{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Spirale d'Ekman océanique : \n",
        "\n",
        "L'équation pour les composantes \\( u(z, t) \\) et \\( v(z, t) \\) s'écrit :\n",
        "\n",
        "$$  \\left\\{ \\begin{matrix} -fv = - \\frac{\\partial}{\\partial z} ( K\\frac{\\partial u}{\\partial z}) \\cr fu = - \\frac{\\partial}{\\partial z} ( K\\frac{\\partial v}{\\partial z}) \\end{matrix} \\right. $$\n",
        "\n",
        "Avec $ f = 2\\Omega sin\\Phi $ le paramètre de Coriolis (où $ \\Phi $ est la latitude), et $K$ le coefficient de viscosité turbulente.\n",
        "\n",
        "On modélise la viscosité turbulente \\(K(z,t) \\) à l'aide d'une longueur de mélande \\( l(z) \\) telle que :\n",
        "\n",
        "$ K = \\nu + l^2 \\sqrt{\\left( \\frac{\\partial u}{\\partial z} \\right) ^2 + \\left( \\frac{\\partial v}{\\partial z} \\right) ^2 } $\n",
        "\n",
        "avec $ l(z) = \\frac{\\kappa z}{1 + \\kappa z /\\lambda} $, où $\\kappa = 0,41$ est la constante de Von Karmann, $ \\lambda = 2,7 10^{-4}u_g/f $ et $ \\nu = 0,1m^2.s^{-1} $ la viscosité moléculaire.\n",
        "\n",
        "En notant $ \\tau = \\rho u_*^2 $ la tension du vent où $ \\rho $ est la masse volumique de l'eau et $ u_* $ la vitesse de frottement.\n",
        "On définit $ z_0 $ comme la \"rugosité\" de la mer vue par le vent, formée par les vagues de longueur d'onde proche d'un mètre.\n",
        "\n",
        "Conditions au limites :\n",
        "\n",
        "*   $ u(-H, t) = v(-H, t) = 0 $ où $ H $ est la profondeur de la couche limite\n",
        "*   $ K(-z_0,t)\\frac{\\partial u}{\\partial z}(-z_0, t) = u_*^2 $ et $ \\frac{\\partial u}{\\partial z}(-z_0, t) = 0 $\n"
      ],
      "metadata": {
        "id": "emeS9uHouhvE"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Résolution grâce à la méthode d'Euler\n",
        "$\\delta t = 1s$"
      ],
      "metadata": {
        "id": "zHUmzyutvy0N"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "qS0xoGjMuhFi"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "def Fuv(u,v):\n",
        "    dudz=(u[1:]-u[:-1])/dz\n",
        "    dvdz=(v[1:]-v[:-1])/dz\n",
        "    K=nu+l**2*np.sqrt(dudz**2+dvdz**2) \n",
        "    Kdudz=K*dudz; Kdvdz=K*dvdz\n",
        "    Fu=f*v[1:-1]+(Kdudz[1:]-Kdudz[:-1])/dz\n",
        "    Fv=-f*u[1:-1]+(Kdvdz[1:]-Kdvdz[:-1])/dz\n",
        "    return Fu,Fv,K\n",
        "\n",
        "def zfi(x,le=3):\n",
        "    miss=le-len(str(x))\n",
        "    a='0'*miss+str(x)\n",
        "    return a\n",
        "\n",
        "def advance(u,v):\n",
        "    for n in range(Nt):\n",
        "        Fu,Fv,K=Fuv(u,v)\n",
        "        u[-1]=u[-2]+usc/K[-1]*dz\n",
        "        v[-1]=v[-2]\n",
        "        u[1:-1]=u[1:-1]+dt*Fu\n",
        "        v[1:-1]=v[1:-1]+dt*Fv\n",
        "        if (n-1)%nplot==0:\n",
        "            t=round(n*dt/3600)\n",
        "            plt.xlabel(r'$v$ et $u$',fontsize=16 )\n",
        "            plt.ylabel(r'Altitude $z$',fontsize=16)    \n",
        "            plt.xlim(xmin,xmax)\n",
        "            plt.ylim(ymin,ymax)          \n",
        "            plt.title(\"Vitesses $u$ et $v$ pour t=\"+zfi(t,2)+\" h\",fontsize=16)\n",
        "            plt.plot(u,z,linewidth=3,color='green')\n",
        "            plt.plot(v,z,linewidth=3,color='green')\n",
        "            #plt.plot(ul,z,linewidth=3,color='blue')\n",
        "            #plt.plot(vl,z,linewidth=3,color='blue')\n",
        "            plt.savefig(zfi(t,2)+'h.png')\n",
        "            print(zfi(t,2)+'h.png')\n",
        "            plt.show()\n",
        "    return u,v"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Définition des paramètres : \n",
        "\n",
        "*   `f = 1.e-4` est le coefficient de Coriolis, à la latitude $45°N$\n",
        "*   `us=.1` est la vitesse de frottement à la surface\n",
        "*   `H=500` est la profondeur de la couche limite\n",
        "*   `z0=1` est la longueur de rugosité\n",
        "*   `K0=.3` est le coefficient de viscosité turbulente\n"
      ],
      "metadata": {
        "id": "ES9HUFsQ4o4P"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "k=0.41; f=1.e-4;  nu=.1\n",
        "us=.1; usc=us**2 \n",
        "H=500; z0=1; K0=.3;\n",
        "gam=np.sqrt(f/(2*K0)); \n",
        "u0=usc/np.sqrt(f*K0)\n",
        "\n",
        "Nhour=100\n",
        "Nz=100; usdt=1; dt=1/usdt; Nt=Nhour*3600*usdt\n",
        "z=np.linspace(-H,z0,Nz+2); \n",
        "dz=H/Nz; \n",
        "zh=.5*(z[1:]+z[:-1])\n",
        "\n",
        "# laminar solution\n",
        "ul=u0*np.exp(gam*(z-z0))*np.cos(gam*(z-z0)-np.pi/4)\n",
        "vl=u0*np.exp(gam*(z-z0))*np.sin(gam*(z-z0)-np.pi/4)\n",
        "uls=ul[-1]; vls=vl[-1]\n",
        "xmin=-1.5*uls; xmax=1.5*uls; \n",
        "ymin=-H; ymax=0;\n",
        "\n",
        "print(f'longeur de rugosité z0 = {z0}')\n",
        "print(f'vitesse de frottement à la surface u* = {us}')\n",
        "print(f'profondeur de la couche limite H = {H}')\n",
        "print(f'coefficient de viscosité turbulent K0 = {K0}')\n",
        "print(f'coefficent coriolis f = {f}')\n",
        "print(f'vitesse initiale u0= {u0}')\n",
        "\n",
        "la=2.7e-4*u0/f\n",
        "l=la*k*zh/(la-k*zh)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FFN5FF-B4ZoB",
        "outputId": "41cc6978-c85b-458b-fdb4-63e8625b96a2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "longeur de rugosité z0 = 1\n",
            "vitesse de frottement à la surface u* = 0.1\n",
            "profondeur de la couche limite H = 500\n",
            "coefficient de viscosité turbulent K0 = 0.3\n",
            "coefficent coriolis f = 0.0001\n",
            "vitesse initiale u0= 1.825741858350554\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Longeur de mélange l(z) :"
      ],
      "metadata": {
        "id": "GTpLhYZa6PRu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Figure\n",
        "plt.xlabel(r'$l$',fontsize=16 )\n",
        "plt.ylabel(r'$z$',fontsize=16) \n",
        "plt.title(r\"Longueur de mélange $l(z)$\",fontsize=16)\n",
        "plt.plot(l,zh,linewidth=3,color='black')\n",
        "plt.savefig(\"lOcean.pdf\")\n",
        "plt.savefig(\"lOcean.png\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 306
        },
        "id": "2F-OYNu86ONs",
        "outputId": "227ccf60-3b35-4eb8-cf9d-320c34d38e05"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Coefficient de Viscosité turbulent K(z, t=0)"
      ],
      "metadata": {
        "id": "CNwviJvp6uFv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# K initial\n",
        "plt.xlabel(r'$K$',fontsize=16 )\n",
        "plt.ylabel(r'$z$',fontsize=16) \n",
        "plt.title(r\"Viscosité turbulente $K(z)$\",fontsize=16)\n",
        "dudz=(ul[1:]-ul[:-1])/dz\n",
        "dvdz=(vl[1:]-vl[:-1])/dz\n",
        "K=nu+l**2*np.sqrt(dudz**2+dvdz**2) \n",
        "plt.plot(K,zh,linewidth=3,color='magenta')\n",
        "plt.plot(K0+0*K,zh,linewidth=3,color='black')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 306
        },
        "id": "ipBhxwWO3QQB",
        "outputId": "0f1cdccd-2216-4813-84e7-df802fe76213"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Gif animé spirale d'Ekman latitude 45N :"
      ],
      "metadata": {
        "id": "eQYTC40hTJSA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# temporal \n",
        "nplot=5*3600*usdt\n",
        "\n",
        "u = 0*z\n",
        "v = 0*z\n",
        "\n",
        "u,v=advance(u,v)\n",
        "    \n",
        "# final \n",
        "t=round(Nt*dt/3600);\n",
        "plt.title(\"Vitesses $u$ et $v$ pour t=\"+zfi(t,2)+\" h\",fontsize=16)\n",
        "       \n",
        "# avec longueur de melange\n",
        "plt.xlim(xmin,xmax)\n",
        "plt.ylim(ymin,ymax)          \n",
        "plt.plot(u,z,linewidth=3,color='blue',label=\"u\")\n",
        "plt.plot(v,z,linewidth=3,color='green',label=\"v\")\n",
        "plt.xlabel(r'$vitesses$',fontsize=16)\n",
        "plt.ylabel(r'$profondeur$',fontsize=16)\n",
        "plt.legend()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "mxZiOSOrTPeL",
        "outputId": "c1e1e374-b105-4103-fc91-b867a959a92e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "00h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEgCAYAAABxQp66AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAdaElEQVR4nO3df7hcVX3v8feHxCSYoiT8lPBbA0hSlZiCv6pUEQLtY2JBjdULWOWHBe+t2PaGywUjVESp+pQK2oh5gNYa1FsgYjAmKtiiKAHJLxQ4BJDEKEEwgEogyff+sdaRYTJzZuasOXNmzvm8nmc/s2ettff+zs7JfGevvffaigjMzMxK7DTcAZiZWe9zMjEzs2JOJmZmVszJxMzMijmZmJlZMScTMzMr5mRiZmbFnEzMzKyYk8kIJ+l6SY9LGl+nfhdJv5V0laT5kqKqfo6kczoT7cjkffh87d4fkvaT9HVJmyU9Iek/Je1f2rZqufmSQtLYdsU90jiZjHxXA7sCf1Gn/iTghbndlcBrq+rnAP4iLON9+Hxt2x+SXgh8FzgMOAX4H8BU4HuSJg62rbXOWXbk+ybwa+Bk4P/VqD8Z+Dlwc6SxddZ3MDYboSSNj4gtHdjUacDBwKER0Ze3vQq4DzgD+Mwg21qLfGQywkXEM8BXgOMl7VZZlw/v3wT8W0REdTeXpKtIv+Cm5EP8kPRgRf0rJS3O3Wi/l3SrpD+t2sYhkq6T9IikpyX9XNLX+rsLGtW3c1u1SBon6RlJH6kq3zd/3pMG2r+N4mq0D2us7xZJt9QoP0TSs5JOG2DZ/q6YP5b0PUm/k7RR0oWSdqpqO0vSD3PMm3N36KFVba6qFaukmyXdXGO70yUtlfQU8NU6Mba0P5rwNuC2/uQAEBEPALcCswva1nOQpG9KekrSQ5IuqN63o5V3wuhwNfACYG5V+XsBAdfUWe4iYAmwidT99Vrg7QCSZgA/ACaTfvGdSDoCWi7p1RXr+CYwBfggcBwwD9jCc397jerbua1appP2zU+qyo/Ir3fVW7DJuOruwzpWA4fXKP8kcA+wcIBl+10PLCd1J/0HcD5wQUXcs0j76ingXaT9NR34b0lTmlh/PTcAt5C+tD9bp81Af1OSNLaJaUzF+qYBa2psZy077sdW2tZzHamrbA5pP3+MlBwtIjyNgon0H+ZHVWU/BX5Y8X5++pN4XpurgPU11vedvPy4irIxuez6/H53IIC31YlpwPp2bmuAdb8/Lze5qvwC4AlAJXENtA/rrPOMHM+eFWWvz2XHN1h2fm43r6r8i8CTwK75/QpS187YijYHAc8Cn6mK+8Ea27mZ1C1avd3/1eRnrPc3dXReT6OpctvPAJfUWNc/AluryppuO8C+fV9V+Wrg2638zY3UyedMRo+rgU9KOiQi7pV0JOlE5AdbXZGknUndYxcD26u6kZYD78nzvwbWAZdI2ov0JXBfRdtG9e3cVj1HAA9FxGM1yldF/sao1kJcrVqVX6cBj+T5S4HlEXFTk+uo7mJaBHwAmC7pJ8AM4OKI2NrfICIekHQr6TMN1nUFywLcAfxJE+2eLNxOiW9WvV/Dc0exo5q7uUaPfwe2k064k1+3ANcOYl2TSb/Azyf9mq2czgYmSdopfxG/lfRL+BPAvZLWSfog5EOgAerbua0BzGDHLi5IXxB1u7iajavBtmtZQ/oFPA1A0onAUcDftbCOX9V5PwWYROra3FhjuV+SPtdg1VpnK54i7fNGU1/FMo+TPlO1ybmOQbatp/pHxxZgQpPLjmg+MhklIuIXkpYB75V0Iamv/BsR0ex/okq/ISWmy6lzviUitufXdcDJkgS8kvRFe4WkByPipkb17dxW9XK53StIv/wry18KHMDAyaTpuFoREU9KegiYlo92LiZdILGyhdXsRTpKq3wPsIH0pRnA3jWW25vnf1k+DYyr0W430pHgDuG3EGMtbwK+10S7W0hdYpC6b6fVaHM4cHdVWSttrUVOJqPL1aQTsp8gnWO4uolltgA7VxZExG8l/RfpC/vOZr4085HDXUo3q72fdML3pkb1Q7GtCrsAE9nxF/Xf59e6yaTFuHbYhw2sIn3pnQHsB7y5hWUB3glcUvF+LulX/+oc9x3AOyTNj4htAJIOAF4H/EvFcg8Be0naIyI25XYvBQ4lXXgwWPX2x2C6uRYD/yTp4PxjAkkHks4zzatarpW21iInk9HletJJ5Q+T+uO/1cQydwOTc3fRCuDpiFhNuuns+8BSSV8ifSHvTuo2GhMR8yS9AvhnUldaH6lb6FRgK/DdRvUVMRRvq9YHi4gnJG0E3inpRtIX3FnAO/Jyta78qdQwrgb7sJ7VOY5DSSfENzSIo9ppuYvtdtJVbR8A5kfE5lx/Pqnv/0ZJVwB/RLoqaTPw6Yr1fI109dW/S/pM/mznAo+2GE+1mvsjIp7M71vxRdIR6A2S/i/p6Ogi4GHgXwvaWquG+woAT52dSP+hAvhsjbr57Hg110TSfSr93SMPVtS9nHRy9xHSr831pF9/J+T6PUlHP/cCvyN1odwCHNdMfVUcRdsaYH8cA/yM1KWzhvRlcyWwpsn9OWBcjfZhnXW+K7f7FbBLC/+28/Ny00ndRb8nnQe5CNipqu0s4Ie5zWbSZb2H1ljnnLxffg+sBI6l/tVcY5uMs6X90cT69ifdkPsE6ajleuDA0rZ19u3YqvKrSuMfKZPyDjGzHidpPvBR4AVRcaWWWSf4ai4zMys2YpJJHh7iHkl9knwyzcysg0ZEN1ceXuFe0n0G60knHt8dEb7cz8ysA0bKkcmRQF9ErIs0sOEimh+4zczMCo2US4OnkC7v67eedNfwH0g6HTgdYOLEia8+7LDDOhedWZPu+MUdf5jfY+IebIttbN2+lW3bt7Ft+za2RprvRI/C+LHjmb7n9CHfjvWOO+6449GI2KNW3UhJJg1FxAJgAcDMmTNjxYpWL2c3G1o/3vBjjrryud9Am9g0JNsR4sUTXsykCZPYdcKuTNp50nPzFWX77LIPcw6bMyQxWG/KozPUNFKSyQbSncL99s1lZj1j2f3Lmm47bsy4uslg0s47JobK+ReNfxE7+REc1mYjJZncDkyVdBApicwF/mp4QzJrzS+e/MXz3l8267K6iWHC2AmkocXMusOISCYRsVXS2cBS0jAaCyNi7TCHZdaSx59+/pibHzrqQ8MUiVnrRkQyAYiIJaQnuJmZWYe549TMzIo5mZiZWTEnEzMzK+ZkYmZmxZxMzMysmJOJmZkVczIxM7NiTiZmZlbMycTMzIo5mZiZWTEnEzMzK+ZkYmZmxZxMzMysmJOJmZkVczIxM7NiTiZmZlbMycTMzIo5mZiZWTEnEzMzK+ZkYmZmxZxMzMysmJOJmZkVczIxM7NiTiZmZlbMycTMzIo5mZiZWTEnEzMzK+ZkYmZmxZxMzMysmJOJmZkVczIxM7NiTiZmZlbMycTMzIo5mZiZWTEnEzMzK9ZVyUTSOyStlbRd0syqunMl9Um6R9JxFeWzclmfpHmdj9rMzLoqmQBrgL8Evl9ZKOlwYC4wDZgFXCFpjKQxwOXA8cDhwLtzWzMz66Cxwx1ApYj4KYCk6qrZwKKI2AI8IKkPODLX9UXEurzcotz27s5EbGZm0H1HJvVMAR6ueL8+l9Ur34Gk0yWtkLRi06ZNQxaomdlo1PEjE0nLgb1rVJ0XETcM1XYjYgGwAGDmzJkxVNsxMxuNOp5MIuKYQSy2Adiv4v2+uYwBys3MrEN6pZtrMTBX0nhJBwFTgR8DtwNTJR0kaRzpJP3iYYzTzGxU6qoT8JLeDvwLsAfwTUl3RcRxEbFW0ldJJ9a3AmdFxLa8zNnAUmAMsDAi1g5T+GZmo1ZXJZOIuA64rk7dx4GP1yhfAiwZ4tDMzGwAvdLNZWZmXczJxMzMijmZmJlZMScTMzMr5mRiZmbFnEzMzKyYk4mZmRVzMjEzs2JOJmZmVszJxMzMijmZmJlZMScTMzMr5mRiZmbFnEzMzKyYk4mZmRVzMjEzs2JOJmZmVszJxMzMijmZmJlZMScTMzMr5mRiZmbFnEzMzKyYk4mZmRVrOplIukLSG4cyGDMz602tHJmcCXxL0lurKyT9kaSXtS8sMzPrJa12cy0Frpf0Z1Xl04B72hOSmZn1mlaTySeATwOLJb1hCOIxM7MeNLbVBSLiAknjgCWSjo2I24YgLjMz6yEtJxOAiJiXE8q3JB3T5pjMzKzHDCqZAETEOZJeAHwbOK99IZmZWa9pJZm8AbivsiAiPpQTymVtjcrMzHpK08kkIn5Qp/xMSc8AJ7ctKjMz6yltuQM+Iv5nROzajnWZmVnv8XAqZmZWrKuSiaRLJf1M0ipJ10nataLuXEl9ku6RdFxF+axc1idp3vBEbmY2unVVMgGWAdMj4hXAvcC5AJIOB+aS7rSfBVwhaYykMcDlwPHA4cC7c1szM+ugrkomEfHtiNia394G7JvnZwOLImJLRDwA9AFH5qkvItZFxDPAotzWzMw6qKuSSZW/Bm7K81OAhyvq1ueyeuU7kHS6pBWSVmzatGkIwjUzG71aSiaSjpD0n5IelbRV0oxcfrGkWU2uY7mkNTWm2RVtzgO2Al9uJb6BRMSCiJgZETP32GOPdq3WzMxo4T6TPLDjcmAd8B/A2RXV28lD1DdaT0QMOPyKpFOBvwDeEhGRizcA+1U02zeXMUC5mZl1SCtHJpeQhqCfBpxTVXcnMKM0mHx08w/A2yLidxVVi4G5ksZLOgiYCvwYuB2YKumgPFbY3NzWzMw6qJXhVGYAfxkRISmq6h4F2tF39DlgPLBMEsBtEXFmRKyV9FXgblL311kRsQ1A0tmkJDcGWBgRa9sQh5mZtaCVZPI08MI6dS8BNpcGExF1n9YYER8HPl6jfAmwpHTbZmY2eK10c/038Lf53o5+/Uco7we+27aozMysp7RyZHI+cCuwEvg6KZGcIukzwKuBP2l/eGZm1guaPjKJiJXAG4FfkZ5fIp67outNEeFnwJuZjVItPRwrIu4E3iJpAjAZ+E3VVVdmZjYKDfaxvU8Dv2hzLGZm1qMGTCaSWjmpHhHxlsJ4zMysBzU6MtmJ567YAjgU2Bt4kHTuZC/gQGAj4HMmZmaj1IDJJCKO7p+XNAf4Z+C1EfGjivKjgGtznZmZjUKt3GdyEXB+ZSIByO/nA//YxrjMzKyHtJJMpgL1xm5/BKh797qZmY1srSSTB4Az6tSdQTqPYmZmo1ArlwZ/DPiypDWkO+D7T8CfBBwGvKf94ZmZWS9oOplExCJJj5KSyrnAC4BnScPAHxcR3xmaEM3MrNu1egf8cmC5pJ2A3YFHI2L7kERmZmY9Y7B3wG8nnXQ3MzNr6bG9je6G9x3wZmajVCtHJtV3wwPsRrorfhNwb7uCMjOz3tLKCfija5VLeilwPXBxm2IyM7Me08p9JjVFxP3AJcCl5eGYmVkvKk4m2SbgkDaty8zMekxxMpG0G3AOcH95OGZm1otauZrrAXY8AT+OdBc8wIntCsrMzHpLK1dz3cKOyeRp4CHga/nciZmZjUKtXM116hDGYWZmPazpcyaS1kl6ZZ266ZLWtS8sMzPrJa2cgD8QGF+nbgJwQHE0ZmbWk1q9mqv6nEm/mcBvCmMxM7MeNeA5E0kfBj6c3wbwDUnPVDXbGZgMLGp/eGZm1gsanYBfB/Q/p+QUYAU7Prp3C3A3cGV7QzMzs14xYDKJiBuAGwAkAVwYEQ90IC4zM+shrVwa/L6hDMTMzHpXu8bmMjOzUWzAZCJpm6Qj8/z2/L7etLUzIZuZWbdp1M11IbC+Yr7epcFmZjaKNToB/7GK+flDHo2ZmfWkrhpORdJFklZJukvStyXtk8sl6TJJfbl+RsUyp0i6L0+nlMZgZmat67bhVC6NiFdExKuAG4ELcvnxwNQ8nQ58HkDSZOCjwFHAkcBHJU1qQxxmZtaCrhpOJSKeqHg7sWJ7s4FrIrkN2FXSS4DjgGUR8VhEPA4sA2aVxmFmZq3puuFUJH0cOBnYDPxZLp4CPFzRbH0uq1dea72nk45q2H///dsRqpmZZR0fTkXScmDvGlXnRcQNEXEecJ6kc4GzSd1YxSJiAbAAYObMmb4qzcysjTo+nEpEHNNk0y8DS0jJZAOwX0XdvrlsA3B0VfnNJfGZmVnrmj5nEhHvG+pxuSRNrXg7G/hZnl8MnJyv6noNsDkiNgJLgWMlTcon3o/NZWZm1kGtPAO+Ey6RdCiwnfRs+TNz+RLgBKAP+B3wPoCIeEzSRcDtud2FEfFYZ0M2M7NGJ+C308Jd7xExpiSYiDixTnkAZ9WpWwgsLNmumZmVaWY4FZ+sNjOzATU6AT+/mZVIOpp0Oa+ZmY1Cgx6CXtLLJF0o6QHS5cPvbF9YZmbWS1pKJpJeLOl0SbcC9wDnAY8DfwPsMwTxmZlZD2iYTCTtJOkESdcCG4EvkMbhujw3+duI+NeqoVDMzGwUaXQ116eBvwL2BJ4GrgOuBpYDLyLdoW5mZqNco6u5Pky6mmsJcGpE/Lq/QpKv8jIzM6BxN9eXgCeBPwfukfS5/sf4mpmZ9RswmUTEaaRBGd9DGuTxDOCHkn4K/G98D4qZmdHECfiIeDoivhIRs4D9gXOBbcA8QKQhUN4racLQhmpmZt2qpUuDI2JjRHwqIqaTnmx4Oenph9eQrvQyM7NRaNA3LUbEioj4EOn+khPx0O9mZqNW8ajBEfEs6ZLh68rDMTOzXjToIxMzM7N+TiZmZlbMycTMzIo5mZiZWTEnEzMzK+ZkYmZmxZxMzMysmJOJmZkVczIxM7NiTiZmZlbMycTMzIo5mZiZWTEnEzMzK+ZkYmZmxZxMzMysmJOJmZkVczIxM7NiTiZmZlbMycTMzIo5mZiZWTEnEzMzK9aVyUTSRySFpN3ze0m6TFKfpFWSZlS0PUXSfXk6ZfiiNjMbvcYOdwDVJO0HHAv8vKL4eGBqno4CPg8cJWky8FFgJhDAHZIWR8TjnY3azGx068Yjk88C/0BKDv1mA9dEchuwq6SXAMcByyLisZxAlgGzOh6xmdko11XJRNJsYENErKyqmgI8XPF+fS6rV15r3adLWiFpxaZNm9oYtZmZdbybS9JyYO8aVecB/4fUxdV2EbEAWAAwc+bMaNDczMxa0PFkEhHH1CqX9MfAQcBKSQD7AndKOhLYAOxX0XzfXLYBOLqq/Oa2B21mZgPqmm6uiFgdEXtGxIERcSCpy2pGRPwSWAycnK/qeg2wOSI2AkuBYyVNkjSJdFSzdLg+g5nZaNV1V3PVsQQ4AegDfge8DyAiHpN0EXB7bndhRDw2PCGamY1eXZtM8tFJ/3wAZ9VptxBY2KGwzMyshq7p5jIzs97lZGJmZsWcTMzMrJiTiZmZFXMyMTOzYk4mZmZWzMnEzMyKOZmYmVkxJxMzMyvmZGJmZsWcTMzMrJiTiZmZFXMyMTOzYk4mZmZWzMnEzMyKOZmYmVkxJxMzMyvmZGJmZsWcTMzMrJiTiZmZFXMyMTOzYk4mZmZWzMnEzMyKOZmYmVkxJxMzMyvmZGJmZsWcTMzMrJiTiZmZFXMyMTOzYk4mZmZWzMnEzMyKOZmYmVkxJxMzMyvmZGJmZsWcTMzMrFhXJRNJ8yVtkHRXnk6oqDtXUp+keyQdV1E+K5f1SZo3PJGbmY1uY4c7gBo+GxH/VFkg6XBgLjAN2AdYLumQXH058FZgPXC7pMURcXcnAzYzG+26MZnUMhtYFBFbgAck9QFH5rq+iFgHIGlRbutkYmbWQd2YTM6WdDKwAvhIRDwOTAFuq2izPpcBPFxVflStlUo6HTg9v31K0j1tjbo9dgceHe4gmtRLsUJvxbs78Kjma7jjaEbP7dfhDqIF3RjvAfUqOp5MJC0H9q5RdR7weeAiIPLrp4G/bsd2I2IBsKAd6xoqklZExMzhjqMZvRQr9Fa8jnVo9FKs0HvxdjyZRMQxzbST9EXgxvx2A7BfRfW+uYwBys3MrEO67Wqul1S8fTuwJs8vBuZKGi/pIGAq8GPgdmCqpIMkjSOdpF/cyZjNzKz7zpl8StKrSN1cDwJnAETEWklfJZ1Y3wqcFRHbACSdDSwFxgALI2LtcATeJl3dDVell2KF3orXsQ6NXooVeixeRcRwx2BmZj2uq7q5zMysNzmZmJlZMSeTYSTpHZLWStouqe4lgJIelLQ6DzGzopMxVsTQbKxdMbyNpMmSlkm6L79OqtNuW8XwPR29eKPRvsoXnFyb638k6cBOxlcVS6NYT5W0qWJffmCY4lwo6RFJa+rUS9Jl+XOskjSj0zFWxdMo3qMlba7Yrxd0OsamRYSnYZqAlwOHAjcDMwdo9yCwe7fHSroI4n7gYGAcsBI4fJji/RQwL8/PAz5Zp91TwxRfw30F/A3whTw/F7i2i2M9FfjccMRXFccbgRnAmjr1JwA3AQJeA/yoy+M9GrhxuPdrM5OPTIZRRPw0IrrxTvwdNBnrkeThbSLiGaB/eJvhMBu4Os9fDcwZpjjqaWZfVX6GrwNvkTQct8V307/rgCLi+8BjAzSZDVwTyW3ArlW3JHRUE/H2DCeT3hDAtyXdkYeF6VZT2HF4myl12g61vSJiY57/JbBXnXYTJK2QdJukTiacZvbVH9pExFZgM7BbR6KrE0dW79/1xNx19HVJ+9Wo7wbd9DfarNdKWinpJknThjuYerrtPpMRZ6DhYyLihiZX84aI2CBpT2CZpJ/lXzRt1aZYO6bB0Dx/EBEhqd418AfkfXsw8F1JqyPi/nbHOgp8A/hKRGyRdAbpiOrNwxzTSHAn6W/0qfxIjutJN213HSeTIRZNDh/TYB0b8usjkq4jdTu0PZm0IdaBhr1pu4HilfQrSS+JiI25G+OROuvo37frJN0MHEE6PzDUmtlX/W3WSxoLvBj4dQdiq9Yw1oiojOtK0jmrbtTRv9FSEfFExfwSSVdI2j0ium0ASHdzdTtJEyXt0j8PHMtzw8x0m24a3mYxcEqePwXY4chK0iRJ4/P87sDr6dzjC5rZV5Wf4STgu5HPynZYw1irzju8DfhpB+NrxWLg5HxV12uAzRXdoV1H0t7958kkHUn6zh6OHxSNDfcVAKN5Io0/th7YAvwKWJrL9wGW5PmDSVfPrATWkrqcujLW/P4E4F7Sr/thiTXHsRvwHeA+YDkwOZfPBK7M868DVud9uxp4f4dj3GFfARcCb8vzE4CvAX2ksegOHsb92SjWT+S/z5XA94DDhinOrwAbgWfz3+v7gTOBM3O9SA/Uuz//m9e9irJL4j27Yr/eBrxuOOMdaPJwKmZmVszdXGZmVszJxMzMijmZmJlZMScTMzMr5mRiZmbFnEzMzKyYk4lZl5I0R9I5wx2HWTOcTMy61xzAycR6gpOJmZkVczIxGyRJt0i6pUb5IZKelXTaAMu+UtJiSY9L+r2kWyX9aUX9VaRxuaZIijw9OMD6xkl6RtJHqsr3zcueNJjPaNYsJxOzwVsNHF6j/JPAPcDCWgvlR8X+AJgMnAacSBq8b7mkV+dmFwFLgE3Aa/P09gFimQ68APhJVfkR+fWuBp/FrIiHoDcbvNXAWZL2jIhHACS9nnSu44SI2FZnuUuBnwNvjvTkQiQtJY0GfT4wJyLul7QJeCbSEwEbqZc0jgCepDPD6tso5iMTs8FblV8rn353KbA8Im6qtYCknYE3kUYD3i5pbH5WiUijG79xkLEcATwUEdWPgD0CWBUe0dWGmJOJ2eCtIT1SeRqApBOBo4C/G2CZycAY0hHIs1XT2cAkSYP5fzmDHbu4ICUTd3HZkHM3l9kgRcSTkh4CpuWji4uBf4uIlQMs9htgO+mZGtfUWe/2VuLID096BemoqLL8pcABOJlYBziZmJVZRToyOYP0ONgBn3seEb+V9F/AK4E7GySOLcDOTcSwCzCR9JClSn+fX51MbMg5mZiVWQ2cBRwKfCbyM+UbOAf4PrBU0pdISWB3UlfVmIiYl9vdDUyW9EFgBfB0RKyuXllEPCFpI/BOSTeSEtBZwDuArXTvY55tBPGTFs0KSHoXsAh4BHhZRDzZ5HIvBz5KOpJ5MekS4DuBL0TEktxmInAlMAvYlXSC/cA66zsG+BxwIOkxv18AXgW8JiKmD/LjmTXNycTMzIr5ai4zMyvmZGJmZsWcTMzMrJiTiZmZFXMyMTOzYk4mZmZWzMnEzMyKOZmYmVmx/w/Jr/7G61kS2gAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "05h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "10h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "15h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "20h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "25h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "30h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "35h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "40h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "45h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "50h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "55h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEgCAYAAABxQp66AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dd5wV1fnH8c+zu7D0jnSQXi0gQWyAimLXiDEYe6yxxGg0sfw02DWWNFs0EkusiY0oiqACGhsgIB2WKkjvddlyfn/MMNy9e+8WdvfO7O73/Xrd1545c+7cZ8eV5845Z86Ycw4REZGySAs7ABERqfyUTEREpMyUTEREpMyUTEREpMyUTEREpMyUTEREpMyUTEREpMyUTEREpMyUTKo4M3vXzDaZWWaS/fXNbIeZvWBmI83Mxe0/y8xuSk20VZPOYUHleT7MbIiZuQSvzWVpm+C9I/22GeURd1WkE1P1vQicCZwGvJVg/zlAHb/dQuCjuP1nAUOBxyswxqpO57CgijgfvwYmx2znllNbKSElk6rvA2ADcBGJk8lFwHJggvPW1lmRwtikijKzTOdcdgo/cq5z7usKaCslpG6uKs45twd4DTjZzJrG7jOz9sBg4GXnnIvv5jKzF4CLgTYxXQJLY/YfYmaj/W60XWb2PzM7Ju4zupnZO2a21sx2m9lyM/v33u6C4vaX52clYmY1zWyPmf02rr6t//ueU9T5LS6u4s5hguNNNLOJCeq7mVmOmV1RxHv3dsUcZGafmdlOM1tlZveYWVpc25PM7Cs/5i1+d2j3uDYvJIrVzCaY2YQEn9vHzMaa2XbgzSQxlup8RFBHM/vAzLab2TIzuyv+3FZXOgnVw4tADWBEXP0FgAEvJXnfvcAYYB1whP/6KYCZ9QO+BJoAVwDD8a6AxpvZYTHH+ABoA/wKGAbcCmSz72+vuP3l+VmJ9ME7N9Pi6vv6P6cne2MJ40p6DpOYCfRKUP8wMB8YVcR793oXGI/XnfQqcCdwV0zcJ+Gdq+3Az/HOVx/gCzNrU4LjJ/MeMBE4A/hTkjZF/U2ZmWWU4JWe4LivmFmemW0ws1f9L0rJlKZtvHeAT/HO7bvA3XjJUZxzelWDFzAb+Caubi7wVcz2SO9PokCbF4AVCY73if/+mjF16X7du/52M8ABZySJqcj95flZRRz7Mv99TeLq7wK2AlaWuIo6h0mOeZUfzwExdUf5dScX896Rfrtb4+qfA7YBjfztKXjjYxkxbToCOcDjcXEvTfA5E/C6ReM/94YS/o7J/qaG+Mcp7hX72X2BR4HT8a6yfwOsBVbGnsPSti3i3F4aVz8T+Hh//p+sai+NmVQfLwIPm1k359wCMxsA9MD7VloqZlYb73/GB4D8uG6k8cD5fnkDsBh4yMxa4P0jsDCmbXH7y/OzkukLLHPObUxQ/73z/8WIV4q4Sut7/2dvvH/oAB4BxjvnPizhMeK7mF4HLgf6mNk0oB/wgHMuGHh2zi0xs//h/U77650yvBdgKvCTErTbtrfgnJtGwavKiWY2CfgWb6D9//anbRE+iNuexb6r2GpN3VzVx7+AfLwBd/yf2cAb+3GsJnjfwO/E+zYb+7oOaGxmaf4/xCfgfRN+EFhgZovN7FfgXwIVsb88P6sI/SjcxQXePxBJu7hKGlcxn53ILLxvwL0BzGw4cDhwcymOsSbJdhugMV7X5qoE71uN93vtr0THLI3teOe8uFdWUQdxzn0HLKAEiak0bX3xXzqygVolfG+VpiuTasI596OZjQMuMLN78PrK/+uc27Qfh9uMl5ieJMl4i3Mu3/+5GLjIzAw4BO8f2qfMbKlz7sPi9pfnZ8W/z293MN43/9j6zkAHik4mJY6rNJxz28xsGdDbv9p5AG+CxIxSHKYF3lVa7DZ43Tmb8JJVywTva0nBfyx3AzUTtGuKdyVYKPxSxJjIYOCzErSbiNclVpzSxKOnBJaRkkn18iLegOyDeGMML5bgPdlA7dgK59wOM/sc7x/s70ryj6Z/5TDdvJvVLsMb8P2wuP0V8Vkx6gN1KfyN+hb/Z9JkUsq4Cp3DYnyPd2VyFdAOOK4U7wU4F3goZnsE3rf+mX7cU4GfmdlI51wegJl1AI4E/hbzvmVACzNr7pxb57frDHTHm3iwv5Kdj1J3cyViZv3xYvxPcQcqTVspmpJJ9fIu3qDyjXj98fE3KCYyB2jidxdNAXY752YCNwGTgLFm9jzeP8jN8LqN0p1zt5rZwcBf8LrSsvC6hS7Bu0ns0+L2x8RQ5s9K9Is557aa2SrgXDN7H+8fuGuBn/nvm1XMuSk2rmLOYTIz/Ti64w2IrywmjnhX+F1sk/FmtV0OjHTObfH334nX9/++mT0F1MOblbQFeCzmOP/Gm331LzN73P/dbgPWlzKeeAnPh3Num79dYmb2CrAE+A7varGvH+NK4K/721b2Q9gzAPRK7QtvZo8D/pRg30gKz+aqi3efyt7ukaUx+3riDe6uxfu2uQIYDZzi7z8A7+pnAbATrwtlIjCsJPvj4ijTZxVxPoYC8/C6dGbhdY39A5hVwvNZZFzFncMkx/y5324NUL8U/21H+u/rg9ddtAtvHOReIC2u7UnAV36bLXjTersnOOZZ/nnZBcwATiT5bK6MEsZZqvNRzLFuw7uS24I3XvUD8CzQqixtizi3GXH1L5Ql/qr0Mv+EiEglZ2YjgT8ANVzMTC2RVNBsLhERKbMqk0zMWx5ivpllmdmtxb9DRETKS5Xo5vKXV1iAd5/BCryBx/Occ3NCDUxEpJqoKlcmA4As59xi5y1s+DresusiIpICVWVqcBu8mRl7rcC7azhgZlcCVwLUrVv3sB49eqQuukpq466NLNm0BIAmdZrQsVHHkCMSqfxy8nPYk7eHPXl7yMnLITc/lzyXR15+3r6f+XnkutygLlW3VNbMqMlBBxyUdP/UqVPXO+eaJ9pXVZJJsZxzz+JNA6R///5uypRSTWevlv71/b+48J0LATi+1/G8+bOEq4qLiC87N5sVW1ewbMsylm9ZzrLN/k9/e/mW5WTnpfIxL56a6TVpVKtR4VdmIxrWahhst6jbguG9hic9jr86Q0JVJZmsxLtTeK+2fp2UQdsGbYPyfxf8l5VbV9KmQVlWKBep3Pbk7WHRxkVkbcxi2ZZlXrLYui9prN6+GlcBlxF1atShYWbDQskgUV2jWgUTRKNajaiVUfHLh1WVZDIZ6GpmHfGSyAjgF+GGVPkN6jCIw1odxtRVU9mdu5ubx93Mq2e/ireklUjVtX3Pduatn8fcdXOZu95/rZvLok2LyM0v2y08jWo1on3D9nRo2IG2DdrSpHaTIpNEw1oNqZmeaIm0aKkSycQ5l2tm1wFj8ZbRGOWcmx1yWJVemqXx8NCHGfryUABen/U6g9oP4lc/KfWq9SKRtG7HOuasmxMki72JY8XW/Xt6dZql0bp+6yBZFPjZyPvZILNBOf8W0VAlpgaXlsZMSueX7/2Sf07/JwA10mow9oKxHNvx2JCjEik55xxLNy9l2uppTFs1zfu5eho/bvux1Mdq37A93Zt258BGBxZKFm3qt6FGeo0K+A2iwcymOuf6J9pXJa5MpGI9ecqTzFgzg+9WfUdOfg6nv3Y6Yy8Yy1Htjwo7NJFCcvNzmbd+XoGkMX31dDbv3lziY2SkZdClSRd6NuvpvZp7P7s36069mvUqMPrKS1cmUiJLNy/lqFFHBd/k6tesz5jzx3B0+6NDjkyquxVbV/D1iq+D194xvpKonVGbXs17BcmiZ7Oe9GjWgy5NulTpK4z9VdSViZKJlNj89fMZ/MJg1uzwHtyXmZ7Jq8Nf5eyeZ4ccmVQXO3N2MvXHqV7iWOklj5J2VTWu1Zi+rfrSt6X/atWXbk27kZGmDpqSUjKJo2Sy/2avnc1xLx3H2h3e48kN4/Fhj3PD4TdolpeUu/U71/P5ss+ZuGwiny//nBmrZ3g38RWjbYO2BZJG35Z9ad+wvf5Gy0jJJI6SSdks3rSYk/51Egs3LgzqLjz4Qp457Rnq1KgTYmRS2a3atopJyyYxcdlEJi2bxOx1xU/KrFezHgPaDGBgm4EMbDuQw9sezgF1D0hBtNWPkkkcJZOyW79zPWe8dgZfrfgqqDu05aG8de5bdGrcKcTIpDJZt2Mdnyz5hE8Wf8LEZRMLfEFJplfzXkHiGNh2IL2a9yI9LT0F0YqSSRwlk/KxO3c31425juenPR/U1a9Zn6dPfZrzDz4/xMgkqnbn7uaL5V8wbtE4xi0ex7TV04psXyOtBj9p8xMGtR/EoA6DOKLdETSq1ShF0Uo8TQ2WClEroxbPnf4cP2n9E67/8Hpy8nPYtmcbF7xzAWMXjeWJU56osjdoSck455i3fh4fLPyAcYvHMWnZpCJnWmWmZzKw7UAGdxjM4AMHM7DtQHWdVhK6MpFyMXnlZH7x9i/I2pgV1LVv2J7nz3ieoZ2GhhiZpFp2bjYTl03k/QXv88HCD1i8aXHStumWzuFtD+eETidwfMfjGdBmAJkZmSmMVkpD3VxxlEwqxrbsbVz/4fW8OOPFAvW/6v8r/njCH3WzVxW2Zvsa3l/wPu8vfJ9xi8axI2dH0rbdmnbjhE4ncEKnExhy4BAa1mqYwkilLJRM4iiZVKw3Zr3BNWOuYeOujUFd+4bteeqUpzi126khRibl6YctP/DOvHd4a+5bfL7s86Sr5darWY9hnYdxcpeTOaHzCbRv2D7FkUp5UTKJo2RS8VZvX82vPvgV7857t0D9ub3P5S8n/YWW9VqGFJmUxaKNi3hr7lu8Nfctvl35bdJ2nRt35vRup3Nqt1MZ1GFQpVj1VoqnZBJHySQ1nHO8Nus1bvjoBtbvXB/UN8xsyH3H3cfV/a/W3ceVwOrtq3l91uu8OvNVJv84OWEbwzi6/dGc2f1MTut2Gt2adtMNglWQkkkcJZPUWr9zPTd/fHOhsZRDWx7KU6c8xRHtjggpMklma/ZW3p77Nq/MfIVPl3xKvssv1CYjLYNjDzyW4T2Hc1aPs2hRr0UIkUoqKZnEUTIJxyeLP+HqD64uMOML4JJDL+GB4x6gVf1WIUUmAPkunwlLJ/D8tOd5e+7bCafw1kirwbAuwzin5zmc3v10mtRuEkKkEhYlkzhKJuHJzs3m0S8f5f7P72dX7q6gvl7Netw56E5uOPwGTQ1NsZVbV/LC9BcYNX1Uwmm8hjH4wMH8os8vGN5ruBJINaZkEkfJJHxLNy/lxrE3Fhqg79y4M4+e+Chndj9Tfe4VKN/lM27ROJ6Y/ARjFo5J2I11SItDOP+g8xnRZwTtGrYLIUqJGiWTOEom0TFu0Th+M/Y3zFk3p0D94A6DeXzY4/Rr1S+kyKqmrdlbeXH6izwx+QkWbFhQaH+jWo244KALuKzfZRza8tAQIpQoUzKJo2QSLTl5OTwz5RnumnBXgafhGcaFh1zIfcfep2/GZbR081Ie/+px/jn9n2zfs73Q/uM6HsflfS/npz1/Sq2MWiFEKJWBkkkcJZNo2rBzA/dMvIenpjxFbn5uUF8roxa/Ofw33Hr0rbpbupRmrZ3Fw/97mNdmvlboOSANMhvwy0N/ybUDrqVLky4hRSiViZJJHCWTaJu/fj6/G/87Rs8fXaC+ae2m3DX4Lq7uf7VugivGtyu/5d5J9/L+gvcL7evVvBfX/eQ6LjzkQi1xI6WiZBJHyaRymLB0Ajd/fDNTV00tUN+pcSfuP+5+zu19LmmWFlJ00fT9mu+587M7CyVi8Lqyfn/U7zmh0wma3CD7RckkjpJJ5ZHv8nlj1hvc/untLN28tMC+fq368fDQh7UqMZC1MYu7PruL12e9XmCNLMP4ac+f8vujfs+ANgNCjFCqAiWTOEomlU92bjZPTn6S+z+/v8ACkgBDOw3loeMf4rDWh4UUXXi2Zm/lvkn38eev/0xOfk6BfSP6jOCuQXfRs3nPkKKTqkbJJI6SSeW1efdmHv7iYf78zZ8L3aF9bu9zue/Y++jatGtI0aVOvsvnpRkvcdsnt7F6++oC+07vdjr3Hnsvh7Q8JKTopKpSMomjZFL5rdy6kpETRjJq+qgCN9xlpGVwed/LuWvwXVV2eZYFGxZw+ejL+Xz55wXqj2x3JI+d+BgD2w4MKTKp6opKJhq9lEqpTYM2PHfGc8y+ZjZn9zw7qM/Nz+WZqc/Q+a+duf2T2wvct1LZ5eXn8eiXj3LIM4cUSCRt6rfhlbNf4YtLv1AikdDoykSqhG9Xfsvvx/+eCUsnFKhvXKsxtx59K9cPuJ7aNWqHE1w5WLZ5Gee9dR5frfgqqMtIy+CWI2/h9mNu1xRfSQl1c8VRMqmanHN8vOhjbvvkNqatnlZgX+v6rRk5eCSX9r200j1D5b1573HJe5cUuMrq27Ivo84cpSVPJKXUzSXVgpkxrMswplw5hdeGv0bnxp2DfT9u+5Er37+S3k/15q05b1EZvkTl5edxy8e3cNYbZwWJJCMtg/uOvY9vLv9GiUQiRVcmUmXl5OXw/LTnuXvi3YVmPA1oM4CHjn+IYzseG1J0RduxZwfnv30+781/L6hr37A9b5zzhsZFJDS6MpFqqUZ6Da7ufzVZ12fxwHEP0DBz37pe3678luNeOo6TXzmZGatnhBhlYWt3rGXwC4MLJJLTu53OtKumKZFIZCmZSJVXt2ZdbjvmNhbfsJibj7iZzPR9D9/6KOsj+v69Lxe/ezHLtywPMUrP2h1rOfbFYwssIXPLkbfw7oh39VAqiTQlE6k2mtRuwiMnPsKC6xdw6aGXBut6ORwvzXiJbn/rxi0f38KmXZtCiW/tjrUc9+JxwbNd0iyNZ059hj+e8EetQSaRp79QqXbaN2zPqDNHMePqGZzW7bSgPjsvm0e/epTOf+3Mn776E9m52SmLaXfubs547Qxmr5sNeInklbNf4ar+V6UsBpGyiFQyMbOfmdlsM8s3s/5x+24zsywzm29mw2LqT/Lrsszs1tRHLZVVnwP68N/z/suEiycUWARx0+5N3PTxTfR8sidvzHqjwmd+Oee4bPRlfLPyG8BLJP/66b8Y0WdEhX6uSHmKVDIBZgFnA5NiK82sFzAC6A2cBDxlZulmlg48CZwM9ALO89uKlNjgAwfz9WVf8+Y5b9KpcaegfsnmJYx4awRHjTqKb1Z8U2Gf/+TkJ3l15qvB9p+G/YnzDjqvwj5PpCJEKpk45+Y65+Yn2HUm8LpzLts5twTIAgb4ryzn3GLn3B7gdb+tSKmYGT/r/TPmXjuXPw/7c4HB7q9WfMXA5wdy/tvnl/sg/YINC/jduN8F21f2u5LrB1xfrp8hkgqRSiZFaAP8ELO9wq9LVl+ImV1pZlPMbMq6desqLFCp3Gqm1+SGgTeQdX0Wvz3it9RIqxHse3Xmq/R4ogcjJ4xkZ87OMn/W3u6tXbm7ADi4xcH89eS/6sFVUimlPJmY2Xgzm5XgVaFXFM65Z51z/Z1z/Zs3b16RHyVVQOPajXn0xEeZe+1chvccHtTvyt3F3RPvpscTPbwHUZVhPOXdee/yxfIvAKiRVoOXznqJzIzMYt4lEk0pTybOuaHOuT4JXu8V8baVQLuY7bZ+XbJ6kXLRuUln/nPuf5h0yST6teoX1P+w9QfOe+s8hrw4hJlrZpb6uHn5edz+6e3B9nUDrtPzR6RSqyzdXKOBEWaWaWYdga7At8BkoKuZdTSzmniD9IUffi1SRsd0OIZvL/+W505/juZ19l3ZTlo2ib5/78uNH93Ilt1bSny8j7I+Yt76eQA0yGzA7cfcXsw7RKItUsnEzH5qZiuAI4APzGwsgHNuNvAmMAf4CLjWOZfnnMsFrgPGAnOBN/22IuUuPS2dy/tdzsLrF3LTwJuC1YfzXB5//ubP9HiyB6/NfK1EXV/PfvdsUL6i3xU0q9OswuIWSQUt9Ciyn+asm8N1Y67js6WfFag/sfOJPHXKU3Ru0jnh+7Zmb6XJw03Ic3kAzL9uPt2adqvweEXKSgs9ilSAXs178clFn/D68NdpXb91UP/xoo/p83QfHvj8AXLycgq977MlnwWJpG/LvkokUiUomYiUgZnx8z4/Z+61c/n1gF8Ha2jtzt3NHZ/ewYB/DOC7Vd8VeE/slcywzsMQqQqUTETKQYPMBvzl5L/wzeXfFJj1NX31dAY8N4Dbxt/G7tzdAMFCjkCBZVxEKjMlE5Fy1L91f765/BseOeERamXUArwB+of+9xD9n+3Pd6u+Y/6GfYs89GzeM6xQRcqVkolIOctIy+DmI29m5q9mMrjD4KB+9rrZHP6Pwws89bFVvVZhhChS7pRMRCpIlyZd+PTiT3ni5CeoU6MOALn5uezJ2xO0qVezXljhiZQrJRORCpRmaVw74FqmXzWdI9sdWWj/a7NeCyEqkfKnZCKSAl2bdmXSJZO4/7j7C9Rf+M6FXPnfK4PBeZHKSslEJEXS09K5/ZjbC42TPPfdcxzx/BEs2rgopMhEyk7JRCTFeh/Qu1Dd9NXTOezZw/hw4YchRCRSdkomIinWvWn3oHxa19OomV4TgC3ZWzjttdN47MvHKvxRwSLlTclEJMUOb3N4UM51uXxx6Re0bdAWgHyXz83jbuaXo39ZYNaXSNQpmYikWOysri+Wf8EhLQ9hyhVTCtS/MP0FTnv1NLZmbw0jRJFSUzIRSbFOjTvRsVFHALbv2c6kZZNoUa8Fn170KZceemnQbtzicQz656ACNzmKRJWSiUiKmRmndzs92H577tsAZGZk8vwZz3P3kLuDfTPWzGDQPwfxw5YfUh6nSGkomYiEYHivfc+Vf2P2G8H4iJlx1+C7GHXGKNItHYCFGxcy6IVBLNm0JJRYRUpCyUQkBEe3P5r2DdsDsHHXRt5f8H6B/Zf2vZQ3f/YmNdJqALB081KOf+l4VmxdkfJYRUpCyUQkBGmWxkUHXxRsPz3l6UJtzu55Nu+NeC9YfXjJ5iUMfWkoa3esTVmcIiWlZCISkisOuyJ4mNb4xeOZu25uoTYndz2Zt859K7hCmb9hPqe9eho7c3amNFaR4iiZiISkfcP2nNH9jGD7sa8eS9julK6n8OrwV4PEM/nHyVzw9gXku/yUxClSEkomIiH67RG/Dcovf/8yK7euTNjunF7n8LeT/xZsvzPvHf7w2R8qPD6RklIyEQnRUe2O4oi2RwCwJ28Pj3z5SNK21/zkGm4ceGOwfd/n92ktL4kMJROREJkZ/zfo/4Ltv0/9O6u2rUra/pETHmFop6HB9gXvXMCP236s0BhFSqLEycTMnjKzQRUZjEh1dHKXkzms1WEA7M7dzQOfP5C0bXpaOq+e/Spt6rcBvGnFV/z3Ci0MKaErzZXJ1cBHZnZC/A4zq2dmXcovLJHqw8y459h7gu2/T/07yzYvS9q+ed3mvHL2K8H2mIVjeHHGixUao0hxStvNNRZ418yOjavvDcwvn5BEqp+Tu5wcLPSYk5/DHyYUPbg++MDB/HrAr4PtW8bdwubdmys0RpGilDaZPAg8Bow2s6MrIB6RasnMePD4B4Ptl2a8xMw1M4t8z4NDHwzuol+/cz0jJ4ysyBBFilTqAXjn3F3Ak8AYMxtY/iGJVE+DOgzi1K6nAuBw3PrJrUW2r1OjDo+e8Giw/dTkp1i+ZXmFxiiSzH7N5nLO3Qr8A28MpX/5hiRSfT14/IMYBnhjIZ8u+bTI9uf0Ooej2h0FeN1jD37+YJHtRSrKfk8Nds7dBLwMfAz0K7eIRKqxg1ocxMWHXhxs/27c74q8093MGDlkZLA9avoo1u1YV5EhiiRUmmRyNLAwtsI5dz3wJvDX8gxKpDq7Z8g9weKOU1dN5Y1ZbxTZ/viOxzOgzQDAu/Fx1LRRFR6jSLwSJxPn3JfOuU0J6q8Gnga2lWdgItVVu4bt+M3hvwm2b//0drJzs5O2NzOu6X9NsP3cd8/pvhNJuXK5A94592vnXKPyOJaIwK1H30rT2k0B71kmiZaoj3Vu73NpkNkAgEWbFjFt9bQKj1EklpZTEYmghrUacuegO4Pt+ybdx5bdW5K2r12jdoEViN+a81aFxicSL1LJxMweMbN5Zva9mb1jZo1i9t1mZllmNt/MhsXUn+TXZZlZ0XMpRSqRq/tfTcdGHQHYsGtD0iXq9zq7x9lBefyS8RUam0i8SCUTYBzQxzl3MLAAuA3AzHoBI/DutD8JeMrM0s0sHe+el5OBXsB5fluRSi8zI5N7j7032H78q8dZs31N0vZDDhwSTCue+uNUtmZvrfAYRfaKVDJxzn3snMv1N78G2vrlM4HXnXPZzrklQBYwwH9lOecWO+f2AK/7bUWqhPMOOo+DDjgIgB05O3j4fw8nbdu4dmMOauG1zXN5TF89PSUxikDEkkmcXwJ7H9bQBvghZt8Kvy5ZfSFmdqWZTTGzKevWaR6+VA5pllbg6uTpKU8XueT8oS0PDcrfr/m+QmMTiVWqZGJmfc3sbTNbb2a5ZtbPr3/AzE4q4THGm9msBK8zY9rcAeQCryQ/Uuk45551zvV3zvVv3rx5eR1WpMKd0f2MAkvUP/rlo0nb9mneJyjPWz+vwmMT2as0zzM5GvgK6AG8GvfefLwl6ovlnBvqnOuT4PWe/zmXAKcB57t9k+VXAu1iDtPWr0tWL1JlxN/l/syUZ1i7Y23Cth0adQjKK7fpfwVJndJcmTyEtwR9b+CmuH3fUQ5LqvhXN78DznDO7YzZNRoYYWaZZtYR6Ap8C0wGuppZRzOriTdIP7qscYhEzaldTw26sHbl7uJv3/wtYbu9D80C9ARGSanSJJN+wNP+1UL87bXrgfLoO3oCqA+MM7PpZvYMgHNuNt6yLXOAj4BrnXN5/mD9dXhJbi7wpt9WpEoxM247+rZg+6kpT7Fjz45C7RrV2nfv8LZsLUohqZNRira7gTpJ9rUCkt9RVULOuaRPa3TO3Q/cn6B+DDCmrJ8tEnVn9zybTo07sXjTYjbu2siLM17kmp9cU6BN3Zp1g/L2PdtTHaJUY6W5MvkC+I1/b8dee69QLgOKXitbRMokIy2jwJpdT05+stAaXHvvMxFJtdIkkzvxurpm+GUHXGxmnwEDgbvLPzwRiXXxoRdTr2Y9AOasm8PEZRML7M9zeR6MCecAABagSURBVEE5PS0dkVQpzarBM4BBwBrgDsDwxisABjvn9Ax4kQrWILMBFx58YbAdv9x8bNdW3Rp1EUmVUt1n4pz7zjl3PN4geVuggXPuWOecligVSZHL+l4WlP8z5z8Flk3ZvHtzUI4djBepaPv72N7dzrkf46bvikgK9GvVj4NbHAx404Tfm/desC927a6mdZqmPDapvoqczWVmpRlUd/5Vi4hUIDPjF31+ESyX8tqs17jwEK/rK/ZGxbb12yZ8v0hFKO7KJA1vbGTvqwcwBDgQqO3/HAJ09/eLSAr8vM/Pg/InSz4J7ilZsmlJUN+uYbtC7xOpKEUmE+fcEH9M5FjgL0AOcIRzrpNz7gjnXCfgCL/+LxUfrogAHNjoQA5pcQjgPfd97KKxACzcuDBo07VJ11Bik+qpNGMm9wJ3Oue+ia30t0cC95VjXCJSjNO7nR6Ux2Z5ySR2cceuTZVMJHVKk0y6AsnWbl8LJL17XUTK3wmdTwjKny79lG3Z21iy2evmSrd0ujftHlZoUg2VJpksAa5Ksu8qYGmZoxGREhvYdiB1angrHC3etJjxi/c9qrd7s+5kZmSGFZpUQ6VZm+tu4BUzmwX8B+/mxRbAOXgD8+eXf3gikkzN9JoMaDOACUsnAPD+gveDfXuffyKSKqW5A/51YBjego634T17/TZgMzDMOfdGhUQoIkkNbDMwKH+98uugrGQiqVaaKxOcc+OB8WaWBjQD1jvn8iskMhEpVr9W+x4jtHTz0qB8eNvDQ4hGqrNSJZO9/ASS+FFvIpIyB7U4KCjvzPEWpKiZXpO+LfuGFZJUUyVOJiW4G153wIukWJcmXUi39AKrBfdv3V+D75JypZnNFX83vOF1dR0FdEN3wIukXEZaRoHnvgMc0/6YkKKR6qzEVybOuSGJ6s2sM/Au8EA5xSQipdChYQcWb1ocbCuZSBj2a9XgWM65RcBDwCNlD0dESit2dWDDOLr90SFGI9VVmZOJbx1eV5eIpFhOXk5Qbl2/NQ1rNQwxGqmuypxMzKwpcBOwqOzhiEhprd2xb2Jl2wZadl7CUZrZXEvwnvseqybeXfAAw8srKBEpuR+2/BCUD6hzQIiRSHVWmvtMJlI4mewGlgH/9sdORCSFNu3aVOCBWE3r6umKEo7SzOa6pALjEJH9MGnZJFyh73giqVfiMRMzW2xmhyTZ18fMFifaJyIVZ+8ijyJhK80A/IFAsttqawEdkuwTkQoyYdmEsEMQAUo/myvZ9XR/vNWDRSRFNu7ayIzVMwrUZaZrGRUJR5FjJmZ2I3Cjv+mA/5rZnrhmtYEmwOvlH56IJPP5ss8LjZcomUhYihuAXwx84pcvBqZQ+NG92cAc4B/lG5qIFGXSskmF6urVrBdCJCLFJBPn3HvAewBmBnCPc25JCuISkWJMWl44mdTPrB9CJCKlmxp8aUUGIiIlty17G9+t+q5QfaNajUKIRqT81uYSkRT6asVX5PsPOW2Q2SCob1pbNy1KOIpMJmaWZ2YD/HK+v53slZuakEXkf8v/F5Tr1qgblJvVaRZGOCLFdnPdA6yIKetWW5EI+HLFl0F57xUKQMt6LcMIR6TYAfi7Y8ojKzwaESlWXn4eX6/4Otjemr01KCuZSFgitZyKmd1rZt+b2XQz+9jMWvv1ZmZ/NbMsf3+/mPdcbGYL/dfFZY1BJOrmrJvD9j3bAS957MrdBXjdXRqAl7BEbTmVR5xzBzvnDgXeB+7y608GuvqvK4GnAcysCfAH4HBgAPAHM2tcDnGIRFbsVUmv5r2CcpsGbfZO4RdJuUgtp+Kc2xqzWTfm884EXnKer4FGZtYKGAaMc85tdM5tAsYBJ5U1DpEo+3blt0G5XYN2QfnARgeGEI2IJ3LLqZjZ/cBFwBbgWL+6DfBDTLMVfl2y+kTHvRLvqob27duXR6giofj2x33JpH7NfTcpdmiotVYlPClfTsXMxgOJRgnvcM6955y7A7jDzG4DrsPrxioz59yzwLMA/fv316w0qZR25uxk9trZABhGbv6+GfmdG3cOKyyR1C+n4pwbWsKmrwBj8JLJSqBdzL62ft1KYEhc/YSyxCcSZTNWzyDP5QHQrWk3VmxbEezr1LhTWGGJlHzMxDl3aUWvy2VmXWM2zwTm+eXRwEX+rK6BwBbn3CpgLHCimTX2B95P9OtEqqRpq6cF5cNaH8bCDQuD7S5NuoQRkghQumfAp8JDZtYdyMd7tvzVfv0Y4BQgC9gJXArgnNtoZvcCk/129zjnNqY2ZJHUmbZqXzI5tMWh/Hv2v4NtJRMJU3ED8PmU4q5351x6WYJxzg1PUu+Aa5PsGwWMKsvnilQW09dMD8ot6rUgJz8HgFb1WmnFYAlVSZZT0WC1SATk5ucya+2sYLtGWo2g3KNZjzBCEgkUNwA/siQHMbMheNN5RaSCZG3MYnfubgBa12/Nym0rg31KJhK2/V6C3sy6mNk9ZrYEb/rwueUXlojEm7lmZlA+uMXBzF03N9ju2axnGCGJBEqVTMysoZldaWb/A+YDdwCbgGuA1hUQn4j4Yru4+jTvw5z1c4Ltns2VTCRcxSYTM0szs1PM7A1gFfAM3jpcT/pNfuOc+3vcUigiUs5mr5sdlHs178WcdfuSSe/mvcMISSRQ3Gyux4BfAAcAu4F3gBeB8UADvDvURSQFYpNH87rNg6XnG9VqpKXnJXTFzea6EW821xjgEufchr07zEyzvERSJCcvh6yNWcH2nrx9S+T1OaCPVguW0BXXzfU8sA04FZhvZk/sfYyviKTOks1LgntK2tRvw+JN+x4fpC4uiYIik4lz7gq8RRnPx1vk8SrgKzObC/we3YMikhLz188Pyj2a9Sg4GH9AnzBCEimg2AF459xu59xrzrmTgPbAbUAecCtgeEugXGBmtSo2VJHqa/6Gfcmke9PuBZKJrkwkCko1Ndg5t8o590fnXB+8Jxs+iff0w5fwZnqJSAWIX9AxdmbXQS0OCiMkkQL2+6ZF59wU59z1ePeXDEdLv4tUmKxN+wbf69asG9wJ37JeS5rVaRZWWCKBMq8a7JzLwZsy/E7ZwxGRRJLN5DroAF2VSDTs95WJiKRGdm42P2zxnk6dZmms2b4m2KdkIlGhZCIScUs3L8X5EyfbNmhbYBkVjZdIVCiZiETcks37HnDaqXGnAgs+6spEokLJRCTilmzal0zaNWgXjJ+kWRq9mvcKKyyRApRMRCIu9sqkTo06QZdXlyZdqF2jdlhhiRSgZCIScUs3Lw3Kefl5QVldXBIlSiYiEbdsy7KgvCV7S1BWMpEoUTIRibjlW5YH5R+3/RiUNZNLokTJRCTCsnOzWb19NeANuMfevKgrE4kSJRORCFu5bWVQblG3BWt2eDcs1sqoRafGncIKS6QQJRORCNt75ztA49qNg3Lv5r1JT0sPIySRhJRMRCLsh637kklmemZQ7n2Alp2XaFEyEYmwFVtXBGVNC5YoUzIRibDYZLJ9z/agrAdiSdQomYhEWOwA/N7Bd1A3l0SPkolIhK3cui+Z7MjZAUD9mvVp16BdWCGJJKRkIhJhsTcp7tWreS/MLIRoRJJTMhGJqLz8vOCGxVgaL5EoUjIRiai1O9aS57wZXLXSawX1PZv3DCskkaSUTEQiKraLK/YGRV2ZSBQpmYhE1Krtq4Lynrw9QVlXJhJFkUwmZvZbM3Nm1szfNjP7q5llmdn3ZtYvpu3FZrbQf10cXtQi5Sv2yiQnPwfwHo7VvmH7sEISSSoj7ADimVk74ERgeUz1yUBX/3U48DRwuJk1Af4A9AccMNXMRjvnNqU2apHyt2rbqkJ1PZr1IM0i+R1Qqrko/lX+Cfgd+M8m9ZwJvOQ8XwONzKwVMAwY55zb6CeQccBJKY9YpALEdnPt1bOZurgkmiKVTMzsTGClc25G3K42wA8x2yv8umT1iY59pZlNMbMp69atK8eoRSpGomnBSiYSVSnv5jKz8UDLBLvuAG7H6+Iqd865Z4FnAfr37++KaS4SuoRXJhp8l4hKeTJxzg1NVG9mBwEdgRn+3b1tge/MbACwEohdP6KtX7cSGBJXP6HcgxYJQaIrkx7NeoQQiUjxItPN5Zyb6Zw7wDl3oHPuQLwuq37OudXAaOAif1bXQGCLc24VMBY40cwam1ljvKuasWH9DiLlxTlXKJmkWRqdG3cOKSKRokVuNlcSY4BTgCxgJ3ApgHNuo5ndC0z2293jnNsYTogi5WfT7k0F7i0B6NS4E5kZmUneIRKuyCYT/+pkb9kB1yZpNwoYlaKwRFIiURdXt6bdQohEpGQi080lIvskSibdm3YPIRKRklEyEYkgJROpbJRMRCJozfY1heq6N1MykehSMhGJoERXJl2bdA0hEpGSUTIRiaDVOwomk7o16tK6fuuQohEpnpKJSATFd3N1bdpVj+qVSFMyEYmg+G4uTQuWqFMyEYmgNTvirkw0XiIRp2QiEjF5+Xms21FwZWslE4k6JRORiNmwawN5Lq9AXdemSiYSbUomIhGT6B4TXZlI1CmZiERM/HhJg8wGNKvTLKRoREpGyUQkYuJncnVu3FnTgiXylExEIibRPSYiUadkIhIx8d1cXRp3CSkSkZJTMhGJmPhuri5NlEwk+pRMRCIm/sqkcxM9qleiT8lEJGJ0ZSKVkZKJSMTEJpPM9Exa1WsVYjQiJaNkIhIhefl5rN+5Ptju1LiTpgVLpaBkIhIhG3ZtIN/lB9uaFiyVhZKJSITE32PSubEG36VyUDIRiZBCM7mUTKSSUDIRiZBCS6loWrBUEkomIhGibi6prJRMRCLkx20/BmXD6NCoQ4jRiJSckolIhGRtygrKTWo3oWZ6zRCjESk5JRORCFmxZUVQbl2/dYiRiJSOkolIhMTO5urUuFOIkYiUjpKJSIRs2r0pKHdv2j3ESERKR8lEJCLy8vPYmbMz2D6k5SEhRiNSOkomIhGxYdeGAtvdmnYLKRKR0lMyEYmI1dsKP/tdpLJQMhGJiHkb5gXldEunce3GIUYjUjpKJiIRMXvt7KDcILNBiJGIlF6kkomZjTSzlWY23X+dErPvNjPLMrP5ZjYspv4kvy7LzG4NJ3KRslu4cWFQblK7SYiRiJReRtgBJPAn59yjsRVm1gsYAfQGWgPjzWzv6OSTwAnACmCymY12zs1JZcAi5WHZlmVBuU39NiFGIlJ6UUwmiZwJvO6cywaWmFkWMMDfl+WcWwxgZq/7bZVMpNKJXTFYa3JJZRPFZHKdmV0ETAF+65zbBLQBvo5ps8KvA/ghrv7wRAc1syuBK/3N7WY2v1yjLh/NgPXFtoqGyhQrVK54m73My+tf5uWw4yiJSnVeqTyxQjTjTfotJ+XJxMzGAy0T7LoDeBq4F3D+z8eAX5bH5zrnngWeLY9jVRQzm+Kc6x92HCVRmWKFyhWvYq0YlSlWqHzxpjyZOOeGlqSdmT0HvO9vrgTaxexu69dRRL2IiKRI1GZztYrZ/Ckwyy+PBkaYWaaZdQS6At8Ck4GuZtbRzGriDdKPTmXMIiISvTGTP5rZoXjdXEuBqwCcc7PN7E28gfVc4FrnXB6AmV0HjAXSgVHOudmJDlxJRLobLk5lihUqV7yKtWJUplihksVrzrmwYxARkUouUt1cIiJSOSmZiIhImSmZhMjMfmZms80s38ySTgE0s6VmNtNfYmZKKmOMiaGksUZieRsza2Jm48xsof8z4aqJZpYXs3xPSidvFHeu/Aknb/j7vzGzA1MZX1wsxcV6iZmtizmXl4cU5ygzW2tms5LsNzP7q/97fG9m/VIdY1w8xcU7xMy2xJzXu1IdY4k55/QK6QX0BLoDE4D+RbRbCjSLeqx4kyAWAZ2AmsAMoFdI8f4RuNUv3wo8nKTd9pDiK/ZcAdcAz/jlEcAbEY71EuCJMOKLi2MQ0A+YlWT/KcCHgAEDgW8iHu8Q4P2wz2tJXroyCZFzbq5zLop34hdSwlgH4C9v45zbA+xd3iYMZwIv+uUXgbNCiiOZkpyr2N/hP8DxZmYpjHGvKP13LZJzbhKwsYgmZwIvOc/XQKO4WxJSqgTxVhpKJpWDAz42s6n+sjBR1YbCy9uEtWJhC+fcKr+8GmiRpF0tM5tiZl+bWSoTTknOVdDGOZcLbAGapiS6JHH4kv13He53Hf3HzNol2B8FUfobLakjzGyGmX1oZr3DDiaZqN1nUuUUtXyMc+69Eh7maOfcSjM7ABhnZvP8bzTlqpxiTZliluYJOOecmSWbA9/BP7edgE/NbKZzblF5x1oN/Bd4zTmXbWZX4V1RHRdyTFXBd3h/o9v9R3K8i3fTduQomVQwV8LlY4o5xkr/51ozewev26Hck0k5xFrUsjflrqh4zWyNmbVyzq3yuzHWJjnG3nO72MwmAH3xxgcqWknO1d42K8wsA2gIbCD1io3VORcb1z/wxqyiKKV/o2XlnNsaUx5jZk+ZWTPnXNQWgFQ3V9SZWV0zq7+3DJzIvmVmoiZKy9uMBi72yxcDha6szKyxmWX65WbAUaTu8QUlOVexv8M5wKfOH5VNsWJjjRt3OAOYm8L4SmM0cJE/q2sgsCWmOzRyzKzl3nEyMxuA9292GF8oihf2DIDq/MJbf2wFkA2sAcb69a2BMX65E97smRnAbLwup0jG6m+fAizA+3YfSqx+HE2BT4CFwHigiV/fH/iHXz4SmOmf25nAZSmOsdC5Au4BzvDLtYB/A1l4a9F1CvF8Fhfrg/7f5wzgM6BHSHG+BqwCcvy/18uAq4Gr/f2G90C9Rf5/86SzKCMS73Ux5/Vr4Mgw4y3qpeVURESkzNTNJSIiZaZkIiIiZaZkIiIiZaZkIiIiZaZkIiIiZaZkIiIiZaZkIhJRZnaWmd0UdhwiJaFkIhJdZwFKJlIpKJmIiEiZKZmI7Cczm2hmExPUdzOzHDO7ooj3HmJmo81sk5ntMrP/mdkxMftfwFuXq42ZOf+1tIjj1TSzPWb227j6tv57z9mf31GkpJRMRPbfTKBXgvqHgfnAqERv8h8V+yXQBLgCGI63eN94MzvMb3YvMAZYBxzhv35aRCx9gBrAtLj6vv7P6cX8LiJloiXoRfbfTOBaMzvAObcWwMyOwhvrOMU5l5fkfY8Ay4HjnPfkQsxsLN5q0HcCZznnFpnZOmCP854IWJxkSaMvsI3ULKsv1ZiuTET23/f+z9in3z0CjHfOfZjoDWZWGxiMtxpwvpll+M8qMbzVjQftZyx9gWXOufhHwPYFvnda0VUqmJKJyP6bhfdI5d4AZjYcOBy4uYj3NAHS8a5AcuJe1wGNzWx//r/sR+EuLvCSibq4pMKpm0tkPznntpnZMqC3f3XxAPCyc25GEW/bDOTjPVPjpSTHzS9NHP7Dkw7GuyqKre8MdEDJRFJAyUSkbL7HuzK5Cu9xsEU+99w5t8PMPgcOAb4rJnFkA7VLEEN9oC7eQ5Zi3eL/VDKRCqdkIlI2M4Frge7A485/pnwxbgImAWPN7Hm8JNAMr6sq3Tl3q99uDtDEzH4FTAF2O+dmxh/MObfVzFYB55rZ+3gJ6FrgZ0Au0X3Ms1QhetKiSBmY2c+B14G1QBfn3LYSvq8n8Ae8K5mGeFOAvwOecc6N8dvUBf4BnAQ0whtgPzDJ8YYCTwAH4j3m9xngUGCgc67Pfv56IiWmZCIiImWm2VwiIlJmSiYiIlJmSiYiIlJmSiYiIlJmSiYiIlJmSiYiIlJmSiYiIlJmSiYiIlJm/w8oeVIh9eqcCAAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "60h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "65h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "70h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "75h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "80h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "85h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "90h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "95h.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7ff9174d2f40>"
            ]
          },
          "metadata": {},
          "execution_count": 6
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Build GIF\n",
        "import os\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import imageio\n",
        "\n",
        "f = np.arange(0,100,5)\n",
        "files = []\n",
        "for fi in f:\n",
        "  files.append(f'{fi}h.png')\n",
        "\n",
        "files[0] = '00h.png'\n",
        "files[1] = '05h.png'\n",
        "files.append('95h.png')\n",
        "\n",
        "with imageio.get_writer('mygif.gif', mode='I') as writer:\n",
        "    for filename in files:\n",
        "        image = imageio.imread(filename)\n",
        "        writer.append_data(image)\n",
        "      \n"
      ],
      "metadata": {
        "id": "ggCWWG0DVe0t"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Solution : \n",
        "On choisit une viscosité turbulante constante $ K_0 = 0,3 m^2.s^{-1} $, une longeur de rugosité des vagues $ z_0 = 1 m$. On fait varier la latitude $ \\Phi $ de $ 5°N $ à $ 85°N $. L'équation de la spirale d'Ekman s'écrit :\n",
        "\n",
        "$$\\left\\{ \\begin{matrix} u(z) = u_0 \\exp{\\frac{z-z_0}{ \\delta _e}} \\cos{ \\left( \\frac{z-z_0}{ \\delta _e} - \\pi /4 \\right) } \\cr v(z) = u_0 \\exp{\\frac{z-z_0}{ \\delta _e}} \\sin{ \\left( \\frac{z-z_0}{ \\delta _e} - \\pi /4 \\right) } \\end{matrix} \\right.$$\n",
        "\n",
        "avec l'épaisseur de la couche d'Ekman $\\delta _e = \\sqrt{\\frac{2K_0}{f}}$, et la vitesse initianle $u_0 = \\frac{ u_*^2 }{\\sqrt{fK_0}}$"
      ],
      "metadata": {
        "id": "-7B-TObg9Qoi"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "from matplotlib import pyplot as plt\n",
        "from math import *\n",
        "\n",
        "z0, ustar, k0, omega, angle_phi = -10, 0.1, 0.3, 7.2e-5, pi/2\n",
        "\n",
        "liste_angle = [i*pi/180 for i in range(5,85,5)]\n",
        "\n",
        "def u(z,phi):\n",
        "    f = 2*omega*sin(phi)\n",
        "    deltae = sqrt(2*k0/f)\n",
        "    u0 = ustar**2/sqrt(f*k0)\n",
        "    resu = u0*exp((z-z0)/deltae)*cos((z-z0)/deltae-pi/4)\n",
        "    return resu\n",
        "\n",
        "def v(z,phi):\n",
        "    f = 2*omega*sin(phi)\n",
        "    deltae = sqrt(2*k0/f)\n",
        "    u0 = ustar**2/sqrt(f*k0)\n",
        "    resv = u0*exp((z-z0)/deltae)*sin((z-z0)/deltae-pi/4)\n",
        "    return resv"
      ],
      "metadata": {
        "id": "auVlbYngVVx8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Spirale d'Ekman en 2D en fonction de la tatitude"
      ],
      "metadata": {
        "id": "pG5Tw-EN98pC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig = plt.figure(1, figsize=(10, 8))\n",
        "color = plt.get_cmap('viridis')\n",
        "profondeur = [i for i in range(0, -500, -1)]\n",
        "for ang_phi in liste_angle:\n",
        "    vitesseu = []\n",
        "    vitessev = []\n",
        "    for i in profondeur:\n",
        "      vitesseu.append(u(i,ang_phi))\n",
        "      vitessev.append(v(i,ang_phi))\n",
        "    plt.plot(vitesseu, vitessev, color=color(ang_phi/liste_angle[-1]), label=str(round(ang_phi*360/(2*np.pi))))\n",
        "# ax.plot(vitessev, profondeur, label=\"v\")\n",
        "plt.xlabel(r'$VitesseSelonU$',fontsize=16 )\n",
        "plt.ylabel(r'$VitesseSelonV$',fontsize=16 )\n",
        "plt.legend(title=\"latitude en °\")\n",
        "plt.title(r\"spirales d'Ekman en fonction de la latitude\",fontsize=16)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "id": "LX4AtEwW97_C",
        "outputId": "c499e655-dd49-409f-a4d2-bd17b83a589e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Profils de vitesse $u(z)$ à t final pour différentes latitudes: "
      ],
      "metadata": {
        "id": "j55lcBc4Pyc6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig = plt.figure(2, figsize=(10, 8))\n",
        "color = plt.get_cmap('viridis')\n",
        "\n",
        "profondeur = [i for i in range(0, -500, -1)]\n",
        "for ang_phi in liste_angle:\n",
        "  vitesse = []\n",
        "  for i in profondeur:\n",
        "    vitesse.append(u(i, ang_phi))\n",
        "  plt.plot(vitesse,profondeur,linewidth=3, color=color(ang_phi/liste_angle[-1]), label=str(round(ang_phi*360/(2*np.pi))))\n",
        "plt.xlabel(r'$u$',fontsize=16 )\n",
        "plt.ylabel(r'$pronfondeur$',fontsize=16)\n",
        "plt.title(r\"u(z) à Tf\",fontsize=16)\n",
        "plt.legend(title=\"latitude en °\")\n",
        "\n",
        "#   plt.savefig(\"lOcean.pdf\")\n",
        "#   plt.savefig(\"lOcean.png\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 520
        },
        "id": "xDKOEFcwPeJH",
        "outputId": "c72fda58-5218-42b6-8c05-26face08bbe9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig = plt.figure(3, figsize=(10, 8))\n",
        "color = plt.get_cmap('viridis')\n",
        "\n",
        "profondeur = [i for i in range(0, -500, -1)]\n",
        "for ang_phi in liste_angle:\n",
        "  vitesse = []\n",
        "  for i in profondeur:\n",
        "    vitesse.append(v(i, ang_phi))\n",
        "  plt.plot(vitesse,profondeur,linewidth=3, color=color(ang_phi/liste_angle[-1]), label=str(round(ang_phi*360/(2*np.pi))))\n",
        "plt.xlabel(r'$v$',fontsize=16 )\n",
        "plt.ylabel(r'$pronfondeur$',fontsize=16)\n",
        "plt.title(r\"v(z) à Tf\",fontsize=16)\n",
        "plt.legend(title=\"latitude en °\")\n",
        "\n",
        "#   plt.savefig(\"lOcean.pdf\")\n",
        "#   plt.savefig(\"lOcean.png\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 520
        },
        "id": "W7ZAFaeyS8yP",
        "outputId": "8f6dc2e3-ca1e-4971-f37e-bfb6e5816d87"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Vitesses $u(z)$ et $v(z)$ à t final :"
      ],
      "metadata": {
        "id": "xq-X5KSgQfq9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "profondeur = [i for i in range(0, -500, -1)]\n",
        "vitesseu = []\n",
        "vitessev = []\n",
        "for i in profondeur:\n",
        "    vitesseu.append(u(i, np.pi/2))\n",
        "    vitessev.append(v(i, np.pi/2))\n",
        "fig, ax = plt.subplots()\n",
        "plt.xlabel(r'$vitesses$',fontsize=16 )\n",
        "plt.ylabel(r'$profondeur$',fontsize=16 )\n",
        "plt.title(r\"u et v en fonction de la profondeur z\",fontsize=16)\n",
        "plt.plot(vitesseu, profondeur, label=\"u\")\n",
        "plt.plot(vitessev, profondeur, label=\"v\")\n",
        "ax.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 303
        },
        "id": "9TUejGzTQIZ1",
        "outputId": "7eec3851-e722-4912-bfdb-d874c948ff9b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Spirale d'Ekman en 3D"
      ],
      "metadata": {
        "id": "yo8sZHySMgSB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from mpl_toolkits.mplot3d import axes3d\n",
        "\n",
        "# Latitude 45N\n",
        "z1 = np.linspace(0, -500,50)\n",
        "xdata = []\n",
        "ydata = []\n",
        "for i in z1:\n",
        "    xdata.append(u(i,pi/4))\n",
        "    ydata.append(v(i,pi/4))\n",
        "fig = plt.figure()\n",
        "ax = fig.gca(projection='3d')  # Affichage en 3D\n",
        "ax.scatter(xdata, ydata, z1, label='Courbe', marker='d')  # Tracé des points 3D\n",
        "ax.plot(xdata, ydata, -500, label='Spirale Ekman', color = 'r')\n",
        "plt.title(\"Points 3D\")\n",
        "ax.set_xlabel('u')\n",
        "ax.set_ylabel('v')\n",
        "ax.set_zlabel('Profondeur')\n",
        "plt.title('Spirale Ekman')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "Y-ND8IhjW1Bw",
        "outputId": "dc491c30-1721-4220-aed7-6d899d8f1ba6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydeZgkdX3/X9XnTPfc587Ofew1wy6wyx7gjQuEVRfxIARMDAYlEQlRTMJhniBGyfFLonjhgSKJPIiKriDhUvEIe8MusOfcd8/ZPX2fVb8/JlVU93T39DkX9XqefZSequrq7qrvuz7f7+fz/giSJKGhoaGhobHS0C33CWhoaGhoaMRDEygNDQ0NjRWJJlAaGhoaGisSTaA0NDQ0NFYkmkBpaGhoaKxIDIv8XUvx09DQ0NDIN0K8F7UISkNDQ0NjRaIJlIaGhobGikQTKA0NDQ2NFYkmUBoaGhoaKxJNoDQ0NDQ0ViSaQGloaGhorEg0gdLQ0NDQWJFoAqWhoaGhsSLRBEpDQ0NDY0WiCZSGhoaGxopEEygNDQ0NjRWJJlAaGhoaGisSTaA0NDQ0NFYkmkBpaGhoaKxINIHS0NDQ0FiRaAKloaGhobEiWaxhoYbGikWSJCKRCIFAAIPBgF6vR6fTIQgCghC3/5mGhsYqQpCkpE1ztY66GisOSZIIh8NEIhEkScLv9y8QJL1er/zT6XTo9XpNuDQ0Vi5xb0wtgtJYNcjCFA6HARSxkcVHvZ0oioqAqf8mi5VavOSoS0NDY2WhRVAaKx5ZbNTCJAuKKIqEQqGUBEaSJOXf6dOnaWtro6CgANCES0NjmdEiKI3VhSiKylQekPUUXez+giCg1+uRH9LC4TChUChqH024NDSWD02gNFYUcoQTCoUQRRFILkyZCkWsUMU71mLCpdPpopIzNOHS0MgtmkBprAjkdaNwOMzrr7/Oli1b8jrgC4LAItPbiwqXPO0or3PJCRtGo5GioiJFtLTMQg2NzNAESmNZUQuTHDE5nc4lGdAXE6hEJBOumZkZTCYTBoNhwT6Jpgo14dLQiI8mUBrLglzDpI5A5H86nS5l8QiHw8zNzWG1WjEajSm/fz5EQf0Z9Hq98npsxBW7j7zOZTAYNOHS0FChCZTGkhJPmHS6aEMTnU6HKIpRg3wsoVCIwcFBbDYbxcXF+Hw+wuEwRqMRq9WK1WrFYrFgtVq5/vrr+eAHP8iNN96o7J/KFJ/MBRdcwFe/+lXe9a53ZfSZE0Vc+/bt47rrruPP/uzPiEQiBIPBqL+rIy6tCFnjzYgmUBpLQmxxbTxhkoknHv/7v//LPffcw+nTpwFobGzk85//PFdffTXhcFgZtEOhEB6PB4/Hw9TUFAMDA9x5550YDAbOnTuniJd8Hvn6rAC///3vee9734vFYon6+89//nN2796tfNZ434O6lkumr6+Ptra2uFOFWoKGxlpEEyiNvBKvuDaRMMnIEZSM0+nk2muv5c477+QLX/gC9fX19PT0UFdXt+BYRqORsrIyysrKol6PFa65uTlOnTqFXq+ntLRUibiKioowGo05yQ4EqKur4+zZsxkdJ/ZYDodD+W60ImSNNwOaWaxGXpALaP1+vxLhpDpYqiMoj8fD//zP/xCJRLjxxht561vfSltbG1deeSVbt24F4Ic//CFXXHEFd9xxBw0NDezYsYMXX3xROd6+fft49NFHKSsr48UXX+TWW2/lkUce4Y//+I95+umn8fv93HTTTVx44YW0t7dz7bXX8tvf/pazZ88yPDxMJBIhFAopUc1//Md/sG3bNpqbm/noRz/K7Oxs1t+XzWbj0ksv5Stf+Ypyzvfddx979+6lrq6O6667jrm5OW6++WYaGxu5/PLLGR0dVcTorrvuorOzk7q6Ovbs2cPzzz+Py+Vibm6Ou+66iw984APceOONFBcX09XVxdGjR7M+Zw2NfKMJlEZOEUURl8vFyMhI2sIkIwgCLpeLEydOcOrUKXbt2oXZbObuu+/mueeew263L9jn2LFjtLa20t/fz913381HPvKRhMJx7Ngx6uvrefnll/n7v/97ioqKuOuuu+jp6eGVV17B7/fz1FNPUVdXh16vRxRFhoaGOHr0KPfccw8/+clPeOihhzh06BDFxcXccccdGX9fAAMDA1x99dV84hOf4Pbbb1de/+lPf8q3v/1tzp49S39/P7fddhsf+chHGBwcZNOmTfzzP/+zsu327dv5wx/+wODgINdddx033XQToVBIiTCffvpprrnmGgYGBrjyyiv55Cc/idPpxOPx4Pf7CYVCeZ321NDIBE2gNLJGjiwCgQCBQAC/34/NZstoeslut+NwOOjv76e5uZldu3bR2trKr3/9awRB4JOf/CQNDQ188IMfZGJiQtmvurqaW2+9FaPRyAc/+EE6Ojp49tln475HXV0d119/PXq9nsLCQtrb27n88ssxm81UVVXxqU99ioMHD1JaWsr69esxGo20t7eza9cunnvuOT73uc/R0NCAx+Ph2muv5ec//zlHjhzhzJkz2O123G43fr8fSZIYHx+nsbEx6p/H41HO5ezZs7z3ve/l7rvv5qabboo6z4985CO0tbVRWlrK3r17qa+v513vehcGg4Frr72WV199Vdn2+uuvp7KyEoPBwG233UYwGKS7u1v5/i+99FKuvvpqTCYTN9xwA6+//jownwU5OjrKmTNnlIjL6XQqn0ETLo3lRFuD0siYeDVMsfZBqR5nZmaG/v5+DAYDxcXFbNq0ieLiYmWbzZs3893vfheAc+fOcdNNN/HZz36WRx55BJgXHbUYNjU1YbPZ4r5ffX191LaTk5P83d/9HQcPHsTtdiOK4oI1LJmRkRE+/vGPR619GQwG6urqKC0tZXh4GK/Xy7lz5zh79iyVlZX88pe/jMoslP3/AB5//HHa2tp4//vfv+C9ampqlP9fWFhIeXm58t8FBQW43W7lvx944AEeeeQRbDYbgiDgdDqZmZlJeCy/308kElHqtWJ/t3hFyPHS4bXMQo18ogmURtrECpO6/gcWJjkkO87k5CT9/f1YLBa2bNlCUVERr7/+etL9N23axJ/+6Z8qggUwPj4elTQwPDzM1VdfHXd/+Vzlwfjzn/88giBw8OBBKioqeOqpp/jsZz8bd9/6+nq+8Y1vsGfPnrh/LykpUQTL6XRiMpmUaMvhcDA6Oorf70en0+HxeLjllls4dOgQf/7nf84PfvCDBQW+6u8qES+99BJf/vKXefLJJxUHjqamppQfEtTfW6ruGWrkadx4tk+acGlkgzbFp5EyckZeIBAgGAwuKLCVWUygRFFkbGyMgwcPMjMzw7Zt29i2bRtFRUXAwjTzc+fO8eUvf5mRkRFgXnx+9KMfsWvXLmWbqakpvvnNbxIKhfjZz37G+fPnufLKKxf9PABut5uioiJKS0sZGxtTEhXi8bGPfYz77ruPoaEhAKanp/nlL3+Z9H2Ki4tZt24d7e3tbNu2jV27dnHxxRdTUFBAQUEBX/rSl5iamuJDH/oQR44c4fTp0/j9ftxuNz6fb1GhcblcGAwGqqqqCIfD/PM//zNOpzPpPrHfw2JCoi6ijlebJU/xer1e3G43TqcTp9PJ7OwsDoeDYDCoPNBo04UaqaIJlMaiqIVJNk1N9oScSKBEUWR4eJiDBw/icrnYvn07nZ2dC+qEYvcvKiri6NGjvP3tb6eiooJ3vOMddHV18S//8i/KNpdccgm9vb20trZy33338cgjj1BZWZnwM6nP+8477+TkyZM0NDTw4Q9/mP379yfc75Of/CT79u3j/e9/P+vXr+fyyy/n2LFjCbcfHx+nrq4u6t+BAweUAb60tJTNmzfzi1/8AlEUeeihh2hoaECn0+Hz+ejp6eHo0aPYbDbC4TADAwNMTU0RCASU99i7dy979+5l+/btdHV1UVBQQENDQ8JziiUVgUpEIuGSe3RNTEwwNjYWJVxzc3O4XC68Xi+BQEATLo2EaP2gNBISr7g2lYEsEolw9OhRZRosHA4zMjLC6OgoNTU1NDc3YzKZEu5/9uxZqqurkwqM+hy///3v88gjj/Dcc8+l/Nn6+vooKSmhqqoq5X1SYXh4GL1ez/r163N63GAwyMmTJ2lqalLqufx+P4DimCH/KywsTEtwxsbGEEUxLVFLlZGREfR6PXV1dcpr6r5csWhFyG9atH5QGqkhSRKBQEAZQFIprlUjR0ChUIihoSHGx8epr69n9+7dCddY1MhTRqmS6eCVjyf2fA2kcoRSW1sb9booini9XrxeLy6Xi4mJCXw+HzCfDBErXIlcK/J13qIoxjXOjfd+WidkjVg0gdJQUHeuPXjwIJdddllGA4BcoHvkyBEaGxu59NJLk/rqxZKOWWymrLaBLZGI6HQ6ioqKKCoqisrUE0URn8+nRFuTk5MJhWsx38NsEEUx5YebZMIl9wgLBoPKNvJaaEVFhSZcaxRNoDQSdq5N9yb3+/309/djt9vR6XRceumlaUVeMqlmAcrceOONUUawqZCOWexqRKfTKQKkJla4pqamcDgcCILA7Oxs1HShxWLJ6PdTI6enZ0Oia9Hv9zMzM0NJSYnWCXmNognUm5RUOtemOvXj8Xjo7+/H5XLR2trK5s2bOXjwYMYDU7rikekU1WoSqFxNw8UTrqGhIYxGI6WlpYpwTU9P4/V6gfmaK3XElY5wyWUI+UCO/GLPReuEvHbQBOpNRqLi2tgbNJWWFy6Xi76+Pvx+P21tbXR1deXkRl+K6EYbkN5AjnIsFgsWi4Xq6uqov6kjrunpaXw+H6IoUlhYuCDiir1echFBJSLR9GEmnZCTRVzatbJ8aAL1JmGx4tpY9Ho9kUgkrkA5HA76+voQRZG2tjYqKipyeq7pTvFlwmqb4stnIkOyYwuCkFC4/H6/Ilyzs7N4vV5EUYyKuGTLp3yQzvoWpF+EPDw8TFNTk1aEvIxoArXGSda5NhmxIiFJErOzs/T19WEwGGhvb6e0tDQv55yOeKhdIdI1pF1NApVPMhE/QRAoLCyksLAwKlU/VrhcLpfiCSgLl9zWJF7ElQ7pClSyz6L+X5nJyUmam5uVIuTYfbROyPlHE6g1Siqda5MhC5QkSUxNTdHf309hYSGbN2+O8sjLBzqdLqpR32ojX8K3HBFUusQKl9frpbGxEavVSiAQUIRrZGQEj8eDKIqYzeYFa1yplCPkSqCSfZZUUuK1Tsj5QxOoNYZcXDs0NMT69evTFiYZnU7HxMQENpuNkpIStm7dusDxIZVzyeSmXKo1qNVUB5XP7yPfdVDy4CxbO6kLsOWaO1m4RkdH8Xq9RCKRRYUrEolgNBrzct6LkUktl1aEnD6aQK0RYjvXDg0NZeQMIPvkTU9PAyiecemSSpLFYvvmk9U2xbeaBSrZA1Iy4QoGg4pwjY2N4fF4iEQimEwmrFarUtcVDodTirjSIdPvO1Xh8vl82O126uvrtZT4JGgCtcpRF9dC9A2SzsATiUQYGRlhZGSEmpoaampqaGhoyEicILti29UmHkvFapjiy9WxBUHAbDZjNpujknDUwjU4OIjD4WB6ejpKuNQRV6YRVqIEoUyJFa5QKEQgEFDuk9giZNBquUATqFVLouJaGfnCX+xilqcDx8bGWL9+vWJHdO7cuazWgdK1K1KTTgQ1OzvLwMAABoOBoqIiZXBK5vWX7fmtNZYjFTxT1MI1MzNDVVUV5eXlyiAvR1w2mw2Px0M4HMZoNEYJl9VqXVS48umuASi9uJJFXJC4luvNIlyaQK0iUimulZETDRINDsFgkMHBQSYnJ2loaFhgR5TtNFs2+y8WQckZhb29vZjNZpqamhBFUXFGGBgYIBQKRQ1MsnipG/StpihtJUY5qR47n+InX7OCIGAymTCZTFGNHYGoqcKJiYmUhCvZvZMLwuFwUgFcLCU+nnAJgrAgq1B2lV+taAK1Cki1uFaNXMcU+6To9/sZGBhgdnaWpqamhHZEK1Gg5M67vb29FBYW0tnZSVFRkdKbKrYLrnpgstlsuN1uZfFdkiSMRiNOpxOr1ZrXp+WVTr7dHvJ17FRFZDHh8nq9TE5O4vF4CIVCGAwGTCYTgUAAu92eUkSeyblncs2lW4Rss9n48pe/zIMPPpj9SS8DmkCtYORU8UgkklJxrRpZoGS8Xi/9/f04nU5aWlrYtGnTogK3XAIVrwZrenqavr4+LBYLF1xwQZRVTyJBizcwyWsYcmv20dFRJd1ZXWAq1+nk8yk6HfId5eSLfKaCZ3vsRMIVCoWYnJxkYmIiKiI3GAxxI65MfpdIJJLx+m48EgnX3Nwcc3NzOXufpUYTqBVIpsW1amSBcbvd9PX14fP5aG1tpbOzM6XjZFuLlIsISq7B6uvro6ioKKNU93jHNpvNFBcXYzQaaW5uBqILTN1uNzMzM3i9XiRJittvKdnAuJqmDiG/4gf5S+7Il/gZjUYKCwspKSmho6NDeT0UCimNF6enpxkcHCQYDCrCpb5OTCZT0s+92BRfrpibm8tbQf1SoAnUCkIWprm5Oaampmhpacn4BoxEIpw5cwZBEBQ7onQGiuUWKI/Hw6FDhyguLmbbtm1ZC1O891ALSSJnBFEUlfbrctsKr9erWACp17cKCgrytraleRMuJJ/RWbzpQ9lQN3bAD4fDylTyzMwMQ0NDBINB9Hr9gohLFi45SSLfOByOBVPfqwlNoFYAsTVMoijicrkyGjRkOyKPx0NLS4sSIaSLXq9fsAibDpkIlCRJTExM0NPTgyRJXHLJJRQWFmZ8DrlAbaKqRm4U6PF4mJubY2xsDL/fTzgcxmQyIYqiIl6LPU2nympMksgnuU4FV5NOFp/BYFhUuGZnZxkeHiYQCKDX65WU8kgkgtVqxWw25+U3mJub0wRKIzNihUmexjMYDGlFL+o1moKCAjZt2oTNZstqcF/KCEqSJGw2G/39/ZSVlbFlyxZGRkbyKk7ZRjrqRoHqLrcjIyP4/X6MRiN2u52RkRFlUIrNKMz1wnumrFaByncEla34JROuV199FZPJFHWNqFuhyP+yFS5NoDTSJllxLSxMcEiEHHH09/dTXFwclTwwNTW1bFN08v6LCYAkSYyPjzMwMEB5eTnbt2+noKAAj8ezaq2OdDodBQUF1NXVRb2ufpqOXXhX128lqtFZrang+SafGYL5moKT08Dr6uqiHlIikYhyjdjtdkZHR/H7/UoULyfuqKeTF8PpdGbkKLNS0ARqCVmsuFbGYDBE2f7HO874+DiDg4OUl5fHtSPKNgJKVSQTkawQVhRFbDYbAwMDVFRUsGPHDsxmc9S+qy3RYDESPU2HQiFlfUtdoyO7Isjilc+i4tUaQeUTuRwhX8RLktDr9ZSUlFBSUrLgXOJNJ8vCpX64iRUuLYLSSEo6xbUyiaKXSCTC6Ogow8PDVFdXLxjY1Sxnmnii/WWfv8HBQaqqqhKe/5vJi89oNFJeXh43FV5toOp0OgkEAoRCoQXTQNlGP/msVVqt5HN9C9KbntTr9RQXFy/oIhArXOPj4/h8PsXo+dChQwwNDSn1f7n4PM888wy33347kUiEm2++mTvvvDPrYyZDE6g8kUlxrUzsNuFwmOHhYUZHR6mrq2PXrl2LWrXo9foFPWzSIZcCpRam6upqdu7cmXT9JV0fv5XqmJ4p8XzonE4no6OjtLS0xG0SWFhYGBVxLZYKr0aLoBaS71YekP30ZCLhEkWR4eFhbDYbhw8f5tvf/jZf+tKXMBgMfPrTn+ZP/uRPMnq/SCTCrbfeyvPPP09DQwM7d+5k//79dHZ2ZvU5kqEJVI7JRQ2TTDAYZGhoiImJCerr69mzZ0/K8+LZTtHlIklCFtahoSFqamoWFSaZ1e6Tl680c51Ol7BJoNyW3e12Mzk5qTh9x6vhiudCkA+BWqkPAKmQ7wgqnw8EOp2O5uZm/uIv/oInn3yS//qv/6K2tpZgMKhcF5lw5MgROjo6aGtrA+D666/nwIEDmkCtBtTCdOLECS666KKMhSkQCOD3+zl69GhSO6JkZCtQ2UwRiqKI3W5ndnaWxsbGlCI+NVo/qPTfM15bdnUqvMvlwmazKVNA8qK71WrNW3PIfEYh+b4+8ilQ8rT/UqBeg5KdMzJldHSUxsZG5b8bGho4fPhw1ueYDE2gskROFVc3KPP5fBkNVD6fj/7+fhwOB3q9nj179mR8kyzHGpS6ZYfFYqGxsTGqEj+f7/1maPme7jWlToVXI69duN1u7HY7Pp+P48ePLygslWu4MmW1GtxC/musliprUk64Wa1oApUh8WqY1BddOhehbEfk9XppbW1ly5YtWT+ZLGUWXyQSYXh4mJGREerq6ti9ezfT09N4PJ6M3ns1ike+yeX3Ebt2YbfbueSSS6LSnGdmZhgcHEwrFT6WlezDtxj5FKilcpHI9T1UX1/P8PCw8t8jIyPU19fn9D1i0QQqTRIV16qRC20Xu4GcTie9vb2EQiHa2tqorKxUjiULRDYRVL7roNTJG+vXr49aI8vW6ijfaCIYjVwgnigVXl7fipcKrzbXVQ+8S9VqI1/Hz9e5L5UPn0yu7qedO3fS3d1Nf38/9fX1PPbYYzz66KM5OXYiNIFKkcWKa9XIdUyJnjLtdjt9fX0AtLW1LXBTVh8j0/A8F3VMiQZwdZPDRMkbKz3RYbUJ1HJm2hmNRsrKyqLqaeTSCbmGS92S3Ww2U1RUhNFoVNz4cz0g57tfU75dKpYigvL7/Tl1TDcYDHzta1/jqquuIhKJ8LGPfYyurq6cHT/ue+b16GuAVItr1ej1+gWFtnIvo76+PkwmExs2bFhQkBd7jOUutI0lHA4zODjI+Ph43CaHarJp+b5UrPTzW8nIDQIrKioWtGQPBAJKGrzP5+OVV16JSoWXI650UuFjWQ1p4InId4agjMPhyLmT+b59+9i3b19Oj5kMTaDikElxrRq1l54kSUxOTtLf34/VaqWrqyuql1EilmKKLlVCoRBDQ0PYbLZFhSkf778YmdZBrSZWS62SIAgUFBRQUFCA2WwmFArR2dkZlQrv8XiYnp7G6/UCUFhYGLXGFS8VPpalTDTINUvZamM1u0iAJlBRZFNcq8ZgMBAKhRgbG2NgYICysjIuvPDCtMxPlzuCgvnvo7u7m8nJSRobG9NKd19KgcqEfE7xaZHZPGoRSZYKLwtXvFR4dfGx2jh1NQvUUk3xrfZeUKAJFBBdw/Taa6+xdevWjGuYRFFUWoyvW7cuqR1RMvIxRZcqwWCQwcFBPB4PBQUFGdVhpSJQ43N+6kqj58in3QEKDAufLvMRQaymOqjVEkGpSSVJQu3gXVNTo7yutvFxOBxRrvByp+NQKEQgEMhZOxP1eecTrVlh6rypBSqe64Pb7c7oYg+Hw4yMjDA6OorZbM6qFxMsbhibD4LBIAMDA0xNTdHc3IzVao0qzEsHtUC9PuYkHBG5qPGN6YbzE25+eGSYm9/aQmP5fGQZDIv89+FhaksKUH9zZ8edvDw8x/WXNKDTzf82EVHCG4xgNekYGRnB5/MpNT+pTBGttsF+NZKNx18iG59wOIzX68Vms+H3+zlz5kxUV1t1xJVOcbiapaixWoraJG2Kb5USr7hW/aSXzgWqXp9Zv349u3fvxmazZT29lospulQJBAIMDAwwMzNDc3MzHR0d6HQ6hoaG0r5ZTww7qCstoMQ4L1DuQJgfHx9FlCTaqqyUFBoJhkUOnBwnIko89eo4n3hbK3qdwJEBOw5viFlvCIN5Xtx8wQhPn5rE4QtxaszJ1ob5J8Ljg7O88OoQl5Z7aKirxWq14nS5sdlsBAIBBEGIGrBii05XYxbfaiMf03AGg4GSkhL8fj8mk4mWlhbgjVR4ueux2+1WMmlja7gWm17LdxJDOBxekkacmkCtMhYrroU3hGGxi1ge1Kenp2lsbIxyfTAYDFkZtcrnkU1H21QIBAL09/czOztLS0sLGzZsiPo+5Cgo1Zt12h3gkUPDtFRa+Phl9UiSxK/OTBGKiAjAs6cn+fCOel7qnWHOH6KhvJBhu4+TI3O0VFr4zflpakvMBMIih4bDXBMWealvFn8oQl2JmWfPTNJaZWFkdIwf/rYPo7kQcUMHbW3VhEIhDtkkqovLuWxbeZRbgroNt9FoVJoFBoPBJcuoygWrLerLZyQSK37xUuFhflZAToUfHx+PSoWPreGSr4N8XxNLuQa1cePGvL9PPnlTCFQqxbUy8tRaogtIbUfU3Ny8YFCH+Gnm6aLX6/H7/VkdA+IPEn6/n/7+fux2O62trWzatCnu97FYsfBZm4uDfbP8+aVNABw4OY7RINA/4+XVMRdz3jAvTc1QV1qAABwbtHNZewXnJt1YjPPHNOl1dE+6KbMYCUVEDDoBwajHG4YZd4CDfbOsKzah0wkM2Gb5ya8OEtAXU1dXR21pIUeGnHTVl+Bw+zk36aF32sumWiuVVhMBwYxDENiy4Y3mgXLtjt1ux+/3c+LECSKRCAUFBUqkla4buEZ8VoKTxGKp8B6Ph+Hh4ShXeKPRqAibvN6VS5bqoUiLoFY4mdQwJVr78Xg89PX14fF4aGlpYcuWLUlFLtvpuVysQcVGQH6/n76+Pubm5mhtbWXz5s0Z9aUCCIQiPHpkBJvTz/bGUgpNBl4fc9JQVog/JPKLVyd4W7mI2aAnFBHRCQJGvQ6rycAfddby7T8MUFwgEhYl3rWpmuoiEx3VVkYdPkIRia4qPbUlZjrrinm5z4bkcyLqCrhiz8X897FxqopM6HUCoiTRO+nh5SEH5RYj/pDIb87PcO2FtTx/dpqxOR/rSsyUW+bXI+T+S4WFhbjdbrZt24YkSfj9fuVJW+0GHm+acDkimdWYJLFSi13VqfCVlZXK6/J1MDU1hcvlYnBwMCoVPradSaa/h5ZmnjprTqCyrWEyGo1RwuByuejt7SUYDNLa2kpVVVXGIpcOuViDko8RDAbp6+vD6XQqXn+pfB+xAhWOiPy2e4a3b6jkN+encfiC1Babefz4GDfsagAEJEBCQifoKNRLvOeCWp44MYYAvGfrOsosRsosRi5uLOV33TO8b+s6aornsxyv7qrl67/to8hkYGuZgfHxcYqdAwQCegqLq+++X7QAACAASURBVLj2gjrqK4t5W0eQ356foaLISKFRT0mhEYcvRFOFBatJom/ay5FBB2NzfgoMen7bPcM122p5qc9OoUnP9sbSqDUoQRCUNhaxKdDqFtxyJpm8IK+OuJZiyma1sZRTfLlAvg7kNS55ekydCu92u5VUePU6Z6KOtvHQ0sxTZ03eVcFgMKoXUzrINUwOh4Pe3l4kSaKtrS1qiiCVY6wEgZIkiTNnzuD1emlra6OzszOt7yP2HF7qneV7Lw0SCEd45tQk1UVmjHodw3YfM+4AFzWUcnrcRTAS4U93N+EfcbCjuYxDA3ZCEZE9bW98h1duqSEYFnnbhjeeYKuLzVy5uRpd0I1rdH4a7m27d1Ay7uXE8ByXNM9bQl3SXM6JkTnGHH4+vL2ejmoLpYVGPIEwvpBIU3kBLw85qbIaMRt09Ex7ODHi5OigA51OoL3KQoEOxEUSD3Q6XdxMMrU3nc1mUzqWyuUEBoMh59NDq7Fn00qY4suE2Ck4dSp87DnI65yxrdjV0Za85in/fksVQTmdzrg2aquJNSdQcuJDJjee3Gr73LlzWK1WOjo6MnoCyWX0kwler5fe3l5cLhd1dXVs27Yto8FNHUE5fSF+8soYtcVmfvmajZZKCzZngHLL/PpQe00RF9SX8uroHO3VRVzUUMqhETDoddywswFRkjDq3xhQSgqN3LDrjRR2SZKYmppCmOqlpLQUiovZuHEjJpOJnc1mttaXYjLM728y6Li6q5ajAw4664oBiSs2V/LTExPodfDOjev4xasTRORLQIJjQ3MUmvREIhK/75llS00hvxoMcMFWMeq8UiGRN10gEGB4eBiPxxM1PaQuOC0qKooqOF1u8t0SYy0IVCKStTNRdz2WE3TkyNvv9+N0OikuLs44FT4VtCm+NYI8OPb19SFJEuvWrcuoj5FMLiKoTI7h8Xjo7e3F5/PR1taGJEmUlpZmPADJAjXq8PHt3/UTiohUWAuYcEYwGXSEIhLjc37evbma+rL5tNk/v7SJdSUFSr0SzEdGiZAkienpaXp7eykqKuKiiy6isLCQ48ePK+Ko0wlYTNEDRmuVldaq+SdaUZRoqShkY42V6mIT60oK2LupiidO2nDpdawvNTPuDNJYXjAfVdrc9E25sblFXh11sqMp+5tYXtcoKSnBZDIpNXDqpoHqp2y595L8lC2bqyb7nvIVQeVzGi5fU1krQaASodfrKSkpWeC1GQqF8Hq9TE9PMz09rbQzkTNL1RFXLr63YDC4JOns+WRNClSqNS6SJDE+Ps7g4CAlJSVs27YNh8ORdYp4LoxS04mg5H5SPp+P9vZ2pW3H1NRU1nZJoXCY7x0Z5KW+Wer/r6BWQKDIZODKLTW81DfLVZ1vOABsrU8t4pTNc3t7e7FYLGzbtg2LxaL8Pd3vUBAE3ru1FlkXW6sstFdbGZr1ceWWGp44acMbjBARJYJhEb0gUGMRONhvx6gTGJsLcFVndc4Ha/VTdm1trfJ6OBxWpgmnpqbo7+9X3OvVomW1WvOaTbja1onUx15tDQWNRiOlpaUYjcao9O9gMKhEXIlS4eV/qX7m1Vg3F481KVCLIYoio6OjDA0NUVlZycUXX6zY0suZXMtNKgLldrvp7e0lEAjQ3t5ORUVF1GCTi666x4ac9Ex5aCgvZMTup8JiQhDg2ovXU2Q2sLu1HKs5vctodnaWnp4eCgoKuOCCC+Ka52bSrsOgitoEQeDdm6pweENUFZm4fEMFT74+iSRJ6PUCVVYT0x6BYETiiRM2iguNbKy10la1uJFvLojXe0meYpavQTn9WRYRg8GgtGpPZTE+FVZr19t8tttYKqcHGbkVu3q9KPZaGB0dxePxIIoiBQUFUQ8wydY6V8pUcqasSYFK9KPInV9HR0epqalh586dCy5Eo9GY9wLZVEh2YcmZhaFQSBGmeGTbVTckwk9enabEUoDFqGfGHaRn0s1t72qnwjr/vSWbvovFbrfT09OD0Wiks7Nzwdy9mlw4PZQUGCgpmL/E26utNFdYKDTqKC00cHTQQTgiMj3np6rITE2Rid+cn2HU4efixlKK0hTdXCAIAmazGbPZHJX+LIqisrYVa6gam02Y7sC6miOolTrFl4xU7Z8SXQtyKrwcfce6wlutVvr6+igrK1vVrd5l1qRAxSLbEY2Pj1NfX8/u3bsTzvHm0gMv1ze/3IE3EonQ3t6+aIZOtskaBoMBvQCvjzqpKy2gzGLkbR2VvHNTVVrHcTgc9PT0oNfr2bx584KsuHik64aeivfevq5qdMJ8Kvzroy4G3CKmYoHm8gIMeh3dI266J934wyJXbK5OerylRKfTKYkVTU1NyuvyYrw8UA0MDChrGmrRSjY1tFojqNUqUNmmmKtLIqqq3rgP1anwJ06c4MUXX6S3t5edO3eyefNmurq6+PSnP52ycfWPf/xj7r33Xs6cOcORI0e45JJLlL/df//9PPTQQ+j1eh544AGuuuoqAJ555hluv/12IpEIN998M3feeWfGn1NmTQqUfFOozU/ldhGLXXi5EqhULZNSYW5uLirlPdXU0WwFqsCop73CxPExL56Ah/0XruPmt7akPOhEIhGOHTuGTqdj48aNSRs0xpIPr7wC4xu//bs2VjAxPsrWtnImXAEsRh1jcwH2tJRxxuampthM57qitDP8ID/z//EG+0SL8YmmhtTFprKp7moVkdUsUPk4tjoV/o477mD//v186Utf4oc//CHnz5/n1KlTaUVUF1xwAU888QS33HJL1OunT5/mscce49SpU4yNjbF3717Onz8PwK233srzzz9PQ0MDO3fuZP/+/XR2dmb1udakQPn9frq7u7Hb7VHmp6mQK4FazDIpFSKRCMePHwegvb097ZTRbNegXEGJl0c9VFiMOLwhJCm1OW2n00lPTw+BQICtW7dmlOqabgSV7kDbUVPEu5sMdG2s5L+OjPLatIvaUjMVRSZCrgAP/n6Qj7+lie2N6ZUZrIQ5/0T2Pupi04mJCcUtQ55hUE8T5uJzrGYRydd5L3WrDbPZzNatW9m6dWta+2/ZsiXu6wcOHOD666/HbDbT2tpKR0cHR44cAaCjo4O2tjYArr/+eg4cOKAJVDz8fj/l5eWLWvnEI9cRVCbIU2LZDPCA0jMnU16f8OEPS3RUF+Hyh3l11MmsJ6isP8Xicrno6ekhEonQ0dFBKBRKus6UjHQjqEwGVIMOSguN7GkpIxiOoP+/9+ye9GAx6jg84KCtspAyy/LP5Wcb6SRqGOh2u+nu7sZoNEaZ6hoMhgXThOk+bK3m6GylTvGlisPhyEsN1OjoKHv27FH+u6GhgdHRUYCo1jwNDQ0cPnw46/dbkwJVXl6e1cCYCzIROrvdTm9vL3q9no0bN3Lu3Lmo1Ot0yXaK7+KGYn766jQIAiBQUqDnkUPD/M2726O2c7vd9PT0EAqF6OjoUKYgs+mqm06aeaYt3+X9Lm4sZVOtlWfPTNMz5WHWE+SKzdVMuoN85cUB7rqyQykSXmsIgoDJZKKuri7qddlUNzb1WTbVlacKk5nq5rvrbT4zBPMlUCvJh2/v3r3YbLYFr3/xi1/kmmuuydeppcWaFKiVQDqO5rOzs/T29mI0Gtm0aZOSRLDcbd/LLSau3lDE031BBAHc7hAvnp/iii3VdK0vwePxKJFeR0fHgmzCbAQqkzTzdJEFUK8TKC4w8o6OCo4PzdFYbqHAqGfUEWDGE+TkyBw7W5bXMmapC3VlU93Y1Gd1BtnU1JQyTSinv6vbs6/WtuwrOUkiVVIRqBdeeCHt49bX1zM8PKz898jICPX19QAJX09EX18fVVVVSdem16RArYT6kMUczSVJUoTJbDbHzW5bboHS6/XsrDNx1mlkfM6HKM1Piz3wq27+cpuRoN+nCFO87ypbgVrqYsPqYjM3X9bIb87PMDTrY9IV4LLWMp4/O01TRSG1JQWLH2SVkc51niyDTPakU5vqym1dSktLlYhrNZjqrpU1qNbW1pwfd//+/dxwww185jOfYWxsjO7ubnbt2jU/Nd7dTX9/P/X19Tz22GM8+uijcY8hP7j84z/+I7fddhu7du1K+H4r/2pZBtJt1BePRFN8ageFwsLCpPVA2QpMNgIh7y8g8Wd7Grnr56eoshrxeX30OUJMS63s3bU143Ydqbx3viOoeOfeXm1FAO57ppv6sgIsJj0HBxz87OQEf/m25oUHWeXkIjJL5En38ssvU11dTSAQYGJiQimRMJvNUdOE+ei5lC0rsU1IOmTrw/ezn/2M2267jampKd7znvdw0UUX8eyzz9LV1cV1111HZ2cnBoOBr3/968o4+bWvfY2rrrqKSCTCxz72Mbq6upK+h8Fg4Pz583R2dlJcXGwBApIkRQ14mkDFQS7WzaVAyZ5zfX19WCyWhA4KarJtfJgrgWspNVCsCzMx66PIUkhtRSGXbmlUBrZjg/OmrbF+edlEQUsRQSU6fmuVhXduqGDWE+LcpAeDDhzeINPuIFVFy5MwkS/j1XwmMgiCQFlZWZTHoGyqK69vzczMxDXVTbV1xWpD7XqfT5xOZ1YCde2113LttdfG/ds999zDPffcs+D1ffv2sW/fvkWPLf+mDQ0NfOELX+B3v/sdwB1AUBAEI/BVSZLmYI0KVLYXda7aZQQCgSgj2qKiIrZu3Zpy4kO2jQ+zFahQKITdbsf96kk+flkDX/nfCQIi3PrWFsVpoXfKw90/P8WHtq/nE2+LnlJY6RFUIgRB4MadDTzwm36G7D421RYx5Q7xxIkxPv6W5kWvr9Xkg7bUmXbqZoHxpglTMdVdDdOEiVhJSRLLhXy9veMd7+CSSy7Bbrfzne98xwEUAFZAGXxX7y+9CNk8gedKoObm5jh8+DBFRUULzFBTPcZyCFQgEKCvr4/Z2VkMBgN79uxBEASOjIeY9YaUHk6iKPHAr3vR6wQOnLRxZWctLZXRhq/5XoOKRCIMDg4yMTGBxWKhuLg4JXdw+T0SYdTruLChlLMTbqwGHQO+EKfHPYQiIiZD4gFmtbkyrJRU8HRMdUOhEH6/n56enqhpwqUY+LNlKaf4VnovqJqaGqxWq7z2/j3AJ0lS1ICxZgUqG7IRKEmSmJiYoLu7G0EQ2LFjR8aW97kQqHQEIhgM0t/fz8zMDK2trbS2tvL6668rA9hfX95OWHxjQPvN+WnOT7optxhx+sM88Ote/v1DFyh/z2cEJfvTjYyMsH79erZu3aq0bVe7g8vrHWr3BHnQXEwA37mxkr5pDy8Pz2HUC1jMek6OOJc9oy+X5LuVfC5mM2JNdUOhECdPnqS8vDzKVFcUxQXThOm2Zs939LuUEdRKF6h77rmHYDAo12o+DRgEQQhIknS5vM2aFailjqBkYZKzljZv3ozNZsuqH0u2a1CpmsXKllDT09O0tLSwceNGBEEgHA5HiYTaKghgxD6fYiwIAia9jhG77//cJt54/1ynmUuSxNjYGAMDA9TW1rJ79270ej3BYBCTyRSVsqpe71CnRcutuoPBIHa7PWG0Zfi/7ru/65llfYmZWXeQ585McXFTWZRz+lKwGiOofCFJEkajkcrKygVGqvI0YSJTXfl/E9n+5Ds1fqkiKL/fv+J7QX3/+98nHA4TCoVoamr6a+BGIKjeZs0KVDak42guSRI2m43+/n7Ky8uV1h1yYWM2GAyGrHpTLTbwhEIhBgYGmJycpLm5mT179kTdnIsJ3AcvXs9Tr9nwhyL4QhHuumpjVKNCtUBJksSBk+O8e3MNxQWLX3axLhjyA0BfXx+VlZVRTvSJHkQSrXfIJqt2uz3KZFXuxST/s1gs7Ggq48XuWeb88w8K/rBIKCJi0K386aRUWI0ClSgNXH7wsFqt1NTURG0vTxPOzMxENQqM7b2Vzxoo+VzyHUFJkrQqflf1PSlJ0klBEMaBn6q3WbMClW0N02LCIIoiNpuNgYEBKioq2LFjR1R2Tq7WsbIVuXiEw2EGBgaYmJigqamJSy+9NOENnywKLSow8Jdvb+ULT59lR1MZb+2ojPq7WqAO9dv51+d6GJjxLXCiiIf83uqOuyUlJWzfvl3p3ZUpssmqwWBgw4YNQHT/HXkgk7PLSiLQ4xAxGvX4gjpeGZ7jsrb4LU7yiRZBzZNulJOOqW44HCYcDitJTXK/pVx9R0s1xQcrwxcyEQ6HgyeeeILa2lrKy8t5y1vesg14d+x2a1agssFgMCRsWiiKotKFt7KycoEwqY+x0gQqHA4zODiIzWZT3N2T3eipXODv2ljFqbH1vP+iuqjoCd6wK/KHIvy/57uxmnQ8+ZqN926tpaMmuRWVIAh4vV6OHj1KQUFBRkkm6ZCsF9OEcYTTjgkCwRDDU34OnnBSOFcYFW0tRefbfB13JQ9k8cjVNFw8U12Xy0V/fz/FxcW43W4mJyeVaWHZLUM9TZjud5evcgE12ZpULwWTk5N861vfoqysjNnZWYD/Bg4BN6m3W9mfYpmIJy6iKDI2Nsbg4CDV1dVccsklSe3rc5EmnW2auUwkEmFoaIixsTEaGhrYs2dPzp7idDqBv748fkQkfwePHx/F4Q1RXGDAHYjw/57v4cEbL0p4zLm5Ofr6+ohEIlx88cUZ+youRiqDi06n451b1vPrXhfBsIjbH6GmvorNW6rxeeenjeRmgvL2Op2OmZmZjAexeORLSFajHVG+jWLNZjPV1dVRprqRSCTKLWN4eDjKVFc9Tbjc4iA7ma9URFFk48aNHD58WJlqBbbF23bNClQ2N7N6DUrdHj5RF95cv79MtkkSkUiEQCDAwYMHqa+vz6kwpYKc6OALvSGyAvMRVTxk09lwOMz69esJBoN5EydIPSoJhkWKzQZ6nG70ej0jDj/TPpHGmKdv+Vqx2+1Rlj9qZ3B5EFspKdGrMYJajlYber2e4uLiBXZkyUx1Y3tv6XS6JfmuV3INFMw/xNntdp599lkefvhhrrjiCu644w4EQdgL2CVJOi5vu2YFKhsMBoPSI2d4eJja2lp27dq1aF1Nrsl0ik+dgi0IArt27VqW9s9yosONuxr55WsT+EIRRAk+e+WGqO28Xi+9vb14vV42bNhARUUFMzMzTE1NKdu8eH6adSVmNq9bvBtvriktNLKhxkrvtJdSs4EJZ4AKy8JrQafTUVhYSCgUUvriwPxah7xIr24gqDZYLSoqUrrmLiWrUaBWUquNdE11fT4fg4ODinjl4zdfyRGU/Ns98cQTHDt2jNbWViYmJuQ/7wCqgbUvUJn+6JFIhPHxcWZnZykrK1sWYZJJV6BEUWRkZITh4WHWrVvH7t27eeWVV/J4hsmRp/iKzAZuv7yNz/3iDO+9YB0XrJ9frA4EAvT29jI3N0dHRwdVVVXK76ZO0JhyBfjHJ89QYTXxo5t3xm19kWnLjVTQ6wRKCgyYDAITLj+b1xXTM+3lwvrUOgSbTCZMJlPUICa36Ha73czNzTE6OhoVbamfvvV6/apLM89nPdFKb4SYyFQ3GAxy4sQJzGZz1G+u1+sX/ObZTBM6HI4VK1DyddHT08Pll1+OJEmcOXNG/nMhMKfefs0KVLpEIhGGh4cZHR1l3bp1WCwW2tsXzzZLhjzFlenNlKpAqdfHYqO9bLvqQuaDmHod7l0bq/nEW31cc2FdVEFwW1sbW7ZsWXB89b7/+ateIqLEtDvA48dH+cjuxgXvlQnpDKJ6nUCBXo9LiuDyhXD5s0uAUbfoVjsnxE4Zud1uRFFEFEVlnauoqChnPnX5WrTX2r0vRJIkzGYz69ati3o9HA4rv7lcSiEXmatFK1VT3ZU8xSdfs83NzUxOTvLyyy8rmbRAC/CSevs3vUCFw2GGh4cZGxujrq6O3bt3YzAY1GFnxsjJFplOry3WtE/OKBwYGKCmpiZutJdqsW4iZIHL5KZVi4xOJ/Cnu+oZHBzkjM1Gc3MzGzZsSHjDyRHUqyNz/L5nGrNRhyjBd/8wwNVdtVQusWlrV10xT5ywUVtiwhWIUJpCLVcmJJoyOn/+PAaDAZfLxfj4uOJTF7u2tVK63q4UC6V0WY5mhQaDgbKysihRkYvM1fVbctlDYWFh1G8e+7CykgVK/t1uuukm/uM//oNDhw4xNTWFIAinmK+B+m/19mtWoBa7OdTCtH79ekWYckm2ApUISZIUYYotWo0lF47mmd60skDJ0enIyEhK6e3qfcOiBAjM9/QFEYjEEe1MBkRZBFPZb3TOT5XVxOtjLjrrrLw65mJrilN82SIIAkajkZKSkqgpI7VPnc1mw+12R3W9VS/QJ/qMqzE7MJ9uDJFIJG/rtemct7rIPLbsQT01rDbVhfkmhHa7nc7OzozO8W//9m958sknMZlMtLe38/3vf18Ru/vvv5+HHnoIvV7PAw88wFVXXQXAM888w+23304kEuHmm2/mzjvvTHh8OenLaDRy1113ceONN9Lb28uTTz75LkmSJmO3X7MClYhwOMzQ0BDj4+OLZrZle/Pmuo5J7VoRrzg4H+eQrV2R0+nk0KFD1NXVsWfPnrRuUEmS2N5Uxu7Wcg71zSIIcNOlzdQU56ZdQSgi8emfnOazV7TRUJbcFqatshB/WKSm2MisN8z6kvy3TFAT71qM51MnL9DLBccTExOK3Y/6qVu2d8pnBLUap/iy7QOXjFxEZ4mmhsPhMBMTE5jNZk6dOsXvf/97vvOd71BbW8tHP/pRbrjhhpSOf8UVV3D//fdjMBj4+7//e+6//37+5V/+hdOnT/PYY49x6tQpxsbG2Lt3L+fPnwfg1ltv5fnnn6ehoYGdO3eyf//+hAL5jW98g/HxcZqamvB6vdTU1MgCfKEgCH7gmCRJPnn7NStQsTednJVns9lSqgXKZ9PCdFH7/JWVlaXlprAcAiULaU9PDzqdLqNEE/X05mf3dnDdd45SZjFy466GpO+bzmD77GCYPwzYCT/Xy1c/3JV0X39IxGQQcAcjVFj02H2hFZkBp16gj63jkT3q1Ga6oigqfclizXSzQRRFbYovhnwW0BoMBurr6/mbv/kbRkZGuOGGG3j729/OxMQEfr8/5eNceeWVyv/fs2cPP/nJTwA4cOAA119/PWazmdbWVjo6Ojhy5AgAHR0dStbq9ddfz4EDBxIKlMViwWQy8fjjj9PT00NHR4f8kP1jwA3sAUaUz5XWt7DKEASBYDCotGNIdXoJ3hCX5RQoSZIIh8McOnSI0tJSxecvHbItGE5H4OTeV729vZSVldHZ2cnY2FhGWZBqs9h1pQV8bt9G1pUWYDYu/D0EQUjbHHjU4ee5wTAFBgMnR5z8odfO2zoS2xf5wxIFeh3hCOgE8AYjzE8+rg7i2f1IkqQ8RPh8vgVmuuppwnR/Qy1JYmmPrUZegxIEYUFCRjp873vf44//+I8BGB0dZc+ePcrfGhoaGB0dBaCxsTHq9cOHDyc85s033wzABz7wAY4fP654JgqCsB74AeBTb7+mBaqnpwebzZbUby4Rci1UNt0vMxUotf+c7KYQWyCYKksVQc3MzCj9eS666CIKCwuVDLRMiBWcKztrk2ydPt/43QAREUxGgZAo8m8v9CYVqHUlZub8ISqtRgIRkZpiE7o4EUK+OgHnI1oTBEERrnhmum63m+npaaUHU2zrkmRZZVqSxEJWSrPCvXv3YrPZFrz+xS9+kWuuuUb5/waDgRtvvDGn5yZHkd3d3YyNjSnnKUmSVxCELUCUCeqaFqiqqipaW1szupiNRuOSe+lJksTMzAy9vb1YLBa2bdvGmTNnsqrDyrdAORwOuru7MRqNC9rYr+SOul11xfz67KQiJlvWJXesGJjxUm4x0TM9R3tlIaOOAKIkxRWpxXjs2Bib11m5qGH5a1XiCUmiaCuRmW5stGUymVatiCRyksjVsbM1Ok6FxXpBvfDCC0n3f/jhh3nqqaf41a9+pVwb9fX1DA8PK9uMjIxQX18PkPD1eMhTnDfddBNf/OIX+aM/+iOsVit/8id/8ghwQpIkd9T2Sc90lVNeXp7xIJeL9SM5CksFOQIpLCyMGuiztTvKV1del8tFd3c3kiSxadOmBU7RsDQddTPlw9vr+K+D/cz6RQqMeu54d1vS7RvKCpjxhKgvLcATFGmuKMxInHqnPPz7r/uosBj5xV/uxByn6Dgey50OnsxMN14rC/n3Gx8fz7mZ7mpNkliqCMrr9UY9KKbDM888w7/+67/y29/+Nsqcef/+/dxwww185jOfYWxsjO7ubnbt2oUkSXR3d9Pf3099fT2PPfYYjz766KLv85nPfIZnn32WZ555Rl4jexZYsOOaFqhsyJVAyRYniZidnaW3txeTyURXV9cC77lsDWP1en3KIhmPWJHxer10d3cTDAbp6OhI+qS2kiMoo17Hn3eZ+ffjAT7+lsZFMwPHnAGsZh2jDj+1JSY8wfR/E0mSuPfpbkRRwukP8/ChEW55a1OmHyEnZCt8Op0urkfd5OQkExMThEKhKDPdWHunTMx0V3N0lm8jWfmhLtPv51Of+hSBQIArrrgCmE+UePDBB+nq6uK6666js7MTg8HA17/+deV7+trXvsZVV11FJBLhYx/7GF1dXYu+j8vloqmpic9+9rNYrVYefPDBnwM6IOrGWtMClW1PqFwIVKJj2O12enp6MBqNbN68OeEaU74ioFSRhcLv99Pb24vL5aKjo4PKyspFv9+VHEEBbKo08u/vb2FPe+XiG0sSvpCIQQcGQcCkT//a+s35GXqmPOgECEVEvn9wmA9etI6qFIqOlyKC+t5LQ7ylvYJNtdkb9Or1eiwWC01NbwiwKIoJHcGLi4ujHMGTiYSWgLE4mV4rPT09Cf92zz33cM899yx4fd++fezbty/l93A4HPzbv/0bf/jDH3A4HHLvvW7gLHC5ets1LVDZYDQas+pmC/HFYW5uTsmcSiZMyY6RDtk6SUiSxMjICH19fbS3t9PZ2Znyxb9UAiWKdOFfjwAAIABJREFUIpOTk8pAl+qanSAI7GouwahffEDS6wQCYZHiAgP+sMi6DOqgiszRt5teJ2DMQOhyiSxQJ0acfOXFAQ68NsnPPrEjo+nLeMdVo67FUpOumW6+B/p8JXcsxRRfPtfQskW+Jl577TUOHDjAa6+9pvbebAUW3LhrWqCyjaASNS1M5xhyBOV0Ounu7gbm6wZSNXNcrghKbgc/OjqqNGbM1KkhE1J5L3Ub+NLSUiRJYmBgQPExKy4uTuqmkM759U97KTDoGbH72bq+GJsryIVpfqZdLWXsaCrlUL8Do17gr9/ZQmlh6gkw+YqgRAk+9+Q5RAnG5/z89JVxPrx9fVbHTScSSddM1+v1MjExQUlJyYpqXbIYSzHF53Q6M874XSrMZjPveMc7EASBUCiEwWBAkqQAMRl8sMYFKhtyNcXn9/t55ZVXEEWR9vb2tD2ysj2PdAVK3dywsbGR9vb2jIsu81nEOjMzQ3d3NyUlJezYsUOJ1mTRCQQCuFyuKDeFWO86uaV8KtQUm3D6QzSVFeDwhehcJOsvEfdc1cE13zrGuhIzH7q4LuX98tlR96nTs0y65scGX0jk33/Vz3suqMViynzgz3aqLJmZ7rFjx5AkibGxMaWUQe1Pl0sz3VyyFBGUw+FYsT58ak6fPs0tt9zCFVdcQWFhIe9973v3An2SJPWpt9MEKgHZCoPb7aa7uxuXy8WOHTuSJhMkY6nqmORWHUNDQ1EWULIx6UrB6XQqxqlbt25VspXUiSBqHzO1m4LsGu12uxkfH2dubo5XX301Kk26uLh4wcK9JEl0T3kx6gTGXUE61xVh94ZoLI9vj5RMTOpKC7h//yZaKi3odelHpLlGkiQspmgh0esEsn2rfK2ZGY1GDAZDVHGoJElKtJVrM91cshTt3leyUax8PYiiyJYtWygqKuKpp56SyxW+yHwW31fU+6xpgVqOJAm3201vby+BQID29nZ8Pl/G4gTzAhUMBrPaP5nAyU+iAwMD1NbWLvDLy3YNK1fI2YOhUIgNGzZk1O8m1jU6HA7T2toKoEwljYyMEAwGMRqNimAVFRVhEOaNai0GAUGQqE6Q2JDKNffuzdWLbhNLPiOoqzZX8tiJac5NeCgw6vjcH3VQGMexIx2WspW8IAhYLBYsFoviTABvmOm6XK6UzHTzac+kPtd84nQ6V2wvKJifodmzZw979uxhfHwcvV5PWVkZjz/++O54269pgcoGddv3VPB6vfT09ODz+ZQst1yQrzUo9fpNMkf0fKd7L4bc1NDpdCpNDXNNvKkkuSjV5XJhm5zmXN8ck7MRCkx63B7we1yELPpla2aZK+Sn+n963yaue+hl2qus/FFn+gKa6LjLSbpmuhaLhVAohMPhwGq15vy3zXdWKqzsCEqSJPR6Pf39/TzyyCP87ne/w+VyUVpaygsvvPA+SZKejN1nTQvUUkRQXq+Xvr4+3G53yunX+TiPRMQKlOxW0dPTQ3Fx8aLGs7l2ZE+VcDiM3+/n+PHjtLa2xm1qmC3JjmcymaioqKCiooLqYATr5ADVQRezngDlhQZsU9PYbcOEw+GoJ/JIJLJqrI7Ux91UW8S979nIjsbSnLyPKIrLOp2WiGRmuna7HZfLxeTkJG63W0m2iY22MhHepRAnWNkCJRdBf+1rX8Pn8/Hwww/T2NjIr3/9a1544YVPCYLglSTpV+p9Vt4VtEJY7Cb1+Xz09fXhcrlob2+nqyu5G3am5HINym63093dTUFBAdu2bYuqFE9l/6VAFEWld5ROp2PPnj15exJPNYtPJwCSRCAsUllspqiomD3bWpX91U/ks7OzeL1enE5n1LrWSs02UwvftRdmbiway1JO8eUCuW7LarWyceNG4I2mgfJvOzU1hdfrVRI40jHTXarvw+FwUFeXevLNUiILVHd3N7feequyjnj55ZcD2Jlv+R7FmhaofAiG3++nr6+Pubm5lOuCsnn6zVag5LqR48ePo9Pp2LJlS1ppqEslULItTn9/P+vWrWP37t0cOXIk7zd1KgI15Q4SjEgEIhKERAqNAq5AhJICw4In8tLSUmZnZ2lpaVEGtni1PfLaVqpOCsttdbSSjpsvYuur1Mk2icx01a1LkrVoX4oUc5hfg9q0aVPe3ycTZBG//PLL+eUvf4nBYKClpUXuXl4BLHCwXdMClUsCgQB9fX3Y7Xba2tpSnnKSp+gync/ORqDcbjc9PT34/X62bduW0eJptkkS8uJzMtfr6elpenp6KCsrS9odONekOoCWWYzYvUHKCw0EwiJVRSZKFmn5Hq+Nt1zb43K5opwUjEZjVM1WMpfwXLPaOurm0yU91QLgTMx0zWYzkUiEYDCY1+t7MaPY5eTMmTO0tLRwyy23cPfdd/N3f/d3BAIB+QH43yRJOha7z5oXqGyKReU+OYODg8zOztLa2srmzZvTukGyFahMvPh8Ph89PT14vV46Ojrwer0ZZ/bo9fqsIih148FY5ubmOH/+PGazmQsvvDDulGM6Zqbpkuq10TftpdBkoHvKy7piE76gmNFAqa7tUaOeRpIHttieTJFIZNVFOqtJ+CA7K6LFzHSnp6cJhUKcOnWKUCikZImqU+Bz8blW8hrUvffey49+9CO+9a1v8Z//+Z+xf34+3j5rXqAyJRgMEggEOH78OG1tbWzatCmjGy4XWXipJknIGW9zc3NKxlu2g0S2U3zxOhN7PB66u7uJRCJJ7Z5kAcnXE3OqAlVqNjDtDlBhNRCMQHOlJek5pftAFG9gi51GcjgcvPbaawumCLMtSF1tQrLaWm3IZrqRSIRQKKSsb6mjrVya6TqdzhUbQXV3d/PVr36VL33pS1RVVdHU1ERxcTFlZWXU1dVZJEnyxu6z5gUq3QhKtviZnJzEaDSybdu2Bd5h6ZBtFl6yCEQmFArR39/P9PR0woy3TAeibCModWdc2XDW7XazYcMGKioSNwiEN8RtuRfbR+f8mPQC0x6RKouBZPZ5uRrsY6eRQqEQzc3N6PX6uAWp6inCdBIyVptArdQIajFiXSTUWaIyicx05WgrFTPdlTzF9/nPf54f//jHTE9P881vfpNgMIjf75frPI8KgnCBFDPYrXmBSpVQKKS0hpc78J4+fTrrFOtcWCYlIhwOMzg4iM1mo7m5OWHGW7woJlWyXYPS6XQEg0EGBweZnp6mra0tZcPZVMRZTbqDbaoPL8GwSCAioZPAZBCysgDKFLmuKF6KdCgUWpCQIUlS1NO47JAR77jaFN8bx17OVhvJzHTdbjcejyehma68jul2u7N6oM4n73vf+3jf+95HW1sb9957L+FwmHA4jCiKWK3Wd8aKE7wJBGqxm0Q9yDc2Nka1hs9FV91s+znFQxRFhoaGGBkZoaGhYdF29vI0YyY3XzZreJFIBJ/Px4kTJ2hpaUk7ZVwdfeWDlAUqIhIIihQYdYRFKaX2GEuJ0WikvLx8gdmq+ml8aGiIUCiEyWSKEq18uSes1ggqXwkM2fjwJYq21Ga6jz/+OI8//jgej4dPf/rTXHjhhWzbto2LLroo5c/0D//wDxw4cACdTkdNTQ0PP/ww69evR5Ikbr/9dp5++mksFgsPP/ww27dvB+AHP/gB//RP/wTA5z73OT760Y8mPL48Bt177708/vjjhMNhysrK2L59O5IkTcXbZ80LVCLC4XCUKarsPacmnY64ici2I64aURQZGxtjcHCQdevWLbAlSnYOmYpkJoOX2j4JYOvWrRkt3C5FT6jFkCSJcWcAs0nPhDNAU6Ulo2aFuTiPdH6LeE/j6kwzl8vF9PQ0Xq+X48ePY7Vao6YJs02JzmcElc8oJ5/HzqX4xZrp3nXXXdx5551cdtllfOhDH+K1117ju9/9Lv/wD/8Q5VuYjL/927/lC1/4AgAPPPAA9913Hw8++CD/8z//Q3d3N93d3Rw+fJi/+qu/4vDhw8zOzvL5z3+eY8eOIQgCO3bsYP/+/QmnGPV6PXa7nfvuu4+XXnqJzZs3Mzo6yvT0NCdPnrxYkqRXYvd50wmU7Nb9/9n77ui4yjP9506XRr1ZvVjVBdwkx07Y2BATJ0DMsptDTOj8UpaQxZjYQKiGE2MDIZtwbDBplBBiWBIgyxpCINiLA67YYGxJM6NmaTTq0/vce39/iO/6m9GUO+WObEvPORxA0twyM/d7v/d9n/d5jEajkH1E+lJKbVooFvSCX1RUhOXLl8fFCkyXnh7P8xgdHUVXVxfy8/PR1tYGnU6X8EIl9QyW2ACokcvg9AaQn6GAx8+iOoJI7NmOcEyzw4cPY8mSJYJm3fDwMLq6usCybFIK4VKSJKTMoM7F/hYBUe9YtWoVVq1aFffradq80+kUPus333wTN9xwAxiGwYoVK2CxWGAymbB3715ceumlQmZ36aWX4p133sE111wz5dhkw9LR0YEjR47g4MGDwu/effddrF27dhuAb4S+7rwPUORNZlkWAwMD6O/vF9S6Y+0SU5FBKRSKhI0PyYLvcrlgNpuxbNkyqNXxG+UlS3QQA6JSkZGRgcWLFyMjY3IRP5tddcUc3+ljMeHyQ8YwsHpZNM1RweL2IzvGHFSqISWbMdJcTziFcIVCEVQizMzMDLvwnoslPimzs3RYbdjt9qDPMBHcd999ePHFF5Gbm4sPPvgAAGA0GoOysMrKShiNxog/jwafz4eMjAzY7XZBveMLt4QpDD5gBgQokjH19/fHVRYDJoOL2+1O6vyJltcmJiag1+uh1WqRm5uL+vr6hIJTMtcgBg6HAzqdDgDCqlQkE6Diea1Ui7dWJYeP5cAAyFLKwHF8Qm665xoiKYTThIxQejRdIjwXSRJSl/ikVpKwWq0x5x3XrFmDoaEpgg3YunUrrrzySmzduhVbt27Ftm3bsGPHDjz88MMpuTbyXVi0aBG+8pWvYOPGjfj617+O3t5efPTRRwDwVrjXnfcBymazwefzxV0WA1KXQcVT4rNardDr9VAoFFiwYAGysrJw/PjxaXHVjQaPxwODwQCn04mmpqaIdedkXXWnO4MasfvAAHAHWChlzKSauZdFfmbkRVKqaz4bDPiiETLsdjvGx8fR19cHq9WKzz//HDk5OUEKGcnew7kaoNKRQYkJUO+9956oY1177bW47LLL8PDDD6OiogL9/f3C7wYGBlBRUYGKigrs3bs36OerV6+OetyxsTFcdNFFMBgM2LNnD4qLi3HffffhjTfe+H24vz/vA1RBQUHCFsipYvGJOYbdbofBYADHcWhqagpK1VMx7JtsiY/siP1+P7q7uzE+Po6GhgYUFxdHXXSSzaCmO0DlZigw4fJDq5LBF+ChVcmjlvekCiLTTRaJhnCEjEOHDqGlpSVo2JgIrdJ9rXgJGedqnygdGVSybrp6vR6NjY0AJvtOLS0tAIB169Zhx44dWL9+PQ4ePIjc3FyUlZVh7dq1uPfee2E2mwFM9pK2bdsW9thkY/Hcc89BLpfjkUcewQ9/+MOY13TeB6jpMC2kESu4EB8pj8eDxsbGsJmIVJ5Q8bze7/djYGAAJpMJNTU1aGpqEj3LlEwPSuxr7XY7XC4XcnJyUsqWGrV7oVHKYPNwyNXIwQPgOP4LifP04mzIoMSCFtENFVqlvZjCETKys7OhVqvD3q+UNh7navAjEJNBRcM999yDzs5OyGQy1NTUYNeuXQCAyy67DHv27EFDQwMyMzPx3HPPAZjc/D/wwANoa2sDADz44IMxh+/nzJmD/fv347333kNlZaXwmefn5zMzcg4qGUjJ4iOqCna7PaaPVLJU9WRYfBzHwefz4dChQ0FW8PGcW8oA5Xa7odfr4fF4kJmZif7+fvj9fqjVaqEnkp2dHZaBJiaDUivlsLkDyFTK4A/wyFEr4rZqTwXO5gwqHsjl8rAmgoSQYbPZMDg4CK/XKxAyyOeo1WrPWZJEOgKUzWZLKoP685//HPbnDMNg586dYX93yy234JZbbol5bPK51dfX409/+hMefPBBlJSUgGEYmEwmAPgagCn1x9kAFQVSBCifz4fu7m5MTEyItutIdtg3kQyK53mMjIygq6sLHMdh6dKlCZVKpSrxkVLjxMQEGhoakJ+fj0AgILzG6/XCbrfD4XBgaGhIYKDRQYvcZzQ4fSzkcgY+lke2Wga5jJmO5Om8RixCht1uFwgZXq8XmZmZ8Hq9QXp1qYCULsBSsjAJLBaLJI7TyYLneSgUCoyOjoLneTzxxBOYO3cuPB6PoO6/cuXKo+Fee94HqGS+FKnogZBjBAIB9Pb2Ynh4GLW1tXGJz6aiRPeF3pUo0AzCpUuXor29PeHdX6pp5kRFw2g0BpUa6feH9vEJlQQiQauvrw8WiwUMw2BiYgLZ2dmCsSBdQvKzHAIsD4AHzzNQRhPikxDpWOBSiVRkfOEIGQaDARqNBnK5XCBk+Hy+IFfjVBEyUol0XIvNZkN9fb3k54kXDMNg37592L17tyBtdPPNN+Oiiy4S/obneXO41573AQqYXkUClmXh9Xpx8ODBKVJKYpGuHpTdbodOp4NMJhMYhMmeXyaTJcyEpIMbz/MYHh5Gd3c3SkpK8KUvfSnuXoRSqQySjDl9+rRQRrLb7RgaGoLdbg/SObP5lfB4A1DIJrMnYlI4i+kBz/PQarVBQSvU+XZkZARutzuIkBFu83G+4WxWMt+2bRtWrlyJSy+9FIcOHcJDDz2E3//+96ipqYlatj1/P61pBsdxGBgYwOnTpwEg7t4NDblcnvCwLxA7i6H7OE1NTVPq2NPFxCMbC7PZDJ1Oh6ysrIjDyon6QTEME3ZIldCmBwbH4HRaMW7jAK0M/UZgpIBHVlYWMjIywva1pMC5lkGl01QwkvNtIBAQWIQmkwlOp1MgZNAzW4SQIdUmNh2O1MDZ7QXldDrx0EMPAQC+/OUv4/XXXxeeuWgb9hkRoJKdxYmnMUtbl5Od/uHDh5OqbSsUCmEgMhFEyoB8Ph+6urpgsVii+kela9g2FIFAAD09PVCr1UEZXSoR7ntBzAK1Wi2aocX7A0Cx3A+1kkFVcQ6cTieGh4fhdrunNPI5jjtnCA3nynXSiOdZVCgUEQkZdrsdVqsVRqNRIGR4vV6YTKaUGggC6SFIAGd3gPrkk0+wYcMG1NXVobS0FAaDAceOHUN9fT20Wm3E3tmMCFDJgJAcYjViaVJBQUFBkHU5CRCJlhdSXeKjFdzFuAQnM0eVSIDy+XwwGAwYHR1FaWkpmpubEzp3LIjZ5Q/bvFArZHD6WRRpNWDUWairO/MwhTbybTYb/H4/OI47J8RXpYKU2UgygYMmZMyZM0f4ucfjwaeffgq/3x+kkEG7GmdnZyfkjJ2OGSjg7A5Q7733HoxGI0ZHR9HR0YFrrrkGO3fuxMjICIaGhmAwGOQ8z09Z5GYDVAwolUrBpiAceJ7H+Pg4DAYDsrOzsXTpUmg0mqC/OVsCFCk7Ej1Csf2wZGjq8cwysSyLvr4+mEwm1NXVid7F8jwPlmUFtqRMJhPKd9FeLyazLshUwu1joVXJ4QnwKM8NLi+GNvKtVitMJhPKy8uniK+GuuEmKl2VKpxrXlCAdEoSMpkMarUa1dXVQeciJcLx8XH09vYiEAhArVYHfY7hSr000qEiAUz2oJKZg5ISK1eujPUnYReYGRGgpBrWJQKpGo0GF154ITIzM6MeY7q09GQyGVwuFw4cOIDi4uK4CQZSl/hotfby8nIhcPb390cNIDzPg+M44R+VSiWU2Mg56fdNJpOBYVnIh4chMxqR/dlnkI+PQ8UwYKxWwOsFOA5gGECrBZ+bi+HsemjkRRjhNCjNVmPcGZvwEa2vFeqWGs9il+pFf1YvL/pxiV07PV5BEzLIBsTtdkMul09RyCDHS1cGJeUQ83Th/LobCRAuQNlsNuj1ejAME1YgVcwxkr0GsRgfH4dOp4PX68WXv/zltKuhxwpQY2Nj0Ov1gj0HnamG0scJ6MBE/o48mPQiww8MQHb4MJjPPoOssxPyjg7IurrAfPFe0tsJPisLvEoFyOUAx4FxucC43SirXIhA25XIUmfBl5OBSm0jUP8vcb8PdF+LlJaIP5Pdbp+y2NHzWlqtVpKS2WwGdQZiVSSiETIIi9BkMsHhcAhsUDJo7/V6oVKpJHvPz0fMiACVqgzK6XRCr9fD7/ejsbFRdL13OqSKbDYbdDodFAoFFi5ciJMnTyacwSVT4osUoOx2Ozo7O6FQKLBo0aKw2WcoA5D8N8uywiIofLY8D+bzzyH/4APIPv4YssOHIZucUAcvk4GfOxdcSwv8l1+OQE0NhhQKjKjVqG5rg6a0FKB2nkJp0O3G6QNdkJ0agcfsQnbX53Dd8Rsott2DwJVXJvR+0KD9mejFLpxiuNPpREdHh7CjP5v7WlKrPUhl45FMZqZQKJCXlxe0JpCseXBwEG63Gx0dHfB6vVAqlVMsS5K9pynPw3mCGRGgkgFh0H3++edwOp2CLFG8x0gmg4onQLlcrqAgmpubG1TySgSpDFBEBd3lcoWltIe+lgQlOmsiDyIzMQH5O+9A/v77kH/wAZiREQAAV1cH7qKLEGhrA9fWBu6CC4CMDIFh2dfXh4qKCiysrBQWBro0SHpaUKmQWVmKwAiPnALAWVmMgn++DMX//E9KAlQkhBtQPXToECorK8Nq2NHZVjybEKmUE6QmdEhxbClKhyRrJmaPxDuJuBqTgXGXa9IKKdTVOB5ChtPplITlOt2YEQEq0S+01+vF6OgonE4n5s+fH1O5OxKSDVBi+jherxddXV2w2WwCZZwg2QeaiMUmAnLthDI+OjoqSgUdOEOwIAQPAGBGR6H43/+F4vXXIdu3DwzLgi8qAnvxxWAvuQTcJZeAr6yccqyJiQkYDAbk5eWhtbV1ysNPFmp6keI4Dg4/j+IxI2QfH4Da7YIjIxvu66+H3+cLS8aQamFmGAbZ2dlhTQUJZXpgYAA+nw8qlSooaEXqa52LGZRUSKfVhkqlChoYJ+cns3ejo6Po6elBIBCYopAR6bO0WCxJmxWejZgRASpe+P1+9PT0YGxsDAUFBcjLywvSCIsXyYq9xmIIkYW/rq4O8+bNS/mik6xlvMvlEpQ0VqxYIZqZJ5PJMDw8DJnPh5L9+5H72muQ798PhuPA1dcjsHEj2CuvBLd4MRDhmKQsyzAMFi5cGJHIEg4ymQxzcjSoLMnFaEM9SrUKaB69Dcy8OigikDEIxVyKRTrcUHAoZZrua9GqCuH6WiQbTTXO1QAlJbEjVmZLPp9QQobH4wlSfw8lZJCs+WymmCeD2QBFgZ4PqqmpwYoVK2A2mzE6OprUcZOxfY8EjuPQ39+PgYGBuBb+RJAIi4/Y1ev1egQCAXzlK18R1TOhy2z5w8NY/soryHj1VcgtFrjLy9F/zTWwf+MbkC9ejJzcXGRnZ0MV5r6JmKzVao1oYyIGF1bk4nRzPTT1dajMy0BV06TqfGimxXEcRkZG0NfXh+rqarAsKwQtnuchl8uFYCDl4h2pr0Wa+LTwKslO+/v7hcUuFSywc21mCzg7zQppyxJaU5ImZBiNRmzevBkDAwNQKBTYvn07Fi1ahMWLF6OsrCyu8z355JPYtGkTRkdHUVRUBJ7nsWHDBuzZsweZmZl4/vnnsXTpUgDACy+8gJ/97GcAgPvvvx833nhj3PcnBjMiQMV6WMhi39/fj8rKyiBZolQpmiejBEGDVqooLS1NSJMuXsRL0rBarejs7ERGRgYWLVqEU6dOxbxGgQARCED2zjtQ//KXkP/zn+AVCrDr1sFz883gV69GCcNA63QK7q29vb3w+XxBvRiy26yrqxPtWxUJmSo5llTl4kifBUuqc8Mey+l0QqfTISMjA8uWLRPo7sCZ4BUu2xJ6aTHmtVKBcE18u92Orq4uyOVyjI6Ooru7O8ibiezo42WenYsZlNRWG6l8RkM/y7feegt//etfsXfvXtTU1GDfvn3Yu3cvHnvsMdHH7O/vx7vvvhs0B/b2229Dr9dDr9fj4MGDuPXWW3Hw4EFMTEzg4YcfxpEjR8AwDJYtW4Z169ZJogM4IwJUJHAch8HBQfT19aG0tBQrVqyY8kUig7rJIBVBjmQkpI8SSskWe4xEFmuxGZTL5YJOp0MgEBDo93T/KNp1cYEAmDffhObxxyH/7DNwVVXwPfIIAtddB1AT/wwglDfIDpH0YgYGBtDR0QGFQgGZTCbQfUnvJtZAZSTMLdIiL1OJvIzgvhXp+7ndbjQ1NQWVZ8gCHbpQh5IxpjNoMQwDlUqF8vJy4We0NxMtBaRSqYLmtaKphUtJX5cKLMsmpBIh9thSD+o6HA40NDTgmmuuwTXXXBP36zdu3IjHH38cV1LknzfffBM33HADGIbBihUrYLFYYDKZsHfvXlx66aVCD+3SSy/FO++8k9B5Y2FGBKjQh4XneQwNDaGnpweFhYVRF/t0uOrGgtVqhdvthtFojEjJjgUSZBJ5UGIFKOJxZTab0djYGFRaivZanufB+f2Qvfoq1D//OeQdHeAaGuDdtQvs+vWAyAXDbrcLA9MrVqwQ6v1erxc2m02YMXK5XFAqlUJmkJOTI4riK5cxKM4600Mglh9EKooYr4lBJDJG6NAxEBy0yO9TGbTCBZJI3kz0cCqxbye9ENpQkMzMnWvswLOxxBcPkjErfPPNN1FRUYFFixYF/dxoNArMQwCorKyE0WiM+HMpMCMCFAHP8xgbG4PBYEBubm5EZWwaUrrqxgJp8LMsi6ysLMybNy9pNYpEA1S4AMtxHPr6+jA4OBjR4yoSe4zjOGD/fqg3b57MmObPh/f558H+279NDsuKAHElJirsoQPTarUaxcXFYT2hbDYbenp64HQ6gxQDyGIb7n0iWWx3dzfmzJmDtra2lCw80YKW1+tFT08PlEqlIOdE97KS6WvFs+CTvhY9YkH3tYxGI5xOp2BOB0wqrcRLl46Gc1Ghghxb6jK81WpM4ZSJAAAgAElEQVQNKs+FYs2aNRgaGpry861bt+LRRx/Fu+++K+XlJYwZE6CIZUNmZmZcWUgqTAvjDVBk4XU4HGhsbERBQQGOHTuW9mFf+rV0FkT3wcrKykRbiQiByWSC8v77ody9G1xlJbwvvDAZmEQuPizLore3F6Ojo6ivr4+owh4OoZ5QwJmF1mazYWBgAA6HAwCC+jAMw6CrqwsajQZLliyRXEePYRgYjUYMDAygtrYWpaWlUwaVQ0uEhPkYqbwYimQzknB9LY7jYDQaMTExEUSXpvtatMVFPJA6iJzLGVQsFt97701xUwcAnDhxAj09PUL2NDAwgKVLl+LQoUOoqKhAf3+/8LcDAwOoqKhARUUF9u7dG/Tz1atXp+Q+QjFjAtTExIRklg2xIDZA0fT2uXPnBtnBT4caBQFdppuYmIBOp0NOTk5cfTCe58F6PFA8/TRU27cDXi/8d90F/6ZNgFYr+hj0oO3y5ctTsqOOtNAS3bz29nZ4PB6o1WoolUqYTKYgAkGqQTQeifwT2X2Hy5ZoMgYJWLTSBnlduL6WFCUzIrqam5uL2tpa4Tzh+lqk3EorKkS7HqkzKCl7flL3ExMt8V1wwQUY+WLAHQBqa2tx5MgRFBUVYd26ddixYwfWr1+PgwcPIjc3F2VlZVi7di3uvfdemM2TJrjvvvsutm3blrJ7oTFjAlRjY2PajMNCEauHw7IsTp8+jcHBQVRXV4eljKdCjSLR+yeDup988gkYhsEFF1wAbRxBhWVZDH74ISo3bYLqs8/Arl0L3xNPgI/DnjrWoK0UMJvNGBwcRH19PUpKSoKMDMfGxtDT0wO/34+MjAzk5OQIQSuR7ACYzJx1Oh1YlhU9s5UMGSOZDU80hAaSSH0tWodwbGwsqK9Fz2uR7ENqCaV0KI5LBSnmoC677DLs2bMHDQ0NyMzMxHPPPQcAKCgowAMPPIC2tjYAwIMPPhhUkUglZkyASgbxmhaGe3040CresUplqVA0T+T1Xq8Xer0eDocDLS0toqmkdNN/WU8Pcu68E7xMhhNbtmDsq19FtteL7P5+5OTkROz5AJN9OIPBAABxD9omAtKn7OrqQklJCZYvXy5cG8MwERmEdrsdFosF/f398Hq9UKvVQUErGoOQ2IyMjIxMUQFJFLHIGC6XC/39/cjPzxdYqqliEIrNzFQqFQoLC8P2tciMD+lrZWZmQqVSwe/3w+/3p3yDImWJLx1CrlarNSU0797eXuG/GYbBzp07w/7dLbfcgltuuSXp88XCjAlQqRCMTVU5hzTbw5kbRkK6S3yBQAC9vb0YGRlBXV2d6AcgSGnc44H63nuR9ZvfgF2+HP4XXkB9dTVqWXZKz4fn+SB2nUajQV9fX9KDtvHA4XBAp9NBpVJh8eLFU3y9wiGSmoPX6xXIGCaTCW63WyhpkcCVmZmJsbExdHd3o7S0NGUly0ggm5T+/n6MjIwI7yudadFlQnIv8Q4ZJ7OZi1RudblcGBkZgc/nw4kTJwQZoFAdwkSfc6kCVLqGlpNh8Z3NmDEBKhmkMkCR/kJGRgYWL16MjIwMUa9LV4DieR5Go1Ho85ByY09PT8zX0YucrLcXmuuug+zTT+HfsAH+hx8WaONyuXyKFTfp+VitVuh0OtjtdqhUKuTl5cFmswkBTIrSHqHJ2+12NDU1JW36Rlsy0AxCuqRlMplgsVggk8lQVFQEhUIBh8OBrKwsyYIU2RSFC4ahmRaQOBkj1SK0MpkMWVlZ8Pl84DgODQ0NggwQeT8HBwcT6mvR9zydNh6pOE86yt7pxmyAEoFUDOtyHIdPPvkEAER5SIUiWT2/WAGKpuAXFBRg+fLlor7w4Sww5Ho91JddBsbrhee118B985sxj8MwDDweD4xGI0pKSrBs2TIwDAPnF6oRIyMj6OrqQiAQgFarDSqfJbpxIA7DRqMxIk0+lVCpVMjJycHY2BhYlsWyZcug1WqFRba/v38Kg5DcZzK7ezJALZfLRWWG4QIPHahCs6zQIWOpaNV0EKFlgML1tRwOh9DXIgGOVgoP935KpZIuNcWcfDbnI2ZMgJLKVTcWiL0EmdVJVHQ2WT2/aEQNm82Gzs5OqNXquLK6cBYYso4OaC67DADg+fvfwc+bF/M4xAAyHIWbBCGidsDzvBC0aKJCZmZm0IIeiwZOgnFxcXFQn0kqkMy0v78fNTU1QRJModYa7BclUJJp6XQ6cBwn2DGQe4y1gSB0/LGxMWFcIVFE6k2FkjE8Hg8mJiZQXl4OXwTF90QhJssJ19cKfT9JSZl8Z7KysiRb4NOhIkGu/VzTPxSDGROgkkEiAYqIlY6Pj6OhoQE+ny8pirsUJT632w29Xg+v14vm5mbRcv3hHG0ZhgFz8iQ0l18OyGTwvP02+ObmqMeJNWgbDtGICjabDWazGX19ffD5fNBoNMJinpOTA7VaLQw/KxQK0X2mZGGxWKDT6QSJqlg76kglUJfLBZvNJpTqAoGAsMjS90gPFJeXl6OtrU1SIWHybxKA6+rqBLHRcAxC8vfxBq1Ey3DR3k+i6eh2u3Ho0CHB3oIELo1Gk9TCHwgEJM+g3G635OSh6cKMCVDpyqAII8tkMgXtlIeGhqZtjom83ufzATgTPCcmJgTWmJj3J1JgAgDm88+hufxy8AoFvG+/Db6pKeJxkhm0DQeaqFBaWipcq8fjgc1mg81mQ39/P+x2O3ieF9QlyAIq1c6TZM9+vx8LFiwQTc0PB1Kmojc5dGAmDEK32w2/3w+1Wo3q6moUFBRIvrMmGXhubm7EAByaaSVCxkhlPyf0/TSbzWhraxPsLUi25fF4oFAoglRG4nHATUcGZbFYku6bnq2YMQEqGSgUipg9KFp4try8fAplPNk5JoVCkXSAInYiAwMDU8pM0UAWFLvdDo1GEySxAwAYGoLmiivAq1STwamhIeJxpBi0DQfSo1Cr1fB6vfD5fGhqakJ+fr7AICTsOtIbIouQ2MZ6JBAJqOHhYdTX1wcRJVIJOjAXFxcL5c7GxkYAkxqFnZ2dwj2GahAmG7j8fr+geDJv3ryoFYJItHfy72jzWrTrsVS9LbLZCmdvQRxwSbblcrmCMvlo8lhng4rEuYwZE6CSeRiVSiU8Hk/Y3/E8LzTwi4qKIpILUjFom+jreZ4XHFerq6tFW3TQBIjq6mrodDp4PJ6gBT0nOxt5P/oRYLfDu39/xOA0HYO24+PjMBgMKCwsDOozhS5AhBIeTlSW3KdWq435HaJnqNJBGyfnHBkZQXd3NyorK7F8+XLhOsORB0iJkAzF0kFLq9WKNpMcGhpCb28vampqEiaXiB0yJgQcu92OvLw8QY8wVYrvsbKcSA64ZF6L9LVIn5AOWukgSdhsttkMaiYjUnCZmJiAXq+HVqvF0qVLo/YzUpEBJfJ6okGoVCpRXFyMhggBJBShBIiysjKBqEDP+PC7dqHob3+D4fbb4ZDLkTM0FJSFpHvQFjjjzySXy3HhhRfGJH2EM/jz+/2CErqYBd3pdKKzsxMqlSotWn3AmbktjUYj+FBFQqShWPI59vX1weFwCNby9D/04u1wONDZ2QmtVivZRiM023I4HGhvb0d2djaKi4uFwXkgmPaeaNBKREUiWl/L4XBgfHwcfX19cLlcwvqRqr5WKGZLfDMcoQHKbrdDp9NBJpOJ1veTmiYeCrJI8zyPBQsWCGWnWIjWZyIgC3qxxQLNzp1gL7kERQ89BNUXpbPh4WE4nU4EAgHwPI+KigqUlZWJZgcmCtpFt6mpKamyh1KpDLugk6BFL+ikl1JXV4eysjLJs6ZAIIDu7m5YLBY0NzcnvDgpFIqIDEKbzYbBwUEhM8jMzITP54PP50NLS4tk0jY0WJYNus9QEk8sOSdAHBkjVX0iuq9FeqG9vb2Qy+XQaDRh+1r0vFai35vZEt95gFSQJAjrjbDO4vlSiOljxXq9mADl8/lgMBhgs9nQ1NQkLCROpzPmHFSswBSEQACq738fUKvhe/ZZqDQaFGk0KCgowMDAAFwuF+rq6pCRkQG73Q6DwTCldJaqXghR0I63txYvFAqFUOohMlV9fX0oLi6GWq2GxWLBwMAAgMk5JrqvlYoFkC6tVVVVobGxMeX3GZoZkBKiXq9HXl4esrKy0NXVhc7OTmRmZk7RIEwVyBhARUUFWltbw95nLDknsWQMKYkMHMchKysLRUVFYW1fHA6HkGkxDCOMEkTra4ViNkCdJyDGb/GC53lYLBYcP348LtYbDYVCAbfbHfe5CWJp6dHswbq6OsybNy/oGiNlYKEPc8zA9AUUv/0t5IcOwfvCC+DLy4OozaEadnTpjO6FjIyMCCUQErDE9nsI6D6TGAp3KkDULoiie2iZi567GRwcFNiDoUErnmslpbXMzMy09fBcLpdQtly+fHlQCZEWzg2l9tO9u3jLWR6PB52dnWAYJqExgETIGB6PRxgwTrWTcSSSRDjbF5ZlhRk/uq9Fz2uFG0y3Wq1BrsjnE2ZUgIoXhPU2NDQk2B4numNNtgclRnC2vLwcK1euDPuAhQ7qhlOAEP1g8jwUv/sd2NZWsN/+dtRB21CE64WE9nucTqdQAiGBKzRoEXUEmUwmqs+UChDhXJ/PF5W1Fqk/4XQ6YbPZMDQ0BL1eL2r4lpQtbTZbXLNqyYAe8CXMx1CQ3b5Wq51C7SeEE6PRKJBqQjUIw7lc9/f3Y3BwMGWCuQSRyBgsy2JoaAh9fX1oaGgIyyBMlowRD0lCLpcL33cCjuMEMWKz2YzTp08LYwQA8Omnn2J4eBgrVqxI6Pq2bNmC3/zmN0J29+ijj+KyLwbtt23bht/97neQy+V46qmnsHbtWgDAO++8gw0bNoBlWXzve9/DPffck9C5xWBGBSixGRSRwOnv70dFRQVWrlyJAwcOJFVOSbYHFQ5jY2NBvkHRmuR0BhVOASKee2OOH4fs1Ck4f/5znDp5Mq5B23AI1++hnW+7u7uFoKXVauHxeITh4nT0QmiL97lz5wqN+nhAu/ZWVFQIx400fJuTkwO/34+xsTHU1tZKVrYMBSmtlZWVxT3gG0l+KBxLkt6AyGQy9PX1CcLJ6bC9cLvdaG9vh0ajCcqC6QyLLnknGrSSpZnLZDJhI0BAxIh7e3tx8uRJ/POf/8QHH3yAxx9/HIsXL8ZNN92ExYsXiz7Hxo0bsWnTpqCfnTp1Crt378bJkycxODiINWvWQKfTAQBuu+02/P3vf0dlZSXa2tqwbt06zJ8/P+F7jIYZFaBiged5DA8Po7u7G8XFxaLp2GKQCut4AkLSkMvlot2BSYmQZVnxfaYIkL/4IjiVCkcbGlBTUpL0oG04hJZAeJ7H6dOncfr0aeTm5kKhUAgZFK0WIZYqLRYkcKTS4p0g0vDt6Ogo9Ho95HI5lEqlYMURqoqRSiRbWouGSCxJi8WC3t5eoTdpNpvR2dkp3KPYHkw8oDcbzc3NU7JDMX0t8vwQujt5XbghYylo5kSMuKWlBY899hhuvPFGbN26FaWlpTh+/HhKTFnffPNNrF+/Hmq1GnV1dWhoaMChQ4cAAA0NDZg7dy4AYP369XjzzTdnA5TUGB8fh16vR05ODpYtW5byBSAVAYrjOJw4cQJutzsukga9I/z000+Rm5srlBLieXh4noeptxc1f/oTHGvWYOnXvpYWpWYyQ5Wfn4+VK1cGXTPNrOvt7YXT6RSyFbo8GO91EhZkOiWR6MHXCy+8UMhII3lO0f0eErTi3SjQC3ZjY2NQFisVeJ7HxMQEuru7UV1djfLycqEHRJcH6d4dXSJMdMG32Wzo6OgQ5uLEfiei9bViKb7TQUwqEKuN/Px8XHzxxXG/fseOHXjxxRfR2tqKJ598Evn5+TAajUFlw8rKShiNRgBAVVVV0M8PHjyY/E1EwIwKUOG+KDabTViIojnFJmtamIxUUSAQQE9PD9xuN+rr61FaWhqXNBF5gFasWCGUlMhwMcuyQergkYIWCRI1hw9DabeD/cEPwEkcnFwuF/R6PYDIM1Q0s44g3HwPXWIju/NwnyV5r81mc9p8qEgf8fTp02FV1aN5ThEpJ9LvUavVQYt5NKNEMiNHBHPTsdlwu93o6OiAUqmcMrsll8vDekGR3t3w8DAMBgNYlp0iDhytvM2yLLq6umCz2TB//vyUZBjh+lqhZIzBwUGhYpFqU0gasVh8a9aswdDQ0JSfb926FbfeeiseeOABMAyDBx54AD/5yU/w+9//PiXXlQrMqABFgyx+RBom1ixJsp5QiWRQdC+sqqoKubm5KCwsFB2cwhEgSEmJsH7oPsjIyAgMBoPQvM/JyYFKpcLQ0BBkMhkWLlyIvOeeA19YCO6SS+J/E0SCBImJiYmEVLjDzfeQoGW323H69GkhaNHMOmJ5UVVVhYaGhrT0fAgjMJqOXTjQnlOh/R6SUdJGiaEbEPLdv+CCC9IyPE1navT4QyzQGwsCwiC02WwYHx9Hb28vfD4fMjIypgjnEpZnZWWlJLT80GsFJsul7e3t0Gq1QuCPNq+VbNAi7MlIeO+990Qd5/vf/z6uuOIKAEBFRQX6+/uF3w0MDAi900g/lwIzKkAxDAOv1yvspuJhCyUboOJ5MEgfgthBkF7Y+Ph4zCws3nkmug9CBy2r1Yru7m44HA4olUrIZDJ0d3ejZWgIGYWFYAGkupVNZxJVVVVBsj3JItJQKmncE7ULjUYDm80GAFEzrWRB5tXcbndMHbt4oFarBTFc+lx0Rul0OpGRkYGCggJYLBaByixVBmWxWNDZ2ZmyTI1mENKK9oRBSMSBbTYbZDIZ5syZI4x5RMsokwXP8wLrt6WlZUpWE6mvlQwZI1mbEJPJJLyHr7/+OhYuXAgAWLduHb773e/izjvvxODgIPR6PZYvXw6e56HX69HT04OKigrs3r0bL7/8clLXEA0zKkCNjo6ivb097JxQLKSS5BANVqsVnZ2dyMjImCKfFI0JGPegbQSEmviRciIptcjdbvgUChw9elQYQqRnmBJtahOn4XRq9QUCAaE01traKmin0Yuc3W4Pkv9JtnnP8zwGBgYwMDCAuro6zJkzR/JMTaVSQaFQYHR0VJgX4zhOuM+enp6U9e5o+P1+YbB94cKFSam5xwJhEGo0Gvj9foyOjmLBggXIzc0VMkqaQUhnlKkIzna7He3t7YLZZ6zjpWrImL7/RHDXXXfh+PHjYBgGtbW1ePbZZwEACxYswNVXX4358+dDoVBg586dwrXu2LEDa9euBcuyuOWWW7BgwYKEzi0GTIwIfF7ZNPp8voQl+9vb21FSUpJUE/mjjz7Cl7/85bC/I3M9gUAAzc3NYSnbJ0+eREVFRdDOLFWBKXTQtqamJuwirF67FpDJ4H37bcGmnfRByGAhvcjFWsyJOgfHcWhsbJR0ESPgOE6YuZk7dy5KSkqivmd0857cJ4Cg4CwmaBFfqPz8fNTV1aVlqNjv9wsqHs3NzVEzNboMSu6TBGeyoIu5T1rxgt7kSA2n04mOjg5otVo0NDREfH/pEQa73R4UnONVceA4Dj09PRgfH0/IKVvM8YFgMga9ZjscDlx++eU4ceJESs87DQj7BZlRGZRCoUg4JU5VBhXqP0SYW6QpH63kGG6WKV4FiHCIZ9AWTifwRc+DULxDBwtDmVgApmRaHMeht7dXMHRMB3sMOMPWDFW7iIZwzXtas25gYGBK0KIljnw+n2AMmawvlFjQ1ia1tbVoaWmJ+f2IVga12+1T7jOcJT0RzdVoNGnLhInO5MjICFpaWmL2k8OpOAQCAUH9I9x9hlP/IKXLOXPmoLW1VZISaTTF9/b2dtx2222or69P+XnPFsyoAJUMlEpl0gGKqEkoFArhoRocHAzL3AoHEqAiESDiRUKOti4XuCgLrEwmm6KiELqYT0xMwOfzITs7G2VlZVAqlUkxJMWAVp5YtGhR0soT4dQiQoVW7XY7vF4vWJbFnDlzUFdXlxa6usPhQEdHB7KyspIOEpGYdbSnFrGk53kefr8ftbW1KC8vT0uGSIJESUlJUs7BCoUi4n3a7fYg9Y+MjAyhGjNv3ry0K4n7/X786le/wltvvYWnn34ara2taT1/OjGjAlQqBGOTgVwuF+rj3d3dKC0tnWJsGOv1TqcTeXl5CSlAECTlaOtyAXESRchiTnb1pIRIGGehvR66bJZs0AoEAkKmlggjMB7QQctsNsNut6OsrAxFRUVwOp0wmUzCIpeq3h0NonJutVollUUKzZwnJibQ2dmJgoICaLVaOBwOHDt2TKCD0/2eVGVUgUAABoMBTqdTsv4WfZ+EqTY2NobOzk7k5eUFsSEJg5DcayIzaWJw8uRJ/Od//ie+/vWv48MPP0yLrct0Ykb1oHieF2zP48XQ0BCcTmdS6fShQ4cQCASQl5eHhoYG0YxAUs4jDW0yeU8enpycHFHspFBH28rKyrgDgPqqq8Do9fCcOAGIfAA9Hg/0ej0CgQCampoiLiY0QYH0QBJt3NN9kMrKSlRUVKRlzofo9fn9fjQ3N4elcEfq3SUqJkubFlZVVaGioiItPR+fzxfUNw3NSnmeF8RPSb/H7/dPCVrxMmPJDF9NTQ3KysrScq9+vx86nQ5+vx8tLS1BmTA9SE3u1ev1xjWTJub8v/jFL/DOO+/gmWeewdKlS1N1a2cLwr4xMypAAZMLSCIYGxvD2NgYWlpa4n4tMZaz2+1oamoSaJ2xEI0AQVOHrVYr3G431Gp1UNCid3Fk0DY3Nxdz585NeCcrf/55qG+7De6PPwZ/4YVR/5bO1BIVAE0kaJHh66ysLNTX16etD9Lf3w+TyZSQzTs9kEoWcxK0oqko0D2feDY9yYAeByD3KnbhpVXQyedKzzBFy0CIHJNMJkNzc3Na7hWAIH8WD+uSDFKT+7Tb7Qk7NZ84cQK33347vvnNb+Lee+9N232nGbMBCphc2BMhSlitVvT39wtzAmLg9XphMBjgcDjQ1NSEkZERFBUVxSQEJEqAoJUFbDYbPB4PlEolvF4vlEpl0iZ+AICREWTU1yNw993w339/xOsn2UuimVo00EoRNpttkv4ulyMzMxMulwscx2HevHlpUf4GzjgrFxcXR2Q/JoJIQYvYijudTjidTjQ3N6fND4j0t7Kzs1FfX5+SPhOZYSL3SGcgZCF3Op3CkG8qlc6jwev1oqOjA3K5HE1NTSkJDGRjSe7T5XJNUTnRarUCuebnP/853n//fTzzzDNxCcCeg5gNUEDiAcrpdEKv14v6kpC+x8jICObOnSvsugwGA7KzswW5mnAIJUAkUxLo6uqCxWJBSUmJUCL0er3IyMgQ9PhiycSEg3rtWjATE/AcPjzld0QZgSxg6WRxGY1G5OXlCeoYxKI9kmVHsvB4PIJrcVNTU1osP8icWl9fHzQajbCZiWXbkSyIu63ZbEZLS4vkwZ9kICMjI+jr6wPDMJDL5VCpVEHlQSkGb+kMMRazNhUgDEISoP/rv/4LR44cgc/nw8KFC3HXXXdh2bJlaWF/TiNmAxSQeIDyer04ceJEVMYMz/MwGo1Cj6e6ujooc+jt7YVSqQwrDSL1oC19HrfbHZRp+f1+QdpIjIisYudOqO66C+7jx8E3NgKYXKwNBgN8Ph+amppSpowQC0TKpqioCLW1tUHZCz3vQnartOdOoo6+JCAODw+n3LsoGtxut8BEbGxsFPogtFwVWeQCgUDQZ5pM0KLdbSsrK9PS86Hni+iASMpm5D4TLZtFgsvlQkdHBzIzM6POUkkFr9eLJ554Avv27cNtt90Gp9OJY8eOobu7G2+//XZa3vtpwmyAAiYXLdq4TyxYlsXhw4fDGoPxPC88xAUFBRF7PAMDA2BZFjU1NUGvTeegbaTX0guczWYLEpHNzc0NYpox/f3IaGmB75FH4L3jDmEGJW5GYBIgizWAuLIX2hyRBK1Qc8RoQYvMUc2ZMwc1NTVpIV7QAVGs4jghKND3Gi+rjmSIwOR7nA6KPADBdqOsrAxVVVUx3+NwnymdPZOgFUsy6PTp0zCZTGFlitKBY8eO4Y477sBVV12FzZs3p6X6cBZhNkABiQcoILwShM1mQ2dnJ9RqNRobG6MulENDQ3C5XJg7d27KAhO5BjJo29DQkBLqaaT+B3no677zHfBuN/751FMoq64WtZCkAizLCjvrVNHGyQJHZ1qhLEkA0Ov1YBgmrYs16W+RTUcy73Eoq85mswUZJNLZs1TuttFApJG8Xi9aWlqSKpmS7Jn8E03R3uFwoL29XVD4SIdhIg2v14vt27dj//79ePbZZ+Pqc59HmA1QwGS9N1HbCzpAEYker9eLpqYmUcN6o6OjMJvNqK+vT4kCRCKDtsmA0KOHh4fBvfIKlmzbht7vfhdjGzemdHYpHIiZJBGpTDXxIhSkmW2xWDA8PAy32w2tVovCwkJJ+x8EXq8XOp0OLMuGpXCnCqHZs9lshtPphEajQWlpKfLy8hLqU8Z7DeSzlVIaiWaEksDl8/nAcRwqKipQUlIiiUliNBw9ehQbN27Et7/9bWzatCntJcWzCLNSR6mA3+9Hd3e3sIOPp6Qll8thsVhgNpuTMl5LatA2Cfj9fsEsr+mOOxAwGlHzhz8g+1//FaMXXBBkY0HvyJMlJ9jtdnR2diIzM3OKh5BUUKlU4DgOo6OjKC8vR3V1tWCOaLPZMDQ0BLfbLTTtyT8ajSape+V5XsheEqGrxwuiDK5Wq2Gz2aBQKASxU2Jn0dPTI8wv0aXQVHwOxB9KpVJJLo1Eq2JYrVZ0dHSgsrISBQUFgjRXsjNpYuHxeLBt2zYcOHAAL774omSOtOc6ZjMokeA4Dv/3f/8HhUKBmpqauAY/STkvEAjAZDIFCY6SBz43N1dUnTzZQdtEwLIsTp8+jeHhYcydO/fM3IvTCc1FFwE2GzwHDgBfLKaRaODxkhN8Ph+6urrgdDrR1NSUNtq4y+VCZ2cnFApFEBkhHGhqv+pVLFYAACAASURBVN1uD5pHI5+t2KBFlOwLCgrSVmoivcuurq4gd9twf0fml8i9kvkl+nONZ/icBOJ4/KGSBcuywuhHS0tLWGYcLXEUSu9PBVPyyJEj2LhxI9avX4+NGzfO5KyJxmyJD5j8gsYjWUTKD93d3fD7/fjSl74kuv8Qq88Ubgg10kKeqkHbeEArFJSVlU1hJQIA8+mn0KxeDe6SS+B97bWI6hI0o44MFof2echCznEcjEYjBgYG0qqGTTLTsbExNDU1JeymG24eLdoQNW1L0dzcnDY6sdvtFgJxInM+NCM00tAtuVcadrsdHR0dae/5EIILURaJ5ztFMyXJvRKmpFhnX7fbjUcffRRHjhzBs88+m9DQ/3mM2QAFxBegiCV2VlYWGhoacOrUqYjyNTSSIUCQhdxqtQrZh8/ng1KpRHV1NYqLiyXT+aJB1BgI3Tbag6d45hmoNm2C77HHEPjxj0Wfw+fzBS3kbrcbMpkMHo8HeXl5AulE6nulswgpMtNQe3a73S4ELYZh4HA4UFtbm1YKdyLutmJAy/6Q+yWOr2Tg1uPxYMGCBWkbRSAyRT6fD/PmzUsZwYXu35H7Jbp8JGD5fD5UVFTg4MGD2LRpE6699lps2LAh7USMcwCzAQqYfDj9fn/Uv3E6nUEDmORBOnHiBGpqaiKWmlJpgUF6XVarFbW1tWAYJmhHrtFohNJgqvoBwBn1i7iIFzwP1Xe+A/m778LzwQfglyyJ+7yEdOL3+zFnzhx4vV5YrVZ4vV7hXsn9prIHRaSC1Gp1yhiQYmCz2dDe3g6VSiUIrIbea7jsI1nQ7ra1tbVpKRGT0nRXVxe0Wq2giUnulbZoT3WAJrp96TKHpAP0xMQEbr31VkHHc/369bj00kuxfPlywb16FgJmAxQQPUCRnofVag07b9Le3o45c+aE3XGmSgEi1qAtOReRhiEls3iHbcOdl+yqg/pMYjE+Ds2KFUBmJjz79wMiGYU04SPcex56r2RHHkqNjrfkSSsjpEQCSiQCgQC6urpgs9nQ0tIStAGIJPkTq2QmBrRxYaTeixSgBWVpkdVI90oyrXCl0HhAZIrSrdtH4+OPP8bmzZtx/fXX46qrrsKnn36Ko0ePoqKiAj/84Q/Tfj1nOWYDFBBe0ZxlWfT19cFkMqGuri6iQrJer0dubi5KvjDsI8eb7kFb8nqXyyWUBm02WxAbKTc3NyyFlj5vssOnsg8/hPryy8HPmwfvf/83+OrqqNdL+lvl5eVxzVGFU8OINM8T7byVlZVpK6vRVOpoZIRwrwsXoMWSE6bL3ZY+rxjXYvKa0P4drclHsq1opBOaSNTQ0CA5CzIcXC4XHnnkEZw4cQK//vWv0fiF2sosomI2QAHBAYpobvX29gpU4mhBoaenB2q1GuXl5Wf9oC0w1daBuNtmZ2cjNzcXcrkcAwMDyMjISNl5ZX//O9Q33ggolfD+6U/gwljcOxwOdHZ2CudNxe6WVk4g98qybJDvEtFDTOV5xSDViuORyAl0gM7OzkYgEEBHRwc0Gg0aGxvTpkxA5ILI+5zMeaP170KZkh6PB+3t7cjIyEBjY2Pa2XE8z+Ojjz7CXXfdhVtuuQU/+tGPJOs1vfPOO9iwYQNYlsX3vvc93HPPPUG/93q9uOGGG3D06FEUFhbilVdeQW1trSTXkiLMBijgTIAaHx+HTqdDXl4e6uvrRS0aRKqosrIyJYEp3YO2wGS2ODExgZ6eHrjdbigUiimzPIno09FgdDqor74aTG8vfL/8JdibbgJwRsDWbrdLaqhHQNQwLBYLBgYG4Ha7odFohL4dWeCk6sMQ1YuJiQk0NzdL6rxKBy2r1YqRkRH4fD7k5uaisLAw4VJoPCBl4uHhYckV1j0eTxARg+gPFhcXo6SkJCUzafHA6XRiy5Yt6OjowK9//WtJbdhZlkVTUxP+/ve/o7KyEm1tbfjTn/4UNEv19NNP47PPPsOuXbuwe/duvP7663jllVcku6YUYDZAAZMP0YEDBwQJ/ViMPAJSOjCZTKiqqkrqYZ+uQVuygJhMpqCySzipHxK0yGIedy/AbIb6xhshf/99+G+9FT0//jH6TaZpKzMRIz+e56dQ+xmGQVZWlnCvYk0Ro4GwAkn5Ml0L5cTEBHQ6HUpLS1FVVRVUHiSGgaRXmUqXWzLDRUR700G+ACDIFOXl5aGioiJIfzB0kDpZ08Bw4Hke+/fvx913343vf//7uPXWWyW/948//hhbtmzB3/72NwDAtm3bAAA//elPhb9Zu3YttmzZgpUrVyIQCKC0tBSjo6Nns9jsrJIEMGnjPH/+/LikYwgBorCwEIFAQFh8iDYdWdhiyfyEDtqSiX2pEdpnWr58eVDpQalUorCwMIigQJdVBgYGhAY2nX1EzTrz8+H9y1/AbdqErGeeQdmxYyjdvRuKNPUEiPqEVqsNUihgGEawZSeg59H6+vqEebRErDro2aIlS5akjRVIyAh+vx+LFi0Svt9arRZarVYwyaSp0WNjY+ju7k5K+ZyQPux2OxYsWJA28gXHccLMGq12npmZGdR3It9ju90Ok8kUFLSSlaxyOBx46KGHoNfr8frrr6Ouri5l9xcNRqMRVVVVwv9XVlbi4MGDEf9GoVAgNzcX4+PjadNVTBVmXIACJr/EYiw3QvtMcrk8yCqD4zhhYSMyP2IGbaWWdKFB3HxVKhUWL14segZErVajuLhYeNjpZv3ExAR6e3ujMgcFm/cbb8SFCxYga/Nm8F/72iR5orlZsvsl9HybzSa6jEhL4BAQNQyr1Yru7u4pque5ublBCxutOJ5OZQTau0gMGYFIG4UGLZJ5EFo2UbOng3RoT2d0dBQGgwFVVVVoampK2+6cyBSVlJSgtbU16iYv9HsMBM/fEckqemg8Ozs7apmb53l8+OGHuOeee/Af//Ef2LlzZ9oyxpmGGRmgGIaJGqDEEiBkMpmwGye7FXrQdmRkBA6HA4FAAAqFAtXV1SgpKUlLcCKUeeLmm2z/g2EYZGRkICMjQzBcDF3YDAaDICPl9/tRU1ODyspKyJcsgXfhQqivuQaa1avhff55cGvXJn2PNOjstKamJukFU6FQID8/P0hNgi6FjoyMCKVQpVIJq9WK0tJStLW1pW0Ik3a3bWtrS5gUQEqcWVlZwnwOrZwQGrQyMzNhNpuhUCiwdOnStGWJLMsKFP2FCxcmnK2pVCoUFRUFZRMkaNntdgwPDwcp2pPecElJCVwuFx544AH09vbijTfemBbiQUVFBfr7+4X/HxgYmOIxR/6msrISgUAAVqtVlE3L2YYZ14MCIltupJKZRw/a1tTUCIO2Vqs1iHFFSmapYhxxHCdonKVrOBEIVmPIz89HZmamYHMATDIHC51OVP74x1CcOgX/Qw8hsGEDkIJgTSxPcnJy0iYDBUyWj9rb2wUygsvlCitrlGprDpp8kQ53W/q8vb29MBqNyM7OFp4jmilJ+4alEqS3lk7TRKJob7PZsGvXLrz11ltwOp248MILceONN6KtrQ1NTU1pz54CgQCamprw/vvvo6KiAm1tbXj55ZexYMEC4W927tyJEydOCCSJv/zlL3j11VfTep1xYpYkQRAaoFKpACF20JbsTsncEnnQaSv2eL/4JEAQlYB07uR1Ol1ENQbS47FarXAMD6N6yxbM2bcPntpamO++G4p/+zdkJqB4ToZPnU4nmpub08KCBM58xpEUx0PnlsiwbSKiqqEgxpjpJl84nU50dHQgKysL9fX1woYqkm9YqoJWKj2iEoXNZsP9998Po9GI7du3Y2xsDEePHsUnn3yCF154IW0ZJI09e/bgjjvuAMuyuOWWW3DffffhwQcfRGtrK9atWwePx4Prr78ex44dQ0FBAXbv3o25c+em/TrjwGyAIqAVzVOlAJHsoC2ZWSIBy263B9lW5ObmRqyL032mhoaGtJnp0f2euMqIPA/+r3+F6sEHoTQYYFu0CJ3/7//Bs3ixKOYgz/MwGo3o7+9PKysQmJQK0ul0KCwsFL0JSIUahtfrRWdnJ4D0utvSZASxVPnQ+TtiYUH3s8T4LpHSYro/YwKe5/GPf/wD999/P26//XbcfPPNs70m6TAboAgCgQACgUDKynl2ux06nS7lg7a0/xARjqXp35mZmRgYGIDdbkdjY2Pa5HroxnxNTU1E5Y2YCASgeOEFKH/2MzAjI/CtW4fRO+/EeH5+kPQNzRwkVu9E1T1dw5g+n0/YyadCcTzUKNBmswk9ntDMg2Tk6fCHokF0++bMmRNWyT4eRBoapzMtErR8Ph86OjrAMMy0yRRZrVbcd999GB4exq5du4JYc1JhYmIC3/nOdwTVj1dffXWKov7x48dx6623wmazQS6X47777sN3vvMdya8tDZgNUATPPfcccnJysGzZMhQVFSX84E3HoK3P5xMGTy0WCxQKRVDWIfUwJskg8vLyUhcgHA4onnoKyl/+EvB6Efj+9+G/+27wRUVBzMGRkRGwLIu8vDwUFBQkpDkYL+hsTaxkTzLnostlZrNZGC4uLy8X3G2lLt2S0qnb7UZLS4voWcF4wbLslEzL7/fD7/ejtLQUFRUVkjk0RwLP83jvvffwwAMP4M4778QNN9yQtvPfddddKCgowD333IPt27fDbDbjscceC/obnU4HhmHQ2NiIwcFBLFu2TJgDO8cxG6AI3nrrLezduxeHDx+GxWJBU1MTli1bhra2NmGGJNoiNF2DtsBkD6KrqytoIJJWECA78VQ3rj0eDwwGA/x+P5qamqSZdzGZoNy2DYrnnwe0WvjvvBP+227DwPg4BgYGBBHb0MwjFf27cCDki3Rna/RsEWEjks/W4XCA5/mg+03lIk7KakllxgmAdtYtLS0VPmN6kJrOtKQIGhaLBT/96U8xMTGBXbt2TWHGSY3m5mbs3bsXZWVlMJlMWL16tVDWjYRFixbhtddeOx/0/mYDVDgEAgGcOnUKBw4cwOHDh3H8+HEAwOLFi7Fs2TK0traiubkZcrkcLMvi888/h8vlSqujLXDGAkShUKChoSFqs5g0rul+FsMwU9x7xSw+9HxPukpMTEcHlA8+CMX//i88xcUY+fGPkX/77ZBHKPXQ5SOr1SosaqE9j3g8uQhFP53kC+BMgCDKF+GuOVzmEXq/8apheDwedHR0JGxemCh4nhdKmJHmx8IZe8pksqTuN/Qa/va3v2HLli3YtGkTrrvuumnpNeXl5cFisQjXlJ+fL/x/OBw6dAg33ngjTp48eT70xmYDlBiQMsvRo0dx8OBBHD58GJ2dnZDL5bDb7Vi1ahXuvvvuuB05EwVNV0/GFoJm0lmtVmHwlC4P0tplPM8L2VppaWnSPYh44PV6J8VzDx3CvOeeg/KTT8AtXAjfz34Gbs2aiK69NOj7Jf07eog6dNAWCJZGmo4MIhl320juzLTSSTiSDR0gwtmdSAmn04n29nYhQ40ny09V0DKbzbjnnntgt9vx9NNPS+7TtGbNGgwNDU35+datW3HjjTcGBaT8/HyYzeawxyEZ1gsvvIAVK1ZIdr1pxGyASgQmkwm33XYbvF4vvvWtb+H06dM4fPiw4JvU2tqK1tZWLF26NK5deizQtudSLZZkOJEs4sQIMSMjA1arFRkZGWlnjIUSAhgA8r/8BcqHHoKspwfsxRfDf9994FasEBWoaETSHCQmiMPDw4J7crpmqaR0tw0l2dCbEtK76+7uRn5+ftwBIhmQrHx0dDSlc1xE/YMmFdFMWBKkZTIZeJ7H22+/jUceeQR33303rrnmmmnPQsSW+Gw2G1avXo17770X3/72t6fhSiXBbIBKBFarFZ9++im++tWvBv2c4zjodDocPHgQBw8exLFjx+D1erFw4UIhaC1YsCChhW58fBwGg0GgMqer90FmTsxmM3JycuD1euH3+4M8paRq0pvNZuh0OqG3NuUcPh8Uv/kNlNu3g5mYANfUhMC114L97nfBJ7Hrdblc0Ov1sFqt0Gg0YFk2ZTNLsUBYckVFRairq0vLAun3+2GxWNDX1we73Q6VSjXFsVgKZ1sCm82Gjo4OFBcXJ+U9JhYkSJPA9cc//hEffPABVCoVGIbBk08+iYsuuuissGDfvHkzCgsLBZLExMQEHn/88aC/8fl8+OY3v4lvfetbuOOOO6bpSiXBbICSGl6vF8eOHcPBgwdx6NAhnDx5ElqtFkuXLhWCVrSH0ul0Qq/XQyaTobGxMW1DibRMUKiZHil50v0snuen9LOSYULq9XoEAgE0NzfHZozZ7ZD/5S9QvPQS5B99BF4mA/e1ryFw/fVgL78cEJnt0coXtHEhmVmijR9pM0QSpJPZNEyXuy1wRpGhrKwM1dXVYBhmikkgyaTpIJ3s6ARxMLZYLJg/f35a75mA53m89dZb2L59Oy6//HLk5ubi6NGj6OzsxGuvvSapRYYYjI+P4+qrrxbGN1599VUUFBTgyJEj2LVrF37729/ipZdews033xykGvH8889j8eLF03jlKcFsgEo3eJ6H2WzGoUOHhKB1+vRpVFZWCgFr2bJl4DgOr7zyCtra2tDY2Dhl9kFKWK1W6HS6uGSC6Pq/1WoN6u+QfkcsJiRd2kqUfMF0dU0Gqj/+ETKjEXx+PgJXXw32uuvALVkSsQTocrnQ2dkJpVIpqt8TSv8mzEG63yGGOThd7rbAZFDU6XTw+XwxFRkiOdsmmlmSoJhu9QsaY2Nj2Lx5MziOw44dOwQ9yVmcNZgNUGcDSP39wIEDOHDgAPbs2QOz2YwVK1Zg1apVaGtrw4UXXih538fr9cJgMMDr9aKpqQlZWVlJHY/u71itVrjdbqjVaiFgkT4PMLlT1Ov1CSluhAXLQvbBB1D84Q+Q/8//gPF6wc2fj8D11yOwfj1QUgLgjCrC6OgompqaktoIhCp/hDLpQpmSxGU23e62tNV8MtqMtBoGuWc6swxn0xEIBKDX6+F2uzFv3rxpkSnieR5//etf8eijj+L+++/H1VdfLXmAFDNwS2Cz2TB//nz867/+K3bs2CHpdZ3lmA1QZxP8fj8uvvhi/Mu//As2b94sBK1Dhw7hs88+E/yESHmwsbExJXVyOnMhc0VSPLD0LpwsaF6vF4FAAEqlEnV1dSgqKkp9f81igeK11yD/wx8gP3IEvEIB9hvfgOXKK3GiuhpzKislYySyLDtF+UMulwsuzg0NDWkT7wXOzBap1WpJgmI0NQyZTAaz2Yza2tq0MV5DMTo6ik2bNkEul+Opp55CyRcbFakhZuCWYMOGDRgdHUVBQcFsgAr3w9kANX0wm81hd1bE9fXo0aPCfJbBYEBxcbEwm9Xa2hr3YkeERol0TbpZW0NDQ0LfI7RUJsXQKXPqFPDii5C//DJU4+PgiorArl+PwPXXg1+4MCXniIaJiQlBZT0jIwM2m03ILKVUOyeK9iaTKa3eVMBkZn7y5EmBXON0OhPS4UsGPM/j9ddfx2OPPYaHHnoI//7v/57WACmWjXf06FE88cQT+MY3voEjR47MBqhwP5wNUOcGiP4d3c8aGxtDQ0OD0MtasmRJ2AFc0nNRKBRobGxMG20cCA6K4QgitOkjGbKNZPoYD+hFuqG2FiXHjk2WAPfsAeP3g12yBOx11yFw9dVAihdwotsXqd/j9XqDSBh0f4cE6kSzHcKSKygoQF1dXdo2IXR/rb6+PihbiaTDFxq0UrExGRkZwU9+8hOo1Wo89dRT0+IgK2bgluM4XHLJJXjppZfw3nvvzQao2QB1/oFlWXR0dAgB69ixY2BZFhdccAFaW1vR0tKCP/7xj7jooouwdu3atJIvyOCpTCaLe5aKUIPJIk7PK9FU6EiISlkfG4Pi1Veh+MMfIPvsM/AqFdgrrpj8Z9UqoLQ04XuO192Wfh2RqwplDtIai9GCDTHzs1qtmDdvXtI9xXjg8XjQ3t4eVykxVA2DqPfT2bRYtRNg8j3885//jCeeeAIPP/wwrrrqKkmzpmQHbnfs2AGXy4W77roLzz///GyAmg1Q5z/IQnf06FHs2rULb7/9NubNmweZTCaUBtva2lBRUSHZ/AnLssIQZmNjY8rKS+GyjlDTR47jhMxFDGWd+fRTKP7wByj++7/BjI0BALh588CuWgVu1SqwF10kOrui3W1pv6REEY45SDT4QpmDhHSSTjM/co2xZIriQbhBWzHZ9NDQEO68805kZWXhl7/85bRkTTTElPiuvfZafPjhh5DJZHA4HPD5fPjRj36E7du3T9NVTztmA9RMwVNPPYWuri5s2bIFeXl5GBsbE0qDhw8fFtQpSNBatmwZcnNzk17YyFxRWVkZqqqqJB3CDDV9HBsbg9frRW5uLkpKSoR5JVHXwLJgPvsM8r17Id+3D7J//hOMywWeYcAtXjwZrFatAvflLwMhmUk63W3DeYZ5PB4oFApUVVWhsLAwrqwjGRCZopycHNTX10tWSvT7/UFBi6hhfPzxx8jIyIDH48GLL76IrVu3Yt26ddNCxgiFmIFbGrMZFIDZADVzQMwXI4HjOHR3dwsqGEeOHIHb7cb8+fOFoHXBBReIHs6k54oaGxvT6jBKFMfz8vJQW1sbpOwej+ljEHw+yI4cgWzfvsmAdfAgGJ8PvEIBrq0N3OrVYFetwsjcuTD096d9vocerK6trYVGownKOmg5IzEzafGAEF5GRkbQ0tIi3qQyhfD5fHjjjTfwwgsvoK+vD5mZmaioqEBraysefPDBaXG4pSFm4JbGbIACMBugZhENPp8Pn332mRC0Pv/8c6hUKixZskRgDdbX1wdlJIFAAL29vRgfH096riheEMVxYvceqedCyka0aCxt+hjNuVeAywXZxx9PBqt9+yD75BMwHAdOpQK7ciX4iy8Gd/HF4BYvBiSWpXK5XGhvb4dWq0VDQ0PYUmKkmbRkmYOEgEFbvaQbHMdh9+7d+NWvfoVHH30UV1xxBRiGgclkwieffILLLrvsrMiiZhE3ZgMUkLxr5U033YR9+/YJO8fzRGZkCnieh81mw+HDhwUSRnd3N8rKyrBkyRIAwD/+8Q88//zzadFUo6+Lzh4SUWPw+XxCwLJaraJZdKTnMtTZiXmjo8j/5JPJoHXy5OTvc3LAXnSRUBLkFywAUvS+0JlLc3Nz3Kr2yTAHaZmidBMwaJhMJmzYsAHFxcX4xS9+IfmGSOzA7enTp/G9730P/f39YBgGe/bsQW1traTXdh5iNkABybtW3nTTTbjiiivOJxVh0eB5Hvv27cPGjRsBTLKTxsbGggwfFy9enNKSEg2Hw4HOzk5otVrU19enbPCU1t+jTR+1Wq2weDMME+QkHNRzGRmB/MMPJ0uCe/dC1tU1edyiojOEi1WrwNfXx63ADkzKURGB1VRlLmKZg6SEOp0yRRzH4eWXX8aOHTuwbdu2tGVJYgduV69ejfvuuw+XXnqpYPshlQvxeYzZAAUk71o5kwMUMDn5vn79eqxcuRLAZAmtvb09yPCR53ksWrQoyPAxGVZbIBAQPLGam5slJSIQENNHs9kMo9EIt9uNjIwM5OXlxTR9ZPr7z/Sv9u6FbHBw8piVlZPB6qtfBbdkCfjGRiCKnl0gEIDBYIDT6UyLqCzNHLRYLBgdHQXLsigsLERBQUFK3YrFYnBwELfffjvKysrw5JNPptXaXMxacerUKfzgBz/A/v3703Zd5ylmAxSQvGvlTTfdhI8//hhqtRpf+9rXsH379mlvyp5NIOw6Yvh46NAh6HQ65OfnY9myZUKmRSumRzvWyMgIuru7ozrMSoVQd1syVEz3s6KZPn5xE2AMBqF/Jf+//xMo7bxcDr6hAdy8eeDnzQPX0jL5342NGLVaYTAYpqjLpwOjo6MwGAyoqanBnDlzIrr3JjKvJBYcx+Gll17CM888g8ceewxr165Ne/YmZq1444038Nvf/hYqlQo9PT1Ys2YNtm/fflbYd5xjmDkBSkrXSpPJhNLSUvh8PvzgBz9AfX09HnzwQWlu5DwBCTS0CobJZEJdXV2Q4WN2drawCFksFvT09EClUqGxsTFtFuRAfO62xPSR9LNoqwqygAe9nuPAtLf///bOPiqqMo/j3xkGBUJLEMRmUEAYeZlBhBkjS5dqEbBkTUyzWvXApG0J1m4onWO+bdrx6ClxNaKgNIuX1nXDozaVL+MGBQih8c6AiCB05MVGKYcZZp79g527jAwwwDAzwPM5hyPcee69zx3vub/7/J7v8/2BXVYGdmUlWFVVPf9euwaWVgugJ3ApeTzYBAaCJRDoBa6BRlwjRaVSobq6GlqtFr6+vv2+ePVer3R/dWZTKAebmpqQkJCAWbNmYf/+/aOqFBzps+LEiROIi4tDSUkJZs2ahdWrV2Pp0qWIi4sbtT6PUyZOgBoIU1atlMlk2LJlCxQKBTQaDSQSCZKSkvTadHV1Ye3atSguLoazszOys7OZCdR3330X6enpjJllRESEya/XWtEtqtUFrJ9++glKpRK+vr7o7OxEa2srsrKyhlWGYyR9Gml1296u37oHuFqtZuaz+iv6SO7dQ2teHjrz8+F+9y4eaGgwGLiYEdf/gpbWzw/E2xsYwSi+t+P5/TZFxqJTDupGl/crBwdz/wB6vv/PPvsMqamp2L9/P8LDwy2qyDPmWZGfn4+tW7fi0qVLAIDjx48jPz8fR44csUSXxzIG/6PNU6rVioiOjsaxY8eQlJSEY8eO4U9/+lOfNiqVCs8++yzWrl3bJzi1tLRg5syZIITg5MmTkMvlKC4uBo/Hg1gsRnR0NPz9/Zn26enpmDZtGmpra5GVlYWtW7ciOzsbFRUVyMrKQnl5OZqbm/HHP/4RNTU1EyY1wGazMXfuXMydOxdr164FAJw6dQqJiYkQCASYM2cOli9fDnt7ewQHBzOpwdGSNysUClRXV8PZ2RlisXjY/w8sFgv29vawt7dnag71nttpaWlBTU2NXtHHSZMmoaGhRFTSwAAAEy9JREFUAVPd3TEnLAwcDgcq3QGVSrBqasDWjbQqK8EuLwfr1Km+gcvXtydV+L90IfHxGTRwKZVKVFVVwdbWFiKRaNjCE1tbWzg7O8PZ2Vnv2LpA3dTUxCgHe4swdOdrbGxEfHw8vLy8kJubiylTpgyrH6bEmGeFWCxm5utcXFxw4cIFiEQiC/R2fDLhRlAjrVr55JNPorW1FYQQcLlcaDQanDt3DkDPiAgA3nrrLWa/iIgI7Ny5E48++ii6u7vh5uaG1tZWxtJE17Z3u4kIIQS7d++GRCIBl8tltv3666+4fPkyI8K4fv06uFyunqu7k5PTsN+0LVXdVleao76+Hnfu3IGtrW2f9VkDpsmUSrDkcrArK/VThXV1RgUuMmkSbt68iaamJvj4+OgFltGit3JQoVCgoqICO3bsgKurKxoaGpCYmAiJRGIxGfv9GLvg9rvvvsPf/vY3EEIQEhKCjz76yKwp6XECTfGZmhMnTkAqlTI36vHjx1FQUKC3IlwgEEAqlYLH4wEA5syZg4KCAuzcuROhoaF46aWXAABxcXGIioqasOpAY9Gl4XQLii9fvow7d+7A19eXCVrz5s0btDhe77SWuavbAj2GttXV1XBzc2PqUw2l6GO/9A5cVVU9Iy4DgeselwuVtzfsRSLA3x/a4OAeGbwZaWhoQHx8PLhcLkJDQ1FaWoqSkhJER0frveRRJgQ0xUcZ+7DZbHh4eMDDw4NZPN3d3Y2ysjIUFBTgiy++wJYtW8BisTB//nwmaPH5fCZt19LSgpaWFtjZ2Y0orTUc1Go15HI5lEpln0A6UJrs119/xY0bN6BSqfDAAw/oCRL0JPx2diBCITRCITS9T9zVBVRXoyM3F91Xr8KtvR1T6+rAunQJLI0GaokE6uTk0f8C0POSkZ6ejk8//RTvv/8+wsLCqPsDxSA0QI0ALpeLxsZG5u+mpiYmPXV/Gx6Ph+7ubigUCjg7Oxu1r1QqxebNm/sVYLz33ntIS0sDh8OBi4sLPvnkE8yePRsAYGNjA6FQCACYNWsWTp06ZdJrtyY4HA6CgoIQFBSEjRs3ghCCzs5ORuq+d+9eyOVyODk5wdbWFo2NjcjIyMDcuXPN6p+nk8wPZcRmZ2cHOzs7Rrigk/ErFArcunULtbW1egUBH3zwQYO1le6qVKhUKuEcEQHPV16Bls2GEgC6usCSywEz1Qirr69HfHw8BAIB8vLyzJJSNdYRYsuWLThz5gy0Wi3Cw8ORnJxMA6eFoSm+EdDd3Q0+n4/z58+Dy+VCLBYjIyNDb+7qyJEjKC0txYcffoisrCycPHkSX375JcrLy/HCCy+gsLAQzc3NeOqppyCXy5m3fI1GAz6fj++++44RYGRmZuoJMC5evIhHHnkEDg4OSElJgUwmQ3Z2NgDA0dERnZ2d5v1CrBiZTIbNmzcjKCgIbm5uKCoqwq1bt+Dt7c2MsubPnw9HR0eTP5R6CxFGQzLfu+hj79pKuoW1um3+/v4Wm9/RaDRIS0vDZ599hoMHD2Lx4sVme/gb4wjxww8/IDExEf/5z38AAI8//jjeffddhIWFDfu8SUlJcHd3x2uvvQYA2LlzJxwdHfHmm28O+5jjGJriMzUcDgeHDx9GREQENBoNYmNjERAQgO3bt0MkEiE6OhpxcXH485//DG9vbzg5OSErKwsAEBAQgFWrVsHf3x8cDgdHjhzRU44VFhbC29sbXl5eAIDnn38eOTk5egHqiSeeYH4PDQ3F559/bqYrH3vcuHEDOTk5eh5pGo0GNTU1yM/PR05ODnbs2AG1Wo3AwEBGNejn5zfsFCAhBI2NjWhubh5VIQKbzWYk7Dq6u7vR3NyM2tpaJiBWV1cbXfTRlNTV1SEhIQHz5s1DXl6e2W2AcnJyIJPJAADr1q1DWFhYnwDFYrGgVCqhUqlACIFarWZUmMNl9erVeP3115kA9eWXX+Kbb74Z0TEnGnQEZaUYI8DozaZNm+Dm5oZt27YB+H/ai8PhICkpCcuXLzdb38cy9+7dQ0lJCSPAqKiogKOjo55q0JhaV3fv3kVVVZVh775RprdFkp+fHxMQurq69NYq3V/0ccqUKSadj9NoNEhNTUVGRgaSk5OxaNEikx17KBjrHvPmm28iLS0NhBBs2rQJe/bsGfG5/fz8cP78ebS2tuLVV19FXl7eiI85TqEjqPHK559/jqKiImaxINCjkOJyubh27RqefPJJCIVCzDGzSmssYm9vj4ULF2LhwoUAeh5o7e3tjNQ9MzMTjY2NcHd3h1gsZuybHnroIbBYLHR2dqKurg4qlQq+vr5mX8/T1taG2tpauLu795ljmzx5MlxcXJjFzzrZt0KhYIpNajQaODo6MiOt4XrvyeVyJCQkQCQSITc3d9RHTQM5QvSGxWIZTC3W1taisrISTU1NAIDw8HB8//33Iw6qzz33HE6cOIFffvmFEfVQjIcGKCvFGBEFAJw7dw579uzBpUuX9FI2urZeXl4ICwtDSUkJE6AGE18cPXoUiYmJzDE2bdoEiUQCADh27BjeeecdAMC2bduwbt06E1619cFisTB9+nRERUUhKioKQM+cT319PQoKCnD+/Hns27cPv/32G6ZPn466ujr85S9/gUQiGVbNpeGiUqlQU1MDjUaD+fPnG5W+Y7FYcHBwgIODA2bOnAng/ya5CoUCTU1NjPdeb9XgQN57Go0GKSkpyM7OxqFDh/DYY4+Z9Dr7Q7cW0RAzZsxgFti3tLQYdMr497//jdDQUGaOLioqCj/++OOIA9Tq1avx8ssvo62tTe8FkmIcNMVnpRgjwCgpKcHKlSshlUrh4+PDbL99+zYcHBwwefJktLW14dFHH2Xmr4wRX/RX4bOjowMikQhFRUVgsVgICQlBcXGxWQsVWiMdHR144403cP36dSxZsgRyuRylpaXgcDh6BR+9vb1N7oLRWx3o5eU14nkTQ+gWFetSg7///jtsbW2ZgNXV1QUej8eMmkJDQ7F79+5B16KZC2NKsGdnZ+Pjjz+GVCoFIQSRkZF4/fXXsWzZshGfXygUYvr06bh48eKIjzWOoSm+sYQxAozExER0dnbiueeeA/B/OXllZSU2btwINpsNrVaLpKQkJgAZI77oj2+++Qbh4eGMR114eDikUinWrFkzSt/C2OD27dtYtmwZYmJimJGFruBjUVERCgoKsGvXLtTV1WHGjBkIDg6GWCyGSCSCi4vLsNVsprIpGgwbGxtMmzZN70VEV/RRoVDg1VdfRWNjI3MvLlmyBEql0moCVFJSElatWoX09HTGEQKAniPEypUrceHCBQiFQrBYLERGRpokOAFAaWmpSY4zEaEjqAmGMeKLo0eP4q233oKLiwv4fD7ef/99uLu748CBA1AqlYwQ4+9//zvs7e2pbNZICCG4efOmngtGe3s7fHx8IBKJEBISgvnz58PBwWHAoKU7jjltivqjqqoKCQkJeOyxx7B+/XqUlpaisLAQt2/fRnp6usX6RRlz0BEUxTiWLVuGNWvWYPLkyUhNTcW6detw4cIFS3drzMNiscDj8cDj8RATEwOgJ32mK/j4r3/9C9u2bQMhhJG6i0Qi+Pr6Mm4Rzc3NaGlpgaOjI0Qi0YgKQY6E7u5uHDp0CF999RU++OADLFiwAECPam3VqlUW6RNl/GG+0pgUq8AY8YWzszMzyS6RSFBcXGz0vlKpFHPnzoW3tzdjiNubN954g3F94PP5ehVSbWxsmM+io6NHfrFjABsbGwgEAkgkEqSmpqKgoAAymQzr16/HvXv3cODAASxatAiRkZFYsWIFoqKiYGtrCz6fb7HgVFFRgcjISPz+++/Iy8tjgtNo889//hMBAQFgs9koKirqt91g9yBl7EBTfBMMY8QXOsUT0KNu2rdvH/Lz89HR0YGQkBD89NNPAIDg4GAUFxczc1LGCDB6849//AMlJSX45JNPAFD3i/74+eef8fLLL8PT0xNeXl4oLi5Gc3MzPDw8mAXFwcHBmDp16qi6M6jVaiQnJ+P06dP44IMPzF5WorKyEmw2Gxs3bsSBAwcMnn+o9yDFaqApPopx4otDhw7h1KlT4HA4cHJywtGjRwEATk5OePvttyEWiwEA27dv1yvqN1QBRmZmJnbt2jW6FzwOqKiowMcff4zAwEBmm1arRV1dHfLz8yGVSrFnzx4olUr4+/szQUsgEJjMVqm8vBzx8fHM+iBzuVD0xs/Pb9A2IxEBUawPOoKimIyhuF80NDQgNDQUTU1NjMsCdb8YGSqVClevXkV+fj4KCwtRXl4OOzs7xtVdLBbD09NzSFJ3tVqN9957D19//TU+/PBDBAcHj+IVGEdYWFi/I6ihOrBQrAY6gqJYD1lZWVi5cqWeBRB1vxgZkyZNglgsZka4uoKPRUVFyM/Px1dffYX6+no8/PDDetZNzs7OBlODpaWlSEhIQFRUFHJzc81ShG8gRwhDFW0p4xsaoCgmw1j3C6AnQB05cqTP/oBh9wsAiI2NxenTp+Hq6oqysrI+xySEYPPmzTh79iwcHBxw9OhR5o1/ojlgAD2qwWnTpiE8PBzh4eEAer4jXcHHvLw8HDx4EAqFAnw+nwlYAQEBOHz4MM6dO4fU1FQEBQWZrc8DOUIYw1DuQcoYgBAy0A+FYjRqtZp4enqSa9euka6uLhIYGEjKysr6tKusrCSzZ88mWq2W2dbR0UGUSiUhhJDW1lbi7e1NysvL9fa7dOkSKS4uJgEBAQbPf+bMGRIZGUm0Wi358ccfyYIFCwghhLS3txNPT0/S3t5OOjo6iKenJ+no6DDVZY951Go1uXLlCklNTSUSiYTMnDmTxMfHk66uLkt3zSB/+MMfyOXLlw1+Zuw9SLE6DMYgGqAoJuXMmTPEx8eHeHl5kXfeeYcQQsjbb79NcnJymDY7duwgW7du1dsvLy+PCAQCEhgYSAQCAUlLSzN4/Pr6+n4D1IYNG0hGRgbzN5/PJ83NzSQjI4Ns2LCh33YUfXq/OFgTJ0+eJFwul0yaNIm4urqSJUuWEEIIuXnzJomKimLaGboHKVaPwRhERRKUMcX169fxzDPPGEzxPfPMM0hKSsLjjz8OAHjqqaewb98+yGQy6oBBoVg3BkUSdKEuhUKhUKwSGqAo44b+JsiNmTiPjY2Fq6srBAKBwWN/8cUXCAwMhFAoxMKFC3H16lXmMw8PDwiFQgQFBZl98epYwxg3iMbGRjzxxBPw9/dHQEAAkpOTzdxLitXQX+6P0DkoigHunwPav38/2bFjh8XO35vTp0/riSTEYjEhpEck4eHhQTo6OkhHRwfx8PAg7e3tevsOJsDIy8tjhBVnz55lBBiEEDJ79mzS2tpqissb91RUVJCqqqoBhQ7Nzc2kuLiYEELInTt3iI+PTx/BDGXcYTAGUZk5ZcywZs0ayGQytLW1gcfjYdeuXVCr1QCAV155BUuXLsXZs2fh7e0NBwcHfPrppwAGd8AAgMWLF+P69ev9nltXYRcAs8CYMnSMcYOYOXMmY7U1ZcoU+Pn54ebNm9QNYgJCAxRlzJCZmTng5ywWq8/aKh2xsbGIjY01ST/S09OZ6rq68y5ZsgQsFgsbN27Ehg0bTHIeSo8opqSkBI888oilu0KxADRAUYYEh8OBVqtl/lYqlRbsjfm5ePEi0tPTkZuby2zLzc0Fl8vFrVu3EB4eDl9fXyxevNiCvbQspnKD6OzsRExMDA4ePIipU6easouUMQIVSVCGxIwZM3Dr1i20t7ejq6sLp0+ftnSXzMbPP/8MiUSCnJwcvSKBOsGFq6srnn32WRQWFvbZdzARhkwmw4MPPsiUG9m9ezfz2VgrH3Hu3DmUlZX1+RlKcFKr1YiJicGLL76IFStWjGJvKdYMDVCUIWFra4vt27djwYIFzGhhInDjxg2sWLECx48fB5/PZ7b/9ttvuHv3LvP7t99+azAIrV+/HlKpdMBzLFq0CFeuXMGVK1ewfft2AD3lI1577TV8/fXXqKioQGZmJioqKkx4ZdYHIQRxcXHw8/PDX//6V0t3h2JJ+lNPEKrio0wgnn/+eeLm5kY4HA7hcrkkLS2NpKSkkJSUFEIIIXFxceShhx4i8+bNI/PmzSMhISGEEELq6upIYGAgCQwMJP7+/gM6FwykQLx48SJ5+umn+2z/4YcfGMcEQgjZu3cv2bt370gu1aIY4wbx/fffEwBEKBQy3/eZM2cs2W3K6EOdJCgUSzKQC4ZMJkNMTAx4PB4efvhhHDhwAAEBAbR8BGWiQMttUCjWSnBwMBoaGuDo6IizZ89i+fLlkMvllu4WhWJR6BwUhWIFTJ06FY6OjgCApUuXQq1Wo62tjZaPoExoaICiUKyAX375Bbp0e2FhIbRaLZydnSEWiyGXy1FfXw+VSoWsrCxER0dbuLcUinmgKT4KxQwM5oJx4sQJpKSkgMPhwN7eHllZWWCxWOBwODh8+DAiIiKg0WgQGxuLgIAAC18NhWIeBhNJUCgUCoViEWiKj0KhUChWCQ1QFAqFQrFKaICiUCgUilVCAxSFQqFQrBIaoCgUCoVildAARaFQKBSr5L8R5DpHlJXjuAAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Latitude de 5 à 85N\n",
        "z1 = np.linspace(0, -500,50)\n",
        "fig = plt.figure()\n",
        "ax = fig.gca(projection='3d')  # Affichage en 3D\n",
        "for ang_phi in liste_angle:\n",
        "    xdata = []\n",
        "    ydata = []\n",
        "    for i in z1:\n",
        "        xdata.append(u(i,ang_phi))\n",
        "        ydata.append(v(i,ang_phi))\n",
        "    ax.plot(xdata, ydata, z1, label=ang_phi)\n",
        "plt.title(\"Points 3D\")\n",
        "ax.set_xlabel('u')\n",
        "ax.set_ylabel('v')\n",
        "ax.set_zlabel('Profondeur')\n",
        "plt.title('Spirale Ekman pour différents phi')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "HMZjkow2WPps",
        "outputId": "d2252344-843f-41b5-ba5f-69509e4f275b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}