5c+cFSmb7+gBHaKOdaV2rnZTrqy51z7cb5AHyDNWmU1k48sUZyjh8xrR4AAAIdwY2I7Ny5UyZMmCBJSUlSt25diYmJkb59+8pLL70k+fn5Nfpcs2fPluuuu07i4+ON54qOjpaEhAS59NJL5Z133pHcXH1BTwDwNgs2H5Lx76VKRuapv6+GBenBzW+2npJx6IRxvnocAO+XMOBCKXKcHJQdarHJ5tSfTK0JAIBAZnGose4BbMqUKXLVVVdJdnZ2mferUGXatGlG0HImjh07Jtdff7389FPFf/isWrVKevToITVpz5490rJlS+N49+7d0qJFixq9PoDAoUbOqBAmv8h2yn31JUdWhN0qQZaT/1u5oeh++d3eyziOCA2SSbekSJfm0bVaM4DqW/P8udK9YLmrvSJquPS+7ztTawIAwBd44v13QI+4USHJ5ZdfboQ29erVk2eeeUYWL14sv/32m9x8883GORkZGTJ69GjJyck57efJysqS4cOHu0Kbiy++WL788ktZsmSJ/PHHHzJ58mS5++67CVQAeDWV8983aXWZoY1ylnWNFtqccITKInsXV1s9bsKkNcZ1AHi3E21GaO347MVSUlxkWj0AAASygF6cWIUlJ06ckODgYJk1a5akpKS47jvnnHOkQ4cOMnHiRCO8eeWVV+SJJ544ree58847ZcWKFRIWFiaTJk2SCy/UF+rs06ePEea89tprYrOV/YYIAMymFiIua3qU07CgFVp7ob2rFEqo1peemSNLth2VlPaxHqsTwJlrPeASkbRnXe1oyZNNy2dLxxR9/RsAAOB5ATviZtmyZbJgwQLj+MYbb9RCGye17k3Hjh2N4zfeeEOKi4ur/TwLFy6Uzz//3Dh++umnTwlt3FksFiNEAgBv9MWSneXeFyIlMtS6Vuub/f9TpKpzHQDeoWmrDrIlqL3Wl73mZ9PqAQAgkAVscPPjjz+6jtXaM2WxWq1yzTXXGMfHjx+XOXPmVPt53nzzTeOrWoT4jjvuOO16AcBMOQXFMnNDZrn397dukkjLCa3vd1vPMs+dseGAcT0A3u1Q07O1dovMOWrOpGn1AAAQqAI2uFEjYRS1s1Pv3r3LPW/o0KGu40WLFlXrOYqKilzr2qg1bsLDw41jNR1KLVK0Y8cOKSgoOM1XAAC150BWgWvL77KU3gZ8tb29HJL6ZZ6rrpOZze8+wNs17DNWazd3HJBdGatNqwcAgEAVsMHNpk2bjK9qt6iKpiepLcJLP6aq1qxZ4wpmunbtaiyCfM8990jDhg2lVatW0rZtW2Mkjgp15s6de0arVld0279//2lfGwCUvHIWJP6TQ4aXWt/mV1v5gbiSW8h6XoC3a991oByUGK1v39LJptUDAECgCsgFVVSYcvjwYeO4sp2cGjRoYIzKycvLM0bJVMfGjRtdx3a73ViEePPmzaeMypk9e7axk9Vzzz0nDz74oFSXc6sxAPCUuqFB5d6XaNktLSx//k51+q2c9W2c6oWVfz0A3sEaZJVtMUOk8dGT08vr754tIk+ZWhcAAIEmIEfcuG/trbYBr4wKbpTc3PJ3UynL0aNHXccvvPCCEdqcd955xsLIKjw6ePCgvPPOO8aoG7U97kMPPeSaWgUA3qRJdLgEWS1l3jes1DSpPY6GkuYoP1AOtlokLurPqaMAvFt4l9FaO6Fokxw7tM+0egAACEQBGdy4rysTGqpvVVsWtY23orYOrw41Ssf9OdWUqKlTp0rfvn2NazZq1EhuvfVWo08thKw8/PDDRohTHWokUEU3FRQBwJmIDA+RkZ3jyrxvWJAe3My2qdE2ZYc8ysjOTYzrAfB+SSmjJc/x599BitXikK2Lvje1JgAAAk1ABjfORYKdU5UqU1hYaHytU6fOaT+Pc9RNUNCp0wMGDRokl1xyiWsdnXXr1lXredR0r4puTZs2rdb1AKAsVyW3PqWvkRyXntYtWt9se+9qXweAdwqvU1fS6/bT+oI2zzCtHgAAAlFABjeRkZGu46pMf3KOnKnKtKrynkeNrunZs+ytcZWRI0e6jv/4449qPQ8A1IaUdrGSEKf/Hjw7aJXWznHUkaX2juVeIzEuUpLb6YudAvBuxR3O09qJuX9IwYmTo4oBAIBnBWRwo0bCxMbGGsdq16WKHDt2zBXcVHcRYPfzK1sE2f3cQ4cOVet5AKA2WCwWeXV8D4lwW6h4eKn1bebbu0pxOeveq8e9Mr67cR0AviN+4MVic5z87zbCUigZS6aZWhMAAIEkIIMbpVOnTsbXLVu2SElJSbnnpaWluY47diz/U+SydO7c2XVss1W89a37/RVtTw4AZurSPFreu7q3EcKESZEMsupTO2eXsw24Ol89Tj0egG+JbdxcMkL1v4EK1k81rR4AAAJNwAY3al0ZRY2mWbFiRbnnzZs3z3U8cODAaj1H69atpVWrVsbxjh07Klx0eOvWra7j5s2bV+t5AKA2De7QSCbdkiJjIjOkjuXkOmHqE/k59h5lTo9S56vHAfBNx1oO09ptjywQh91uWj0AAASSgA1uxo4d6zr++OOPyzzHbrfLZ599ZhzXr19fzj777Go/z7hx44yv2dnZ8ttvv5V73uTJk08JlQDAW6mRM5fV00fbLHckynGJdG35PbprU/nq5mSZcc9gRtoAPq5Zvz83UXBqJEdl69pFptUDAEAgCdjgpl+/fjJ48GDj+MMPP5TU1NRTznnllVeMXZ6Uu+++W0JC9O1r586da6zVoG7XXXddmc9zzz33uHaXuu+++4wAp7QvvvjCuJYyevToaq+lAwC1zW6zSbtjC7W+3NbD5MfbB8rs+4bIqseHy1t/7SUp7WNZ0wbwA60TustuSzOt7/CKH02rBwCAQBKwwY3yxhtvGFt8qzVuRowYIc8995wsWbJE5syZI7fccotMnDjROC8hIUEmTJhwWs+hpko9+eSTxrHa5lsFRmqEj5qepZ7nzjvvdIU+UVFR8tprr9XgKwQAz9iyZqE0kmNaX8KQ8dKjZX2JbxwpkeF60A3At1msVtnTeKjW12jf76bVAwBAIAnoVXDV9tzffPONXHXVVcZImEceeeSUc1RoM23aNG1r7+p64IEH5OjRo/LCCy9Ienq63HDDDaec07hxY/nxxx+lQ4cOp/08AFBbjqzUP2lXn8S37NDdtHoAeF5k9wtFZn3lare3bZPM3ZslriV/uwAA4EkBPeJGGTNmjKxdu1buvfdeI6SJiIgw1rPp06ePEbSsWrVK4uPjz/h51GieRYsWydVXXy1t2rSRsLAwiY6Olr59+8pTTz0lGRkZkpKSUiOvCQA8rfH+OVp7b1z11wAD4FsS+w6T41JP69u5+OQafQAAwDMsjoq2OoJf2LNnj2vdnN27d0uLFi3MLgmAD9u/M12aftxP69t43jfSKfk802oCUDv+ePVS6Zv9q6u9LryPdH2o/M0XAAAINHs88P474EfcAACqZ9eSH7S2+gQ+ofc5ptUDoPZYkkZp7cQTqyQv+6hp9QAAEAgIbgAA1VJn+yytvTl6gASHhJpWD4DakzBwrBQ5glztUItNMhb/ZGpNAAD4O4IbAECV5WQdlaQTq7U+a6L+CTwA/xUVHSNp4T20Ptum6abVAwBAICC4AQBU2ebFPxmfsDupT94TBl5kak0Aalde2+FaOz5rkdhKik2rBwAAf0dwAwCoMlvaL1o7rU4PiYyOMa0eALWvdco4rV1fcmXz8tmm1QMAgL8juAEAVElJcZHEZ6VqfSfa6J+8A/B/zVonyFZrW60va/XPptUDAIC/I7gBAFRJxorfpYHkaH2tUi4xrR4A5jnYVN9JrlnmXNNqAQDA3xHcAACqJLvUJ+rbrG2kaetE0+oBYJ6Y3mO1dkvHPtmdoS9cDgAAagbBDQCgSpod1D9Rz2ymf+IOIHB06D5QDoq+vtW+pT+YVg8AAP6M4AYAUKndm9dIK/terS+2l/6JO4DAYQ0Kkm0xg7W+qF2/mlYPAAD+jOAGAFCpvaU+ST8s9SW++yDT6gFgvrDOo7V2QtFGOX5on2n1AADgrwhuAACVitqlb/WrPmlXn7gDCFxJKRdIviPM1Q6yOGTr4smm1gQAgD8iuAEAVOj44QOSWLhe6wvtpH/SDiDw1ImoK2l1+2h91s0zTasHAAB/RXADAKjQlsU/GJ+kO51whEpiygWm1gTAO5TEj9TaiTlLpbAgz7R6AADwRwQ3AIAKWTOma231CXudupGm1QPAe7QdeInYHRZXO8JSKBlL9N8ZAADgzBDcAADKVVRYIAk5y7S+4vYjTKsHgHdpFNdS0kOStL4T66eaVg8AAP6I4AYAUK70pdOlnuWE1tdu4DjT6gHgfY61HKa12xyeLw673bR6AADwNwQ3AIBy5a+dorXTgxOlYZNWptUDwPs07Xux1m4sR2T7+lTT6gEAwN8Q3AAAyqQ+MW91eL7Wd7TFOabVA8A7tUnqKXssTbS+g8t/NK0eAAD8DcENAKBM2zf+IU3lkNbXpNQn6wBgsVpld6OhWl/Dvb+ZVg8AAP6G4AYAUKbM5T9o7f3SSNp07GtaPQC8V71uF2rteNtWObR3m2n1AADgTwhuAABlit2jf2K+q9FQ45N1ACgtqd9wyZK6Wt/2Rd+bVg8AAP6Ev8ABAKc4vG+nJJRkaH0RXfVP1AHAKSQ0TDIiU7S+OttnmlYPAAD+hOAGAHCKbamTtXaOo44k9h9pWj0AfEDi+Xozf5Xk5xwzrRwAAPwFwQ0A4BShW/VPyjMi+0toWLhp9QDwfgkDL5ZiR5CrHWopkfTFU0ytCQAAf0BwAwDQnMjLkcS8FVqfI+E80+oB4BuiG8RKWng3rc+2aZpp9QAA4C8IbgAAmvTUqVLHUuRqlzis0mHgJabWBMA35LYeobXjjy8SW0mJafUAAOAPCG4AAJqiDVO1dnpYZ4mOjTOtHgC+o2WKHvLWlxzZvPJ30+oBAMAfENwAAFzsNpu0O7ZQ68tpNcy0egD4lhZtk2SrtY3Wl7XqJ9PqAQDAHxDcAABctqxZIA3luNbXPHmcafUA8D2ZTc/W2k0z55hWCwAA/oDgBgDgcmSl/sn4LmtzaRnf1bR6APiemF4Xae1W9r2yZ/Na0+oBAMDXEdwAAFzi9ulrUexrfJZptQDwTQk9hshhqa/17V062bR6AADwdQQ3AADD/p3p0s6+Q+uL7ql/cg4AlbEGBcnWBoO1vqhds02rBwAAX0dwAwAw7ErVPxE/JpGS0Ptc0+oB4LtCOo3W2gmF6yX7SKZp9QAA4MsIbgAAhojts7T2lugBEhQcbFo9AHxX0oAL5IQj1NUOsjhk8yKmSwEAcDoIbgAAkpN1VBIL1mh9QR1HmVYPAN8WUTdS0iJ6a32WjOmm1QMAgC8juAEASMbCyRJqsbnaRY5gSRjA+jYATl9R/HlaOyFnmRQVnDCtHgAAfBXBDQBAJG2a3qzTU+pFNTCtHAC+r92AS8TusLja9SwnJGPZDFNrAgDAFxHcAECAKyoskITsVK3vRHv9k3IAqK5GTVtJRkii1pe/bopp9QAA4KsIbgAgwKUvnS6RFn36QruBl5pWDwD/cbSFvjNd68PzxGG3m1YPAAC+iOAGAAJc/tqftXZGcII0atbGtHoA+I+4vhfrbcdh2bFxqWn1AADgiwhuACCAqU++2xyep/UdbTHctHoA+Jd2HXvLXkuc1nfwjx9MqwcAAF9EcAMAAWzL2kUSJ0e0vqb9x5lWDwD/YrFaZVfDIVpfzN7fTasHAABfRHADAAHsyHL9k+89lqbSKrGnafUA8D91u12otTuUbJbDe7ebVg8AAL6G4AYAAljjfb9p7T2NzzI+IQeAmpLUb6RkOyK0vu2p35tWDwAAvoa/zgEgQO3bnibt7Du0vqieY02rB4B/Cg0Lk/SoZK0vbOtM0+oBAMDXENwAQIDalfqt1j4mUZLYZ5hp9QDwYwmjtGZi/io5kZtlWjkAAPgSghsACFCRO2Zp7c31B0lQcLBp9QDwXwkDx0qxI8jVDrMUS/rin02tCQAAX0FwAwABKOtIpiQWrtf6QjqNNq0eAP4tOqaRpIV11fpKNk4zrR4AAHxJrQU3L7/8shw8eLC2ng4AUIGMhd9LsMXuap9whErSwItMrQmAf8ttPVxrtzu+SOwlJabVAwCAr6i14GbixInSsmVLufjii2XKlClit598wwAAqF1BGdO1dlrdPlKnbqRp9QDwfy2SL9HaMZItW1bNNa0eAAB8Ra1OlSouLpaff/5Zxo4dK82bN5cHH3xQ0tLSarMEAAh4BSfyJCl3qdZX3OF80+oBEBhatu8k262ttb5jq34yrR4AAHxFrQU369atk3vuuUcaNmwoDodDMjMzjelTnTt3lgEDBsiHH34oubm5tVUOAASs9NQpEmEpdLVtDovEDxxnak0AAsP+Jmdr7SYH5phWCwAAvqLWghsV0Lz66quyd+9emTx5sowZM0aCgoKMEGfp0qXyt7/9TZo2bSrXX3+9zJ8/v7bKAoCAU7h+qtbOCO0kMY2bm1YPgMAR0/NCrd3avlv2bdUXSgcAACbvKhUcHGxMlfrpp59kz5498uKLL0rHjh2NACcvL08+++wzOfvssyUhIUGee+452bdvX22XCAB+y26zSbujC7S+rFILhgKAp3TodZYckWitb/eSyabVAwCALzB1O/DGjRvL/fffL+vXr5clS5YYo26ioqKMEGfLli3y6KOPSuvWrWXUqFHy/fffG2vkAABOX8aqudJQjmt9zZMvNa0eAIFFjbbeUn+Q1he561fT6gEAwBeYGty469evn7z77ruyf/9+Y9RNkyZNjADHZrPJzJkzZfz48caCxg899JAcOHDA7HIBwCcdW/Gj1t5hbSkt47uaVg+AwBPcabTWTihYL9lHD5pWDwAA3s5rghtl586d8sILL8jjjz9uLF5ssViMfhXgqNvhw4flpZdekvbt28trr71mdrkA4HOaZf6utfc3Oce0WgAEpqQBY6TAEeJqB1vssnnxD6bWBACANzM9uCkoKJAvvvhCzj33XCOQefLJJ2XHjh1GUNOhQwcjyFHr3MyaNUsuv/xyY4jtiRMnjClW6nEAgKrZvXmNtLbv0fpieo01rR4AgaluvSjZFNFb67OkTzetHgAAvF2wWU+cmpoqH3/8sUyaNElycnKMPhXW1KlTRy699FK56aabZPDgwa7z1dSpYcOGydatW43716xZY4y6ueqqq8x6CQDgU/Yu+V5aurUPSQPp0HOoiRUBCFSF7UaIbFjiaifkLJHiogIJCQ03tS4AACTQR9yo9WvUCBq1i9SgQYPkww8/lOzsbCOw6dGjh7z11lvGOZ9++qkW2rhTo3LUNZSMjIzaLB8AfFp0qQVAt8UOEWtQkGn1AAhcbQeM09r15IRkLJ1hWj0AAHizWhtxo3aG+vXXX8VutxtBjRIdHS1XXnmlMbqmZ8+eVb5Wu3btjK/5+fkeqxcA/MnhA7slsWiTyJ9LhxnCu4wxsyQAASyueRtJD06QxJKTH8LlrZ0iMpjpmwAAmBbczJhx8lMUNZpGhTWXXXaZhIdXf0hsRESEDBkyxLV4MQCgYtsWfS8NLX+G5kqeI1ySUvSdXQCgNh1pfq7IzpPBTetDc8Rht4vFavoSjAAABGZw07hxY7n22muNwEYtOnwmmjVrJnPnzq2x2gDA34Vu1acgpEf2k17hEabVAwBx/caJ7HznZFuOyNa1C6V9jyGm1gUAQMAGN3v27JHgYNPWQgaAgJWfmyVJecu1aVL2BEbbADBXu469ZbelmbR07HP1Hf7je4IbAABKqbWxqIQ2AGCOtIU/SLil2NUucVilwyB9YVAAqG1qStTuuHO1vmb79UXUAQBALe8qBQCoffaNU7T2pvDuEh3TyLR6AMCpQZ+LtXZL+17Znb7KtHoAAPBGBDcA4MeKCgskIXux1pff7nzT6gEAd4k9z5KDEqP17VvyrWn1AADgjQhuAMCPpaVOkyjJ1/raDb7ctHoAwJ01KEi2xQ7V+mJ2zzKtHgAAvBHBDQD4sRNrf9Ta6cFJ0qhZG9PqAYDS6nQfq7U7lGyWg7u3mFYPAADehuAGAPyUraRE2h+dr/UdazXCtHoAoCwd+58vWVJX69u56BvT6gEAwNsQ3ACAn9q84ndpKMe1vuYDxptWDwCUJTQsTNKjBml9dbfPNK0eAAC8DcENAPip4ysna+3t1tbSMr6rafUAQHmCOo3R2okFayXr8H7T6gEAwJsQ3ACAH3LY7dLq4O9a34Hmw02rBwAq0nHwRXLCEepqB1kcsnnBd6bWBACAtyC4AQA/tG39EmnmyNT6GvcdZ1o9AFCRiLpRsqluP60vZPM00+oBAMCbENwAgB86+Mf3WnufpbG065JsWj0AUJnihNFaOylvuZzI0dfpAgAgEBHcAIAfarL3V629q/G5YrHyKx+A90ocfKkUO4Jc7TBLsaQt+sHUmgAA8Ab8FQ8AfmbPlvXS1r5T64vudbFp9QBAVdSPbSybwrtrffaNU0yrBwAAb0FwAwB+Zk/qJK19WOpLQu9zTasHAKoqv935Wjshe7EUFxWYVg8AAN6A4AYA/EyDnTO19taYIRIUHGxaPQBQVW0HjRe7w+JqR8oJSU+dampNAACYjeAGAPzIoX07JLEkTeur0/Ui0+oBgOqIa95GMkIStb4Ta380rR4AALwBwQ0A+JFtC77R2jmOOpI04ALT6gGA6jraaqTWbndkvthLSkyrBwAAsxHcAIAfidg2XWunRw+U0LBw0+oBgOpqnnKZ1o6VLNm88nfT6gEAwGwENwDgJ7KOZEpSwVqtz9ppjGn1AMDpaN2hq2y3ttb6jq+cbFo9AACYjeAGAPxExoLvJMRic7ULHCGSNIhtwAH4nv3Nhmntlpm/i8NuN60eAADMRHADAH4iOGOa1t5Ut69E1Is2rR4AOF0N+47T2s0cmbJz4zLT6gEAwEwENwDgB/Jzs6Rjnv6mpiRhtGn1AMCZ6NA1RfZJY60vc9l3ptUDAICZCG4AwA+kL/pRwi3FrnaJwyoJg/UFPgHAV1isVtnZ+Gytr/HeX02rBwAAMxHcAIAfsG34WWunhXeT6Ng40+oBgDMV2UNfo6utbYfs27bRtHoAADALwQ0A+LiiwgJJyF6s9eW1O9+0egCgJiT1HSZHRF+na/fiSabVAwCAWQhuAMDHpS/5RaIkX+trO+hy0+oBgJoQHBIimxsM0foa7PzFtHoAADALwQ0A+Lj8tT9q7fTgRGncvK1p9QBATQnrepHWTihOl0N7t5pWDwAAZiC4AQAfZrfZpP2ReVrf0VYjTasHAGpSp4EXSJajrta3fcHXptUDAIAZCG4AwIelL58tDeW41tci5VLT6gGAmhQWVkfSowdpfVHbpplWDwAAZiC4AQAflrX8W629w9pKWnboblo9AFDTgrvqu0slFG6UI/t3mlYPAAC1jeAGAHx4mlS7Q79pfftbnGdaPQDgCZ0GXSS5jjquttXikG1MlwIABBCCGwDwURkrfpfGclTra5byF9PqAQBPCK8TIRujBmp9dbcyXQoAEDgIbgDARx1f8Z3W3mltKa079jatHgDwlKAu+nSpxIK1cuzgHtPqAQCgNhHcAICPTpNqkzlb69vXnN2kAPinToPGSp4j3NUOsjhk1azPZfXu47I5M0dyCopNrQ8AAE8K9ujVAQAesXnVPEmUw1pfk+TxptUDAJ5Up249+SMyRfrmznH1haZPkbHruxnHQVaLjOwcJ1clt5aUdrFisVhMrBYAgJrFiBsA8EHH/piktXdZm0ubjn1NqwcAPGn93iyZXKBPBU22bpIYyTaObXaH/LLugFz5wVIZ+fp843wAAPwFwQ0A+BiH3S6tS02T2tt0hFis/EoH4H8WbD4k499LlR9yO0u+I8zVH2yxy/CgFaecn5GZa5yvHgcAgD/gr3wA8DFb1iyUpqK/IWmczG5SAPyPGjlzy+crJL/IJgUSJnPs3bX7R1mXlvk4db56HCNvAAD+gOAGAHzM4WXfaO09lqbSrnM/0+oBAE9wOBxy36TVRgjjNN3WXztngHWDREtumY9Xj5swaY1xHQAAfBnBDQD42DSpVgd+1fp2M00KgB9K3XbEmPbkbo69hxQ4QlztEIutzOlSTumZObJk21GP1gkAgKfxlz4A+JCt6xZLc0em1teoP7tJAfA/XyzZeUpfntSReaWmS51vXVbt6wAA4EsIbgDAhxxaqu8mtdcSJ+27DjCtHgDwhJyCYpm5QQ+pnaaVmi412LpWIiW/3GvN2HDAuB4AAL6K4AYAfGiaVMv9s7S+XU2GM00KgN85kFVgbPFdlt/tPaXQEexqh1psMsxa/nQpdZ3M7AKP1AkAQG3gr30A8BHbNiyTFo79Wl/DfpebVg8AeEqe24LEpeVKhMy3d9P6RgVVPF0qt7D86wEA4O0IbgDARxxcqu8mtc/SWOK7DzKtHgDwlLqhQRXeP92m76Q3xLpW6lUwXapeWMXXAwDAmxHcAICPTJNqvm+m1rcrjmlSAPxTk+hwCbJayr1/tr2XFDlOhjFhlmI5x7q6zHODrRaJiwr3SJ0AANQG/uIHAB+wI22FtLLv1foa9LnUtHoAwJMiw0NkZOe4cu/PlnqyyN5F6zs/aGmZ547s3MS4HgAAvorgBgB8wIHUr/W2NJSEXmeZVg8AeNpVya0rvP8Xu7671NnW1RIhBdW+DgAA3o7gRkR27twpEyZMkKSkJKlbt67ExMRI37595aWXXpL8/PLnS58Jdd127dqJxWIxbm3atPHI8wDwD0336tOkdsQNY5oUAL+W0i5WEuLqlXv/r7beUuI4+Xsw3FIsZ5WaLpUYFynJ7WI8WicAAJ4W8H/1T5kyRbp16yavvvqqpKenG4HKsWPHZPny5TJx4kTp2bOnbNmypcaf9/HHH5ft27fX+HUB+J+dm1ZIG/tura9+b6ZJAfBv6oOtV8f3kIhyFio+LpGy2N653N2l1ONeGd/duA4AAL4soIObVatWyeWXXy7Z2dlSr149eeaZZ2Tx4sXy22+/yc0332yck5GRIaNHj5acnJwafd7XX39dwsPDJTIyssauC8A/7UvVd5M6KDGS0Psc0+oBgNrSpXm0vHd173LDm1OnS62ScCk0zlePU48HAMDXBXRwc/fdd8uJEyckODhYZs2aJY888oikpKTIOeecI++//768+OKLrvDmlVdeqZHntNlsRiikvqrnU9OyAKAiTfbM0NrbGp0r1iC2tgUQGAZ3aCSTbkkpc9rULFsfsTlOjqipaymUSyI3GeerxwEA4A8CNrhZtmyZLFiwwDi+8cYbjcCmNLXuTceOHY3jN954Q4qLi8/4edV1VqxYIYmJifLggw+e8fUA+Led6aulrX2n1hfd5zLT6gEAM6iRMzPvGSJf3Zwso7o2cW0VflSiZIm9k3bupXWWM9IGAOBXgiVA/fjjj67j66+/vsxzrFarXHPNNfLwww/L8ePHZc6cOTJixIgzWgRZrW2jvPvuuxIaGnra1wIQGPalfi3u+6EckgaS2GeYiRUBgDnUWjUp7WONW05BsWRmF0huoU0O/T5aZPsG13lJWYukID9HwiOYjg4A8A8BO+Jm4cKFxle1i1Tv3r3LPW/o0KGu40WLFp3Rc952222Sl5cnV199tZx1Ftv4Aqhc492lpkk1PIdpUgACXmR4iMQ3jpQeLetLjxFXa9OlIiyFsmn+d6bWBwBATQrYETebNm0yvsbHxxtr3JRHbRFe+jGn4+uvv5ZffvlFGjRoUGPr5Tjt2bOnwvv3799fo88HoHbs3rJO2tv03efq9WI3KQBw16hpK1kb1kO6Fa062bn+e5Hzyh5RDQCArwnI4KagoEAOHz5sHLdo0aLCc1XQokblqJEyu3fr2/FWldpe/J577jGOn3/+eWnUqGYXy2vZsmWNXg+Ad9iz4Atx/6/7sNSXpH6nP10TAPxVfsJFIutPBjedcpZIfs5RiYhkEwgAgO8LyKlS7lt7q23AK6OCGyU3N/e0nu+BBx6QzMxMYwFk5zbjAFARh90uzXZP0/q2NjxXgioYIQgAgSrxrCulyHFyGmmYpVjS5n5jak0AANSUgB1x41SVBYLDwsKMr2rr8OqaP3++fPTRR8Z0LLUgsVpYr6ZVNhJITZXq169fjT8vAM/ZvvEPaWfX/9uO7neFafUAgDdr0DBOVtXpKz0Llrj6gjf+IDLm76bWBQBATQjI4CY8PNx1XFRUVOn5hYWFxtc6depU63nU4/72t7+Jw+GQu+++W7p16yaeUNl0LwC+J3Pxl9LOrX1AGklC73NMrAgAvFtR0liR1SeDm475yyX7aKZExcSZWhcAAGcqIKdKRUae3B6yKtOf1Po2VZ1W5e6ZZ56R9PR0Yw2af/3rX6dRKYBAnSbVer++m9SOJiPYTQoAKpB01uVS4AhxtUMsNsmY8z9TawIAoCYE7Iib2NhYOXLkSKU7MqmFhZ3BTXUXAX7hhReMr8OGDZMpU6aUeY7z2uqr2nlKady4sZxzDp+sA4Emp6BYDmQVyM4182WYI1O7r2HKX02rCwB8QXT9GFleL0X65M139dXJ+FFE7jW1LgAAzlRABjdKp06dZMGCBbJlyxYpKSkpd0vwtLQ013HHjh2r9RzOaVgff/yxcauI2uXqiiv+XL9i6NChBDdAgFBTKVO3HZHPU3fKrI2ZYrM75LHgz7XfzjstzaRdl2QzywQAn+DoPE5k2cngJqlgjRzN3CUxca1MrQsAgDMRkFOllEGDBrlGuqxYsaLc8+bNm+c6HjhwYK3UBiAwrN+bJSNfny9XfrBUpq8/YIQ2VrHLBUGp2nk/FifLef9eaJwPAChf56HjJM9xci3DIItDtsxluhQAwLcFbHAzduxY13F5o2Hsdrt89tlnxnH9+vXl7LPPrvYn6ZXdWrdubZyrvjr75s6de0avDYD3W7D5kIx/L1UyMvV1tvpZ0yTOclzr+9mWYpynzlePAwCULaJupGyI+vPDOaeoLT+ZVg8AADUhYIMbtT324MGDjeMPP/xQUlP1T7iVV155RTZt2mQcq12hQkJOLninqIBFbe+tbtddd10tVQ7A16mRM7d8vkLyi2yn3DfGqv8u2mhvLVsdzY1jdb56HCNvAKB8wd0u1dpJxRvl0J4tptUDAMCZCtjgRnnjjTeMLb7VGjcjRoyQ5557TpYsWSJz5syRW265RSZOnGicl5CQIBMmTDC7XAB+QI2qu2/S6jJDm2ApkfODlmp9U2wpWls9bsKkNcZ1AACn6jR4rGQ76mp92+d9YVo9AACcqYBdnFjp2bOnfPPNN3LVVVdJdna2PPLII6eco0KbadOmaVuIA8DpUgsRl54e5TTIul5iLPp9U+x6cKOkZ+bIkm1HJaV9rMfqBABfFR5eR1Y3OEuSj09z9cVsV7t7PmFqXQAAnK6AHnGjjBkzRtauXSv33nuvEdJEREQY69n06dPH2M571apVEh8fb3aZAPzEF0t2lnvfmFKLEq+0x8seR6NqXwcAAl14z8u0dnzJFtm/bb1p9QAAcCYCesSNk1oY+NVXXzVu1XHWWWed8XSFHTt2nNHjAfiOnIJimbkhs8z7wqRIRliXVzhNyt2MDQeM60WG62tvAQBEOg8YLUfmREusnFwTbNf8L6Vpu+dMrQsAgNMR8CNuAKC2HMgqMLb8LstZ1tUSaTnhatsdFplqSy73Wuo6mdkFHqkTAHxdSEioZMSeq/XF7ZpqWj0AAJwJghsAqCV5ZSxIXN40qSX2jnJIGlR4vdzC8q8HAIGuXp/LtXYb+y7ZtUkf2QgAgC8guAGAWlI3NKjsfjkhw6wrK12UuLR6YWVfDwAg0qnfcMkUfRH3/2vvPuCkqO//j79nd69wXAEOOHrnkCZdQUDFAiIilohREbsklmhiYhJNlJ//JBoNRpNoREWNHUxsWEBEBRUQ6b0XqUfnetud/2MG77jhCnfH7c3e7uv5eOxjZz4zO/M5GIabz37LnnlvuJYPAADVReEGAGpJs6RYeT1GqfgFnsWKNQqK1wtMrz71n1HhsXweQymJsUHJEwDCgdfr1eamwx2xVjs/kRkIuJYTAADVQeEGAGqJNZDwiO4pJ+0m9XWgp44oocJjjejejIGJAeAkGp55jWO9pblXW1d+61o+AABUB4UbAKhF4wa2dawnKVNne1ZUejap8o4DACjttD5DtdNo5ogdWPCma/kAAFAdFG4AoBYN6pCs1JT44vWLvN8r2jg+yHCuGaVZgX4VHqNLSoIGdmgU1DwBIBwYHo+2N7/IEWu7d6bMAIO7AwDqDgo3AFCLDMPQk2N7K+7HgYpHe+Y5tn8R6KNMxZX7eetzk8b2so8DADi5poOudaynmAe1ackXruUDAEBVUbgBgFrWo2WSJl/fT62j0jXIs6bS3aSsoo31OevzAIDK6dR9gLZ5WjtiR757y7V8AACoKgo3AOCCoZ2b6I/tN8hrmMWxTDPWbnFTXveoaRMG2Z8DAFStu9Sulhc7Yh33z5K/IN+1nAAAqAoKNwDgkjZ7ZjjWZwX6K0/Rjim/R/VsrrduG6gZ9w6lpQ0AVFPLIdc51hspXevmfehaPgAAVIWvSnsDAGrEnu3rdVqBs5tUqyHX6fM+Zyszz6/4GK9SEmOZ8hsAakC7Lr203puqLv4NxbHcJW9L5/zE1bwAAKgMCjcA4IJtX/1HzUusH1V99Tr3CkXHxLqYFQCEr4Mdxkgbnyhe73pkrnKzjiq2Pq0ZAQChja5SAFDLzEBALbY7m+ivS76Aog0ABFGnYeNVaB7/1TfOyNPaL6e6mhMAAJVB4QYAatnmlfPVNrDDEUs8wzn+AgCgZjVt0UarY/s6Yr7V77iWDwAAlUXhBgBq2YF5rznWdxtN1aX/Ba7lAwCRIqfrlY71rtmLdGTfLtfyAQCgMijcAEAt8hcWqlPap47Y9haj5PF6XcsJACJFt/OuUbYZU7zuMwLa+OWrruYEAMDJULgBgFq0Zt50NdYRR6zF0PGu5QMAkSQxsaFWJw5xxJI2vedaPgAAVAaFGwCoRbmL33Ksb/J2VNvTnGMuAACCx9vrasd6asF67dmyyrV8AAA4GQo3AFBLsjOPqtuROY7YgQ6XuZYPAESiHmdfrkNKdMR2zKG7FAAgdFG4AYBasuarqapv5Bav+01DnYbd4GpOABBpoqOjtT75Qkes5Y4PZQYCruUEAEBFKNwAQC2JOmHa2dX1+qpxi7au5QMAkSrxzOsc6y0De7Rl+VzX8gEAoCIUbgCgFhxK26nu2YscsbyuP3EtHwCIZF37DdNOo5kjdnD+a67lAwBARSjcAEAtsKabtaadLWJNR9vtvGtdzQkAIpXH69H2lqMdsdR9M1WYf7w7KwAAoYLCDQDUgoYnTDe7Jmmo6ic0cC0fAIh0Lc+5ybHeQBlaO/d/ruUDAEB5KNwAQJBtX7dUqYUbHLGo3s7paAEAtatd5+5a7evuiPmXveVaPgAAlIfCDQAE2Z65LznWD6iBug9lGnAAcFt66pWO9W4Z85R+KM21fAAAKAuFGwAIIn9hodrv/tgR25QyUr6oaNdyAgAcc9r545VnRhWvRxt+bZj9H1dzAgDgRBRuACCI1s7/WCk66Ig1GeIcVwEA4I6GyU20In6wI5a4gXFuAAChhcINAARRzqLXHeubve3VseeZruUDAHDy9L7GsZ5asE67N61wLR8AAE5E4QYAgiQr/bC6H5njiO3vcIVr+QAASutx9mU6qCRHbOecl13LBwCAE1G4AYAgWfPFG4oz8orXC02POp1PNykACCUxMbFa32SEI9Zm53SZAb9rOQEAUBKFGwAIkrg10xzrq+MGqHGz1q7lAwAoW6OzxjvWm5n7tWHhTNfyAQCgJAo3ABAEe7avV/f85Y5YYc+rXcsHAFC+Lr0Ga4unrSOW+d1rruUDAEBJFG4AIAi2fekcHyFdceo+7Keu5QMAKJ/h8WhP2zGO2GmHv1BuVrprOQEAUITCDQDUMDMQUKvtHzhiaxtdoNh69V3LCQBQsfbn3SS/aRSv11eu1sym1Q0AwH0UbgCghq1f8qVam7sdsaSBzvETAAChpUXrDlpZr78jVm/1267lAwBAEQo3AFDDjs57xbG+02iuLv3Pdy0fAEDl5PW4xrHeNW+F0ravcy0fAAAsFG4AoAblZGWo+8FZjtiOtpfZ4ycAAELb6eddoyNmvCO2ffYLruUDAICFJwkAqEGrZ7+ueCOneD1gGmp//q2u5gQAqJx6cXFa03i4I9ZmxwcyA37XcgIAgMINANSgeqvecqyvqtdPzVp3ci0fAEDVNDjrZsd6M3O/1s//2LV8AACgcAMANWT31nXqnr/cESvo6RwvAQAQ2rr2GazNnnaOWPbC/7iWDwAAFG4AoIZs/8I5DsJR1Vf38yjcAEBdYo1Jtrf9lY5YtyNzlHX0oGs5AQAiG4UbAKgBAb9f7Xd84IitazxCsfXqu5YTAKB6Ol94swpMb/F6rFGgdZ/T6gYA4A4KNwBQA1Z/+5Gaab8jljz0FtfyAQBUX9NmrbQibqAjlrBuqmv5AAAiG4UbAKgBeYtedaxv8bRTx55nuZYPAODUBHpd51hPLVinXRuXuZYPACByUbgBgFN09PAB9Tg6xxHb1+kqe5wEAEDddPqwK3VQSY7Y7i+dY5kBAFAbeKoAgFO0btbL9vgHRfJNr7pcSDcpAKjLYmJita7pKEes4+4PVZif61pOAIDIROEGAE5Rww3THOur4gerYZPmruUDAKgZzc69zbHeSOlaO8d5zwcAINgo3ADAKdi8coFSCzc4Yt5+znERAAB1U8dufbXa190ZXOIc0wwAgGCjcAMAp+DAnMmO9X1qpO5Dr3AtHwBAzUrveo1jvXv2Ih3Yucm1fAAAkYfCDQBUU05WhroemOGIbW51mXxR0a7lBACoWT2Gj1eGWa943WOY2vL5867mBACILBRuAKCaVn3+mhKVXbweMA21veBnruYEAKhZCQlJWtlohCPWZvu7Mv2FruUEAIgsFG4AoJrqr3rDsb6qXl+1aNfFtXwAAMHRYIhzpsBm5n6tnTfdtXwAAJGFwg0AVMP29cvUrWCVI1bY63rX8gEABE/XvkO10dPBEctf+LJr+QAAIguFGwCohj1fOgclPqRE9TjPOYAlACA8GIahfZ2vdsS6pX+j9P27XcsJABA5KNwAQBXl5+Wqy96PHLENzUYrOibWtZwAAMHVbfgtyjWjitejDb82zHrB1ZwAAJGBwg0AVNHK2W+podIdsRbn3e5aPgCA4GuY3ETLE891xFI2TZUZCLiWEwAgMlC4AYAqil7+qmN9TXRPtUnt7Vo+AIDaETvwZsd668Aubfx+pmv5AAAiA4UbAKiC3VvXqWfeEkcsu8d1ruUDAKg9PQdepO1GK0cs61u6SwEAgovCDQBUwQ+fP+tYT1d99biA2aQAIBJ4vB7t6OAcpLj70a8YpBgAEFQUbgCgCoMSd971viO2tvFFio2Ldy0nAEDtOm3E7co7YZDi9Z8952pOAIDwRuEGACpp5ew3lKyjjljK+Xe4lg8AoPY1btpMS5OGOWIt7UGK/a7lBAAIbxRuAKCSYpe9UmpQ4nZd+7uWDwDAHfUH3epYb2Hu1fr5H7mWDwAgvFG4AYBK2L5+mbrnr3DEsk8f71o+AAD39DjzQm32tHXE8ua/6Fo+AIDwRuEGACphz2znoMSHlaieF4xzLR8AgHsMj0d7O13jiHXP+EaH035wLScAQPiicAMAJ5GbnaFu+5xN4Nc1v1QxsXGu5QQAcFe3i25TthlTvO4zAto049+u5gQACE8UbgDgJFbMfEWJynLE2lzIoMQAEMkaNmqs5Q0vcMRab3tHgcJC13ICAIQnCjcAcBJJq19zrK+I7a+WHbq7lg8AIDQkDrndsd7M3K9137zrWj4AgPBE4QYAKrBp+bfqUrjeEfP3vcm1fAAAoaNbv3O0wdvJEQssfMG1fAAA4YnCDQBU4OCc5xzr+9RIPYeNdS0fAEDoMAxDB7pc54h1y/peadvWuJYTACD8ULgBgHIcPXxAPQ/OdMQ2t75Svqho13ICAISWniNv0VGzfvG6xzC1Y+Y/Xc0JABBeKNwAQDnWfvqc4oy84vVC06MOI37uak4AgNCSkJCklU0vccRS93ygvJwM13ICAIQXCjcAUIaA369WG193xFYkDFFKq46u5QQACE0tL7zLsW7NRLhm5kuu5QMACC8UbgCgDKvmvqdW5h5HLOYsWtsAAEprn3q6lsYMcMSSVr0imaZrOQEAwgeFGwAog7nwecf6Vk9bdRt4kWv5AABCm7/fLY71DoVbtGXJbNfyAQCEDwo3AHCCXVtWq2f2QkdsX9fxMjzcMgEAZes97CfaqRRH7Ojcf7uWDwAgfPAUAgAnsGYDsWYFKZKuOPW46FZXcwIAhDZfVJS2tv+pI9b9yJc6krbDtZwAAOGBwg0AlJCTlaFuaR86YmuaXqr6CQ1cywkAUDecNvLnyjWjitejDb82znjG1ZwAAHUfhRsAKGHljBft2UBKajX8btfyAQDUHU2aNtfSBhc6Yu22TZW/IN+1nAAAdR+FGwD4kRkIqPGaVxyx5bED1KpTD9dyAgDULUlnO2cgbGIe0urPX3MtHwBA3UfhBgB+tHbhZ+rg3+YMnnG7W+kAAOqgrn2HarWvmyNWb4lzpkIAAKqCwg0A/Cjv63851ncazdTznCtdywcAUPcYhqGMXs4B7TsXrNPWZV+5lhMAoG6jcAMAknZvXafTM79xxHZ2uk4er9e1nAAAdVOfEeO0V40dsaNf/sO1fAAAdRuFGwCQ9MOMp+QtMQV4pllP3S65y82UAAB1VEx0jDa2u8YR63HkSx3es9W1nAAAdReFGwARLzP9sLrvfd8RW5UyWolJjVzLCQBQt3W9+C5lmzHF6z4joM2fPO1qTgCAuonCDYCIt+rjZ5Vg5BSvB0xDrS/6pas5AQDqtsZNm2lZo4scsU473lF+TqZrOQEA6iYKNwAimr+wUK03/McRW17/LLXs4JwRBACAqmpy/i8c6w2UqdUzXnQtHwBA3UThBkBEW/HF22pppjli0UMY2wYAcOo69+ivZTH9HLFGq15SenaeNqZlaNmOI/Z7Rm6BazkCAEKfz+0EAMBN0YsmO9Y3eTuq20Bn03YAAKqrcMDPpG9uK15v69+u8X/6u+YGehbHvB5DI7qnaNzAthrUIdmeUhwAgCK0uAEQsTavmKfu+SscscM9b5Hh4dYIAKgZfYZdqW1q4Yjd7P3Ese4PmPpk5V5d+8J3GvHUXK3adbSWswQAhDKeTgBErEOznbN7HFADnX7RTa7lAwAIP/O2HNLLfmdLznO9y5Vq7Chz/w1pmRo7eb6+3ri/ljIEAIQ6CjcAItL+3dvU68gsR2xj258qJjbOtZwAAOHFajkz4bXFmlowVAfNBMe227wfl/u57Hy//Tla3gAALBRuAESkTdMnKdrwF6/nmVFKvfhuV3MCAIQP0zT1q2nL7CJMrmL0mv9Cx/Yx3m/VVIfL/bz1ufumLbePAwCIbBRuAEScjKOH1GP3O47YsuSRSk5p5VpOAIDwMn/LQbvbU5HXCi9UrhlVvG59eXCTb0aFx1iflqEFWw4FNU8AQOijcAMg4qye/g8lGDnF6wHTUIuRv3Y1JwBAeHl9wXbH+kEl6X/+sx2x67yzVV85VToOACDyULgBEFEK8vPUftOrjtjy+mepdederuUEAAgvGbkFmrk6rVR8in+k/WVBkUQjW1d7v6rwWDNW77WPBwCIXBRuAESUZZ9OUYoOOmL1zv2la/kAAMLP3qO59hTfJ9pittDngb6O2M2+T+XV8THXTmQdJy09Nyh5AgDqBgo3ACKGGQio8fLJjti6qG467QzngJEAAJyKrPzyCzHPF45yrLcyDuhiz3cVHi8zr/zjAQDCH4UbABFj5dz31D6wzRHLGXCna/kAAMJT/WhvudsWmV20JNDJEbvd95H19UK5n4mPKf94AIDwR+EGQMTwzP+HY32H0UK9zr/GtXwAAOGpWVKsvJ7jY9k4GXq+8BJHpKdnmwZ7VpW5t89jKCUxNghZAgDqCgo3ACLCpuXfqkfeMkdsT/fb5PHyLSYAoGYlxEZpRPeUcrd/FuivbQHn9ju8H5a574juzezjAQAiF4UbABHh6KzHHesH1ECnj5rgWj4AgPA2bmDbcrcF5NFkv7PVzWDvavUyNlXpOACAyEDhBkDY27FxufpkzHHENra7RrH16ruWEwAgvA3qkKzUlPhyt//Pf7bSzAaO2B0+Z6ubLikJGtihUdByBADUDRRuAIS9PR8/Jo9xfNDHTLOeuo35tas5AQDCm2EYenJsb8WVM1BxvqL0YuHFjtgI7yJ1Mnbay9bnJo3tZR8HABDZKNwACGt7f9ioPodnOmIrW16lpIaNXcsJABAZerRM0uTr+5VbvHnTf76OmM7Wnz/3Tbf3tz5nfR4AAAo3AMLatul/VZThL17PNaPU+dL7Xc0JABA5hnZuomkTBpXZbSpL9fQf/3BHbIznW71yeYr9OQAALBRuAISNjNwCbUzL0LIdR+z3H37Ypl77PnDss7zJpWrcrLVrOQIAIo/VcmbmvWfrrdsG6uKezRxThb9SOELZZkzxus8IyLvgXy5lCgAIRT63EwCAU2GapuZvOajX5m/XZ2vS5A8cH8vmN76putOXX7xeYHrVZvRvXcoUABDJrLFqBnVMtl/WFw1p6bnKzPMrPsar79/6XOcc/m/xvt33fqCMg48oIbmlqzkDAEIDhRsAddaqXUf1q2nLtCEts9S2BGXreu9njtjChAs0uG2XWswQAIDSEmKj7FcR3+j7lf+f9xT9Y9feWKNAq99/XP1uedrFLAEAoYKuUgDqpK837tfYyfPLLNpYrvfOUqKRU7weMA396ehw+3MAAISSdh26aFHShY7YaTveVubhfa7lBAAIHRRuANTJljYTXlus7Pzjgw6XVE+5utn3qSP2aWCA1hY0tz9nfR4AgFDSeMTv5DePj31TX7la//5fXc0JABAaKNxI2r59u+677z6ddtppql+/vho1aqQBAwboiSeeUHZ29ikd2/r8u+++q5///Of2MRs2bKioqCglJydr0KBBmjhxovbu3VtjPwsQCWPaWN2jyivaWMZ5P1djI90Re7ZwjP1ufe6+acvt4wAAECpSu/fR9/HnOWJdtr+p7KMHXMsJABAaDDPCn16mT5+ucePGKT3d+ZBXJDU1VR9//LE6depU5WOvWLFCgwcPVmZm2V05iiQmJur555/X1VdfrWDYuXOnWrc+NovOjh071KpVq6CcB6gN8zYf0LUvfFfudqu1zdcx9zoKN1/4e+vmAucU4NbMHtYAkQAAhIr1qxap8zsXyGMc//V8cbsJ6nfj467mBQBw9/k7olvcLF261C6WWEWb+Ph4/fnPf9a8efM0e/Zs3XbbbfY+GzZs0KhRo5SRkVHl41vHLSraWAWcRx99VLNmzdKSJUs0c+ZMTZgwQR6Px97vuuuu06efOrt2ACjt9QXbK9x+nXd2qdY2TxdeUeXjAABQ27r06K+F9c9xxFK3vaac9EOu5QQAcF9Ezyp1zz33KCcnRz6fT5999pnddanIeeedp86dO+v++++3izeTJk2yuzVVhVWUGTt2rB5++GF169at1Pbhw4dr5MiRuvzyy+X3+3X33Xdr48aN9nSRAEqzpk+duTqt3O2xytME33RH7Et/Ly03S7eYm7F6r328krN6AADgtqQRDyjw7pziVjfWLImL339C/cY/6nZqAACXRGyLm4ULF+rrr7+2l2+55RZH0aaINe5N165d7eWnn35aBQUFVTrHWWedpalTp5ZZtCkyZswYXXHFsdYAmzdvtlsBASjb3qO58gfK7915nfdzNSnV2ubKMve1jpOWnlvjOQIAcCq69jpT39cf6oh12vKqcjMPu5YTAMBdEVu4ef/994uXb7rppnJbzIwfP95ePnLkiL788sug5DJs2LDiZat4A6BsWRUMSGy1tvnZCa1tvvL30rIyWtsUycwr/3gAALgl/sIHHOtJytTq9//mWj4AAHdFbOHmm2++sd+tWaT69etX7n7nnHO8n/G3334blFzy8vKKl71eb1DOAYSD+tHeCse2aVKJsW1Kio/h3xsAIPR07zNIC+sNccQ6bXqFVjcAEKEidoybtWvX2u/WbFHWGDflsaYIP/EzNW3OnDnFy0Vds6o6anVF9uzZU628gFDTLClWXo9RqrtUWa1t5vhP11Kzc7nH8nkMpSTGBi1XAABORdwFv5emj3K0uln87uOMdQMAESgiCze5ubk6cOCAvXyyqbkaNmxot8rJysqyp/KqacuXL7enG7f07NmzWoWboqnGgHBnDSQ8onuKPlm5t4yxbY5WqbXNiO7NGJgYABCyevQbou9nnaUBufOKY122vKLso79SXFITV3MDANSuiOwqVXJqb2sa8JOxCjeWoqm9a4rVRerWW2+1Z5SyWNORA6jYuIFtHev1laM7fB86YnP9PbXETK3ScQAACDVxI/6ogHl8ttF4ZWvd//h9EQAiTcS2uCkSHR190v1jYmLsd2vq8Jp01113adGiRfbyDTfcoNGjR1frOCdrCWR1lTrjjDOqdWwg1AzqkKzUlHhtSDtWSL3JO0PJxvFirOWpcmaSKtIlJUEDOzQKap4AAJyq7n3O0oJZ52hg9lfFsa4/vKmMg/crIbmFq7kBAGpPRBZuYmOPj2uRn59f6cGD69WrV2M5PProo3rxxRft5QEDBuiZZ56p9rFO1t0LCCeGYejJsb01dvJ8ReUf1e2+Y10Ni3zu71Nha5u4aK8mje1lHwcAgFDXaNRE+acNk9c4Nr5bPeVp8f/+n/rd/m+3UwMA1JKI7CqVkJBQvFyZ7k/W+DaV7VZVGZMnT9YDDzxQPPjxJ598UtwdC8DJ9WiZpMnX99PPoz5SopHt2DapcGyFRRvrc9bnAQCoC1K799F3iSMcsR673tGRvdtdywkAULs8kdriJjk5uVIzMh0+fLi4cFMTgwC/9dZbuuOOO+zltm3batasWWrcuPEpHxeINF0TcjTeM9MRm+4fqLVm23K7R02bMEhDOzOgIwCgbml26cPKN73F6zFGgba8O9HVnAAAtSciCzeWbt262e+bNm1SYWFhufutW7eueLk6Mz6V9OGHH2r8+PEKBAJq3ry5Zs+eTTcnoJo2/e8RxRnHujFaCk2PnvJfVWrK71E9m+ut2wZqxr1DaWkDAKiTOnTupoUNL3HEeqZ9oAM717uWEwCg9kTkGDeWIUOG6Ouvv7Zb0yxevFhnnnlmmfvNmTOneHnw4MHVPp9VpBk7dqxdJLJa+1gtbTp27Fjt4wGRbM/2Deq77z2pxDA1SxpepPd/doPS0nOVmedXfIxXKYmxTPkNAAgLbS97WLkvf6JYo8BejzL82vm/h9T4nqlupwYACLKIbXFz2WWXFS+//PLLZe5jtYx59dVX7eUGDRpo2LBh1TrXvHnzNGbMGHuQ46SkJM2cOVPdu3evZuYAdrw/UdHG8ZZy+aZPrS+faBdpOjVNUO/WDex3ijYAgHDRul1Hfd/kCkfs9EMztXvdQtdyAgDUjogt3FjTYw8dOtRenjJliubPn19qn0mTJmnt2rX28j333KOoKOdD4FdffWXPTGO9brzxxjLPs2zZMo0aNcpu2WMNQPzxxx+rX79+QfmZgEiwfd0S9Tv0iSO2tOllat62i2s5AQBQGzpd8UdlmsdnOfUYpo5Mf9DVnAAAwRexXaUsTz/9tN39KScnR8OHD7dnerJa1Vjrb7/9tp5//nl7v9TUVN13331VPv7mzZs1YsQIHTlyxF7/05/+ZLe4WbVqVbmfadq0qf0CULZDHz6otj9OiWrJNmPU8cqHXc0JAIDa0LxFa81pdb3O2XXsd1RLt6yF2rzwY3U8Y5SruQEAgieiCzd9+vTR1KlTNW7cOKWnpxdP0V2SVbSxWsmUnEK8sqwxdPbt21e8/stf/vKkn3n44Yc1cSKzBABlWTP/U/XJnueILW99nQY1a+NaTgAA1KZeVz2gfU+9o6Y6XBwzZj0ss/9FMjzHZ54CAISPiO0qVWT06NFasWKFXVSxijRxcXH2eDb9+/fXX//6Vy1dulSdOnVyO00g4pmBgLyznS1rDilRPa76o2s5AQBQ2xo0aKi1Xe5wxDoUbNTa2a+5lhMAILgM0zSP9zlAWNq5c6dat25tL+/YsYMpyFEnLf70ZfX77l5H7Luuv9eZV//OtZwAAHBDbl6e0h7ro7bmruLYHk8zpfx+hTxRMa7mBgCRbmcQnr8jvsUNgNCXn5erlIV/dcR2GC3U9/KTdz8EACDcxMbEaGff3zhizQN7tfLDp1zLCQAQPBRuAIS8Je/+Xa3MPY7YgTPuV1Q03yoCACLTwItv0GpvV0eszcp/KTfj+Ng3AIDwQOEGQEhLP3pIXdY/64ht8HVR7xE3uJYTAABu83o9yj3XOc5bQ6VrzTRmWgSAcEPhBkBIWz11ov2LaEmBCx+R4eH2BQCIbH2HXKzvYwY5Yj1+eEMHdqxzLScAQM3jyQdAyNq1ZZ367nrTEVsWd5ZOO/Mi13ICACBUGIahxEsfU755fBrwaKNQe96539W8AAA1i8INgJCV9r/fKMYoKF4vML1qdNmjruYEAEAo6dK9t+Y3vtIR65k+R1sXzXQtJwBAzaJwAyAkrZ73ifpmzXXElqRcqTapvV3LCQCAUNT16j/psJngDM78vUx/oVspAQBqEIUbACHHX1io2NkPOGKHlaDTrvmLazkBABCqmjZN0fLOdzhi7Qs2a9Wnk13LCQBQcyjcAAg5i97/hzr6tzpiG7vdraSGTVzLCQCAUDbwqvu01WjtiLVY/ITyso64lhMAoGZQuAEQUtKPHFTnVX93xLZ62qrv5b90LScAAEJdbEyM9g56yBFLNg9rzbSJruUEAKgZFG4AhJTVb/9BjU6Y/jtr2P+TLyratZwAAKgLBl54lRZHD3DEemx7VQe2r3YtJwDAqaNwAyBkbF+/TP32TC01/XePoWNcywkAgLo0PXjc6MfsWRiLRBl+7Z92j2SaruYGAKg+CjcAQoIZCCjj3XsUbfiLY/mmV42veNzVvAAAqEu69uyvb5uMdcayvtf6OW+5lhMA4NRQuAEQEhZ/+rJ65C1zxlpcp1aderqWEwAAdVHPa/+sNDV0xBrMeUgFuZmu5QQAqD4KNwBcl5l+WG2+/5MjtleN1es6ZwwAAJxccqNkrT/9t45Yirlfq99+2LWcAADVR+EGgOtWvvF7NdUhR2zPwD8qLj7JtZwAAKjLBo+ZoOW+0x2xbltf0cHta1zLCQBQPRRuALhqy5qFGrDXOSDxitj+6j18vGs5AQBQ13m9HvkuecIxUHG0Uai0afcyUDEA1DEUbgC4OiBx7nu/ks8IFMfyTZ8a/eQpGR5uTwAAnIruvQfq2+SfOGLdsr7T+i9fdy0nAEDV8WQEwDXfT5+sbgUrHbElrcczIDEAADWkx3WPat8JAxUnf/1H5WY4uygDAEIXhRsArji0b7c6L/2zI7bbaKre1z7iWk4AAISbxsnJWnf675wx87DWv36fazkBAKqGwg0AV2x+4x41VIYjtn/wI4qNS3AtJwAAwtHgMbdrUfQAR6xX2rvasewL13ICAFQehRsAtW7FnHc14OhnjtiS+LPV64JrXMsJAIBwHqi4wU+eVrYZ49zw0T0KFOS5lRYAoJIo3ACoVdmZR9X4K2eT7XTFqc21/3ItJwAAwl2n1O6a3/Znjljrwh+08p3/51pOAIDKoXADoFYtf/13amGmOWLrevxajVu0dS0nAAAiwVnXPqj1RgdH7LQNz+ng9tWu5QQAODkKNwBqzcZl3+iMPW85Ymuie6j/5fe6lhMAAJGiXmyMskc8Kb9pFMdiVKBDb/9MCgRczQ0AUD4KNwBqRUFBvozpv5DXMItj+aZP8T95Rh6v19XcAACIFH0GDtPXjX7iiHXOWaFVH0xyLScAQMUo3ACoFYte/6M6+Tc7Ykva3ao2qb1dywkAgEjU4/q/apeaOGIdlz+hwzvXuZYTAKB8FG4ABN2mlfPVb9sLjtg2Txv1vfb/XMsJAIBI1bhRsrYPedwRq6c8HXjjNrpMAUAIonADIKjy83JlvH+Hog1/cazQ9Khg9L8UHRPram4AAESqQedfrq8SL3XE6DIFAKGJwg2AoFr82oPq6N/iiC1qNV6d+5zjWk4AAEQ6wzDU/Yan6DIFAHUAhRsAQZ1Fqv+Olx2xrZ526nv9Y67lBAAAjmmSnKxtg/9aqsvU/jdup8sUAIQQCjcAgiIvN1u+D+9QVIkuUgWmV/4xzyg6tp6ruQEAgGPOuuCKUl2mUnOWa9W7j7qWEwDAicINgKBY/J/fqn1guzPW5mZ16jXEtZwAAEBZXab+XqrLVOqqJ5W2cbFreQEAjqNwA6DGrfr2Iw3c/ZojttnbQf2u/5NrOQEAgLI1SW6srYOfUMA0imPRKlTe1JsVyM9xNTcAAIUbADXs6KF9ajLrF/IYZnEs3/TKc/m/FRXNLFIAAISiIRderi+Tr3bE2hRu0+rXfuVaTgCAYyjcAKgxZiCgTS/dqhQddMSXdv6F2vcY6FpeAADg5PrfNEkbjHaOWM8db2r7wo9cywkAQOEGQA36/oNn1C9zjiO2KqaPBlzzR9dyAgAAlZOUEK/sS55TrhnliNf/9G7lHt1vL2fkFmhjWoaW7Thiv1vrAIDg8gX5+AAixM5Nq9R92Z+k493jdUTxShn/sjxer5upAQCASurdb5A+W3G3hm9/sjjW2DykpZNv0PPNH9Fna/fJHzjeHdrrMTSie4rGDWyrQR2S7cGOAQA1ixY3AE5Zfl6est6+WfWNXEd8y6DH1KRle9fyAgAAVXfuuAe1yNfXEeuT/a2arnvVUbSxWOufrNyra1/4TiOemqtVu47WcrYAEP4o3AA4ZYtfukddCtc7YgsbXaK+I653LScAAFA90VE+Nbr2BR0y4x3xB3xvqIexpdzPbUjL1NjJ8/X1xmPdqgAANYPCDYBTsmTWGxqU9pYjtsNooR43P+NaTgAA4NRkxzTR/f47HbEYo1DPRP1DCcou/3P5fk14bTEtbwCgBlG4AVBtu7etV6dvf+OI5Zs+5Y15XnHxDVzLCwAAVJ9pmvrVtGX6vLCXnisc7djW1rNPj0a9YO1VYfHmvmnL7eMAAE4dhRsA1ZKfl6vM18cpUVmO+NLu96tT76Gu5QUAAE7N/C0H7W5Plr8VXqXFgc6O7Zd4v9M47+cVHmN9WoYWbDkU1DwBIFJQuAFQLUtevFuphRscscUJw3TGT5wtcAAAQN3y+oLtxcuF8unu/Lt1xKzv2OePvtcrHO/mxOMAAKqPwg2AKls84z8auH9aqXFtUm99SYaH2woAAHVVRm6BZq5Oc8R2q7F+XfAzRyzGKNBz0U+pkdLLPdaM1Xvt4wEATg1PWACqZNvaxTpt/v2OWJ4ZpfzLX1JCUiPX8gIAAKdu79HcUlN+Wz4P9NOLhSMdsVbGAf0j6p/yyl/msazjpKXnBi1XAIgUFG4AVNrRQwfknTZO9Q3nL2HLe/5eHU8f5FpeAACgZmTll12EsTxWeI2+C5zmiA3xrtZvfFPL/UxmXvnHAwBUDoUbAA5Wk+aNaRlatuOI/V7UxNnv92vrC9eqtbnbsf/3SSM04IpfupQtAACoSfWjveVus8a7uSv/F9prNnTEf+b7SKM8C8r8THxM+ccDAFSOr5L7AQhj1nSd1gwSr83frs/WpDmaSHs9hkZ0T9GYQy9rRM53js9t9HVSzwmMawMAQLholhRr/99fVncpy3410B359+jt6P+naON4a5rHoyZrY35LbTBbF8d8HkMpibG1kjcAhDOetoAIt2rXUY14aq6ufeE7fbpqb6lf1Kx1/+oPNeLga474ISUq4Yapio2Lr+WMAQBAsCTERtlf2FRkiZmqiYU3OmL1jTy9EDVJDUsMVjyiezP7eACAU0PhBohgX2/cr7GT52tDWma5+5xm/KBJUc85YoWmR3uHP6dmrTvVQpYAAKA2jRvY9qT7vOk/T28XnuuItfXss2eailZBpY8DADg5CjdABLe0mfDaYmVXMAhhEx3WlOgnFH/CYMSPBq5XoO2QWsgSAADUtkEdkpWacrIWtYYeLrxRywIdHdEzPev0l6gp6tI0XgM7MNskANQECjdAhI5p86tpyyos2sQqTy9GT1JL46Aj/j//UE0pGK77pi23jwMAAMKLYRh6cmxvxVUwULElT9G6Lf9X2m06CzQ/8c7V/zX+3D4OAODUUbgBIpA1EHFF3aMMBfT3qGfVy7PFEf8+kKoHCm6x91iflqEFWw7VQrYAAKC29WiZpMnX9ztp8Wa/GurW/F8ry4xxxM/Y/E9t++btIGcJAJGBwg0QgV5fsL3C7ff7pmqk93tHbHugqSbk/8r+dq2yxwEAAHXX0M5NNG3CoJN2m1pjttO9BXcqYB5vYeMxTKV8/gvtWzevFjIFgPBG4QaIMBm5BZq5Oq3c7T/1fqGf+6Y7YulmnG4u+I09k1RJM1bvtY8HAADCt+XNzHvP1lu3DdTFPZvZU4WXZE35Papnc910852a0XyCY1s95Slq6k+VvmtdLWcNAOHF53YCAGrX3qO5pab8LnKBZ7H+7JviiBWYXv2s4F5tNluW2t86Tlp6LlN9AgAQxqyxagZ1TLZf1hc21v/9mXl+xcd4lZIYW/x7QEG7v+irSVt0bs5nxZ9taB7V3pfGKPqurxTbsLmLPwUA1F20uAEiTFY5AxL3N9bpX1H/kNdwFnX+WHiT5gV6lHs86xc3AAAQGawiTaemCerduoH9XvLLmyifV73veFmLvb0cn2nm36u05y6VPzfDhYwBoO6jcANEmPplDDKYauzQlOi/KdZwdnt6tvBSve0/r8LjWd+2AQAAWBokxKv5hP9pndHeEW+bt0FbnrlCZmGea7kBQF1F4QaIMM2SYh3901tqv16NfkxJRrZjv6mF5+rxwqsrPJbVr91qIg0AAFCkRdMm8oz7r3aaTR3xzhkLtWHyeClAa10AqAoKN0CEsZo0j+ieYi8n66hdtGlmHHbs87m/jx4oPDbtd0VGdG/G+DYAAKCU1I6dtO+yN3XITHDEu+yfofVTbpXMssfbAwCURuEGiEDjBrZVkjL1evSj6ujZ49i2KJCquwp+Ib+8lToOAABAWfr2GaDV576obDPGEe+y612t/89dFG8AoJIo3AARqHuy9EbMY+rq+cERXx9opVvyf61cOX/BKkuXlAQN7NAoiFkCAIC6buiwi/RN378rz3ROZttl2+ta/9bvXMsLAOoSCjdAhMlKP6w9z1yiHsYWR/yHQBPdkP9bHVX8SY8RF+3VpLG97OlBAQAAKjJ8zHWa3eMxFZrOR48uG57Thv894lpeAFBXULgBIkhOVoa2/2u0TitY64jvNhvp2oI/aK+SK1W0mXx9P/VomRTETAEAQDi5+KrbNCP1/xQwnV/6pK6cpI3v/dm1vACgLqBwA0SI7Mwj2vKPUeqWv9IR368G+k3cn7TTbFKp7lHTJgzS0M4n3xcAAKCkUdferY/ale4e1Xn549r434mu5AQAdYGzsymAsJSZfkg7/zlK3QvWOOKHlKisq9/V66f11YIth/Tagm2auTpN/oDpmPLbmj3KGojYGtOG7lEAAKA6rN8hRt/4W334fLYu3fO0Y1vnVX/XxkChOo/9k2v5AUCoonADhLmjh/cr7ZmLdVrhBkf8iOJ16Mp31KlrP3t9UMdk+5WRW6C09Fxl5vkVH+NVSmIsU34DAIAaK96Muu3/9MFkv8ak/cuxrfOaf2rDWwVK/elj1o6u5QgAoYauUkAYO7J/tw78a7hSTyjaHFaC9l82TZ16Diz1GatI06lpgnq3bmC/U7QBAAA1yesxNHrCn/RB83tLbUtd/5w2vn4vU4UDQAkUboAwdWDXVh359wh19DtnjzqgBjp81bvq3Huwa7kBAIDI5rGKN7dN1Aetfl1qW+fNr2jjC+Mlf6EruQFAqKFwA4ShnRuXqfDFC9Uu8IMjnqZGyrrmA3XofoZruQEAABQVby695Q/6oM3vS8021Xn3h9r0r8tl5me7lh8AhAoKN0CY2bTkC8W/MUrNzP2O+B41Uf71H6ttl96u5QYAAHDimDeX3vRbTe/wRxWazkeTTofnatvTF8mffdi1/AAgFFC4AcLIqq+mqeUHV6uBMh3xH4wWMm/6RK07dnMtNwAAgHKLN+N/pZk9JinXdI6t1z5rufY8dZ5yD+5wLT8AcBuFGyBMLHn/HzrtywmqZ+Q74ut9qYr72edq0TbVtdwAAABOOtvUVTfr64EvKt2Mc2xrlb9FWc+coyNbFrmWHwC4icINUMcFCgv1/fN3qu+yP8pnBBzblsf0V8t7PlfjlJau5QcAAFBZF468TCsufEtpZkNHPDlwUNGvjtKe7993LTcAcAuFG6AOy806qpV/v1QDdr9eatt3icN12q8+VnxCkiu5AQAAVMeQIedq5+XvaZvZ3BGPU66afnyjtn40ybXcAMANFG6AOurA7i3a/fdz1Svr21LbvkkZpwH3TFVMTKwruQEAAJyKfr37KO+GmVpqOMfn88pU+0WPaNPLt0uFzu7hABCuKNwAddCmRbOk54epQ+EWR7zA9Gpe94c15OfPyOPlnzcAAKi7unRoqxZ3z9AX0cNKbeu0faq2//18FRzd40puAFCbeLID6hLT1JJpj6nt9KvVWEccm46Y8Vp9wX901lW/ci09AACAmpTSKEkD73tH7ze8sdS2tlkrlPH0YB1eX7r1MQCEEwo3QB2Rl5OhpU+PVd81jyrK8Jea7vvwtZ+o99DRruUHAAAQDHExURp991N6r/3/lZouvFHgoOLfulQ7Zj1rf8EFAOGIwg1QB+zbvka7/zZUfY58Vmrb8ui+ir/zK7Xv0suV3AAAAILN6zF0+Q33at45b2qn2dixLUqFav3t77X5hXEy8zIqPE5GboE2pmVo2Y4j9ru1DgChzud2AgAqtvLTF9T+uz+qqXJKbfu62XgNvOVJRUU5v30CAAAIR+edN1xr2nyu798YrwHmCse2jrs/0t6/DVT9ca8roW2f4rhpmpq/5aBem79dn61Jkz9gOgpCI7qnaNzAthrUIVmGYdTqzwMAlWGY1p0MYW3nzp1q3bq1vbxjxw61atXK7ZRQyam+1035mXof+qTUtgyzntYMfFxnjhzvSm4AAABuOpiepXmT79borP+V2panKO0b9JBaD79bq3an61fTlmlDWuZJj5maEq8nx/ZWj5ZJQcoaQCTYGYTnbwo3EYDCTd2zY80CGf+9Wa0Cu0pt22q0VmDs6+rYtbcruQEAAISCQn9AH7z5jC7c9GclGqVbJq9KPFu3Hx6n3QXxlT5mXLRXk6/vp6Gdm9RwtgAixc4gPH8zxg0QQgKFhVryxkNKmTqqzKLNvIQRanTP1xRtAABAxPN5Pbry+ru18pLpWq2Opbb3SJ+rDzy/1gWexZU+Zna+XxNeW6xVu47WcLYAUH0UboAQkbZ1lTY/PkR9Nz6taKPQsS3TrKdvez2qQb+aqqQGDV3LEQAAINQMHjBADe/+Uh/FXV5qWxMjXS9GT9Jffc8rXtmVLt7cN225PTYOAIQCCjdADavqbAVmwK+l7zymxFeGqXP+2lLb13s6ad+1szT48jsYMA8AAKAMLZKTdNF9L+ndLn/TQTOh1ParfV9pRszvdLZneaWOtz4tQwu2HApCpgBQdcwqBdSA6s5WsGfTch195071yVspnVCTCZiGvkm5RgNuelL16tWrzR8HAACgTnaduuKa2zTh3y31k91P6ELvEsf2VsYBvRr9V73rH6L/VzBOh5VY4fFeX7BdgzomBzlrADg5CjfAKbL6QFc0W4FVxPlk5V77VTRbwWmNo7Xs7Yd1+pYpan5CtyjLDqO5Dl74tM4ePKIWfgIAAIDwYLV0/nyHNDNwn64KzNHDvlcVb+Q69rnC+43O8SzXIwXX64PAYGu+ljKPNWP1Xvt4CbFRtZQ9AJSNrlLAKfh6436NnTy/UlNMWqz9/vLvKdr1WH/13zq51Fg2lm8aXqHEexeoN0UbAACAKtl7NPfHls+G3vGfq4vyH9OCQNdS+yUbGXo6+lm9FvWoOhqlJ4SwWMdJS3cWfQDADRRugFNoaWPNOmANYFcZTXVYT0Y9qzd9/6e25s5S23epqRad/YqG3POykpIaBCFjAACA8JZ1wu9lO82muib/Qf2+4Balm3Gl9h/qXaUZ0b/Tg77Xyxy8ODOvcr/nAUAwUbgBqjmmjdU9qjJFm2gVaIJ3ur6Iuc9umnuiQtOjuU2vVcJ9i9T/vNKzIQAAAKBy6kd7S8VMefSW/3ydn/eEPvGfUWp7lOHXbb5P9GXMfbrSM1eGAsXb4mNKHw8AahuFG6AarIGIT949ytT5nsWaEf1b/T7qrVL9qy1rjU7aMGa6zr7j30pMSApavgAAAJGgWVKsPTFEWfaroe4ouFe35/9Su81GpbY3MY5qUvRzmh79Bw32rJTPYyglMbYWsgaAijE4MVAN1iwDFTnd2KwHot7UQE/p6b0tVlPdJwt/on1drtezfUt/8wMAAICqswYStmbztCaFKM9ngQH6Oq+n7vR9oNu8HyvmhDEHe3i26Y3oR7XI10dR+1tKrXvVQuYAUD5a3ABVZM0uMHN1WpnbWhtp+mfUP/RhzB/LLNpYU3y/XXiuhuVN0iv+izRz3QH7eAAAAKgZ4wa2Pek+OYrV3wqv1vD8x/W5v0+Z+/QvXKroKedo2/PXqmDfhiBkCgCVQ+EGqPZsBcc110H92TdFX0T/WqO9C8r83NJAJ12W/4h+V3i7DupYtyhmKwAAAKhZgzokKzUlvlL7bjeb6daC3+jG/N9oQ6Blqe0emWq3+2N5nj1T214Yp8J9G4OQMQBUjMINcAqzFVgzRU30vaKvYn6p63yz7cHtTrTTbKx78+/QFfkTtcLsWGo7sxUAAADUHMMw9OTY3oorY6Di8nwV6KOR+Y/ptwW3Kc0sPbunVwG12zVdevYMbXvxehXsLbs7PAAEA4UboBqzFbTQAT3s+4/mxtyrG32fleobbTlqxulPBdfp/Ly/6f3AEHtGg7IwWwEAAEDN6tEySZOv71el4o1fXk33XqAvLvhU0xJvUIZZr9Q+PquAs/NDRT03UD88M0a5W+bVcOYAUBqDEwNVmAL8u0XfKeeLv2lOzBdltq6x5JpRetU/XM8UjtFRVdxMl9kKAAAAgmNo5yaaNmGQfjVtWSVmA5W6pCRo0thedtHHHPK0Fqy+S7s+eUIjsz5QfSOv1P5t9n8lvfqVdiX0UsJ5v1Rir0slD1/IAah5hmk9jSKs7dy5U61bt7aXd+zYoVatWrmdUp2SnV+ouV98orhFz2lIwTx5jLL/yeSZPr3lP0/PFo7RPjWs1LFH9WyuZ67rW8MZAwAAoIj1uLNgyyG9tmCbPcFEybEKrS/RRnRvZg9oPLBDI7ub1YmfnbdyvfZ++jddlP1hmQWcIoeimim/z81qdu5tUlzp6cYBRIadQXj+pnATASjcVM/WfUe1aMarSt3yH/VS+QPRFZheTfOfq38VXqY9Sq7SOd66baAGdazaZwAAAFA91mye1sQQ1hiDVnd1q+WzNYX4yViPTN8sX6e9nz2lC7Omq4GRVe6+eYpRWrvRan7ezxXVup816E6N5W5NkmGNt2h13W+WVLncAdQuCjeoFgo3lZdb4NdXS9fp8LcvaeiR99XKOFDuvjlmtN72D9MLhaO0W42rfC6rOe6Me4eW+mYHAAAAocl6dFq8cYc2fvqMzjk0TS2MQxXunxbXWZ5+N6jJWeOkeg2rdb75Ww7qtfnb9dkaZ2shr91aKMVuLWTNpMXvlEBooHCDaqFwUzHrn8Ca3Uc1f84MNdvwui40FyjGKCh3/0zF6YeO18l/xgRd/cZmZZeYZaqyrIHyrD7XVh9qAAAA1D3rdh3Qko9fVM+dU9XTs6XCffMVrb0tLlCTweNV77QLJO/JW8qs2nW00uPzWNOfWzNp8bsl4D4KN4iYwk1tNAXdcShbMxetUe6SqTove6a6ebZXuP9BbxMd6Xmz2g+/Q564Y9NEfr1xvya8trhKxRuraGPNcmANmAcAAIC6bX96rr6c/bGSVryk8wLzy53AokiGt4GOdhitZkPHy9d6QJldqfgdE6i7dlK4QTgXbmqjKeieozmauXKXdiz6VH0OfqQLPYvKnMq7pF31uylmyC/U+IyrJK/vlL4NKTlbAQAAAMJHfmFAXy5eoSNfv6iz0meotWf/ST9zOKqZsjuOUsqgq48VcTwe+3fLsZPn06obqKN2UrhBuBZugtkU9IeD2Zqxarc2Lp2rrgdm6hLvAjU1jlT4mQJFaW+ri9T0/DsV027gSQeVO5XZCgAAABBeNu9L13ez31WTDW/rnMBCRZ+kFY7liK+pMtpdqH/t7qz3DrVXvqrX2pxxFAF3UbhBWBZuaropaKE/oCU/HNHstXv1w+oF6nZ0jkZ75qudJ+2kxz0S00Jmv5vVcPBNUv2qDzh8KrMVAAAAIPxa4cxdtlZp899St/0z1MdT/kylJWWasZobOF1fBProa39Ppalq04szcyngHgo3CLvCTU01Bd15OFvfbDygeRv3KGfjNzqr8DsN9y5SS+PgSY9TaETpaNsRanjWTfJ0Os9uogoAAADUpIOZeZq7YIFyl07VmRmz1cGzt9Kf3Rxorm8CPTQv0EPzA12VrvgK9x/Vs7meua5vDWQNoKoo3CCsCjfWpTfiqbmV6h5VngaxPvWpt1cd0hdqsGeVzvSsVX0jr1KfTW/QTXFn3iBfr7FSXNW+xQAAAACqa/uBTH333dcKrHpf/bPmqpNnd6U/6zcNrTTb20WcbwPdtSjQRXmKduxjjQ+57KELQ6bVd21MPAKE8/N36ZFWgVpiDURctaKNqaY6Yk+3eLr1MrbodHOLknMyVNkuwDnxbRTd+2p5e12lxCZdqps6AAAAUG1tG8er7aiR0qiR2nEwS+98941yVk5Xz6z56mVslsco/7t1r2Gqt7FFvT1bdIc+VJ7p0xqznZYGOmlZoJOWmJ20M9DE7rrvZnGkNiYeASIFhRu45vUFZU+/3VDpOtuzQi2NA2plHFAL46C93MI4UOnWNCXlJrRVdPfR8vS8QvVa9D3pQMMAAABAbWmdXF+tLx6hZT3P1GXPfKvGOqph3qU6z7NUZ3lWK8nIrvDz1gypfYxN6uPZVBzbbybqyFu9tL/zIDXqMljeVv2kmASFysQjVhHnk5V77VdVJx4BIhGFG7jWXNKafaksrY39ejr62VM6fn7T0xXd41KpyyjFNu1KsQYAAAAhzepCZDmgJL3jP9d+eRRQD2OrBntW6yzPKg3wrFesUXDSYzUx0tXk8NfSQut1LHYopqWyG56mqOY91bBDH0W36Ck1bF/j4ztWdeIRq7hjjXlZ3sQjoaAud/Wqy7mHQ/41hcKN1cd0+3b94x//0Mcff2z3QYuJiVHHjh01duxY3XnnnYqLi6uR83z66ad6/vnn9f3332v//v1q0qSJBgwYoNtvv10jR45UJLH+8ZVsLlnSLrPqszllx7VQvS4XyOh4rtT+HEVXc0YoAAAAwA3WA6nVhajk78gBebTC7KgV/o76t/9SxShffT0b7bEdrWLO6cZmu+tUZTTK26VGe3dJe2dLS4/F8oxYHY7vpMIm3VS/VU8lteomT5NOUlJryXOskFTVljZVnS3WYu1vfa5o4pFQUJe7etXl3MMh/2CI+MGJp0+frnHjxik9Pb3M7ampqXZBp1OnTtU+RyAQsIszU6ZMKXefW2+9VZMnT5YnCDMaheLgxMt2HLGbgpbN1LqYG8v9NiHDrKdVgfZaYbbXykAHLTc76J8/v1y92zQMas4AAABAMN3xxmK7+1BlJShbp3s2q7ex2Z5q3OoulWxknHIeBYrS0diWykvqIE/jTopvcZriW6TKSO4kxaeU2UqnJiYe6ZKSoBn3DnX9YfxkXb1KCrWuXnU593DI38LgxDVs6dKluvrqq5WTk6P4+Hj9/ve/17Bhw+z1t99+Wy+88II2bNigUaNGadGiRUpIqF6/0AcffLC4aNOnTx/df//9douezZs36/HHH7fzePHFF+0WOH/5y18USU1By2ZoQaCb3TR0p9lYu83Gdisc67Vb1nuyTDn/s4iPjehLGQAAAGHAakVQlcJNhuL0baCnvlVPyW7kYqqNsU9XNdurZumr1Llgrbob2xVlVK0FTJQK1Dh3m2S90r6QVjuLOukxKcqLa6FAUitFNWqr+intta2goXL2HVCUklVQzcfM9WkZWrDlkAZ1TJZb6nJXr7qcezjkH0wR3eLm7LPP1tdffy2fz6e5c+dq0KBBju1PPPGEXWSxPPzww5o4cWKVz2EVfrp3767CwkL179/fPk+9evWKt2dnZ+ucc86xC0NWHmvXrj2l1j11pcWN1Vex9yOzyu0uVRU+j6GlITTdIQAAAFAdNd1qZV9GrlZsTVPaluUq3LVS9Q6vU4v8zepq/FAjLXPKEjANHVKC9psNtK/oJeu9oWP9sJmgTFnPRc7WNaN6Ntcz1/WVW609rEJAVbt6WeKiva529arLuYdD/sF+/o7Yws3ChQt15pln2ssTJkzQc889V2YXpx49etjFlAYNGmjfvn2KiqpaceCOO+7Qv//9b3t5/vz5GjhwYKl9FixYUFw0svZ/5plnFO6Fm+o0BS2Pmzd3AAAAoC49wGblFWrD3nRt+2GbMrYtlfatVYOM9WoT2KkOxl4lnmQWq5qUb3p1RAk6bMbriOJ1yEyw34f0TFVcg6aKTmyi2MTGikpoItVrJNVrcGx2LF9MjedSl7t61eXcwyH/E9FVqga9//77xcs33XRTmftY482MHz/e7kJ15MgRffnllxo+fHilz2FdgB988IG9fNppp5VZtLFY8S5dumj9+vX2/v/6179C4oILtaagFR0HAAAACAdW0cXq+lHVQX6too31uZO1Oqgf41Ofto3sl4b2LX5u2Z+Zp7X7MrVnz06l714nc/8mxaRvUYOcHWqrPWpv7K3UjFZVEW341VRH1NQ44tyw5ssKP2d118rx1Fe+r74KfPXl98XLH50gxcRLMYl2cceITZA3NlG+eknyxdZXdL34Y6/Y+jKi46SoelLU8ff5Ww+fUuHAza5e1kC+dTX3cMi/NkRs4eabb76x3+vXr69+/fqVu5/VjanIt99+W6XCzdatW7V79+5SxynvPFbhZteuXdq2bZvat2+vcGeNAm4NKHWqldWBHRrVaF4AAACAm6zxOqyWM5UdpNX6nXjS2F7V7ipifWncNCHWfqmjNTtr7+Jt1tAGe47m6Pv9Gdq/5wfl7N+mwkM/yJO+U3HZu9WwIE0tjANqaRxQgpGj2mCNwRMVOCLlW6+aOWZ/+bQ8Jlo5ilGOGa1cRSvfPpNPBaZP+Tr+Oh6LKhXb8t4sNUttLsMXbb+s1kEej1cer89+GR6vvN4oGb4f3+11nzw+37F3r7UeLY/XI8MTdWx2L8N77N1++ZzrhlfT5q1TtApUKK8Cdtez6jUCeH3BdlcKH9Z5y1JfOepg7FFHY7c6enZrr9lIb/gvqPA4FG7CjNX9yWKNJ2ONLVMeq6XMiZ+prDVr1pR5nMqcpyqFG6spVkX27NmjUGT9B2GNAn4qTUGt/6AioXUSAAAAIotVhJl579l2K4LXFmzTzNXOaZGtcR5HdG9mtz63vsgM1u/E1vTLrRrG2S+lpkga4Nhe6A9owZaDumjKd0pUtpobB+0WNEUtaZoah398HY/VM2qo2lKDolWoaKNQScqubt3jGKvOtkS16inrFXt8vcD0yi+PXcgpehWvm8fX/fKqwF62Yh7513u1/C+xMg2v/Ibv+Eu+E9a98nuiSsUDhk+F1rsV95T47I/7Buwp5r3ymlYGBfKZhfL489Vo1y7d6c1SQyNDDY1MNdMhu1DTzDjs+DkXBrpUWLiZsXqvPZZqOI59GpGFm9zcXB04cMBePll/s4YNG9qtcrKysuz+aVVRsqBysvMU9YGzVPU8JT9b1wS7KSgAAABQV1nFGKsFgfWyHkjT0nOVmedXfIxXKYmxIfGA6vN61Kt1A3k9HqUH6ivdrK/1ZpsKPmGqvnLtB/SGsh7UM358zyyONfZkKsHMUCMjQw3sWKbijLxa/KnqNmsWMatUYnUqK+VkRSk3amqVvIw7GBU3SLAKm9a/kVD4d1HTIrJwk5FxfAR1axrwkykq3GRmZgbtPNY5ilT1PHVdbTcFBQAAAOoa62E0VB9IrbxGdE+p5PiVhrJUT1lmPe1UE6uOU+bEI7kFfmXkFtoFq425hcrKzFR25iHlZR5RQfZRFWSny597VGZuhpSXIU9+hrz5mYryZynGn6XYQJbqmdmqb+aonvIUa+Tb7/WUH5ItfnByjY10NVCGPaB1eazCZjiK2BY3RaKjo0+6f0zMsVHLc3JygnaeonNU5zwna6FjdZU644wzFMpCpSkoAAAAAPcnHomN8tqvJglFz0kNrH4MVT6e1ZUrtzCg7PxCZeT7ta/Ar+y8AuXnZCsvJ1P5uZnae+CQps7b8GNR51hxJ0b5dtepKKsLlY6/RxsFZcSOLR9bL1CcN2C/W12BfHYnpIC8ptU5KWC/7M5GRsAekcZbInbsvSjul88IKNL5TUM7zKbabLawX9afTUWs1mjhKCILN7GxxzsA5uefvNqal3esWV69evWCdp6ic1TnPKEyvXckNAUFAAAAUHcmHrG6csVbr5gTH32PD2JrPXtMnO8/9sWxeYrn8xha+uCFZT67WLN3WecoDJz4HlCO9e4vHff7/fIXFtjvpr9AMgPH3gMBmYFC5eT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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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"metadata": {
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"image/png": {
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"height": 480,
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"width": 567
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}
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},
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"output_type": "display_data"
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},
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{
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"data": {
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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 480,
|
|
"width": 579
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
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{
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"data": {
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|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 480,
|
|
"width": 567
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
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{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 480,
|
|
"width": 583
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"N = 20 # N appartient à [4, 8, 12, 16, 20] ou N est le nombre de points pour l'interpolation\n",
|
|
"x = np.linspace(0, 3, N)\n",
|
|
"xx = np.linspace(0, 3, 200)\n",
|
|
"\n",
|
|
"for f in [f0, f1, f2, f3]:\n",
|
|
" y = f(x)\n",
|
|
" plt.plot(xx, f(xx), label=f\"Courbe {f.__name__}\")\n",
|
|
" plt.scatter(x, y)\n",
|
|
" plt.plot(xx, interp(x, y, xx), label=f\"Interpolation {f.__name__}\")\n",
|
|
" plt.legend()\n",
|
|
" plt.suptitle(f\"Courbe {f.__name__}\")\n",
|
|
" plt.xlabel(\"$x$\")\n",
|
|
" plt.ylabel(\"y\")\n",
|
|
" plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Nous rappelons le résultat d'existence et d'unicité vu en cours\n",
|
|
"\n",
|
|
"> **(Polynôme interpolateur de Lagrange)**<br>\n",
|
|
"> Etant donnés $N$ un entier strictement positif, $x_1,\\ldots,x_N$ des réels deux à deux distincts et $y_1,\\ldots,y_N$ des réels, il existe un unique polynôme $P$ qui vérifie\n",
|
|
"> $$ P\\in\\mathbb{R}_{N-1}[X], \\qquad P(x_i)=y_i, \\quad 1\\leq i\\leq N.$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Construction par la méthode de la matrice de Vandermonde\n",
|
|
"\n",
|
|
"Nous rappelons que le vecteur $a=(a_1,\\ldots,a_N)$des coefficients du polynôme interpolateur de Lagrange dans la base canonique de $\\mathbb{R}_{N-1}[X]$ est solution du système linéaire\n",
|
|
"$$ M a = y$$\n",
|
|
"où $M$ est la matrice de Vandermonde associée aux points $(x_1,\\ldots, y_N)$ et $y=(y_1,\\ldots,y_N)$.\n",
|
|
"Nous avons\n",
|
|
"$$\n",
|
|
"M = \\begin{pmatrix}\n",
|
|
"1&x_1&\\ldots&x_1^{N-1}\\\\\n",
|
|
"1&x_2&\\ldots&x_2^{N-1}\\\\\n",
|
|
"\\vdots&\\vdots&&\\vdots\\\\\n",
|
|
"1&x_N&\\ldots&x_N^{N-1}\n",
|
|
"\\end{pmatrix}.\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"**Question**\n",
|
|
"\n",
|
|
"> 1. Proposez une fonction `interp_vdm_build` qui prend en argument un `ndarray` noté `x` et qui retourne la matrice de Vandermonde associée.\n",
|
|
"> 2. Proposez une fonction `interp_vdm_poly` qui \n",
|
|
"> * prend en argument deux `ndarray` notés `x` et `y` ;\n",
|
|
"> * vérifie que les deux arguments ont bien la même taille ;\n",
|
|
"> * calcule la matrice de Vandermonde `M` associée au vecteur `x` ;\n",
|
|
"> * retourne la solution du système `Ma=y`.\n",
|
|
"> 3. Vérifiez que vos fonctions fonctionnent correctement en affichant les résultats pour des points bien choisis (vous pouvez prendre ce que vous voulez...)\n",
|
|
"\n",
|
|
"*Indication : vous pourrez utiliser la fonction `fromfunction` du module `numpy`, la fonction `solve` du module `numpy.linalg`.*"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def interp_vdm_build(x):\n",
|
|
" \"\"\"Build the Vandermonde matrix for points x.\"\"\"\n",
|
|
" size = x.shape[0]\n",
|
|
" M = np.reshape(x, (size, 1))\n",
|
|
" power = list(range(size))\n",
|
|
" return M**power\n",
|
|
"\n",
|
|
"\n",
|
|
"def interp_vdm_poly(x, y):\n",
|
|
" \"\"\"Compute the coefficients of the interpolation polynomial.\"\"\"\n",
|
|
" if x.shape != y.shape:\n",
|
|
" msg = \"x and y must have same dimension!\"\n",
|
|
" raise ValueError(msg)\n",
|
|
" return np.linalg.solve(interp_vdm_build(x), y)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"**Question**\n",
|
|
"\n",
|
|
"> 1. Proposez une fonction `horner` qui prend en argument un `ndarray` noté `a` et un `ndarray` noté `xx` et qui retourne l'évaluation aux points du vecteur `xx` par l'algorithme de Hörner du polynôme dont les coefficients dans la base canonique sont stockés dans le vecteur `a`.\n",
|
|
"> 2. Proposez une fonction `interp_vdm` qui \n",
|
|
"> * prend en argument deux `ndarray` `x` et `y` de taille `N` et un `ndarray` `xx` de taille `M` ;\n",
|
|
"> * calcule le polynôme interpolateur de Lagrange aux points donnés par les vecteurs `x` et `y` en utilisant la fonction `interp_vdm_poly` ;\n",
|
|
"> * retourne l'évaluation de ce polynôme aux points du vecteur `xx` en utilisant la fonction `horner`."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def horner(a, xx):\n",
|
|
" \"\"\"Evaluate polynomial with coefficients a at points xx using Horner's method.\"\"\"\n",
|
|
" result = np.zeros(xx.shape)\n",
|
|
" for i in range(len(a) - 1, -1, -1):\n",
|
|
" result = result * xx + a[i]\n",
|
|
" return result\n",
|
|
"\n",
|
|
"\n",
|
|
"def interp_vdm(x, y, xx):\n",
|
|
" \"\"\"Interpolate points (x, y) at points xx using Vandermonde matrix method.\"\"\"\n",
|
|
" P = interp_vdm_poly(x, y)\n",
|
|
" return horner(P, xx)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"**Question**\n",
|
|
"\n",
|
|
"> Afin de tester votre fonction : en prenant $N=5$,\n",
|
|
"> 1. prenez $N$ points équirépartis entre 0 et 1 (ce sera notre vecteur `x`) ;\n",
|
|
"> 2. générez $N$ valeurs aléatoires entre 0 et 1 (ce sera notre vecteur `y`) ;\n",
|
|
"> 3. tracez dans une fenêtre graphique le nuage de points d'abscisses `x` et d'ordonnées `y` à l'aide d'une commande `scatter` ;\n",
|
|
"> 4. ajoutez le tracé du polynôme interpolateur en prenant `xx` un vecteur de taille grande (plutôt 100 ou 200 points équi-répartis entre 0 et 1) ;\n",
|
|
"> 5. vérifiez que le polynôme interpolateur passe bien par les points d'interpolation."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[<matplotlib.lines.Line2D at 0x11326ed50>]"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 413,
|
|
"width": 547
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"N = 5\n",
|
|
"x = np.linspace(0, 1, N)\n",
|
|
"y = np.random.rand(N)\n",
|
|
"xx = np.linspace(0, 1, 200)\n",
|
|
"\n",
|
|
"plt.scatter(x, y)\n",
|
|
"plt.plot(xx, interp_vdm(x, y, xx))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "studies",
|
|
"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": "3.13.9"
|
|
},
|
|
"toc": {
|
|
"base_numbering": 1,
|
|
"nav_menu": {},
|
|
"number_sections": true,
|
|
"sideBar": true,
|
|
"skip_h1_title": false,
|
|
"title_cell": "Table of Contents",
|
|
"title_sidebar": "Contents",
|
|
"toc_cell": false,
|
|
"toc_position": {},
|
|
"toc_section_display": true,
|
|
"toc_window_display": false
|
|
},
|
|
"varInspector": {
|
|
"cols": {
|
|
"lenName": 16,
|
|
"lenType": 16,
|
|
"lenVar": 40
|
|
},
|
|
"kernels_config": {
|
|
"python": {
|
|
"delete_cmd_postfix": "",
|
|
"delete_cmd_prefix": "del ",
|
|
"library": "var_list.py",
|
|
"varRefreshCmd": "print(var_dic_list())"
|
|
},
|
|
"r": {
|
|
"delete_cmd_postfix": ") ",
|
|
"delete_cmd_prefix": "rm(",
|
|
"library": "var_list.r",
|
|
"varRefreshCmd": "cat(var_dic_list()) "
|
|
}
|
|
},
|
|
"types_to_exclude": [
|
|
"module",
|
|
"function",
|
|
"builtin_function_or_method",
|
|
"instance",
|
|
"_Feature"
|
|
],
|
|
"window_display": false
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|