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            "outputs": [
              {
                "output_type": "display_data",
                "data": {
                  "text/plain": "<Figure size 1200x600 with 2 Axes>",
                  "image/png": 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\n"
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          "output_type": "display_data",
          "data": {
            "text/plain": [
              "interactive(children=(FloatSlider(value=0.0, description='Time (s)', max=10.0), FloatSlider(value=5.0, descrip…"
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            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import ipywidgets as widgets\n",
        "from IPython.display import display, clear_output\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.patches as patches\n",
        "import sympy as sp\n",
        "import networkx as nx\n",
        "\n",
        "# Slider widgets for controlling parameters\n",
        "t_slider = widgets.FloatSlider(value=0, min=0, max=10, step=0.1, description=\"Time (s)\")\n",
        "R_slider = widgets.FloatSlider(value=5, min=1, max=10, step=0.5, description=\"Radius (m)\")\n",
        "omega_slider = widgets.FloatSlider(value=2*np.pi, min=0, max=4*np.pi, step=0.1*np.pi, description=\"Ang. Vel. (rad/s)\")\n",
        "\n",
        "# Define logic vector interpretation functions\n",
        "def interpret_logic_vector(logic_vector, theta):\n",
        "    applied_functions = []\n",
        "    for component in logic_vector:\n",
        "        if 'forall' in component:\n",
        "            # Example interpretation for 'forall'\n",
        "            applied_functions.append(lambda x: np.prod([component.count('forall') for _ in range(int(theta))]))\n",
        "        elif 'exists' in component:\n",
        "            # Example interpretation for 'exists'\n",
        "            applied_functions.append(lambda x: np.sum([component.count('exists') for _ in range(int(theta))]))\n",
        "        elif 'tan' in component:\n",
        "            # Example interpretation for 'tan'\n",
        "            applied_functions.append(lambda x: np.tan(component.count('tan') * theta))\n",
        "        else:\n",
        "            # Default identity function\n",
        "            applied_functions.append(lambda x: x)\n",
        "\n",
        "    combined_function = lambda x: sum([f(x) for f in applied_functions])\n",
        "    return combined_function(theta)\n",
        "\n",
        "# Function that returns a new graph based on a given omega value\n",
        "def create_graph(omega_value):\n",
        "    G = nx.DiGraph()\n",
        "    num_nodes = int(4 + np.abs(np.sin(omega_value)) * 10)\n",
        "    for i in range(num_nodes):\n",
        "        G.add_node(i)\n",
        "        if i != 0:\n",
        "            G.add_edge(0, i)\n",
        "    return G\n",
        "\n",
        "# Define the functions required for the tessellation pattern\n",
        "def f1(theta):\n",
        "    if theta == 0:\n",
        "        return np.pi / 2\n",
        "    return np.arcsin(np.sin(theta)) + (np.pi / 2) * (1 - np.pi / (2 * theta))\n",
        "\n",
        "def f2(theta):\n",
        "    if theta == 0:\n",
        "        return np.pi / 2\n",
        "    return np.arcsin(np.cos(theta)) + (np.pi / 2) * (1 - np.pi / (2 * theta))\n",
        "\n",
        "# Initialize domain and hex centers for the tessellation\n",
        "domain = (-5, 5, -5, 5)\n",
        "hex_size = 0.5\n",
        "hex_centers = [(i, j) for i in np.arange(domain[0], domain[1], hex_size) for j in np.arange(domain[2], domain[3], hex_size)]\n",
        "\n",
        "# Define the tessellation pattern and time compass function\n",
        "def update_visualization(t, R, omega):\n",
        "    # Clear any previous output\n",
        "    clear_output(wait=True)\n",
        "\n",
        "    # Create a new directed graph based on omega\n",
        "    G = create_graph(omega)\n",
        "\n",
        "    # Begin plotting side-by-side subplots\n",
        "    fig, (ax_tess, ax_compass) = plt.subplots(1, 2, figsize=(12, 6))\n",
        "\n",
        "    # Plot the time compass on the left subplot with dynamic outer ring thickness\n",
        "    circle = plt.Circle((0, 0), R, color='blue', fill=False, linewidth=np.abs(np.sin(omega)) + 0.5)\n",
        "    ax_compass.add_artist(circle)\n",
        "    x_compass = R * np.cos(omega * t)\n",
        "    y_compass = R * np.sin(omega * t)\n",
        "    ax_compass.plot(x_compass, y_compass, 'ro')  # Plot the moving point on the circle\n",
        "    ax_compass.set_aspect('equal')\n",
        "    ax_compass.set_xlim(-R * 1.5, R * 1.5)\n",
        "    ax_compass.set_ylim(-R * 1.5, R * 1.5)\n",
        "    ax_compass.set_title(\"Time Compass\")\n",
        "\n",
        "    # Define logic vectors and interpret them\n",
        "    logic_vector_set = [\n",
        "        (r\"\\left( \\frac{\\forall y \\in \\mathbb{N}, P(y) \\to Q(y)}{\\Delta}, \\frac{\\exists x \\in \\mathbb{N}, R(x) \\wedge S(x)}{\\Delta}, \\frac{\\forall z \\in \\mathbb{N}, T(z) \\lor U(z)}{\\Delta} \\right)\",),\n",
        "        (r\"\\left( \\frac{\\leftrightarrow \\exists y \\in \\mathbb{U} : f(y) = x}{\\Delta}, \\frac{\\leftrightarrow \\exists s \\in S : x = T(s)}{\\Delta}, \\frac{\\leftrightarrow x \\in f \\circ g}{\\Delta} \\right)\",),\n",
        "        (r\"\\left( \\frac{\\mathbb{V} \\to \\mathbb{U}}{\\Delta}, \\frac{\\sum_{f \\subset g} f(g)}{\\Delta}, \\frac{\\sum_{h \\to \\infty} \\tan t \\cdot \\prod_{\\Lambda} h}{\\Delta} \\right)\",),\n",
        "        (r\"\\left( \\frac{f_{PQ}(x) - f_{RS}(x)}{\\Delta}, \\frac{f_{TU}(x) - f_{RS}(x)}{\\Delta}, \\frac{f_{PQ}(x) - f_{TU}(x)}{\\Delta} \\right)\",),\n",
        "        (r\"\\left( \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_1} a_1 + \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_2} a_2 + \\cdots + \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_n} a_n \\right)\",),\n",
        "        (r\"\\left( \\frac{\\phi(\\mathbf{x}) \\leq \\psi(\\mathbf{x})}{\\Delta}, \\frac{\\phi(\\mathbf{x}) \\geq \\psi(\\mathbf{x})}{\\Delta}, \\frac{\\phi(\\mathbf{x}) = \\psi(\\mathbf{x})}{\\Delta} \\right)\",)\n",
        "    ]\n",
        "\n",
        "    # Plot the tessellation graph on the right subplot based on the omega-dependent graph\n",
        "    pos = nx.spring_layout(G, iterations=50)\n",
        "    nx.draw(G, pos=pos, ax=ax_tess)\n",
        "    ax_tess.set_title(\"Directed graph affected by Omega\")\n",
        "    ax_tess.axis('off')\n",
        "\n",
        "    # Integrate logical influences on tessellation colors\n",
        "    for i, center in enumerate(hex_centers):\n",
        "        x, y = center\n",
        "        theta = np.arctan2(y, x) if x != 0 else np.pi / 2\n",
        "        logic_function = interpret_logic_vector(logic_vector_set[i % len(logic_vector_set)], theta)  # Choose a logic vector set cyclically based on index\n",
        "        efficiency_value = f1(theta) * f2(theta) * (1 - f1(theta)) * (1 - f2(theta))\n",
        "        color_value = np.clip(efficiency_value * np.sin(omega * t) * logic_function, 0, 1)\n",
        "\n",
        "        hexagon = patches.RegularPolygon((x, y), numVertices=6, radius=hex_size, orientation=np.pi / 6)\n",
        "        hexagon.set_facecolor(plt.cm.viridis(color_value))\n",
        "        ax_tess.add_patch(hexagon)\n",
        "\n",
        "    # Update and display the figure\n",
        "    display(fig)\n",
        "\n",
        "# Interactive widgets to link parameters with the visualization\n",
        "widgets.interactive(update_visualization, t=t_slider, R=R_slider, omega=omega_slider)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from mpl_toolkits.mplot3d import Axes3D\n",
        "from matplotlib import cm\n",
        "\n",
        "# Define parameters for the wave equation\n",
        "L = 1   # Length of string\n",
        "c = 1  # Speed of wave\n",
        "N = 1000  # Number of spatial grid points\n",
        "T = 1     # Final time (reduced to prevent instability)\n",
        "dx = L / N  # Spatial step size\n",
        "dt = 0.0005 # Time step size (reduced to prevent instability)\n",
        "r = c * dt / dx  # Courant number\n",
        "\n",
        "# Define the initial conditions function\n",
        "def initial(x):\n",
        "    return np.sin(2 * np.pi * x / L)\n",
        "\n",
        "# Function that performs time evolution using the FTCS scheme\n",
        "def evolve(x, u, r, nsteps):\n",
        "    # Create an empty matrix to store the values\n",
        "    U = np.zeros((nsteps + 1, N + 1))\n",
        "    # Set the initial conditions\n",
        "    U[0, :] = u\n",
        "\n",
        "    # Iterate through time steps\n",
        "    for n in range(nsteps):\n",
        "        # Implement the FTCS scheme\n",
        "        U[n + 1, 1:-1] = U[n, 1:-1] - r * (U[n, 2:] - U[n, :-2])\n",
        "        # Apply the boundary conditions\n",
        "        U[n + 1, 0] = U[n + 1, -1] = 0  # Assuming fixed ends\n",
        "\n",
        "    return U\n",
        "\n",
        "# Define the spatial grid and initial conditions\n",
        "x = np.linspace(0, L, N + 1)  # Spatial grid\n",
        "u = initial(x)                # Initial conditions\n",
        "\n",
        "# Solve the wave equation using the FTCS scheme\n",
        "U = evolve(x, u, r=r, nsteps=int(T / dt))\n",
        "\n",
        "# Plot the numerical solution over time with a 3D surface plot\n",
        "X, T_mesh = np.meshgrid(x, np.arange(0, T + dt, dt))\n",
        "fig = plt.figure(figsize=(10, 8))\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "surf = ax.plot_surface(X, T_mesh, U, cmap=cm.coolwarm, linewidth=0, antialiased=False)\n",
        "fig.colorbar(surf, shrink=0.5, aspect=5)\n",
        "ax.set_xlim(0, L)\n",
        "ax.set_xlabel('x')\n",
        "ax.set_ylabel('time (s)')\n",
        "ax.set_zlabel('u(x,t)')\n",
        "ax.set_title('Numerical Solution of Wave Equation using FTCS Scheme')\n",
        "plt.show()\n",
        "\n",
        "# Plot the numerical solution at a given time as a 2D line plot\n",
        "plt.figure(figsize=(10, 6))\n",
        "plt.plot(x, U[int(0.005 / dt), :], label='t=0.005')\n",
        "plt.plot(x, U[int(0.01 / dt), :], label='t=0.01')\n",
        "plt.plot(x, U[int(0.05 / dt), :], label='t=0.05')\n",
        "plt.plot(x, U[int(0.1 / dt), :], label='t=0.1')\n",
        "plt.xlabel('x')\n",
        "plt.ylabel('u(x,t)')\n",
        "plt.title('Numerical Solution of Wave Equation at Different Times using FTCS Scheme')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "P_UxyIFmNgVL",
        "outputId": "82464089-8009-427a-c33d-6b50ae40f28c"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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Nzv9v0omhuocOHdKwYcPkcDj01FNP6YorrtAvv/zi/D7+7rvvdN5556lOnTq67777VKlSJc2ZM0e9e/fWO++8o8svv9zt+LfeeqvS0tI0ZswYffnll5o2bZqqVKmilStX6rTTTtMTTzyhhQsX6umnn1aLFi00YMAA57bDhg1zfnbedttt2rp1qyZPnqx169b55RwB/88ALqZPn24kmTVr1pgtW7aYqKgoc9tttzkf79y5s2nevLnz/tatW40kM3369GL7kmRGjx7tvD969GgjyQwdOtS57Pjx46Zu3brG4XCYJ5980rn8zz//NPHx8WbgwIHOZW+++aaJiIgwn3/+udtxpk6daiSZFStWuB07IiLCfPfdd6eMa8CAASYiIsKsWbOm2LqFhYXGGGOOHTtmCgoK3B7bunWriY2NNWPHjvXq9XC1ceNGEx8fbySZNm3amNtvv93Mnz/fHDlyxG29/fv3m5iYGHPJJZe4HX/y5MlGknnttdecywYOHGjq16/vvP/JJ58YSeaTTz4pFvfJMQ4fPtx4+jg4+fXq3bu3iYmJMVu2bHEu2717t6lcubK54IILnMuK2tLFF1/sfB2NMebOO+80kZGR5uDBg6W+Rm3atDGpqanm999/dy775ptvTEREhBkwYECx5zl37txS92eMMdnZ2SYyMtIMGTLEuaxJkyZmzJgxxhhjzjnnHHP33Xc7H0tJSTHdunVz3j969GixfQ4bNswkJCSYY8eOGWNOtJk6deqYf/zjH27rzZkzx0gyn332mTHGmEOHDpkqVaqYG264wW29vXv3muTk5GLLT1b0vD397dmzxxhjzPr1640kc/PNN7tt379//2Lv7cltqEjR/11XJb0WmZmZpmHDhm7Lmjdvbjp37uwx/qL2mZeXZ1JTU02LFi1MTk6Oc73//ve/RpJ5+OGH3eKU5PZ/zxhj2rZta9q1a1fsWCfz5n00xpiePXuW+Hp4Ur9+fdOzZ0+Pj0+cONFIMu+//75z2cnvgaf27PrZXKSwsNCcfvrpJjMz0+3/2NGjR02DBg3c2m7Re9ivXz+3/W7bts1ERkaaxx9/3G35hg0bTFRUlNvyzp07G0nmjTfecC7Lzc01aWlpbu19zZo1Xn0OlqS0z6KT22fRZ1lKSorb58moUaOMJNO6dWuTn5/vXN6vXz8TExPjfI+9/T/4559/Gknm6aef9vn5dO7cucT2f/Jzuf32201SUpI5fvy4x32V9Jnu7XsyYcIEI8nMnz/fuSwnJ8c0bdq0xO+JkxW1v5L+SjJ37twS93vnnXcaSWbdunWlHq/I4sWLTWRkpImMjDQdOnQw99xzj/noo49MXl6eV9s//PDDRpKpVKmS6dGjh3n88cfNV199VWy91157zUgyzz77bLHHiv5vFbW36tWrmz/++MP5+Pvvv28kmQ8++MC57KKLLjItW7Z0+zwpLCw0HTt2NKeffrpzWdHrevL/4Q4dOhiHw2FuvPFG57Ki8yXX9vT5558bSWbmzJluMS9atKjE5Sg7huTBo4YNG+raa6/VtGnTtGfPHr/t13ViaGRkpM466ywZYzRkyBDn8ipVqqhJkyb65ZdfnMvmzp2rM844Q02bNtVvv/3m/CvqoTn5l7LOnTurWbNmpcZSWFio+fPnq1evXiWOyy76hT42NlYRESf+uxQUFOj3339XYmKimjRpoq+//trHV0Bq3ry51q9fr2uuuUbbtm3TpEmT1Lt3b9WsWVMvv/yyc72PP/5YeXl5uuOOO5zHl6QbbrhBSUlJWrBggc/HLo+CggItXrxYvXv3VsOGDZ3La9Wq5ZwDlJ2d7bbN0KFD3YZznX/++SooKND27ds9HmfPnj1av369Bg0a5ParYKtWrdStWzctXLiwTPFXrlxZrVq1cs5V+u2337Rp0ybnr9/nnXeecyjTTz/9pAMHDrgNW4qPj3feLurZOf/883X06FH9+OOPkk60mT59+mjhwoU6fPiwc/23335bderUce5vyZIlOnjwoPr16+fWniMjI9W+fXuvf/l9+OGHtWTJkmJ/Ra9b0Wt12223uW3nSyGDkri+FkW/Onfu3Fm//PKLsrKyfN7f2rVrtX//ft18881u8zR69uyppk2bltjWb7zxRrf7559/vttnhjexe3ofA6Goh+rQoUN+2d/69ev1888/q3///vr999+dbejIkSO66KKL9NlnnxUrknDya/buu++qsLBQffv2dWuHaWlpOv3004u1w8TERLf5RTExMTrnnHO8et0DpU+fPkpOTnbeL+rlvuaaa9wKarRv3155eXnOIZ7e/h+Mj49XTEyMli9fHrBhTlWqVNGRI0e0ZMkSn7f15j1ZtGiR6tSp4+w9l07MM7rhhht8OtaUKVOKfdb4ouj7oXLlyl6t361bN61atUqXXnqpvvnmGz311FPKzMxUnTp1ig1vK8mYMWM0a9YstW3bVh999JEeeOABtWvXTmeeeabb8O533nlHNWrUKLGIxMnDka+66ipVrVrVeb+oF7Xo9f7jjz+0bNky9e3b1/n58ttvv+n3339XZmamfv7552LDjIcMGeJ2nPbt2xc7Lyo6Xzr5vCg5OVndunVza8Pt2rVTYmKizz2I8KxCJkyfffaZevXqpdq1a8vhcBQbynUqy5cv12WXXaZatWqpUqVKatOmjWbOnOm2TkklOK2erFkWDz74oI4fP37KuUy+OO2009zuJycnKy4urli3fnJystuX088//6zvvvtOKSkpbn+NGzeWVHwC58mVfEpy4MABZWdnn7Krv7Cw0DlhOzY2VjVq1FBKSoq+/fbbMp0cSlLjxo315ptv6rffftO3336rJ554QlFRURo6dKg+/vhjSXImFU2aNHHbNiYmRg0bNiw16QiEAwcO6OjRo8XikU5UsSosLCw27+Hk97voi6a0Ew9Pz7voOEUnhWXRqVMn51yllStXKjIyUueee66kE8OGvvrqK+Xm5habvySdGGZx+eWXKzk5WUlJSUpJSXGeqLi2g6uuuko5OTnOL/TDhw9r4cKFznkp0on2LEkXXnhhsTa9ePFiryckt2zZUhdffHGxv6JKWtu3b1dERITbkBKp5NfWFytWrNDFF1/snF+WkpKi+++/v9hr4a3S3vOmTZsWa+txcXFKSUlxW1a1alWvTmi9fR/9rSiB9vZk8VSK2tDAgQOLtaFXXnlFubm5xZ7PyZ+LP//8s4wxOv3004vt44cffijWDuvWrVvsBNLb1z1QSvpOkaR69eqVuLwoVm//D8bGxmr8+PH68MMPVbNmTV1wwQV66qmntHfvXr89h5tvvlmNGzdWjx49VLduXV133XVel7325j3Zvn27MjIyiq1XNDTZW+ecc06xzxpfJCUlSfLtR4Ozzz5b7777rv7880/973//06hRo3To0CFdeeWV+v7770+5fb9+/fT555/rzz//1OLFi9W/f3+tW7dOvXr10rFjxySdmCvVpEkTryrCnuo7bfPmzTLG6KGHHirWroouG3Ly/ytf2vDJ50VZWVlKTU0tdqzDhw9T2MKPKuQcpiNHjqh169a67rrrdMUVV/i8/cqVK9WqVSvde++9qlmzpv773/9qwIABSk5O1t///nfneklJSdq0aZPz/skfVHbQsGFDXXPNNZo2bZruu+++Yo97ek6lTbwumr9xqmWS3CY3FhYWqmXLlsXK8hY5+YPF9Vfk8nriiSf00EMP6brrrtOjjz6qatWqKSIiQnfccUe5y9xGRkaqZcuWatmypTp06KCuXbtq5syZ5S4dXJb3JhC8eW+DqVOnTnr++ee1YsUKrVy50lnIQzqRMOXm5mrNmjX64osvFBUV5UymDh48qM6dOyspKUljx451Xj/r66+/1r333uvWDs4991ylp6drzpw56t+/vz744APl5OToqquucq5TtP6bb76ptLS0YnFaUcrd2zazZcsWXXTRRWratKmeffZZ1atXTzExMVq4cKEmTpwYlNLPntrVqfjyPvrbxo0bJfl+kupJUaxPP/20x/LdJ8+7OvlzsbCwUA6HQx9++GGJr+nJ24fa/2fJc0ynitWX/4N33HGHevXqpfnz5+ujjz7SQw89pHHjxmnZsmVq27atx9gcDkeJr83J/6dSU1O1fv16ffTRR/rwww/14Ycfavr06RowYIBef/11j/v35nmGkqZNm0o6cW2lU5WcP1lMTIzOPvtsnX322WrcuLEGDx6suXPnen3twqSkJHXr1k3dunVTdHS0Xn/9da1evdpZaMVb3rarkSNHKjMzs8R1T/4M8KUNn3xelJqaWuxH+yIn/6iEsquQCVOPHj2cEyFLkpubqwceeED//ve/dfDgQbVo0ULjx493Vrop+hW1yO23367Fixfr3XffdUuYHA5HiR/CdvPggw/qrbfeck5EdVX0y8rJFdsC0fORkZGhb775RhdddJHfks+UlBQlJSU5T2Q8mTdvnrp27apXX33VbfnBgwd9mvB6KkXDAouGQBZV0du0aZPbELi8vDxt3bq11KTKl/fG29czJSVFCQkJbj8EFPnxxx8VERFRLHEtC9fnXdJxatSoUeZyyK6FH1atWuVWQal27dqqX7++VqxYoRUrVqht27ZKSEiQdKJn+ffff9e7777rLEQiSVu3bi3xOH379tWkSZOUnZ2tt99+W+np6c7kS5Kzxyc1NTWg19WpX7++CgsLnb+gFinpta1atWqJ1RdPbjMffPCBcnNz9Z///Mftl9GShn9427Zc3/OTC6Fs2rSpxIqSZeHL++jPH7kOHz6s9957T/Xq1XO7Lk15FLWhpKSkMrehjIwMGWPUoEEDZ299ednlx0Ff/w9mZGTorrvu0l133aWff/5Zbdq00YQJE/TWW2953KZq1aolDlcs6XM4JiZGvXr1Uq9evVRYWKibb75ZL730kh566KFyJ9n169fX999/L2OM2/vjWjE0GHr06KHIyEi99dZbXhd+KMnJ35Vl2f711193bp+RkaHVq1crPz+/3EUSir6ro6OjA37NtIyMDH388cc677zz/PojMYqrkEPyTuWWW27RqlWrNHv2bH377bfq06ePunfv7uy+L0lWVlaxCiyHDx9W/fr1Va9ePV122WV+LxUcLBkZGbrmmmv00ksvFRuCkJSUpBo1auizzz5zW/7CCy/4PY6+fftq165dbnN8iuTk5JRpiFZERIR69+6tDz74oNjVxaW/fsmJjIws9mvd3Llzi41D9tbnn3+u/Pz8YsuL5psUndgWDa3617/+5Xb8V199VVlZWaVWOqtfv74iIyO9em+Kko9TlSqPjIzUJZdcovfff9+tnO6+ffs0a9YsderUyTnkojxq1aqlNm3a6PXXX3eLaePGjVq8eLH+9re/lXnftWvXVoMGDbR06VKtXbu2WPWujh07av78+dq0aZPbcLyiX/pc34e8vDyPbf2qq65Sbm6uXn/9dS1atEh9+/Z1ezwzM1NJSUl64oknSmwL3pZeP5WiH4f+9a9/uS1/7rnniq2bkZGhrKwsffvtt85le/bs0Xvvvee2XkmvRVZWlqZPn15sn5UqVTplu5JOnMCkpqZq6tSpbpcJ+PDDD/XDDz+Uu6pfEV/ex0qVKvlliF5OTo6uvfZa/fHHH3rggQf8llC0a9dOGRkZeuaZZ9zmyxXxpg1dccUVioyM1JgxY4p9xhlj9Pvvv/scl7efJ1bz9v/g0aNHnUO3imRkZKhy5crFLmlxsoyMDP34449u78U333xTrOz7ya9zRESEWrVqJUmnPIY3MjMztWvXLrd5P8eOHSvx+zSQ6tWrpxtuuEGLFy/W888/X+zxwsJCTZgwQb/++qukEz/ClNRTdvJ3ZUmOHj2qVatWlfjYhx9+6Lb9P/7xD/3222+aPHlysXV97alLTU1Vly5d9NJLL5WY0Pnrs106cV5UUFCgRx99tNhjx48fD/n/g3ZSIXuYSrNjxw5Nnz5dO3bscJaKHjlypBYtWqTp06friSeeKLbNnDlztGbNGr300kvOZU2aNNFrr72mVq1aKSsrS88884w6duyo7777znl9ATt54IEH9Oabb2rTpk3FyuFef/31evLJJ3X99dfrrLPO0meffaaffvrJ7zFce+21mjNnjm688UZ98sknOu+881RQUKAff/xRc+bM0UcffeTVBfVO9sQTT2jx4sXq3Lmzs1z5nj17NHfuXH3xxReqUqWK/v73v2vs2LEaPHiwOnbsqA0bNmjmzJluvT6+GD9+vL766itdccUVzi/Fr7/+Wm+88YaqVavmnJCfkpKiUaNGacyYMerevbsuvfRSbdq0SS+88ILOPvvsUi/umJycrD59+uj555+Xw+FQRkaG/vvf/5Y4prldu3aSThQGyMzMVGRkpP75z3+WuN/HHntMS5YsUadOnXTzzTcrKipKL730knJzc0u89kdZPf300+rRo4c6dOigIUOGOMuKJycnF7sulK86derkLKF+8jU6OnbsqH//+9/O9VyXV61aVQMHDtRtt90mh8OhN9980+OX6ZlnnqlGjRrpgQceUG5urttwPOnEjw0vvviirr32Wp155pn65z//qZSUFO3YsUMLFizQeeedV+KX98k+//zzYidz0okCGa1atVKbNm3Ur18/vfDCC8rKylLHjh21dOnSEn9Z/uc//6l7771Xl19+uW677TZnieXGjRu7FTe55JJLnL+GDxs2TIcPH9bLL7+s1NTUYicI7dq104svvqjHHntMjRo1Umpqaoml9KOjozV+/HgNHjxYnTt3Vr9+/ZxlxdPT03XnnXee8rXwhi/vY7t27fT2229rxIgROvvss5WYmKhevXqVuv9du3Y5exwOHz6s77//XnPnztXevXt11113adiwYX55HtKJk+pXXnlFPXr0UPPmzTV48GDVqVNHu3bt0ieffKKkpCR98MEHpe4jIyNDjz32mEaNGqVt27apd+/eqly5srZu3ar33ntPQ4cO1ciRI32KKyMjQ1WqVNHUqVNVuXJlVapUSe3bt/dqXmkweft/8KefftJFF12kvn37qlmzZoqKitJ7772nffv2efycLHLdddfp2WefVWZmpoYMGaL9+/dr6tSpat68uVuBnOuvv15//PGHLrzwQtWtW1fbt2/X888/rzZt2vilR3LYsGGaPHmy+vXrp9tvv121atXSzJkznXOrg9krOGHCBG3ZskW33Xabc2RO1apVtWPHDs2dO1c//vij83W99dZbdfToUV1++eVq2rSp8vLytHLlSmev/eDBgz0e5+jRo+rYsaPOPfdcde/eXfXq1dPBgwc1f/58ff755+rdu7dzOOWAAQP0xhtvaMSIEfrf//6n888/X0eOHNHHH3+sm2++WZdddplPz3HKlCnq1KmTWrZsqRtuuEENGzbUvn37tGrVKv36669lvobjyTp37qxhw4Zp3LhxWr9+vS655BJFR0fr559/1ty5czVp0iRbXtg8JAWrHF+okmTee+895/2iEraVKlVy+4uKijJ9+/Yttv2yZctMQkKCef3110s9Tl5ensnIyDAPPvigv5+CX5VUurZIUSlf17LixpwoYTtkyBCTnJxsKleubPr27Wv279/vsaz4gQMHiu23UqVKxY53cglzY068juPHjzfNmzc3sbGxpmrVqqZdu3ZmzJgxJisry7meJDN8+PASn+PJcRljzPbt282AAQNMSkqKiY2NNQ0bNjTDhw83ubm5xpgTZcXvuusuU6tWLRMfH2/OO+88s2rVqmIlY70tK75ixQozfPhw06JFC5OcnGyio6PNaaedZgYNGuRWrrvI5MmTTdOmTU10dLSpWbOmuemmm8yff/7ptk5JJaEPHDhg/vGPf5iEhARTtWpVM2zYMLNx48ZiMR4/ftzceuutJiUlxTgcDrdSsSW9Xl9//bXJzMw0iYmJJiEhwXTt2tWsXLnSbR1PbclTufOSfPzxx+a8884z8fHxJikpyfTq1ct8//33Je7Pm7LiRV566SUjydSpU6fYY19//bWzXO6+ffvcHluxYoU599xzTXx8vKldu7azxK2n5/PAAw8YSaZRo0YeY/nkk09MZmamSU5ONnFxcSYjI8MMGjTIrF27ttTncKqy4q7vWU5OjrnttttM9erVTaVKlUyvXr3Mzp07S3xvFy9ebFq0aGFiYmJMkyZNzFtvvVViWfH//Oc/plWrViYuLs6kp6eb8ePHO0vzbt261bne3r17Tc+ePU3lypWNJOf/F0/t4O233zZt27Y1sbGxplq1aubqq682v/76q9s6nj4zSoqzJN6+j4cPHzb9+/c3VapUMZJOWWK8fv36ztff4XCYpKQk07x5c3PDDTeY1atXl7jNye+BL2XFi6xbt85cccUVpnr16iY2NtbUr1/f9O3b1yxdurTYa3Py52+Rd955x3Tq1Mn5nde0aVMzfPhws2nTJuc6JX0mG1PyZ8/7779vmjVrZqKionwqMV6WsuInl/v29TU81f/B3377zQwfPtw0bdrUVKpUySQnJ5v27dubOXPmePWc3nrrLdOwYUMTExNj2rRpYz766KNiz2XevHnmkksuMampqSYmJsacdtppZtiwYc7LA7g+r5PLinv7nvzyyy+mZ8+eJj4+3qSkpJi77rrLvPPOO0aS+fLLL0t9DqW1v5J4Kite5Pjx4+aVV14x559/vvM7sH79+mbw4MFuJcc//PBDc91115mmTZuaxMREExMTYxo1amRuvfXWYp/PJ8vPzzcvv/yy6d27t6lfv76JjY01CQkJpm3btubpp592fr8XOXr0qHnggQdMgwYNTHR0tElLSzNXXnml8zvZU3szpuTvyS1btpgBAwaYtLQ0Ex0dberUqWP+/ve/m3nz5jnX8fS6+nq+NG3aNNOuXTsTHx9vKleubFq2bGnuueces3v37lJfI3jPYUwIzgoMIofDoffee0+9e/eWdKL079VXX63vvvuu2GS7xMREtzlJn376qXr27Klnn31WQ4cOPeWx+vTpo6ioKOev1wBgJYfDodGjR5e7xw6APT333HO688479euvv6pOnTpWhwOELIbknaRt27YqKCjQ/v37nbX1S7J8+XL9/e9/1/jx471KlgoKCrRhw4Zyzb0AAAAoi5ycHLfCAMeOHdNLL72k008/nWQJOIUKmTAdPnzYbfz+1q1btX79elWrVk2NGzfW1VdfrQEDBmjChAlq27atDhw4oKVLl6pVq1bq2bOnPvnkE/3973/X7bffrn/84x/OQggxMTHOwg9jx47Vueeeq0aNGungwYN6+umntX37dreLtgIAAATDFVdcodNOO01t2rRRVlaW3nrrLf34448eS1ID+EuFTJjWrl2rrl27Ou+PGDFC0omL/82YMUPTp0/XY489prvuuku7du1SjRo1dO655zpLhr/++us6evSoxo0bp3Hjxjn307lzZy1fvlzSiQuY3XDDDdq7d6+qVq2qdu3aaeXKlWrWrFnwnigAAIBOVMp75ZVXNHPmTBUUFKhZs2aaPXt2sYI0AIqr8HOYAAAAAMATrsMEAAAAAB6QMAEAAACABxVqDlNhYaF2796typUrB/UibQAAAABCizFGhw4dUu3atRUR4bkfqUIlTLt371a9evWsDgMAAABAiNi5c6fq1q3r8fEKlTBVrlxZ0okXJSkpyeJoAAAAAFglOztb9erVc+YInlSohKloGF5SUhIJEwAAAIBTTtWh6AMAAAAAeEDCBAAAAAAekDABAAAAgAe2SZhefPFFtWrVyjn/qEOHDvrwww+tDgsAAABAGLNNwlS3bl09+eST+uqrr7R27VpdeOGFuuyyy/Tdd99ZHRoAAACAMOUwxhirgyiratWq6emnn9aQIUNKfDw3N1e5ubnO+0WlA7OysqiSBwAAAFRg2dnZSk5OPmVuYJseJlcFBQWaPXu2jhw5og4dOnhcb9y4cUpOTnb+cdFaAAAAAL6wVQ/Thg0b1KFDBx07dkyJiYmaNWuW/va3v3lcnx4mAAAAACXxtofJVheubdKkidavX6+srCzNmzdPAwcO1KeffqpmzZqVuH5sbKxiY2ODHCUAAACAcGGrHqaTXXzxxcrIyNBLL73k1freZpEAAAAAwltYz2EqUlhY6DbkDgAAAAD8yTZD8kaNGqUePXrotNNO06FDhzRr1iwtX75cH330kdWhAQAAAAhTtkmY9u/frwEDBmjPnj1KTk5Wq1at9NFHH6lbt25WhwYAAAAgTNkmYXr11VetDgEAAABABWPrOUwAAAAAEEgkTAAAAADgAQmTjRTm5irnm29kCgutDgUAAACoEEiYbOTXm4dr21X/1B+vv2F1KAAAAKjgCo8dU/bChSrIyrI6lIAiYbKRIytWSJL+nDXL4kgAAABQ0e0bP167RtylHUOHWh1KQJEw2ZHDYXUEAAAAqOCy//OBJOnYN99aHElgkTDZEfkSAAAArGaM1REEBQkTAAAAAJ9VjHSJhMmWHHQxAQAAwGr0MCFkMYcJAAAAViNhAgAAAAAPSJgQsuhhAgAAAIKChMmOSJgAAABgNXqYELJImAAAAGA1EiYAAAAAKFnFSJdImOyJDiYAAABYoDAnR7vvvU/ZS5ZUmB6mKKsDQOmMMcrbtk0x9es7lzkYkgcAAAAL/PH6G8p6/31lvf++FBlpdThBQcIU4v58803te2KcqvTpY3UoAAAAqOCOHzjw150K0sPEkLwQt/+5SZKkg3PnuiylhwkAAAAWI2FCSDh+3OoIAAAAgBMqSJLkioQpxJmCguILmcMEAAAAq1WQ5ImEKdSRMAEAAACWIWECAAAAAA9ImOyIHiYAAAAgKEiY7IiECQAAAAgKEiYAAAAA8ICEyY7oYAIAAACCgoTJhhxkTAAAALBExSgl7oqEyY6YwwQAAAAEBQkTAAAAAHhAwmRH9DABAAAAQUHCZEckTAAAAEBQkDABAAAAgAckTHYR4fJW0cMEAAAABAUJk004IiNd7lgXBwAAAFCRkDCFoPw9e5S3bZv7wqgo502uwwQAAIBQZPLzdXTdOpn8fKtD8RsSphC0ueuF2tK9hwqyspzL3HqYAAAAAAsYU/qFa/eNG6ft/fpr72OPBymiwCNhCmF5O3913nYfkkcPEwAAAELPn7P+LUk6+PbbFkfiPyRMoey4S1cmCRMAAAAQdFGnXgXB5NrNaY4fd95mSB4AAABCVf6+/Try+WdWhxEQJEwhzDVhci36IIdDhz75REe/XK3Uu0fKEcXbCAAAAOtsu+oqHd+71+owAoIz7VDj2sOU77mH6debbpYkxZ7eSFWuvDI4sQEAAAAlCNdkSWIOU0gzLnOYPBV9yN8Tvo0TAAAAsBoJU6jxMIfJfUheEOMBAAAAKjASplDjWtu+oMB502PRh1PUwgcAAABQdiRMIcx1DpOi/kqYHHQxAQAAwAoV8Md6EqZQ41b0wXUOk3uVPAAAAACBR8IUwkyBS5W8CJe3yi1hqnhZPgAAABAsJEyhxkMPk7jWEgAAABB0JEwhxrW/yBzLdd72VFbcVMBxpAAAAECwkDCFsMJjOc7bjqiSEyYAAAAAgUPCFGpch+S59DApkiF5AAAAQLCRMIUa14Qp95jztvuQvJLXBwAAAOBfJEwhrDDnr4RJLlXyHAzJAwAAgBUq4G/1JEyhxkMPk8eepArYaAEAAIBgIWEKYYWuc5jc0MMEAAAABAMJU6hxK/rgoYeJIXkAAABAUJAwhRqXxKjQNWFy5ZowUfQBAAAACBgSphDmsYcJAAAAQFCQMIUY17zIHD/u2wYAAAAA/IqEKeS4zGFySZiMmMMEAAAABBsJUwgz+fkud1wTpuDHAgAAAFREtkmYxo0bp7PPPluVK1dWamqqevfurU2bNlkdlv+5VslzTZhcufUwMSQPAAAAQVIBp4PYJmH69NNPNXz4cH355ZdasmSJ8vPzdckll+jIkSNWhxYw7j1M1sUBAAAAVFRRVgfgrUWLFrndnzFjhlJTU/XVV1/pggsusCiqADAlz2Fy5RBlxQEAAIBgsE3CdLKsrCxJUrVq1Tyuk5ubq9zcXOf97OzsgMdVbq4JkMc5TA6XxSRMAAAAQKDYZkieq8LCQt1xxx0677zz1KJFC4/rjRs3TsnJyc6/evXqBTHK8vM4hwkAAABAUNgyYRo+fLg2btyo2bNnl7reqFGjlJWV5fzbuXNnkCIsB09D8goL/7rtWvSBDiYAAAAgYGw3JO+WW27Rf//7X3322WeqW7duqevGxsYqNjY2SJH5n9t1mIyHhAkAAABAwNgmYTLG6NZbb9V7772n5cuXq0GDBlaHFBBuc5Jce5UKPVy4ljlMAAAAQMDYJmEaPny4Zs2apffff1+VK1fW3r17JUnJycmKj4+3OLogcE2eAAAAAASFbeYwvfjii8rKylKXLl1Uq1Yt59/bb79tdWhB4T4kz+2BoMcCAACACqoCnnvapoepwpTP9vQ8XYbkOZjDBAAAAASFbXqYKgyPCRND8gAAAIBgI2GyCbcheaLoAwAAAIKnMC9PpqDA6jAsQcIUIg4t+0R7xoyRycsreQVPVfIAAACAACrMzdXPHTrql0sv82m7I//7n/Y89JAKsrMDFFlw2GYOU7j79eabJUmRiYklr+CxJ4keJgAAAARO7qZNKjxyRHlbtijhzDO93m7HgIEnbkRGqtYjjwQmuCCghynE5O/eU+JyU+jSBUoPEwAAAIKlnOee+Tt2+CkQa5AwhRi3xMgVQ/IAAABgQ3avdk3CFGoKPFTDKyz5Okx2b4AAAAAIdW4XAfV980J7n6+SMIUYjz1MhrLiAAAAsIDL6CZTlkvd2PzyOCRMocZDD5PHniR7J+wAAAAIda4dTGXpLbL5iCgSphDjzRwmB3OYAAAAECRu555l6C0yNv+Fn4Qp1Hgxh4l5SwAAAAia8g7Js/mpKwlTqPHQw+TWOF0bHckTAAAAAinCJWVgDhOsZrypkkeSBAAAgKBxK9Hs++Y2P3clYQoxpuB4yQ94Sphs3gABAAAQ4tzypTLMYbJ5tWcSplDjTZU8mzc6AAAA2Id70Yey9DD5LxYrkDCFGM/XYTIu69i81QEAAMA+3BImD+eqpWEOE/zKmzlMzGcCAABAsLhVyWMOEyzmqYfJbeynzRsdAAAAbIqiD7Ccpx6mAtfrMLmuY+8GCAAAgBDnmvCU5cK1JEzwK0/jQt2G5Nm70QEAAMCePM63L3Uje5+7kjCFGI/XYSpnZg8AAACUidt5aBmSH5ufu5IwhZoCT3OYSr72kt27OAEAABDaPJ2H+rAD/wVjARKmEGM8ZeCFnuYwAQAAAAHkmu+U6TyUhAn+5KGHyeMcJptn7AAAAAh1LqObPE0fKW1rm8+/J2EKMZ6G2JW7KxQAAAAoi/LOpWcOE/zKUw+T63KbNzoAAADYiNv8+TKch9r8x34SphBjvCj64N7bFOiIAAAAgP9XluF1JEzwK089TJQVBwAAgBXKe+Fam//CT8IUYrypkifmMwEAACBITHmH5FH0AX51/HjJyykrDgAAACsYD7e9ZfPRUSRMIcZjD5MryooDAAAgWMo7NcTm56skTKHG0xwmV24N1d4NEAAAAKGOOUwIIZ6uw3TSSoEPBAAAAJDcy4qXqYfJj7FYgIQp1HjRw+SxxDgAAADgb1y4FiHFmwTIU8U8AAAAIJDKVCWPhAnB5pYwWRcGAAAAKgC3IXm+n3wyhwkWoEoeAAAAgsNtCog3BcqK7cB/sViBhMmG3DJ7m3dxAgAAIMS5/VbPkDzYgSnv1cMAAAAAb5kSb3q/ub3PV0mY7Kic40gBAAAAr5V7SJ69z1dJmOyIKnkAAAAIFrdL2pThwrU2P18lYbIht0ZnjLKXLFHWggXWBQQAAIDw5dbDVJYL19o7YYqyOgCUgUsPkzl+XLtuvU2SVKl9e0XVqGFVVAAAAAhzprAMQ/Io+oCgc+0WLTjuvH3899+tiAYAAABhzFTwHiYSJhtyGzvqUvTBHDtmQTQAAAAIa675DkUfYAsersNUmEPCBAAAAD9zq9BM0QfYgescJpdxpCaXhAkAAAD+VvKP9V5jDhOCzjVLd+ltoocJAAAAflfOHiaG5CHo3Lo16WECAABAIHHhWtiO65A8l0olhcdyrYgGAAAAYcyUdw6TP4OxAAmTHZmSx5HSwwQAAICAKksPE3OYEHRuRR+okgcAAIAAcu0iKsvwOhImBJuhhwkAAADBUt45SMxhQtB5KCtODxMAAAD8z94JT3mRMNmRh7Li9DABAADA72zeQ1ReJEwhwNerH3sakkcPEwAAAPyOhAmW87UReij6QA8TAAAA/M3XH/fDDQlTKChHwkQPEwAAABA4UVYHAPmeMLkNyXMp+nAsx08BAQAAAFLWfxco/9edVodhKRKmUFCOOUzGtejDsVy/hQQAAICK7cjKldo9cqTVYViOIXl25GFInt0vCgYAAIDQkbPxO6tDCAkkTKGgHEPyXK/DZCp4jXwAAAD4j8ll9JJEwhQSfE5zXBOsAtceJhImAAAA+IfJy7M6hJBgq4Tps88+U69evVS7dm05HA7Nnz/f6pD8oxylGl17mCp6jXwAAAD4DwnTCbZKmI4cOaLWrVtrypQpVofiX+VJdFx7lUiYAAAA4Ccmn4RJslmVvB49eqhHjx5Wh+F/5Ul0ClzmMBmKPgAAAMA/CulhkmSzhMlXubm5ynWZrJadnW1hNKUoz5A8123pYAIAAICfMCTvBFsNyfPVuHHjlJyc7PyrV6+e1SGVrFxD8lx6lRiSBwAAAD8xeflWhxASwjphGjVqlLKyspx/O3eG5lWKy5XnFFD0AQAAAP5HD9MJYT0kLzY2VrGxsVaH4QU/DckrLFTB4SM6tOhDJV50kaKqVvVDbAAAAKhIjny5WpIhYfp/YZ0w2Yafij5IRntHj1b2ggWKe3uOGsydU+7QAAAAUHEUHjumHYMGSZLiWra0NpgQYauE6fDhw9q8ebPz/tatW7V+/XpVq1ZNp512moWRlZOfij4YY5S9cKEk6diGDeUOCwAAABVLYU6O83bBwYPWBRJCbJUwrV27Vl27dnXeHzFihCRp4MCBmjFjhkVR+YG/ij4UGuYxAQAAoOxcf4zPp+iDZLOEqUuXLu5zdsKFv4bkheNrAwAAAEswh+mEsK6SZxflSQINZcUBAADgL/QwFUPCZHf0MAEAAMBfXBOm3FwLAwkdJExhJCyHKwIAACBoXEcv+XNInp3PU0mYQoG/GpCNGyIAAABCQKDOJ218nkrCFApImAAAABAK3K7x6Ueu8+5thoQpFPgr0bFxQwQAAID1TKDOJ218nkrCFAr8lDAZ0cMEAACAcghQYhOwRCwISJhCgN8mwZEvAQAAoBwMQ/KKIWEKBf5KdJjDBAAAgPII0PmkKbTveSoJU0hgDhMAAABCQKB6mIx9z1NJmEIBVfIAAAAQAgLWExSoRCwISJhCAUUfAAAAEAoKA5PYcOFalI/fyorbtyECAADAenauZhcoJEyhgCF5AAAACAWBSphsfJ5KwmShnG+/1a67Rip/zx7/7NDGDREAAAAhIEAJ08F572jv2LG27MGKsjqAimxb36skSUfXrPHPDkmYAAAAUA6mIDAJzYFnn5UkVep0vipf2DUgxwgUephCwPH9+/2yHztPpgMAAEAICHD574KDBwO6/0AgYQonJEwAAAAoBxPo8t82vB4TCVM4IWECAABAeQR4jpEd5zCRMIUTGzZAAAAAhJBAn0/a8DI4JEzhhB4mAAAAlEOgij44BejCuIFEwhRGSJcAAABQLgGeY8SQPFiLHiYAAACUQ8CLPjAkD5ayYcYOAACAEBLoH+AZkgdL0cMEAACAcgh0D5OhhwmWImECAABAeQQ6obHhiCgSJitFRfl1d6RLAAAAKJdAD5njwrXwhSM62r87tGHGDgAAgNAR6Cp2DMmDT/yeMDEkDwAAAOUR8AvXUvQBPnDExPh3h/QwAQAAoDwC3sNkv/NVEiYLOWL83MMEAAAAlIMpCHQPk/1GRJEwWcjvQ/JOcvizz7TjuuuUv3t3QI8DAAAAe/tj5kztHH6LTO6xwB7Ihj1M/i3TBp84ogKYMEVEaOfQYZKk3feNUv03Xg/csQAAAGBr+x59TJJ0fM+egB7HUCUPPglkkQaHw3kzb8eOwB0HAAAAYeP4778H9gCBHvIXACRMVgrklZRdEqbCI0cCdxwAAACEjcJjAR6SRw8TfBHQKiEu+y48ejRwxwEAAEDYMDk5gd2/DecwkTBZKZA9TK6NMZDHAQAAQNgweXmBPQBD8uALO2bYAAAAQFkZLlwLn9DzAwAAgIrk+HGrI/AZCZOF6GECAABARWKO26/DgITJSoFOmAJ8YVwAAADAF6aAHib4INA9TBFxcX8di+F/AAAAsBpD8uCTACcxjrhY5+3Cw4cDeiwAAADYjzFGxpjgHc+GQ/KirA6gIgvmHKbCI0cUmZwctOMBAAAg9P16083K3/Vr0I5nx1FPJExWCnSDyct33rRj4wQAAEDgGGN0ePny4B7zeP6pVwoxDMmzUKB7mEy+S8KUb7/xogAAAAicgF+ktiQ2HJJHwmSlAPf6uCZMsmFFEgAAAASOyckJ/jEp+gBvGWMCXlbcrYfJho0TAAAAgVN47FjQj0lZcXgvyBetLcw5pq19r9Kehx4O6nEBAAAQmgot6GFiSB68F+QiDEe++FzHvv1WB+fODepxAQAAEJqMFT1MNhz1RMJkkWCWFJekwqN//YJAxTwAAAAU5lgxJM9+56EkTFYJcsLkOp/Jku5XAAAAhBRzzIqiD/YrK16m6zBt3bpVn3/+ubZv366jR48qJSVFbdu2VYcOHRQXF+fvGMNS0HuYXJKkwiNHFZmYGNTjAwAAILRYUfTBjnOYfEqYZs6cqUmTJmnt2rWqWbOmateurfj4eP3xxx/asmWL4uLidPXVV+vee+9V/fr1AxVzeAhyd2RBVpbzduGRI0E9NgAAAEKPFaOO7Dgkz+uEqW3btoqJidGgQYP0zjvvqF69em6P5+bmatWqVZo9e7bOOussvfDCC+rTp4/fAw4Xwe5hKsg66LxdePRoUI8NAACA0JG/d6+O/fCDRddhCuMheU8++aQyMzM9Ph4bG6suXbqoS5cuevzxx7Vt2zZ/xBe+gt3DdPCg8zY9TAAAABXXLz3/rsIjR5Rw9tnBP3g4D8krLVk6WfXq1VW9evUyBVRRmIJg9zC5DMk7SsIEAABQURX9eH50zZrgHzsvN+jHLK8yVcmLjIzU/v37iy3//fffFRkZWe6gKoTC4GbXhQdd5zAxJA8AAADBV5h9yOoQfFamhMkYU+Ly3NxcxcTElCugiiLYPUxuZcXpYQIAAIAFTG6uNdX5ysGnKnn/+te/JEkOh0OvvPKKEl1KUxcUFOizzz5T06ZN/RthuApyD5PboY8clcnL07Hvv1dcy5Zy0CsIAAAQ9o7/9psK/vzT6jBUkJWtCBtdisinhGnixImSTvQwTZ061W34XUxMjNLT0zV16lT/RhimrCypWJB1UNv69dex775T7aefUnKvXpbFAgAAgOD4uUtX6fhxq8NQQdZBRddMtToMr/mUMG3dulWS1LVrV7377ruqWrVqQIKqEIJcVtzVocVLlPfLL5KknA0bSJgAAADCXGFeXkgkS5JUmJ1tdQg+8SlhKvLJJ5/4O44Kx8oepjyXku+FLtXzAAAAEJ7yf/3V6hCcCmyWMJWp6ENpxo4dq88//9zfu3WaMmWK0tPTFRcXp/bt2+t///tfwI4VUB4KZwSFS+9W/v79OrJqlfZPeFYFhykGAQAAEE5yNmzU/mcn6tgPP1gdilPBQXv9YF+mHqbSTJ8+XU8++aQuuugiffDBB37d99tvv60RI0Zo6tSpat++vZ577jllZmZq06ZNSk21zzhISUG/cK0nxw8c0N5Hxihv+3Yd+fJLNZg7R6aggEIQAAAANnZk5UrlfPONsua/r7zt260Ox01BdgVPmLZu3aqcnJyADNt79tlndcMNN2jw4MGSpKlTp2rBggV67bXXdN999/n9eIFyPCdH+z/0bzJZVnmbtzhvH9uwQb/OnKHDEycrsnYtVb7nThXsP6CCHTsVUTNVkdWqqfDQoRPjXx0OKSLir3+lE7crMEegnn8gX9eAvmWBjJvX2n3fAd15AHcdqPcxMLs9se/A7dzBa33Svm34epzYua12e2LfvNbB2nWgzhUK/zyogt17FFGlivK+XidFROjY+wsCcix/OLxvt6oWFCjCJj/QO4yniyqFmLy8PCUkJGjevHnq3bu3c/nAgQN18OBBvf/++8W2yc3NVW7uX1cTzs7OVr169ZSVlaWkpKRghF2iA79u1m8XU2gBAAAAFc+iMx0a8MIyVa+SZmkc2dnZSk5OPmVuUKYepkceeUQPP/ywIiLcp0BlZWXpxhtv1L///e+y7LZUv/32mwoKClSzZk235TVr1tSPP/5Y4jbjxo3TmDFj/B5LeTkqVbI6hFJlx0u/1pCa7ZT+SJS+O82hKkek5KNGh+Ok/MgTv4M6zIm/CGNO3LY6cKsF8KeHQL+2Dlv8bFKyQMce8HZt4/h5bUrZt43/T0k2/39l59hl77Zj63Yj2fp7vNAhZSdITXZJESHehn6sIx2oYq+zxjIlTK+++qoWL16st956Sw0bNpQkLV++XAMGDFBamrWZoqtRo0ZpxIgRzvtFPUxWq5aUqgNWB3GSSsOH6vjGH5S39mud9tSjatSurQoPHVZKQrya2qS7FAAAoCIzOTlSbKxyly5X5Gn1lDN7ro59uMTqsJyiz26nC55/RhdIqlo5xepwvFamhOnbb7/VsGHD1KZNG02YMEE//fSTJk2apLvvvjtgPTo1atRQZGSk9u3b57Z83759HpO02NhYxcbGBiSe8giV8ZoxDRs6r8eUcsGFir/1TveCD1Wsiw0AAAA+qvL///bpL0kyZ3XU0T6r9cebb+lwCFwWKCYmzvJheGVRprLiVatW1Zw5c3TLLbdo2LBhmjRpkj788EM9/vjjioryex0JSVJMTIzatWunpUuXOpcVFhZq6dKl6tChQ0COGe7imjVz3o5t2lSSqI4HAAAQJhyRkarUsaMiq1W1OpQTIvx+RaOgKHPUzz//vCZNmqR+/fqpYcOGuu222/TNN9/4M7ZiRowYoZdfflmvv/66fvjhB9100006cuSIs2qerYRAg6l27TWKTKmhpEt7KSIEe+IAAABQfjVuuEGO+HjFtWhhbSAR9pq7VKRM3UHdu3fX2rVr9frrr+vKK69UTk6ORowYoXPPPVdjxozRPffc4+84JUlXXXWVDhw4oIcfflh79+5VmzZttGjRomKFIOwgonJlFWYFtwa9IzZWxqVqYEx6uhoH8CLDAAAAsF5MerqarP5SJj9fm9qdZVkcDof1HQZlUaaoCwoK9O233+rKK6+UJMXHx+vFF1/UvHnzNHHiRL8GeLJbbrlF27dvV25urlavXq327dsH9HiBEmlBpTxHXJzb/QgLS6sDAAAgeBwxMYqoVEnpc+cqsWtXa4Kw6dSPMiVMS5YsUe3atYst79mzpzZs2FDuoCqCiMqVg35MR3S0yx1H4C60CgAAgJAU37KF6r34guJatgz6sR02HZLndcLk7fVta9SoUeZgKpKIyolBP6Yj5q+EKbJG9aAfHwAAABVYuA/Ja968uWbPnq28vLxS1/v5559100036cknnyx3cOEsspIFCZNLD1NUdRJbAACACsuKkUYhUPSsLLwu+vD888/r3nvv1c0336xu3brprLPOUu3atRUXF6c///xT33//vb744gt99913uuWWW3TTTTcFMm7bS7njdh3+9NOgHjMiJsZ5O7ZRo6AeGwAAACHEgnzJrkPyvE6YLrroIq1du1ZffPGF3n77bc2cOVPbt29XTk6OatSoobZt22rAgAG6+uqrVbVqiNR6D2FxZ5yhJl9/pV0j79bhZcuCc9DoaNV++in9+fbbqnnfvcE5JgAAAEKOw5qMKfjH9AOfy4p36tRJnTp1CkQsFU5EQkJQ69FHRMcouVcvJffqFbRjAgAAIARZMSQvsoIkTJI0duzYUh9/+OGHyxRMRRTMSnUOlyF5AAAAQDDZ9TpMZUqY3nvvPbf7+fn52rp1q6KiopSRkUHC5IsgNhy3suIAAABAMIV70QdX69atK7YsOztbgwYN0uWXX17uoCoUepgAAAAQbJZUybNn0Qe/pXlJSUkaM2aMHnroIX/tsmIIdGN12T89TAAAAJBkScLksGkPk1+jzsrKUlZWlj93GfYCXV4xMinpr2PRwwQAAABJSd27B/+gEZHBP6YflGlI3r/+9S+3+8YY7dmzR2+++aZ69Ojhl8AqjsAmTDHp6cr55psTd2ya1QMAAMC/ql7dX9F16yiqRg1t63tVcA5q0yF5ZUqYJk6c6HY/IiJCKSkpGjhwoEaNGuWXwCqMACcx0XVqOxOmgt9/C+ixAAAAYA+OyEhVvvBCmfz84B2zIlXJ27p1q7/jqLgCPH7Udd5S/t59AT0WAAAA7CWoc9xtOtrJnlGHk0D3TEb9lRPn790b4IMBAAAAHth0SB4Jk8UC3TXpiIpWwllnSZKSLrkkoMcCAAAAPKlQQ/LgR4EekhcVpbqTn1f2kiXWVEMBAABASKt+4zD9PvWlwB8o0p5V8uyZ5oWTICRMkVWqqGqfPoqsXDmgxwIAAID9pNx+uzI+XqK45s0DepxAX04nUEiYrBaIhuMyoc4RTSciAAAAPHM4HIqpW1cyJsAHsmfqYc+ow0kAepgcrt2dUSRMAAAAODWjACdMVMlDWQRi8ptreUhHVBBLRQIAAMC+ApwvUSUPZROIOUxuCRM9TAAAAPBCgIfk2bVKnj2jDieBGJLnkiQxhwkAAABeCfQcpkh7ph72jDqcBKBr0i1hoocJAAAA3gh0DxNzmFAWjgD3MFH0AQAAACEhwJfTCRQSJssFuoeJog8AAADwQqCH5EVw4VqURSC6JhmSBwAAAJ8FeEgec5hQJoEYkudaJY+iDwAAAPCCoYepRCRMFnNQ9AEAAAChIMD5UiDOe4OBhMlyFH0AAABACKCHqUQkTFYL9HWYKPoAAAAAb3AdphLZM+pwEoiiD9FcuBYAAAChheswoWwCMJTTtVeJOUwAAADwSsCH5Nkz9bBn1GEkEJk2RR8AAADgswAnTI5I5jChTCj6AAAAAOuZQJfJo+gDyiQg12GihwkAAAA+oqx4iUiYrBaIhsOQPAAAAPiKsuIlImGyWkDKilP0AQAAAD4K+Bwme6Ye9ow6jDgCfB0m5jABAADAK1TJK5E9ow4njgBXyYvmwrUAAADwAglTiewZdTih6AMAAAAqAMqKo2wo+gAAAIAQEPCy4gEYWRUM9ow6jARiDpPb/kmYAAAA4I1A50sUfUCZBDhhUhRzmAAAAOAFyoqXiITJaoEo+uCShLnOZwIAAAA8oqx4iewZdThhSB4AAABCAVXySmTPqMNJAPKlmIYZij29keLbtbNtNRIAAAAEV51nJ8gRF6e0R0YH5gA2TZjofrCYIwANxxEdpQbz59u2UQIAACD4Es46S02+WitHZKT2PjLG7/u36w/5JEyWC0AXkyPCtg0SAAAA1gnoOSRlxVEmgegFCnDhPQAAAMBXFH1A2QSkg4m3FQAAACGGsuIoi4BcuNam3Z0AAAAIYxH2HAbFmbXV/JXcuI43tWljBAAAQPiy6xx7Eiar+amHKSIuzu/7BAAAAPzGptNG7Bl1OPFTcuNwSZiYwwQAAIBQQw8TysZPw+ciYmP/usMcJgAAAIQam56j2jPqMOKvog+O+HiXO37ZJQAAAOA3lBVH2fgp045gSB4AAABCGUPyUCYBmMNk1wl1AAAACF8BuZxOEHBmbTU/tRu3OUyMyQMAAECooYcJZeGv4XNuc5i4DhMAAABCjU1HQdkz6nDir+swufQwMYcJAAAAoYay4igjP81hSnCtksfbCgAAgBBj0x/1bRP1448/ro4dOyohIUFVqlSxOhz/cW045ehtiohzTZgYkgcAAIDQYtdRULaJOi8vT3369NFNN91kdSj+5ZLbOKKiyrybCJc5TA7mMAEAACDU2HRIXtnP0INszJgxkqQZM2Z4vU1ubq5yc3Od97Ozs/0dVrm5ZdpRUVJ+vg8bOyRjJEkRrkPybJq9AwAAIHxRVjwEjRs3TsnJyc6/evXqWR1ScS4NxxEd7du2LomRW5U8mzZGAAAAhDGb9jCFdcI0atQoZWVlOf927txpdUglcEmYfB2S55IwRcQnlLhPAAAAIBQwh6kM7rvvPjkcjlL/fvzxxzLvPzY2VklJSW5/IcdlvpGvpRZduzXdhuSZwnKHBQAAAPiVTRMmS+cw3XXXXRo0aFCp6zRs2DA4wVjE4achea5FH0xeXrnjAgAAAPzKpkPyLE2YUlJSlJKSYmUI1nPNtKN9fDtck604EiYAAACELrsWfbBNlbwdO3bojz/+0I4dO1RQUKD169dLkho1aqTExERrgysX1zlMvvUwORwOmaLbkX8lXsaXSnsAAAAAPLJNwvTwww/r9ddfd95v27atJOmTTz5Rly5dLIrKDxxln8Pk1jsV8de29DABAAAA/mGbmVczZsyQMabYn62TJcm96EN5yoq77Ce6Tp1yhwUAAICKK6pmTatDCBm26WEKV25FH3wsK+42DjQyUvVnzVLe9u2Kb93aX+EBAACgAkp/e7YOLV6s7MWLlbP2K6vDsZRtepjClmvS42vRB7cepgglnNlWVS7v7Z+4AAAAUGFFp6Wp2oABioiJtToUy5EwWc3hkvRElj1hsmtdewAAAIQuc/y41SFYjrNsq7l0MPk+h8ll4wh71rUHAABA6CJhImEKKb7PYSq56AMAAADgDyRMJEzWKyz863ZUOcqK2/TKyQAAAAhd5jjX9yRhspg5XuC87euFa91KkjOHCQAAAP6WTw8TZ9lWM3/1MPk6h8l1SB5FHwAAAOBvJp8eJs6yLWYKXHuYqJIHAACA0MEcJhIm67nOYfK1cAND8gAAABBAJEwkTJZz7WFyu4itF9yG5FH0AQAAAH5GwkTCZL0ClzlMPiZMrsPw6GECAACA35EwkTBZzqXog9tVbL3hduFa3koAAAD4Fz1MJEyWMwWFp17JlUsvFFXyAAAAEEgkTCRMljMFLo3QmyF5jpJ7lRiSBwAAAH8jYSJhsl6h+eu2NwmTp8SIog8AAADwNxImEibLFRaceh0XngpD0MMEAAAA+B9n2RZLOPvsv+54U/PBNWEyLr1TJEwAAADws3qvvqLIqlVVd/LzZdo+9vTTJUlRKSn+DCuooqwOoKKLO+MMpb8zT9FpaTowefKpN3BNjFwSJnqYAAAA4G+J552n01eu8P3yN0XbX3ihaj32qGIaNPBzZMFDwhQC4ps3l+TddZgcEREyJT3AHCYAAAAEQFmTJUlyREYovnVrP0YTfHRL2I1bg2VIHgAAAEKYw/7nqPZ/BmGl7FXyGJIHAACAkBNR9t6pUMFZdijx8TpMhqIPAAAACGHh8KO+/Z9BOPFmDpNblTyX5WHQGAEAABBmIuw/z56zbLshMQIAAIBdMCQPfuXjkDy36zABAAAAISYcRkHZ/xmEE28S8DBodAAAAKggqJIHf/LqOkz0MAEAAMAmHJH2Tzfs/wwqGtceJhImAAAAhDJ6mOBfZb8OEwAAABBywuDc1f7PIJx4VfTB5TY9TAAAAAhlVMlDsDlcujWNSJgAAAAQuqiSB//ypocpDBodAAAAKogwOHe1/zMIJz5fhylwoQAAAADlRQ8T/MurfImy4gAAALAJquQh6CgrDgAAALughwn+5M2Fa0mYAAAAYBdcuBb+5UXC5AiD0owAAACoIBiSB//yJhliDhMAAABsIgx+7CdhClWexnuGwThQAAAAVAxUyYN/uQzJc0RGlrxOBBeuBQAAgE0wJA9+5TqHKSrKwzout8mXAAAAEMoo+oBA8dTD5AiDLB0AAAAVA0Py4F8uvUfeDMmj6AMAAABCWhj82G//ZxBOXIfkRUeXvE4YVBoBAABABREG564kTCHE4UXRB7chefQwAQAAIIR5HDVlIyRMIcpj43JwHSYAAADYBEPy4F9eVMkLg4lzAAAAqBgcDMmDX3k1JI8eJgAAANhEGPzYb/9nEE5cE6aoUw/J48K1AAAACGkkTAiYSJchea69SmHQ6AAAAFAxcB0m+JfrdZhc5zC5NjTXcaB0MAEAACCUkTDBrzzMYXLNzN3mMAEAAAChLAzOXUmYQohbMuSph0kUfQAAAIA9hMOQPA+1q2EF45IAuVXJc71NlTwAFikoKFB+fr7VYaAE0dHRigyDi0MCsImICKmw0Mt17f/ZRMIUSgpdEqYo9yF5pEYArGKM0d69e3Xw4EGrQ0EpqlSporS0NIZuAwg8Xz5nwuA6TCRMoaSw4K/brlXyPPQwJbQ/R4c+XCRHQkIQggNQURUlS6mpqUpISOCEPMQYY3T06FHt379fklSrVi2LIwIQ9nz4HmBIHvzKFPzVtelW9MFDo6x5zz2Kb9lKlbtdHPDYAFRMBQUFzmSpevXqVocDD+Lj4yVJ+/fvV2pqKsPzAASWTz1MJEzwJ9cepqhTz2GKqFRJ1a8bHITAAFRURXOWEujJDnlF71F+fj4JE4CAcsjl6jaRkVJBged1wyBhsv8zCCPuPUyuVfJcL9DksgHDYgAECcPwQh/vEYCgcb3kzakSIhIm+JVLdu6IdG2IHqrk8eUIAACAYHNNgk7Vo+2wf7ph/2cQRoxbeUaXZMg1eXLvYgp4TAAAAIAblx/tT9XD5AiDKnm2SJi2bdumIUOGqEGDBoqPj1dGRoZGjx6tvLw8q0PzLw/17B2umblrA7V/+wOAgOnSpYvuuOOOcu1j7ty5atq0qeLi4tSyZUstXLjwlNssX75cZ555pmJjY9WoUSPNmDGj2DpTpkxRenq64uLi1L59e/3vf/8rFrvD4XD7u/HGG8v1XADAX9xOQU/Vw8SQvOD48ccfVVhYqJdeeknfffedJk6cqKlTp+r++++3OjS/Mq5FH1yzIU8NkYwJAAJm5cqV6tevn4YMGaJ169apd+/e6t27tzZu3Ohxm61bt6pnz57q2rWr1q9frzvuuEPXX3+9PvroI+c6b7/9tkaMGKHRo0fr66+/VuvWrZWZmeksC17khhtu0J49e5x/Tz31VMCeKwD4xPUH/FMmTPYvQmOLhKl79+6aPn26LrnkEjVs2FCXXnqpRo4cqXfffdfq0PyrwEMPU0TJPUwkTABQskGDBunTTz/VpEmTnD0027Zt82kfkyZNUvfu3XX33XfrjDPO0KOPPqozzzxTkydP9rjN1KlT1aBBA02YMEFnnHGGbrnlFl155ZWaOHGic51nn31WN9xwgwYPHqxmzZpp6tSpSkhI0Guvvea2r4SEBKWlpTn/kpKSfIofAALGmx/2i1ZlSJ51srKyVK1atVLXyc3NVXZ2tttfKKOHCYAdGGN0NO940P+MMacO7v9NmjRJHTp0cOulqVevnhITE0v9cx32tmrVKl18sft17jIzM7Vq1SqPxz3VNnl5efrqq6/c1omIiNDFF19cbL8zZ85UjRo11KJFC40aNUpHjx71+vkDQED5MIcpHIbk2fI6TJs3b9bzzz+vZ555ptT1xo0bpzFjxgQpKj8oLPlkwC0zp4cJgMVy8gvU7OGPTr2in30/NlMJMd59bSUnJysmJsbZS1Nk/fr1pW7n2ouzd+9e1axZ0+3xmjVrau/evR6397RNdna2cnJy9Oeff6qgoKDEdX788Ufn/f79+6t+/fqqXbu2vv32W917773atGlT+I2sAGBPFaxKnqUJ03333afx48eXus4PP/ygpk2bOu/v2rVL3bt3V58+fXTDDTeUuu2oUaM0YsQI5/3s7GzVq1evfEEHUoGHHibKigOAXzRq1MjqELwydOhQ5+2WLVuqVq1auuiii7RlyxZlZGRYGBkAnHRZ0JJ6kBwO6f9HBbheKseuLE2Y7rrrLg0aNKjUdRo2bOi8vXv3bnXt2lUdO3bUtGnTTrn/2NhYxcbGljfMoHErK+7aEt0uDuYocRUACJb46Eh9PzbTkuOWV2JiYqmPX3PNNZo6daokKS0tTfv27XN7fN++fW49VifztE1SUpLi4+MVGRmpyMhIn/fbvn17SSdGWJAwAbDcKaaOOKKiZPLzT9xhSF75pKSkKCUlxat1d+3apa5du6pdu3aaPn26IsLgxS/GtYfJhXvmTg8TAGs5HA6vh8ZZKSYmRgUnfa76MiSvQ4cOWrp0qVtp8iVLlqhDhw4et+/QoUOx0uOu28TExKhdu3ZaunSpevfuLUkqLCzU0qVLdcstt3jcb1HctWrVKjV+AAiKU81hioqSihKmMDhfDf1vPJ1Ilrp06aL69evrmWee0YEDB5yPlfaLnN249jA5PGXuDMkDAK+kp6dr9erV2rZtmxITE1WtWjWfhuTdfvvt6ty5syZMmKCePXtq9uzZWrt2rdsIh1GjRmnXrl164403JEk33nijJk+erHvuuUfXXXedli1bpjlz5mjBggXObUaMGKGBAwfqrLPO0jnnnKPnnntOR44c0eDBgyVJW7Zs0axZs/S3v/1N1atX17fffqs777xTF1xwgVq1auWnVwcAyuEUc5gckZEqmpl/yqIQNmCLhGnJkiXavHmzNm/erLp167o95kvVpJDnqYfJU2JEwgQAHo0cOVIDBw5Us2bNlJOTo61btyo9Pd3r7Tt27KhZs2bpwQcf1P3336/TTz9d8+fPV4sWLZzr7NmzRzt27HDeb9CggRYsWKA777xTkyZNUt26dfXKK68oM/OvIYxXXXWVDhw4oIcfflh79+5VmzZttGjRImchiJiYGH388cfORKpevXr6xz/+oQcffLD8LwoA+MMprsPktiwMEiaHCauMo3TZ2dlKTk5WVlZWSF7PYufwW3R46VJJUvJllynr/fclSfFnnqmcr7+WJFXOzNSh/78AYtPvvwuLrB1A6Dp27Ji2bt2qBg0aKC4uzupwUAreKwCB9kPTMyRJUSkpOv7/I75imzZVrkuVT0mKrF5dBb//Lklq8tVaRVSqFNxAveRtbsDZdigp9OLCtQAAAICV3AqSFT9PdURFlbiuXdn/GYQRry5cyxwmAAAAWOlUVfLCbEie/Z9BOClwLSvueh0m1yTJdRUSJgAAAATZqarkuSRM4XC+SsIUSgo9lRUPr0YHAAAAG3M9HT1VD1MJj9sNCVMIMYUu9Tfcepg8XIcJAAAACDKHTnUdJobkIVC8uXAtPUwAAACw0qmuwxQV/dftMDh3JWEKIa4XrnXrSAqDzBwAAABhwtNc+6KHw2AYnivOxEOJhx4mRdLDBAAAgBDhWvTBUXrRh3BAwhRC3HuYXMeGhlejAwAAgH05PM61///HXa/DFAZImEKJSw+TW0OkhwkAAACh4lRD8sJsOkl4PRubS7n9NklSlT593Ja79TCRLwGAV7p06aI77rijXPuYO3eumjZtqri4OLVs2VILFy485TbLly/XmWeeqdjYWDVq1EgzZsxwe/yzzz5Tr169VLt2bTkcDs2fP79cMQJA0J1iSF5827aSpMgaNYIWUiCRMIWQxAsu0OmrVipt7Bi5ZUYuWXo4VBoBADtYuXKl+vXrpyFDhmjdunXq3bu3evfurY0bN3rcZuvWrerZs6e6du2q9evX64477tD111+vjz76yLnOkSNH1Lp1a02ZMiUYTwMA/O8UVfIiq1ZV47VrdPqypUEMKnDCa4BhGIiqWrXYMgfXYQIQSoyR8o8G/7jRCV4PSx40aJA+/fRTffrpp5o0aZKkE8lMenq614ebNGmSunfvrrvvvluS9Oijj2rJkiWaPHmypk6dWuI2U6dOVYMGDTRhwgRJ0hlnnKEvvvhCEydOVGZmpiSpR48e6tGjh9dxAEDIcf0oLuFz2REdrcjExODFE2AkTKHK02Q6epgAWC3/qPRE7eAf9/7dUkwlr1adNGmSfvrpJ7Vo0UJjx46VJKWkpCjxFF/g11xzjTMZWrVqlUaMGOH2eGZmZqlD6FatWqWLL7642DblHRoIAKHE4VacrKSEKbxSjPB6NuEqkpGTAOCL5ORkxcTEKCEhQWlpac7l69evL3W7pKQk5+29e/eqZs2abo/XrFlTe/fu9bi9p22ys7OVk5Oj+Ph4H54FAIQqh4fb/78kOrrYMjsjYQpVnibT0cMEwGrRCSd6e6w4bjk1atTID4EAQAVXwcqKh9ezCVf0MAEIJQ6H10PjQo0vQ/LS0tK0b98+t8f37dvn1mN1Mk/bJCUl0bsEIHycqqw4PUwICpe2515WnB4mAPBGTEyMClyubyf5NiSvQ4cOWrp0qdv8oyVLlqhDhw4et+/QoUOx0uOn2gYAbOdUFZxJmBAMhUdcKlBFch0mAPBVenq6Vq9erW3btikxMVHVqlXzaUje7bffrs6dO2vChAnq2bOnZs+erbVr12ratGnOdUaNGqVdu3bpjTfekCTdeOONmjx5su655x5dd911WrZsmebMmaMFCxY4tzl8+LA2b97svL9161atX79e1apV02mnneaHZw4AgVF1wLX68403lTriTu28YeiJhSVchyncepgY6xWioqpXd96Oa9rkrwfoYQIAr4wcOVKRkZFq1qyZUlJStGPHDp+279ixo2bNmqVp06apdevWmjdvnubPn68WLVo419mzZ4/bfhs0aKAFCxZoyZIlat26tSZMmKBXXnnFWVJcktauXau2bduq7f9f2HHEiBFq27atHn744XI+YwAIrLT771eTr9Yq4Zxz/lpYwhym6NTUIEYVePQwhaiqV/eXIzpKVa66SjnffONczoVrAcA7jRs31qpVq8q1jz59+qhPnz4eH58xY0axZV26dNG6des8btOlSxcZY8oVFwBYJaJSJRXm5f21wOXUtNbjj6nw8GHFNWsW/MACiIQpRMXUq6fUu+6SJB3bsMHiaAAAAIAT3K9b+1cPU+Vu3RTpMhc0XDAkzw7cxobSwwQAAAALuY54qgCjn0iY7CCiYjVKAAAAhDBP12EK0/NUEiYbcJQwmQ4AAACwhOu5aQnXYQo3nInbQQXI3AEAAGATLuejjgowPI+EyQ7cEibrwgAAAADck6TwTyfC/xmGAYbkAQAAIPSF5y/7nInbgYMheQAAAAhBbsPzLIwjgEiY7CDCwzhRAAAAwEoUfUAocE+Swr9RAgAAwB4cFWAkFAmTHVAlDwB81qVLF91xxx3l2sfcuXPVtGlTxcXFqWXLllq4cOEpt1m+fLnOPPNMxcbGqlGjRpoxY4bb44888ogcDofbX9OmTcsVJwBYpgKcm5Iw2UL4N0QACDUrV65Uv379NGTIEK1bt069e/dW7969tXHjRo/bbN26VT179lTXrl21fv163XHHHbr++uv10Ucfua3XvHlz7dmzx/n3xRdfBPrpAEBgVIAf9qOsDgBeqAD17QHYhzFGOcdzgn7c+Kh4r+dxDho0SJ9++qk+/fRTTZo0SdKJZCY9Pd3r402aNEndu3fX3XffLUl69NFHtWTJEk2ePFlTp04tcZupU6eqQYMGmjBhgiTpjDPO0BdffKGJEycqMzPTuV5UVJTS0tK8jgUAQpWjAsxhImGyAbeGSMIEwGI5x3PUflb7oB93df/VSohO8GrdSZMm6aefflKLFi00duxYSVJKSooSExNL3e6aa65xJkOrVq3SiBEj3B7PzMzU/PnzPW6/atUqXXzxxcW2OXlo4M8//6zatWsrLi5OHTp00Lhx43Taaad59dwAILSE/3kqCZMdcB0mAPBJcnKyYmJilJCQ4NaTs379+lK3S0pKct7eu3evatas6fZ4zZo1tXfvXo/be9omOztbOTk5io+PV/v27TVjxgw1adJEe/bs0ZgxY3T++edr48aNqly5sg/PEgBCQAU4TyVhsgOX6iMVodsTQGiLj4rX6v6rLTlueTVq1MgPkZRPjx49nLdbtWql9u3bq379+pozZ46GDBliYWQAUAYVYOoICZMdODzeAYCgczgcXg+NCzW+DMlLS0vTvn373B7ft29fqXOPPG2TlJSk+PiSE74qVaqocePG2rx5szdPAQBCSkX4MZ+EyQYcFSBzBwB/i4mJUUFBgdsyX4bkdejQQUuXLnWbf7RkyRJ16NDB4/YdOnQoVnr8VNscPnxYW7Zs0bXXXltqbAAQkirAdZhImOygApRrBAB/S09P1+rVq7Vt2zYlJiaqWrVqPg3Ju/3229W5c2dNmDBBPXv21OzZs7V27VpNmzbNuc6oUaO0a9cuvfHGG5KkG2+8UZMnT9Y999yj6667TsuWLdOcOXO0YMEC5zYjR45Ur169VL9+fe3evVujR49WZGSk+vXr578nDwDBUgHOTcN/llY4qAANEQD8beTIkYqMjFSzZs2UkpKiHTt2+LR9x44dNWvWLE2bNk2tW7fWvHnzNH/+fLVo0cK5zp49e9z226BBAy1YsEBLlixR69atNWHCBL3yyituJcV//fVX9evXT02aNFHfvn1VvXp1ffnll0pJSSn/kwaAYHMdkldYaF0cAUQPky0wJA8AfNW4cWOtWrWqXPvo06eP+vTp4/HxGTNmFFvWpUsXrVu3zuM2s2fPLldMABBKIuJd5rSG6XkqCZMduF2HybowAAAAAFdR1asp9d575YiJVkRsrNXhBARD8mzA4TKHKanH3yRJsY0bWxUOAAAAIEkyxqj64EGqdvXVVocSMPQw2YFLwhTbIF2nr1yhSC5uCAAAAAQcCZMtuI/Di6pWzaI4AAAAgIqFIXl24JovhelkOgAAANiQMVZHEHAkTDbg4DpMAAAAgCVImOyAJAkAAAChKPw7mEiYbMHBdZgAAAAQghiSh5BAkgQAAABYgoTJBhz0MAEAACAk0cOEUBDB2wQAvurSpYvuuOOOcu1j7ty5atq0qeLi4tSyZUstXLiw1PX37Nmj/v37q3HjxoqIiCj38QEA1uNM3A5cE6bCQuviAIAKZOXKlerXr5+GDBmidevWqXfv3urdu7c2btzocZvc3FylpKTowQcfVOvWrYMYLQBYpALMYeLCtTbgiOJtAhA6jDEyOTlBP64jPt59iHIpBg0apE8//VSffvqpJk2aJEnaunWr0tPTvT7epEmT1L17d919992SpEcffVRLlizR5MmTNXXq1BK3SU9Pdx7vtdde8/pYAIDQxZm4DUSnpSn5ssvkiI1VRHy81eEAqOBMTo42ndku6Mdt8vVXciQkeLXupEmT9NNPP6lFixYaO3asJCklJUWJiYmlbnfNNdc4k6FVq1ZpxIgRbo9nZmZq/vz5vgcPAGEqMjnZ6hACjoTJJmqPf9LqEADANpKTkxUTE6OEhASlpaU5l69fv77U7ZKSkpy39+7dq5o1a7o9XrNmTe3du9evsQKAHdV64gnlrPtalTMzrQ4l4EiYAAA+ccTHq8nXX1ly3PJq1KiRHyIBAFS54nJVueJyq8MIChImAIBPHA6H10PjQo0vQ/LS0tK0b98+t8f37dvn1mMFAAh/JEwAgLAUExOjgoICt2W+DMnr0KGDli5d6lYafMmSJerQoYM/wwQAhDgSJgBAWEpPT9fq1au1bds2JSYmqlq1aj4Nybv99tvVuXNnTZgwQT179tTs2bO1du1aTZs2zbnOqFGjtGvXLr3xxhvOZUVJ2eHDh3XgwAGtX79eMTExatasmd+eGwAgeLgOEwAgLI0cOVKRkZFq1qyZUlJStGPHDp+279ixo2bNmqVp06apdevWmjdvnubPn68WLVo419mzZ0+x/bZt21Zt27bVV199pVmzZqlt27b629/+5pfnBAAIPocxFeBqU/8vOztbycnJysrKcht2AQAo2bFjx7R161Y1aNBAcXFxVoeDUvBeAYBvvM0NbNPDdOmll+q0005TXFycatWqpWuvvVa7d++2OiwAAAAAYcw2CVPXrl01Z84cbdq0Se+88462bNmiK6+80uqwAAAAAIQx2xR9uPPOO52369evr/vuu0+9e/dWfn6+oqOjLYwMAAAAQLiyTcLk6o8//tDMmTPVsWPHUpOl3Nxc5ebmOu9nZ2cHIzwAAAAAYcI2Q/Ik6d5771WlSpVUvXp17dixQ++//36p648bN07JycnOv3r16gUpUgAILxWoPpBt8R4BQGBYmjDdd999J64YX8rfjz/+6Fz/7rvv1rp167R48WJFRkZqwIABpX5BjBo1SllZWc6/nTt3BuNpAUDYKOrFP3r0qMWR4FSK3iOGqQOAf1laVvzAgQP6/fffS12nYcOGiomJKbb8119/Vb169bRy5Uqvr7pOWXEA8N2ePXt08OBBpaamKiEhQQ6Hw+qQ4MIYo6NHj2r//v2qUqWKatWqZXVIAGAL3uYGls5hSklJUUpKSpm2LSwslCS3OUoAAP9LS0uTJO3fv9/iSFCaKlWqON8rAID/2KLow+rVq7VmzRp16tRJVatW1ZYtW/TQQw8pIyPD694lAEDZOBwO1apVS6mpqcrPz7c6HJQgOjpakZGRVocBAGHJFglTQkKC3n33XY0ePVpHjhxRrVq11L17dz344IOKjY21OjwAqBAiIyM5KQcAVDi2SJhatmypZcuWWR0GAAAAgArGVmXFAQAAACCYSJgAAAAAwANbDMnzl6IK6tnZ2RZHAgAAAMBKRTnBqa6yVKESpkOHDkmS6tWrZ3EkAAAAAELBoUOHlJyc7PFxSy9cG2yFhYXavXu3KleubPmFF7Ozs1WvXj3t3LmTi+jCK7QZ+Io2A1/RZuAr2gx8FUptxhijQ4cOqXbt2oqI8DxTqUL1MEVERKhu3bpWh+EmKSnJ8sYCe6HNwFe0GfiKNgNf0Wbgq1BpM6X1LBWh6AMAAAAAeEDCBAAAAAAekDBZJDY2VqNHj1ZsbKzVocAmaDPwFW0GvqLNwFe0GfjKjm2mQhV9AAAAAABf0MMEAAAAAB6QMAEAAACAByRMAAAAAOABCRMAAAAAeEDCFEBTpkxRenq64uLi1L59e/3vf/8rdf25c+eqadOmiouLU8uWLbVw4cIgRYpQ4Uubefnll3X++eeratWqqlq1qi6++OJTtjGEH18/Z4rMnj1bDodDvXv3DmyACDm+tpmDBw9q+PDhqlWrlmJjY9W4cWO+nyoYX9vMc889pyZNmig+Pl716tXTnXfeqWPHjgUpWljps88+U69evVS7dm05HA7Nnz//lNssX75cZ555pmJjY9WoUSPNmDEj4HH6ioQpQN5++22NGDFCo0eP1tdff63WrVsrMzNT+/fvL3H9lStXql+/fhoyZIjWrVun3r17q3fv3tq4cWOQI4dVfG0zy5cvV79+/fTJJ59o1apVqlevni655BLt2rUryJHDKr62mSLbtm3TyJEjdf755wcpUoQKX9tMXl6eunXrpm3btmnevHnatGmTXn75ZdWpUyfIkcMqvraZWbNm6b777tPo0aP1ww8/6NVXX9Xbb7+t+++/P8iRwwpHjhxR69atNWXKFK/W37p1q3r27KmuXbtq/fr1uuOOO3T99dfro48+CnCkPjIIiHPOOccMHz7ceb+goMDUrl3bjBs3rsT1+/bta3r27Om2rH379mbYsGEBjROhw9c2c7Ljx4+bypUrm9dffz1QISLElKXNHD9+3HTs2NG88sorZuDAgeayyy4LQqQIFb62mRdffNE0bNjQ5OXlBStEhBhf28zw4cPNhRde6LZsxIgR5rzzzgtonAg9ksx7771X6jr33HOPad68uduyq666ymRmZgYwMt/RwxQAeXl5+uqrr3TxxRc7l0VEROjiiy/WqlWrStxm1apVbutLUmZmpsf1EV7K0mZOdvToUeXn56tatWqBChMhpKxtZuzYsUpNTdWQIUOCESZCSFnazH/+8x916NBBw4cPV82aNdWiRQs98cQTKigoCFbYsFBZ2kzHjh311VdfOYft/fLLL1q4cKH+9re/BSVm2Itdzn+jrA4gHP32228qKChQzZo13ZbXrFlTP/74Y4nb7N27t8T19+7dG7A4ETrK0mZOdu+996p27drFPngQnsrSZr744gu9+uqrWr9+fRAiRKgpS5v55ZdftGzZMl199dVauHChNm/erJtvvln5+fkaPXp0MMKGhcrSZvr376/ffvtNnTp1kjFGx48f14033siQPJTI0/lvdna2cnJyFB8fb1Fk7uhhAsLAk08+qdmzZ+u9995TXFyc1eEgBB06dEjXXnutXn75ZdWoUcPqcGAThYWFSk1N1bRp09SuXTtdddVVeuCBBzR16lSrQ0OIWr58uZ544gm98MIL+vrrr/Xuu+9qwYIFevTRR60ODSgzepgCoEaNGoqMjNS+ffvclu/bt09paWklbpOWlubT+ggvZWkzRZ555hk9+eST+vjjj9WqVatAhokQ4mub2bJli7Zt26ZevXo5lxUWFkqSoqKitGnTJmVkZAQ2aFiqLJ8ztWrVUnR0tCIjI53LzjjjDO3du1d5eXmKiYkJaMywVlnazEMPPaRrr71W119/vSSpZcuWOnLkiIYOHaoHHnhAERH8Vo+/eDr/TUpKCpneJYkepoCIiYlRu3bttHTpUueywsJCLV26VB06dChxmw4dOritL0lLlizxuD7CS1najCQ99dRTevTRR7Vo0SKdddZZwQgVIcLXNtO0aVNt2LBB69evd/5deumlzspE9erVC2b4sEBZPmfOO+88bd682ZlcS9JPP/2kWrVqkSxVAGVpM0ePHi2WFBUl3MaYwAULW7LN+a/VVSfC1ezZs01sbKyZMWOG+f77783QoUNNlSpVzN69e40xxlx77bXmvvvuc66/YsUKExUVZZ555hnzww8/mNGjR5vo6GizYcMGq54CgszXNvPkk0+amJgYM2/ePLNnzx7n36FDh6x6CggyX9vMyaiSV/H42mZ27NhhKleubG655RazadMm89///tekpqaaxx57zKqngCDztc2MHj3aVK5c2fz73/82v/zyi1m8eLHJyMgwffv2teopIIgOHTpk1q1bZ9atW2ckmWeffdasW7fObN++3RhjzH333WeuvfZa5/q//PKLSUhIMHfffbf54YcfzJQpU0xkZKRZtGiRVU+hRCRMAfT888+b0047zcTExJhzzjnHfPnll87HOnfubAYOHOi2/pw5c0zjxo1NTEyMad68uVmwYEGQI4bVfGkz9evXN5KK/Y0ePTr4gcMyvn7OuCJhqph8bTMrV6407du3N7GxsaZhw4bm8ccfN8ePHw9y1LCSL20mPz/fPPLIIyYjI8PExcWZevXqmZtvvtn8+eefwQ8cQffJJ5+UeG5S1EYGDhxoOnfuXGybNm3amJiYGNOwYUMzffr0oMd9Kg5j6B8FAAAAgJIwhwkAAAAAPCBhAgAAAAAPSJgAAAAAwAMSJgAAAADwgIQJAAAAADwgYQIAAAAAD0iYAAAAAMADEiYAAAAA8ICECQAAAAA8IGECAAAAAA9ImAAAAADAAxImAECFcODAAaWlpemJJ55wLlu5cqViYmK0dOlSCyMDAIQyhzHGWB0EAADBsHDhQvXu3VsrV65UkyZN1KZNG1122WV69tlnrQ4NABCiSJgAABXK8OHD9fHHH+uss87Shg0btGbNGsXGxlodFgAgRJEwAQAqlJycHLVo0UI7d+7UV199pZYtW1odEgAghDGHCQBQoWzZskW7d+9WYWGhtm3bZnU4AIAQRw8TAKDCyMvL0znnnKM2bdqoSZMmeu6557RhwwalpqZaHRoAIESRMAEAKoy7775b8+bN0zfffKPExER17txZycnJ+u9//2t1aACAEMWQPABAhbB8+XI999xzevPNN5WUlKSIiAi9+eab+vzzz/Xiiy9aHR4AIETRwwQAAAAAHtDDBAAAAAAekDABAAAAgAckTAAAAADgAQkTAAAAAHhAwgQAAAAAHpAwAQAAAIAHJEwAAAAA4AEJEwAAAAB4QMIEAAAAAB6QMAEAAACAByRMAAAAAODB/wGh7fvjZW/hAAAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import ipywidgets as widgets\n",
        "from IPython.display import display, clear_output\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import networkx as nx\n",
        "import matplotlib.patches as patches\n",
        "\n",
        "# Slider widgets for controlling parameters\n",
        "t_slider = widgets.FloatSlider(value=0, min=0, max=10, step=0.1, description=\"Time (s)\")\n",
        "R_slider = widgets.FloatSlider(value=5, min=1, max=10, step=0.5, description=\"Radius (m)\")\n",
        "omega_slider = widgets.FloatSlider(value=2*np.pi, min=0, max=4*np.pi, step=0.1*np.pi, description=\"Ang. Vel. (rad/s)\")\n",
        "\n",
        "# Define logic vector interpretation functions\n",
        "def interpret_logic_vector(logic_vector, theta):\n",
        "    applied_functions = []\n",
        "    for component in logic_vector:\n",
        "        if 'forall' in component:\n",
        "            # Example interpretation for 'forall'\n",
        "            applied_functions.append(lambda x: np.prod([component.count('forall') for _ in range(int(theta))]))\n",
        "        elif 'exists' in component:\n",
        "            # Example interpretation for 'exists'\n",
        "            applied_functions.append(lambda x: np.sum([component.count('exists') for _ in range(int(theta))]))\n",
        "        elif 'sin' in component:\n",
        "            # Example interpretation for 'sin'\n",
        "            applied_functions.append(lambda x: np.sin(component.count('sin') * theta))\n",
        "        elif 'cos' in component:\n",
        "            # Example interpretation for 'cos'\n",
        "            applied_functions.append(lambda x: np.cos(component.count('cos') * theta))\n",
        "        else:\n",
        "            # Default identity function\n",
        "            applied_functions.append(lambda x: x)\n",
        "\n",
        "    combined_function = lambda x: sum([f(x) for f in applied_functions])\n",
        "    return combined_function(theta)\n",
        "\n",
        "# Function that returns a new graph based on a given omega value\n",
        "def create_graph(omega_value):\n",
        "    G = nx.DiGraph()\n",
        "    num_nodes = int(4 + np.abs(np.sin(omega_value)) * 10)\n",
        "    for i in range(num_nodes):\n",
        "        G.add_node(i)\n",
        "        if i != 0:\n",
        "            G.add_edge(0, i)\n",
        "    return G\n",
        "\n",
        "# Initialize domain and hex centers for the tessellation\n",
        "domain = (-5, 5, -5, 5)\n",
        "hex_size = 0.5\n",
        "hex_centers = [(i, j) for i in np.arange(domain[0], domain[1], hex_size) for j in np.arange(domain[2], domain[3], hex_size)]\n",
        "\n",
        "# Define the tessellation pattern and time compass function\n",
        "def update_visualization(t, R, omega):\n",
        "    # Clear any previous output\n",
        "    clear_output(wait=True)\n",
        "\n",
        "    # Create a new directed graph based on omega\n",
        "    G = create_graph(omega)\n",
        "\n",
        "    # Begin plotting side-by-side subplots\n",
        "    fig, (ax_tess, ax_compass) = plt.subplots(1, 2, figsize=(12, 6))\n",
        "\n",
        "    # Plot the time compass on the left subplot with dynamic outer ring thickness\n",
        "    circle = plt.Circle((0, 0), R, color='blue', fill=False, linewidth=np.abs(np.sin(omega)) + 0.5)\n",
        "    ax_compass.add_artist(circle)\n",
        "    x_compass = R * np.cos(omega * t)\n",
        "    y_compass = R * np.sin(omega * t)\n",
        "    ax_compass.plot(x_compass, y_compass, 'ro')  # Plot the moving point on the circle\n",
        "    ax_compass.set_aspect('equal')\n",
        "    ax_compass.set_xlim(-R * 1.5, R * 1.5)\n",
        "    ax_compass.set_ylim(-R * 1.5, R * 1.5)\n",
        "    ax_compass.set_title(\"Time Compass\")\n",
        "\n",
        "    # Define logic vectors and interpret them\n",
        "    logic_vector_set = [\n",
        "        (r\"\\left( \\frac{\\forall y \\in \\mathbb{N}, P(y) \\to Q(y)}{\\Delta}, \\frac{\\exists x \\in \\mathbb{N}, R(x) \\wedge S(x)}{\\Delta}, \\frac{\\forall z \\in \\mathbb{N}, T(z) \\lor U(z)}{\\Delta} \\right)\",),\n",
        "        (r\"\\left( \\frac{\\leftrightarrow \\exists y \\in \\mathbb{U} : f(y) = x}{\\Delta}, \\frac{\\leftrightarrow \\exists s \\in S : x = T(s)}{\\Delta}, \\frac{\\leftrightarrow x \\in f \\circ g}{\\Delta} \\right)\",),\n",
        "        (r\"\\left( \\frac{\\mathbb{V} \\to \\mathbb{U}}{\\Delta}, \\frac{\\sum_{f \\subset g} f(g)}{\\Delta}, \\frac{\\sum_{h \\to \\infty} \\sin t \\cdot \\prod_{\\Lambda} h}{\\Delta} \\right)\",),\n",
        "        (r\"\\left( \\frac{f_{PQ}(x) - f_{RS}(x)}{\\Delta}, \\frac{f_{TU}(x) - f_{RS}(x)}{\\Delta}, \\frac{f_{PQ}(x) - f_{TU}(x)}{\\Delta} \\right)\",),\n",
        "        (r\"\\left( \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_1} a_1 + \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_2} a_2 + \\cdots + \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_n} a_n \\right)\",),\n",
        "        (r\"\\left( \\frac{\\phi(\\mathbf{x}) \\leq \\psi(\\mathbf{x})}{\\Delta}, \\frac{\\phi(\\mathbf{x}) \\geq \\psi(\\mathbf{x})}{\\Delta}, \\frac{\\phi(\\mathbf{x}) = \\psi(\\mathbf{x})}{\\Delta} \\right)\",)\n",
        "    ]\n",
        "\n",
        "    # Plot the tessellation graph on the right subplot based on the omega-dependent graph\n",
        "    pos = nx.spring_layout(G, iterations=50)\n",
        "    nx.draw(G, pos=pos, ax=ax_tess)\n",
        "    ax_tess.set_title(\"Directed graph affected by Omega\")\n",
        "    ax_tess.axis('off')\n",
        "\n",
        "    # Integrate logical influences on tessellation colors\n",
        "    for i, center in enumerate(hex_centers):\n",
        "        x, y = center\n",
        "        theta = np.arctan2(y, x) if x != 0 else np.pi / 2\n",
        "        logic_function = interpret_logic_vector(logic_vector_set[i % len(logic_vector_set)], theta)  # Choose a logic vector set cyclically based on index\n",
        "        efficiency_value = np.abs(np.sin(omega * t)) * np.abs(np.cos(omega * t)) * logic_function\n",
        "        color_value = np.clip(efficiency_value, 0, 1)\n",
        "\n",
        "        hexagon = patches.RegularPolygon((x, y), numVertices=6, radius=hex_size, orientation=np.pi / 6)\n",
        "        hexagon.set_facecolor(plt.cm.hsv(color_value))\n",
        "        ax_tess.add_patch(hexagon)\n",
        "\n",
        "    # Update and display the figure\n",
        "    display(fig)\n",
        "\n",
        "# Interactive widgets to link parameters with the visualization\n",
        "widgets.interactive(update_visualization, t=t_slider, R=R_slider, omega=omega_slider)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
            "a15eace6f3134e5bb75d471beaa781b0",
            "ccf150579ae04db7a8c1aa4854f5e832",
            "389451bc03f74d88bd9b6c1a6de3c966",
            "fbf694fe2d3044ccbd03f2ecc64306c4",
            "d508f9cc3e744ddab54e784b267dd1ff",
            "3cf2f26b24ea439b927f415bc137f144",
            "3c4ab11b361b4f64a8994493dada1ce9",
            "62a9c6462fff4dc89fc5c98840adfc2b",
            "af3f38b21aa44e39b9230cc0c0094194",
            "f77239f2c99a4228ad1fa5f543d21cd0",
            "33e662ac4ef6424886c4a5a4827c8aea",
            "302a673912a84645b4cda12aa5118ffb",
            "bf4bb613e8fc46889a058aaddff2ad88"
          ]
        },
        "id": "hz0fVru7NjfA",
        "outputId": "50f8e6ec-5684-441c-b07b-136efb3384ed"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "interactive(children=(FloatSlider(value=0.0, description='Time (s)', max=10.0), FloatSlider(value=5.0, descrip…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "a15eace6f3134e5bb75d471beaa781b0"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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1fvzxR7Zs2UKvXr0O+7ykpCRSUlJYtmzZYY9btmwZRx11FImJiSWuW1qW0hxcaBYUFNCqVSteeOGFUo+tV6/eYfOU5o477mDs2LHcfffdnH766SQlJeHxeOjZs2eFv6dEREREgp0KWz8pXKjnUAXj4SQnJ5OQkEB+fj6dO3c+7LFNmjThl19+ITc3t6iT91+HGpZauOVJRETEEa/ToEEDVq5cWeL+v//++7DPK3wu2B3i/yrtvkP55JNPaNy4MVOmTCn2ORWuOPxfpeX9559/iq3C7MS8efPYtWsXU6ZMKVpMCGDt2rWOztukSRMsy6JRo0Y0a9bssMcBRYuEHcqhvv5NmjRh7ty5tG/f/rCLgBV+/VauXFlsm5wdO3aUqatdqKxfj+uuu47nn3+eadOmMWPGDJKTk8v076hbt26MHj2aH374gTPOOKPE499//z3r1q3j5ptvLnPmI2nSpAm//fYb55xzzmGHfzdo0ICCggLWrl1brHNd2vf/J598Qp8+fYqtwJyVlcXevXt9lltEREQk2GiOrR98/fXXPP300zRq1KhMc1D/y+v1ctlllzF58uRSt6fZsWNH0f9fdtll7Ny5k1dffbXEcYWdpcJVVP/7h3HNmjXp1KkTb775JqmpqYe9zoUXXsjPP//MggULij1+qG7fwerUqcNxxx3HuHHjyMjIKLr/22+/5ffffz/i8wsVdtAO7pj98ssvzJ8/v9TjP/vss2LbwyxYsIBffvmFCy64oMzXLG+enJwcXn/9dUfnvfTSS/F6vTz55JPFzl14rcKhsCeeeCKNGjVi5MiRJb62Bz8vLi4OKPn1v/LKK8nPz+fpp58ukSEvL6/o+M6dOxMREcErr7xS7LwjR44s1+dV1q9H69atad26NW+//TaTJ0+mZ8+eZRpqf//99xMTE8PNN99cbLgw2PPJb7nlFmJjY7n//vvLlftwrrzySjZv3szo0aNLPHbgwAEyMzOBf9/g+u/3xiuvvFLieV6vt8TX/ZVXXinT9lMiIiIioUodW4dmzJjBihUryMvLY9u2bXz99dfMmTOHBg0aMHXqVKKjoyt03uHDh/PNN99w6qmn0r9/f4499lh2797N4sWLmTt3Lrt37wbs7ta4ceO49957WbBgAR06dCAzM5O5c+dy2223cfHFFxMTE8Oxxx7LRx99RLNmzahWrRrHHXccxx13HK+99hpnnHEGrVq1on///jRu3Jht27Yxf/58Nm3axG+//QbAAw88wPjx4zn//PO56667irb7adCgwRGHf4K9D+nFF19M+/btuf7669mzZw+vvvoqxx13XLFi93C6devGlClT6NGjB127dmXt2rW88cYbHHvssaWeo2nTppxxxhnceuutZGdnM3LkSKpXr84DDzxQjq/EobVr146qVavSp08f7rzzTjweD+PHjy9RlJRXkyZNGDx4MA899BDr1q3jkksuISEhgbVr1/Lpp59y0003MXDgQMLCwhg1ahTdu3fnhBNO4PrrryclJYUVK1awfPlyZs2aBUDbtm0BuPPOO+nSpQter5eePXvSsWNHbr75ZoYNG8bSpUs577zziIiIYOXKlXz88ce89NJLXH755UX7+g4bNoxu3bpx4YUXsmTJEmbMmFFiDurhlOfrcd111zFw4ECAIw5DLnT00Ufz3nvvce2119KqVSv69etHo0aNWLduHWPGjGHnzp18+OGHRZ1uX+jduzeTJk3illtu4ZtvvqF9+/bk5+ezYsUKJk2axKxZszjppJNo27Ytl112GSNHjmTXrl1F2/38888/QPGuerdu3Rg/fjxJSUkce+yxzJ8/n7lz51K9enWf5RYREREJOpW+DnOQKNzup/AWGRlp1a5d2zr33HOtl156qWg7kYMdarufAQMGlHqNbdu2WQMGDLDq1atnRUREWLVr17bOOecc66233ip23P79+61HHnnEatSoUdFxl19+ubV69eqiY3766Serbdu2VmRkZIntRVavXm1dd911Vu3ata2IiAjrqKOOsrp162Z98sknxa6zbNkyq2PHjlZ0dLR11FFHWU8//bQ1ZsyYMm33Y1mWNXHiRKtFixZWVFSUddxxx1lTp061LrvsMqtFixZFxxRuDTNixIgSzy8oKLCGDh1qNWjQwIqKirLatGljffHFF1afPn1K3TJoxIgR1vPPP2/Vq1fPioqKsjp06GD99ttvxc5Z2nY7llX616o0P/74o3XaaadZMTExVp06dawHHnjAmjVrlgVY33zzTYnzlWW7n0KTJ0+2zjjjDCsuLs6Ki4uzWrRoYQ0YMMD6+++/ix33ww8/WOeee66VkJBgxcXFWa1bt7ZeeeWVosfz8vKsO+64w0pOTrY8Hk+Jz+utt96y2rZta8XExFgJCQlWq1atrAceeMDasmVL0TH5+fnWk08+aaWkpFgxMTFWp06drD/++MNq0KBBmbf7KcvXo1Bqaqrl9XqtZs2aHfbcpVm2bJl19dVXWykpKUX/Hq6++mrr999/L3Fseb8uHTt2tFq2bFnsvpycHOuZZ56xWrZsaUVFRVlVq1a12rZtaz355JNWWlpa0XGZmZnWgAEDrGrVqlnx8fHWJZdcYv39998WUGJboeuvv96qUaOGFR8fb3Xp0sVasWJFmV5rERERkVDlsSyH7SURB0444QSSk5OZM2eOz865bt06GjVqxIgRI4q6fuIuO3fuJCUlhccee+yQK3YHg6VLl9KmTRvef//9Ck1bEBERERGb5thKpcjNzSUvL6/YffPmzeO3336jU6dOZkJJwHr33XfJz8+nd+/epqP4zIEDB0rcN3LkSMLCwootPiYiIiIi5ac5tlIpNm/eTOfOnenVqxd16tRhxYoVvPHGG9SuXZtbbrnFdDwJEF9//TV//vknQ4YM4ZJLLvHZCtaB4Nlnn2XRokWcddZZhIeHM2PGDGbMmMFNN91UoW2BRERERORfKmylUlStWpW2bdvy9ttvs2PHDuLi4ujatSvDhw/XojhS5KmnnuKnn36iffv2pa4Y7Gbt2rVjzpw5PP3002RkZFC/fn2eeOIJHnnkEdPRRERERFxPc2xFRERERETE1TTHVkRERERERFxNha2IiIiIBIy+ffsG1RoLIlI5VNiKiIiIiF95PJ4y3ebNm2c66iFt27aNgQMH0qJFC2JjY4mLi6Nt27YMHjyYvXv3mo4nEvLKPsfW09e/SQxa1qo6Jyy9BivMYzpKuTSZXIULLm9sOkZAsIAPv4bdzU0nKaccYByQbTpIgDhnC5y91XSKcptwzcNc8+Es0zECQmpLeH4ZWJX0tunzaJkIETd4//33i308btw45syZw/jx44vdf+6551KtWjUKCgqIioqqzIiH9euvv3LhhReSkZFBr169aNu2LQALFy5k4sSJtGvXjtmzZxtOKRLatCoyMHjQKa4ragFWX7qXXcceoPqfMaajGLe6qwuLWoBIoDXwq+kgASAqH07fYTpFhQx5pB89J84mTGvxMfeRyitqRcQ9evXqVezjn3/+mTlz5pS4PxDt3buXHj164PV6WbJkCS1atCj2+JAhQxg9erShdCJSqByF7Sb/pTBoRfNkJl/WxHSMivHADyM30XRSVdNJjPv1liq49n2a1kCm6RABoOUOiMk3naJC/mzZhIeG3U7TVRtNRzEqp1YGa66aazqGiLhc3759mTdvHuvWrQNg3bp1NGrUiBEjRhATE8Pzzz/P1q1bOeOMMxgzZgx169Zl8ODBvPnmm+zatYvzzjuPsWPHUq1atWLnnTFjBkOHDmXx4sWEhYVx5pln8uyzz9KyZcvD5nnzzTfZvHkzEyZMKFHUAtSqVYtBgwYVu+/111/ntddeY9WqVVSvXp0ePXowZMgQqlSpUnRMp06d2LlzJx988AF33HEHv/76K3Xq1GH48OFcfvnlfPvttzzwwAMsW7aM+vXr89prr9G5c+ei5z/xxBM8+eST/PXXXzz22GPMnDmTiIgIevXqxTPPPEN0dHTRsWPHjmX8+PH88ccfpKWl0aRJE+644w5uvfXWYrkXLlzII488wqJFi8jMzKR27dqcddZZvPPOO0XHTJw4kREjRvDPP//g8Xho0KABN954I3fddddhX0cRfyvHUOQUP0cxo/e4+3i/99mmY4gTWUmw26VvTojNkw81l4M3z3QScaALj9OSLyr1mhqKLOJOt99+O6+99hql/Rl6qML2hBNOICcnhxtvvJHdu3fz7LPPcuKJJ3L22Wczb948evbsyapVq3jllVfo27dvsWJs/Pjx9OnThy5dutC1a1f279/PqFGj2Lt3L0uWLDnsYlXt27dnyZIl7N27l8jIyCN+boUFZ+fOnbn44ov5+++/GTVqFCeeeCI//vgjERERgF3Yrly5Eq/XS8+ePalfvz6jRo3i77//ZsKECdx9993ccsstVKlShREjRpCRkcHGjRtJSEgodp1WrVrRsGFDunTpws8//8z7779P7969GTduXFGmU045hZYtW3L88ccTHh7OtGnTmD17Nq+++ioDBgwAYPv27bRo0YLk5GT69+9PlSpVWLduHVOmTOHPP/8EYM6cOZx33nmcc845XHrppQD89ddfbNu2jUmTJh3xtRHxJ5e2uHxjdePafHh1R9MxxKl9tU0nEKdid6qodblENtOCGaZjiEgQ27x5MytXriQpKQmA/Px8hg0bxoEDB1i4cCHh4faftTt27GDChAmMGjWKqKgoMjIyuPPOO7nxxht56623is7Xp08fmjdvztChQ4vd/19//fUXzZo1K1NRu2PHDoYNG8Z5553HjBkzCAuz52a0aNGC22+/nffff5/rr7++6PgtW7bwwQcfcPXVVwP2HOMWLVpwzTXX8NNPP3HqqacCcMwxx9ClSxcmT55M3759i12zUaNGfP755wAMGDCAxMREXn/9dQYOHEjr1q0B+Pbbb4mJ+Xfq2u23387555/PCy+8UFTY/vTTT+zZs4fZs2dz0kknFR07ePDgov//8ssvSUxMZNasWXi93iO+HiKVKaRnQg176Eryw/WP0tWyEiA3znQKcaQA4reZDiEOncK7eHHnUHIRcYcrrriiqKgFioq+Xr16FRW1hffn5OSwefNmwO4y7t27l6uvvpqdO3cW3bxeL6eeeirffPPNYa+bnp5e1CU9krlz55KTk8Pdd99dVNQC9O/fn8TERL788stix8fHx9OzZ8+ij5s3b06VKlU45phjij6/gz/XNWvWlLhmYWFa6I477gBg+vTpRfcdXNSmpaWxc+dOOnbsyJo1a0hLSwMoGib9xRdfkJubW+rnV6VKFTIzM5kzZ86hXwQRQ0K2sN1QL5lx12kIsutlqFvreurWul482ziWaaZjiEiQq1+/frGPC4vcevXqlXr/nj17AFi5ciUAZ599NsnJycVus2fPZvv27Ye9bmJiIvv27StTxvXr1wN2gXqwyMhIGjduXPR4obp16+LxFF/ANCkp6Yif08GOPvroYh83adKEsLCwoqHcAD/++COdO3cmLi6OKlWqkJyczMMPPwxQVNh27NiRyy67jCeffJIaNWpw8cUXM3bsWLKz/9264bbbbqNZs2ZccMEF1K1blxtuuIGZM2ce8XURqQwhOxT5mf9dTm5khOkY4kR2POSU7R1UCVTq1gaDk3mPcEp/d19ExFcONfT1UPcXzt8tKCgA7Hm2tWuXfEP84G5vaVq0aMHSpUvJyckp03Dk8qjo53Q4/y2UV69ezTnnnEOLFi144YUXqFevHpGRkUyfPp0XX3yx6PXxeDx88skn/Pzzz0ybNo1Zs2Zxww038Pzzz/Pzzz8THx9PzZo1Wbp0KbNmzWLGjBnMmDGDsWPHct111/Hee++V87MX8a2QLGxTa1flnRvONR1DnNLcWveL3Q3hKojcLJZdHMdnpmOIiBxSkyb2ApM1a9YstqpwWXXv3p358+czefLkormwh9KgQQMA/v77bxo3blx0f05ODmvXrq3Q9Y9k5cqVNGrUqOjjVatWUVBQULQg1rRp08jOzmbq1KnFut6HGoJ92mmncdpppzFkyBA++OADrr32WiZOnMiNN94I2N3n7t270717dwoKCrjtttt48803efTRR2natKnPPz+RsgrJocgj7r+MrJjA2fRbKiAnFnISTacQRyyI32o6hDh0EuOJIPvIB4qIGNKlSxcSExMZOnRoqXNHd+w4/B7qt9xyCykpKdx33338888/JR7fvn170QJLnTt3JjIykpdffrlYd3XMmDGkpaXRtWtXh59NSa+99lqxj1955RUALrjgAuDf7u/BedLS0hg7dmyx5+3Zs6dER/iEE04AKBqOvGvXrmKPh4WFFS1QdfCQZRETQq5ju6NGIm/efIHpGOLUvuDcfiqkxOyG8BzTKcSBaPbSmsmmY4iIHFZiYiKjRo2id+/enHjiifTs2ZPk5GQ2bNjAl19+Sfv27Xn11VcP+fyqVavy6aefcuGFF3LCCSfQq1cv2rZtC8DixYv58MMPOf300wFITk7moYce4sknn+T888/noosu4u+//+b111/n5JNPplevXj7//NauXctFF13E+eefz/z583n//fe55pprOP744wE477zzirqsN998MxkZGYwePZqaNWuSmppadJ733nuP119/nR49etCkSRP27dvH6NGjSUxM5MILLwQo2mrp7LPPpm7duqxfv55XXnmFE044gWOOOcbnn5tIeYRcYfvCvT3YHxd95AMlcOXGQHbSkY+TAKZubTA4kQ+IZL/pGCIiR3TNNddQp04dhg8fzogRI8jOzuaoo46iQ4cOxbbfOZRTTz2VP/74gxEjRvDll18yfvx4wsLCOOaYY3jwwQe5/fbbi4594oknSE5O5tVXX+Wee+6hWrVq3HTTTQwdOrRoD1tf+uijj3jsscd48MEHCQ8P5/bbb2fEiBFFjzdv3pxPPvmEQYMGMXDgQGrXrs2tt95KcnIyN9xwQ9FxHTt2ZMGCBUycOJFt27aRlJTEKaecwoQJE4qGOvfq1Yu33nqL119/nb1791K7dm2uuuoqnnjiiWKrQIuY4LHKMgsdwOP+DtmeKvE0WD+WfYmxpqOIE7sbQVZV0ynEieg9UG2t6RTiQCT7uJFuRJNhNMfzlO1XmIhIsHniiSd48skn2bFjBzVq1DAdR8S4kHpr5aW7LlJR63a50ZBVxXQKccSChNQjHyYBrQ0TjRe1IiIiIoVCprDdFx/Dy3deZDqGOJVRG/Ac8TAJYNFpEJFlOoU4EMF+TuRD0zFEREREioRMYfvagG7sqaY9T10tLwoOaAiy62luresdzyfEkGY6hoiIiEiRkJhjuz8miobr3mFHzSqmo4gTe+rDAc0hcbWoNKi+2nQKcSCcLPpxEXHsOvLBlUBzbEVERARCpGP75s0XqKh1u7xIOFDddApxKkHdWrdrxacBU9SKiIiIFAr6wjY7MpwR919qOoY4lVELza11uch9EJlpOoU4EEYuJzHOdAwRERGREoJ+H9sx/bqQWkedPlfLj4D9+hq6nrq1rteSqSSw3XQM8ZOCggK2bNlCQkICHo/eSBQREfMsy2Lfvn3UqVPniHslB31h++rt3UxHEKf2VycEBhcEt/ADELXPdApxqA0fmY4gfrRlyxbq1atnOoaIiEgJGzdupG7duoc9JugL2wtmLOSvY+ubjiFORKXDvjqmU4gTedH2qtbh2aaTiANraU8NtPhXsEpIsHcO2LhxI4mJiYbTiIiIQHp6OvXq1Sv6HXU4Qb8qcmrtqjReM4asmCjTUcSJXU0hW39ouVrsTqiywXQKcSCWXfSjOxEEzhsUWhXZd9LT00lKSiItLU2FrYiIBITy/G4K+vGdKVv30G/MbNMxxKn4VNMJxKn91e3VrcW19lOd3+lhOoaIiIhICUFf2AL875lPiMjJNR1DnIjKtFfVFRfz/P/q1uJmC+lDHhGmY4iIiIgUExKFbb1NO7lu3NemY4hT8VpV1/X2V7dXuRbXyqAmf9LddAwRERGRYkKisAV4aNgkvHn5pmOIE9H7IEL7oLpbGGTUNB1CHFpAX/Lxmo4hIiIiUiQoC9vMiCiW16zHkpRGLK9Zj8yIKJqs2crVH35rOpo4laC5tq63Pxnyg35B9qCWzlGs4ALTMURERESKBM1flyurpzChTSe+adKKDVWSsQ7aXN5jWdTfu4Pjp60lsnM2OSlaIdm1otMhYj/kxppOIhVlhUFmTUjcYjqJOPALN3AM0wmjwHQUEREREfcXthuTavDw+b35vlFLvAX55IeVHB5neTysr1qTTUnVSXl5NweaRrK7RxJ51Vz/6Yem+K2wp7HpFOJEZjLEb4MwTQ9wq7004B/OpQWzTEcRERERcfdQ5ImtO9D5xqf4qX4LgFKL2oMVPh69JoeUF3cQ/+t+v2cUP4jeC+EHTKcQJyyvXdyKq/3CDVh4jnygiIiIiJ+5trB99fSuPHhhH7LDI8j3lm8RE08BePKg+pQ0Er/RFjKu40ErJAeDjJpQ4NofQQLsoimr6GQ6hoiIiIg7C9uJrTvwXMce9geeinULCp9VdXaGOrduFLMHvFmmU4gTVri6tkHgF/qZjiAiIiLivsJ2Y1INHj/3arAsn5zPAqpOTSN8d55PzieVxAMkqGvrepnq2rrddo5hDe1NxxAREZEQ57q/KB8+vzd5Yd4Kd2r/y4M9NLnap2k+OZ9Uopjd4M02nUKcKIiA/TVMpxCHfqG/6QgiIiIS4lxV2K6snsL3jVqWe07tkXgKIGZVDuHbc316XvEzD/bKuuJuGTXB0gJEbpZKK9ZziukYIiIiEsJcVdhOaNMJb4F/tgexwiDhZ821dZ3YXRCWYzqFOFEQCfurm04hDmmurYiIiJjkqsL2myatjrilT0V5CiDmHw1rdR2Ppa5tMMiora6ty23iJDZxgukYIiIiEqJcU9hmREaxoYp/V1AN35WPJ7vAr9cQP4jbCWEaRu5q+ZGwv5rpFOKQurYiIiJiimsK2/VVamL5aMGoQ/FgF7fiMh4L4rabTiFOZdSylykX11pPO7bS0nQMERERCUGuKWxzvOGVch1Pnv6ydqW4HeDRlk2ulh8NB6qaTiEO/ayurYiIiBjgmsI2Mr9yihYrXPP8XCmsAOLVtXW9jNrq2rrcGs5kO81MxxAREZEQ45rCtuGe7Xgs//7FawF51f2zOJVUgrgd4NFQclfLi4GsKqZTiCMefuEG0yFEREQkxLimsI3Lzab+3h1+vYYnwcKKcs1LIv8Vlm8Xt+Ju+2qbTiAOreQcdtHIdAwREREJIa6q4s5a/bvf9rH1FuRzauo/fjm3VKK4beraul1eLGQlmU4hjoSxQF1bERERqUSuKmyvXTLPb/vY5od5efKjCTRas9Uv55dK4s2H2J2mU4hT6tq63gq6sJe6pmOIiIhIiHBVYXv0rlQ6rF2ON9+3HTlvfj4d1i6nxY4t/O+Zj316bjEgfhug/YhdLTcOshJMpxAHLLws4HrTMURERCREuKqwBRg6czzhBfngq4WkLIvwgnyGzhwPwPVj51J3o+Zpupo3D+LUtXW9jBTTCcShP+lKOuq+i4iIiP+5rrCtl7aTJ+d8CB4fbcvj8fDUnA+ol2YXQpG5edw/YrJvzi3mqGvrfjnxkB1vOoU4UEAEv9LHdAwREREJAa4rbAF6Lvuegd9+an9Q0c7t/z/v/m+ncNWyH4o91H/0LGpt3eMkopjmzYXY3aZTiFOaa+t6f3AJGdQwHUNERESCnCsLW4Db53/J8OnvEZWXW+45t978fKLycnlm+rsMmD+9xOMxWTnc9/wUX0UVU+K3Yu9OLK6Vkwg5caZTiAP5RLKQ3qZjiIiISJBzbWELdud27tuP0W7DCoAjbgVU+Hi7DSuY+/ZjJTq1B7t11HSq70zzXVipfOE5EKOureupa+t6y7iM/VQ1HUNERESCmKsLW7Dn3I7/6EXmjH6U3ovn0WD3Njz/GZ7ssSwa7N5G78XzmDv6UcZ/9GLRnNpDic/M4u6Rn/szulSGBHVtXS87CXJiTKcQB/KIYRHXmI4hIiIiQcxjWWWcpOpxzwqlmRFRrKtakxxvOJH5eTTcs5243OxynyctMZYG68eSVkUL2Lja7kaQpW6Rq0XvgWprTacQByLIpD/diCbdp+d9Xm9c+Ux6ejpJSUmkpaWRmJhoOo6IiEi5fje5vmNbmrjcbFpu30ib1LW03L6xQkUtQFL6fu54ZZqP00mlS0hFXVuXy6oCudGmU4gDucSxhJ6mY4iIiEiQCsrC1pfuHvk58fv2m44hTkRkQbTmS7ubBzI019btFnM12WgxMBEREfE9FbZHUH33Pm4dVXLlZHGZ+FTTCcSpA1UhL8p0CnEgm0R+4wrTMURERCQIqbAtg/ue/5SY/VmmY4gTkQcgSl1bd/NoheQgsIhe5KJh5SIiIuJbKmzLoNb2vfQfPct0DHEqYavpBOLUgWqQF2k6hThwgKos4zLTMURERCTIqLAtoweenUxkdq7pGOJEZCZE7jOdQhzxQEYt0yHEoYX0Jg+9QSEiIiK+o8K2jI7asou+7841HUOcStBcW9fbXx3yI0ynEAcySeYPLjYdQ0RERIKICttyeHD4x4Tn5pmOIU5EZUBEhukU4kiYurZB4Ff6kE+46Riu8d1339G9e3fq1KmDx+Phs88+K/a4ZVk89thjpKSkEBMTQ+fOnVm5cqWZsCIiIgaosC2HRuu2ce2EeaZjiFOaa+t+mTUgX0WRm+0jhT/pajqGa2RmZnL88cfz2muvlfr4s88+y8svv8wbb7zBL7/8QlxcHF26dCErSwsfiohIaFBhW04PD/2IsPx80zHEieh0iMg0nUIcCYPMmqZDiEMLuJ4CvKZjuMIFF1zA4MGD6dGjR4nHLMti5MiRDBo0iIsvvpjWrVszbtw4tmzZUqKzKyIiEqxU2JZTs5VbuHLSD6ZjiFPx6tq6XmYyFKgocrM06rGCLqZjuN7atWvZunUrnTt3LrovKSmJU089lfnz5x/yednZ2aSnpxe7iYiIuJUK2wp4ZMhHeAoKTMcQJ6LTIPyA6RTihOWFDHVt3W4BN1CgX0WObN1qv1FXq1bxuee1atUqeqw0w4YNIykpqehWr149v+YUERHxJ/01UQHHLV/PJZ/9bDqGOOFBc22DQWZNdW1dbjeNWMnZpmOEpIceeoi0tLSi28aNG01HEhERqTAVthU0aPBE0xHEqeg9EK6FVVzN8tpDksXVfuFGLDymY7hW7dq1Adi2bVux+7dt21b0WGmioqJITEwsdhMREXErFbYVdOKS1Vz45a+mY4gTHjTXNhhk1IQC/Shzs50czRo6mI7hWo0aNaJ27dp89dVXRfelp6fzyy+/cPrppxtMJiIiUnn016ADjz79oekI4lTMbvBmm04hTljhsL+G6RTi0M/caDpCQMvIyGDp0qUsXboUsBeMWrp0KRs2bMDj8XD33XczePBgpk6dyu+//851111HnTp1uOSSS4zmFhERqSwqbB047Ze/OWfuUtMxxAl1bYNDRi2wNJTVzbbRknWcZjpGwFq4cCFt2rShTZs2ANx77720adOGxx57DIAHHniAO+64g5tuuomTTz6ZjIwMZs6cSXR0tMnYIiIilcZjWZZVtiNT/BzFneZ1bMVZ84abjiFOWB7Y3hLyI00nEScSN0L8DtMpxIE6LKFnOTu3z1O2X2FyZOnp6SQlJZGWlqb5tiIiEhDK87tJHVuHOn37O2d8/4fpGOKEx4L4bUc+TgKburaut4U2bKSt6RgiIiLiQipsfWDQ4I9MRxCnYndCWK7pFOJEQSTsr2Y6hTikubYiIiJSESpsfaDL7MWcvOBv0zHECXVtg0NGbTQy1d02cgpbaG06hoiIiLiMClsfUdc2CKhr6375UXBAXVu3+4V+piOIiIiIy6iw9ZHu037h+KVrTMcQJ8IKIE6LD7nePnVt3W4tZ7CNFqZjiIiIiIuosPURD/DIEHVtXS9uO3jyTKcQJ/KjIauq6RTikLq2IiIiUh4qbH3ossk/csyfG0zHECfUtQ0O6tq63irOYidNTMcQERERl1Bh60NhlsXDQyeZjiFOxW8HT77pFOJEXgxkJZlOIY54+IUbTIcQERERl1Bh62NXf/gtTVZtMR1DnAjLV9c2GGSkmE4gDv3NeeymgekYIiIi4gIqbH3MW1DAQ8M+Nh1DnIpT19b1cmMhK9F0CnEkjAX0NR1CREREXECFrR9cN+4r6q/fbjqGOOHNg9hdplOIU/tqm04gDv3FhezlKNMxREREJMCpsPWDiLx8Hnj2E9MxxKn4bUCB6RTiRG48ZMebTiEOWITzK31MxxAREZEAp8LWT/qNmU3KFnX8XM2bq65tMNinubZut5yL2Ect0zFEREQkgKmw9ZPo7FwGPjfFdAxxKn4b2jfG5XISIDvOdApxoIAIFtLbdAwREREJYCps/eiWN2aQvH2v6RjiRHgOxKhr63oZmmvrdr/Tg0yqm44hIiIiAUqFrR/FHsjmnhenmY4hTiVsA7RCsqtlJ5GQd8B0CnEgj2j+3H+Z6RgiIiISoFTY+tntr/5O1d1ZpmOIE+GrIGaO6RTiiMXVjDIdQhw654VsYneaTiEiIiKBKNx0gOAWTkJGLe58+TeefOJU02GkwqZD/G44cB56L8id2kVPplv4BGbTjXU0Mx1HKiAhPYM7n5/CwiyYOdh0GhEJZTk5sHWrfcvKgtxcyMuzbwf/v9cL4eEQEWH/t/AWGQnJyVCnDsRpCQgRn1Fh61cNgAjuemkpL9zbhn2JkaYDSbmlAoshwoLoeZB1tulAUgFXJQzGA1zJOzzLcNNxpALueOUjqu7dxxmvwLyBkFXFdCIRCTbZ2ZCaat+2bCn+/7t2gWWBx2MXqrVr27eYmNKL1/Bwu8gtrejNyYEdO+zzZmb+e/2EBLvYTUn597+F/5+QYO51EXELFbZ+4wXqA1B1bzYDXlvG8IdOMhtJKmA6RasiJ4xRYetCJ0dNo3HEbwC0Zy51WcsmGhlOJeURm3mAu0d+AEBMOpzxCsx91HAoEXGt7Gz4/XdYtMi+bd5sd1cjI4sXk0cfDR072h9XqwZhfh60tW9f8YJ60aJ/C+uMDCgosAvcE0+Ek06y/5uU5N9MIm6iwtZv6gP/dmjvfWEJL995PPvjIsxFknLaDvz674cRf0PU95DdwVgiKb+rEv4dtxqGxRWM5UWeMphIyuuWNz4heefeoo/PHAnf3w3Z6mCIyBH8t4jdtMkuYFu3hrZt4bHH4Kij7E6saQkJ0Ly5fTuUvXth8WJYuBDeegvS0yEx0S5y27a1/1ulSmUlFgksHsuyyrZJpyfFz1GCSRhwJhBV7N57n+/Ai/e2MZJIKmIc8EPxu3Jaws73jKSR8msTNZunqncpdl8+Xm5hClupayiVlEdUVjZrG3UnZWvxbbemPQvz7ofntc+0z6Snp5OUlERaWhqJiYmm44iUW34+LF1qF32lFbFt2wZOEetLhcXuokX2f9PS7E5uYbF76qmayyvuVZ7fTSps/aIB0KLEvam1Y2m0ti/Z0WqUB75dwCBK3eZn52uQo8XA3GB49Q60jPqhxP2z6MGrDDKQSMprwKsf8eodz5a4f19NGLIWhseqsPUVFbbiRvv2wezZMG2avZhT27ZwyinBW8SW1cHF7k8/2a9Dly7QrZv9uoi4hQpbozzY3droUh8d8GonXh/QulITSUV8AMwr/aHsNrBrdGWGkQo4LvJbhtXoVOpjuYRzE5+zk9qVG0rKJSInl1VNL6b+xm2lPv7pS9DjThW2vqLCVtxi0ya7kJ01q3jBVlcDcQ7pv28AtGsHF10Exx8fusW/uIMKW6PqAi0P+eiGevE0XdWH3Ehv5UWSctoLPALkHvqQnW9BzomVlEcq4qnq59Imau4hH/+CK3mT/1ViIimvG0dPYfRNQw75+N6joMomFba+osJWApVlwZIlMHUq/PyzvZjTRRfBuedCfLzpdO6Tnw/z59uv59Kl0KwZdO8OnTpBVNSRni1SuVTYGuMBOgAxhz2q39vn8E6/Qxe/Ytok4NAFEQBZp8Lu1yoljZRf84ifeS759MMek0MkNzKNPdSopFRSHt68PP5pdimN124+/IFl/BUmR6bCVgJJTg58/bVdfK1eDW3a2MXXaafZKxiL7/zzj93J/eYb+42Crl3tDnjVqqaTiZTvd5OfFy4PNSkcqagFeHjoQrx5Bf6PIxWwD/juyIdF/wIRf/g9jVTMwSshH0okOfRgfCWkkYq45oOZRy5qRSTobNwIjz4KF14Iy5fDPffYQ46HD4f27VXU+kOzZnDfffDFF/Da/79nf8MN9u3XXw//XJFAoo6tT50BlG3ZuV7jz2NCr5ILTIlpU4CZZTs0qwPsftGvaaT8Gocv4aWaZRsmnkU0/fiCdPS2dCDxFBTw57GX0+Lv9Uc+WB1bn1HHVkwpKLC7s6NHQ3g43HwzdOiguZ+mrVoFb7xhb5fUsydcdRXExppOJaFGHVsjUihrUQvwyJBfCctX1zawZHLIBaNKE/09hP/trzBSQWXp1haKJouLmeDHNFIRV3w8t2xFrYi42p49MHIknHeePXf2pZdgwgQ480wVtYGgaVN47jn47DP763HppXZnd+VK08lESqfC1mcal+voY1bs4dIpq/2URSrmKyCrfE9JeMcvSaRi6ocv57ToT8v1nG5MIo50PyWScrMsHhkyxnQKEfGjxYuhf3/o2xcaNICZM2HQIKitheoDUkyM/bWaOdPu3A4fDj162POf80vZFVHEFBW2PlELKP+yfIMG/4qnQMPoAkMW8HX5nxb9FYTrDYpAcWX8EMI85fs3FUsm3Znop0RSXhd/Po/Wv68yHUNEfCwrC8aNg/PPh/HjYeBA+Pxzu0AKDzedTsrq5JNhzBj7tmqVvdXS0KGwrfRd2UQqlQpbnyhft7bQ8ct20u2LtT7OIhXzDbC//E/zAPFjfR1GKiDFu5IzYiZV6LkX8SExZPg4kVTEoMHq1ooEk6wseOEFe5Xd3FyYPBlefBGaNzedTJyoVg3uvdfeG/ekk2DAALjtNkhNNZ1MQpkKW8eSgYovsjFosJabMy+bI27vczgxs8G7wWdppGKuTBiK11OxMVEJpHMhn/g4kZTX+TN+5KRFf5mOISI+kJcHY8faqxvXqWMXQP36QVzZlyMRFwgLs+dIf/IJXH893HILPPww7N1rOpmEIhW2jlWsW1volF+3cd4sLZJi1nfY2/xUkKcAEt71VRipgJredXSKed/ROS7hfaI44KNEUhHq1oq4n2XZiw116WJ3a2fNsudlhukvzqB38sn28PKzz7ZXUB4xAg7o16pUIv2YcaQ6UMXxWR59eoHjc0hF5QKznZ8m5kvwbnF+HqmQy+OHE+7Jc3SOKuyhC+VbeEp856yvF9D+p99MxxARB7791u7Q/vmnvbDQrbdCRITpVFLZOneGGTOgYUN7CPqYMXYHX8TfVNg64qxbW+iMH1PpOG+TT84l5fUjkOb8NJ58iH/P+Xmk3KqFbeac2Hd9cq5LeY8Isn1yLikfdWtF3GvpUnsRqGnT4P337aGoGnIc2sLC4Ior7JWU8/LsDv6UKdp6XPxLhW2FVQWq+exsmmtrQh4w03eni50KYdt9dz4pk8vinyXS45titDo76cw0n5xLyu70n37j7G8Wmo4hIuW0Zg306QOvvQYvv2zveVq9uulUEkgiIuDmm+03Pf75By64AL75xnQqCVYqbCvMN93aQp2/2shp87WUXOX6Gdjtu9N5ciF+vO/OJ0dUJWwbXWJH+/SclzOWcHJ9ek45vEefftt0BBEphz174I477M7sgw/C6NFQr57pVBLIYmPt75UPPrC7uD16wB9/mE4lwUaFbYUkATV8flZ1bStTATDD96eNnQJhu3x/XinVJfHPExXm25UparKVTkz36Tnl0Nou/JMLZv5kOoaIlNG0aXDZZfaCUBMnwjHHmE4kblKtGjzzDLzyCjz1FAwZovm34jsqbCvEt93aQl2nr+PERRrKWjkWADt8f9qwbIj7wPfnlRLiPbu5IHaUX859Be8Qhn7TVoZBg9WtFXGDPXvs7Vy+/x6+/BLatzedSNysbl346CNo0MBecEzdW/EFFbbllgDU9NvZHxmirq3/+albWyjuY/Ds9d/5BYCL40cSG5bhl3PXYRMdmOOXc8u/jvt9JRdN/c50DBE5gsIu7c03w7PPQkyM6UQSDDwe6NUL3nsPnnxS3VtxToVtufmnW1uox6erafmHhrL612LAj/OZw/ZD/Ef+O78Q60mjW9zLfr3GlYzBQ4FfrxHqBg0eQ5iWyBQJWP/t0p52mulEEoxSUmDSJHVvxTkVtuUSB9Ty6xU8qGvrXxZUxvzJuA/B459uokC3uFeJD/PBNk2HUZ+1nM7Xfr1GKGu+Yi2Xf/KV6Rgicgjq0kpl+m/3duhQdW+l/FTYlktj7NLTv6766B+a/b3H79cJTb8BlbBncFgGxE3y/3VCUJQnk4vjXqyUa12F9lb1l4eHjsVboI64SKBRl1ZMKuze1q8PXbuqeyvlo8K2zGKB2pVypTALHhqmPR39oxJXu42bAJ79lXe9EHFh7CgSvZUzXL8x/3AymgPqa43WbOLqD324h7SI+IS6tBIICru3776r7q2UjwrbMmtEZb5cvd5fQcO1/h1qGXqWA+sq73LeNHv7H/GZCLLoEf9cpV5TXVvfe3D4u0Tk5ZuOISL/LzvbLmbVpZVAcnD3tls32LjRdCIJdCpsyyQaqFOpVwzPt3hw+KJKvWbw+7LyLxk/Hsiq/OsGqS5xo6nq3Vap12zOH5zAz5V6zWBWd+NW+rz3hekYIvL/UlPh4ovtm7q0EmgKu7evv24Pkf9J257LYaiwLZPK7dYWun7snxy1SQsQ+cbfwKrKv6x3F8ROrfzrBqFwcrg0/lkj174K7bXqKw88O46onFzTMUQEWLgQrr0WXnzRXo1WJFA1bgyffgojR8I775hOI4FKhe0RRQFHGblyZG4B949Q19Y3DHRrCyW8B+gPeafOiX2XZG8lLPxViuNYQksWG7l2MKm1dSc3vv2Z6RgiAnz4IQweDJMnwzHHmE4jcmQJCTBxIqxZA3ffrXm3UpIK2yNqCHiNXf2mt/6g1tZMY9cPDmuAFeYu790GsRp66UQYeVweP9xoBnVtnRv43HhisrJNxxAJaQUF8PDD8Ouv8MknULWq6UQiZRcWZr8hc/rp9kJnu3ebTiSBRIXtYUUCdY0miMnK594XlhjN4H4BUFTGvwvorcWK6hQzgdrha41maMMvNOd3oxncrPrOPdzyxmTTMURCWno6XHUVHH00vPAChIebTiRSMVddBY8/DpdfDn/+aTqNBAoVtofVADD/U/+213+n+s4DpmO41HogADZBC98MMbNMp3AlDwVcET/MdAwArtQKyRV2z4sfEJ+pn2MipqxaBT16wL332ovwiLjdiSfaQ+oHDoQvAqCHIeapsD2kCKC+6RAAxGfmctdLS03HcKlK3Lf2SOLfAbTFSXmdET2JuhF/m44BwCl8T2OTw9pdKmnvPm5/9SPTMURC1ldfwW23wXvv2UM4RYJFrVr2olJTp8Izz4BlmU4kJqmwPaT6BEK3ttCdL/9G0l7NTSufLcBS0yH+FbEeor8yncJlLK5IGGo6RDHq2pbfnS9/SFK61goQqWyWBa+8Yhe0n30Gdc3OrhLxi6goePNNe6uqvn3hgAYHhSwVtqXyYg9DDhxJ6Tnc/upvpmO4zHQgwN66SxgDFJhO4RqnRX9Oo4jAmtfajq+px2rTMVwjfl8md7000XQMkZBjWfaw43377MI2NtZ0IhH/8Xjgzjuhd2+49FLYu9d0IjFBhW2p6mMPRQ4s97y4lLiMHNMxXGIb8KvpECVFrIbo702ncI0r4webjlCCB7iSsaZjuMZtr39M9d1ppmOIhJSCAnvocbNm9grIHo/pRCKVo3NnePppuPJK2LXLdBqpbCpsS/Bib/ETeKrvzuLWUYHVvQpcMwi4bm2heG0bUxZto2ZwdGRg7uPcgVmksMF0jIAXs/8A974wwXQMkZCSnw/9+8Mpp8Ctt5pOI1L5TjoJRoywV07evt10GqlMKmxLqIu9zU9gGvjcYqIPaNuYw9sJ/Gw6xKFF/gVRP5lOEfCuSnjadIRD8lLAFeraHtFNb31Kre3aZFCksuTm2nMMzzlHKx9LaDv+eHj5Zbj6atiyxXQaqSwqbIsJAxqZDnFYtbYfoP/oANi+JqDNJODnscZrAaLDaR35NcdEzjcd47DOYjo10W/LQ4nMzmHgc+NNxxAJGTk59vzCSy6Ba64xnUbEvGOPhTfegF69YIMGWYUEFbbF1AWiTIc4ogeeXUxktraNKd0ewAXd0KjfIHKh6RQBK5C7tYXCyeMy3jMdI2BdP3YqdTdrDJhIZcjNtYvaa6+Fyy4znUYkcBx9NIwZY49k2LTJdBrxNxW2RTwE6tza/6q7OYO+7/5pOkaAmgW4ZKh2gubaluaYyB9pHTXPdIwyOZfPqYaKt//y5uXx4PB3TccQCQl5efaw4549oXt302lEAk+jRjB6NFx3HWzdajqN+JMK2yJ1gBjTIcrsweGLCM9V17a4dMBFKw5HLYQIbeH0X1cF4ErIhxJBLpcyznSMgNN7/HQark81HUMk6BUUwE03Qbdu0KOH6TQigatJE3j9dXtUw44dptOIv6iwLdLYdIByabQunWs++Md0jAAzG8g1HaJ8Et4xnSCgNI1YSNvomaZjlEsXPqUK2lOgUFh+Pg8N08JaIv5mWfaWPh072t1aETm8Fi3gpZfsOeh79phOI/6gwhaAFMB9O5c/PPRXwvIDfJGkSpMBfGs6RPlF/wgRGlZeyE3d2kLRZHEx2tKm0FUfzabZSq3SIeJPlgV33w0nngh9+phOI+Iexx0HzzxjvxmUnm46jfiaClvAbd3aQs3/2csVH68yHSNAfAVkmw5RMfHq2gI0DF/GKdFTTceokAv5mAT2mo5hnmXxyBB9P4v42/Dh0KCBPQxZRMrnxBPhqafsBdfyXLIsi5SNx7Isq2xHpvg5iim1gBNMh6iwndWj+adZFdMxjMqIy+OyKT+QkeDSn04WkNsKewGz0PWA9xs6eNeZjlFhm2jAPpJMxzCq2eQ0Lr58feVetIy/wuTI0tPTSUpKIi0tjcTERNNx5BCmToXp02HUKPCE9q8NEUcmTYKffoKRI00nkcMpz++m8ErKFMCamA7gSI1dWdSYH9pLvA1+ZLt7i1qw69nI302nMKouWbRjnekYjtSlkgu6ANTBfSPJRVxl+XJ7X87PPlNRK+LUlVfCsmX2dkD9+plOI74Q4kORk4EE0yHEgczYAkberYV73O4KUvGaDiGO1PwCkpaaTiESvHbtgjvugHffhchI02lEgsNTT8GsWfDjj6aTiC+EeGHr7m6twKhbd7OrhrY9crNaZHMmu03HEIeOVrdWxG9yc+GGG+CFF6BmTdNpRIJHWJjdsX38cdigdQ9dL4QL2xoQ4vPh3C4rqoDnBu40HUMcuoKtmhPhcjXmQNVfTKcQCV4DB0KvXnDCCaaTiASfhAR46y248UbYv990GnEihAtbd66ELP8a3X8P22q7eG6tUIMcztYesK6nbq2I/4weDUlJcMUVppOIBK/GjeHBB+2VxrUmoXuFaGFbDahqOoQ4kBNRwLMP7DAdQxy6jK1EoN8gblbtO6j+nekUIsHphx9g7lx44gnTSUSC39lnw+mnw9ChppNIRYVoYaturdu923cvm+qpW+tmVcjlXDSU3O3UrQ0cTzzxBB6Pp9itRYsWpmNJBW3YYBe0Y8bY8wBFxP9uuw02bYLPPzedRCoiBKe2VQGqmw4hDuR5LYY/qG6t213KVqLUrXW1Kr9A8hzTKeRgLVu2ZO7cuUUfh4eH4K/5IJCZaW8/Mno0xMebTiMSOjweeOkl6NEDmjSB444znUjKIwR/46lb63YTrt3L2sa5pmOIA4nkcb66ta6nbm3gCQ8Pp3bt2qZjiAOWZc/ze+QRaNTIdBqR0BMZCWPHQs+e8PHHUF39MNcIscEtidh714pbFXgshj2kbq3bXcw2YigwHUMcSFwKtb4wnUL+a+XKldSpU4fGjRtz7bXXsuEw+1dkZ2eTnp5e7CbmvfMOtGkDnTqZTiISumrWhBEj4K67TCeR8gixwlbdWrebdGUaf7fIMR1DHIgjj65sNx1DHFK3NvCceuqpvPvuu8ycOZNRo0axdu1aOnTowL59+0o9ftiwYSQlJRXd6tWrV8mJ5b82boTJk+Gee0wnEZG2be1RE5Mnm04iZeWxrDIuau1J8XMUf4sH2gEe00GkgiwsWi9bxR+tsk1HEQd6soVrSTUdQxyI/xM6HgeeQJgirX0ZDmnv3r00aNCAF154gX79+pV4PDs7m+zsf3+epqenU69ePdLS0khMTKzMqIL9rXzppfDMM9Csmek0IgKQkwNdu8IHH0CyBn0akZ6eTlJSUpl+N4VQx7YxKmrd7bNL9qmodbkY8umubq3rHT0kQIpaOawqVarQrFkzVq1aVerjUVFRJCYmFruJOWPGQIcOKmpFAklkpP1mk0ZRuEOIFLaxgBbTcLvBg1QQud2F7CCRfNMxxIHYVZDykekUUhYZGRmsXr2alBS3j7gKfhs22MMdNZ9PJPCceKI9JPmTT0wnkSMJkcJW3Vq3m37BPha3zTIdQxyIooBL2GY6hjjUdCiE6b2JgDRw4EC+/fZb1q1bx08//USPHj3wer1cffXVpqPJYViWXdC+9BJ4vabTiEhpHn0U3nwTdmj90oAWAoVtDKB3q91O3Vr368IOqpBnOoY4ELMe6r5vOoUcyqZNm7j66qtp3rw5V155JdWrV+fnn38mWRPDApqGIIsEPg1JdocQ2Me2ESFRvwexr87OYH67A6ZjiAPhFHCpurWu1+QZCNMW0gFr4sSJpiNIOW3YAFOmwLRpppOIyJEcPCT58stNp5HShEDFV8V0AHHo59P2m44gDtUkh6qoInK7qvNNJxAJHpYFd94JI0dqCLKIWzz6KLzxhoYkB6oQKGzXmQ4gDt3yRjXi94XAt2oQ20I0C0gyHUMcWjPQdAKR4DFmDJx5poYgi7hJZCQ8+yzcfbfpJFKaEKgWUgF1/Nys+u5wbnmjmukY4tAkzXV3vc09IbOp6RQi7lc4BFmrIIu4z4knQuPGWiU5EIVAYWsBa02HEIcGPleDmP1a2drNVhLHIrRPpqt5YdVDpkOIuN/AgRqCLOJmjz4Ko0ZBerrpJHKwEChsATYDWnzIzWptD+fGt6uajiEOfaSurett6g37G5hOIeJe338P9etrCLKIm0VGwv33w3PPmU4iBwuRwtZCc23d74Fnk4nMVtfWzf4inmXEm44hDlgRsPp/plOIuJNlwbBh8JBGPoi4XpcusGQJbNOmDwEjRApbgE1AtukQ4kDdzRH0fbeK6RjikLq27rfxBsiqYzqFiPtMmwbt20P16qaTiIhTHg888ggMHmw6iRQKocK2AHVt3e/B4cmEa9cYV1tGIn8RZzqGOFAQBau1QrJIueTnw8svazVVkWBy2mn21j9r1phOIhBShS3ARiDHdAhxoNG6SK6dUMV0DHFIXVv3W38zZCebTiHiHuPHw6WXQpze1xMJKo8/Dk8+aTqFQMgVtvnAetMhxKGHhyYTlm86hTixiCRWEWs6hjhQEAtr7jWdQsQdsrLswrZ/f9NJRMTXjjnGXkxq6VLTSSTECluwC1uNZXWzZiujuHJSkukY4tBH1DYdQRxaNwBytMW0yBGNGmUXtRERppOIiD889hg8/bTpFBKChW0+sMF0CHHokSHJeApMpxAnfqYK64g2HUMcyE+AtXeaTiES2NLSYMYMuPJK00lExF/q1YNGjeDbb00nCW0hWNiC3bXNMx1CHDhueTSXfJZoOoY44mGS5tq63tq7IFf/FEUO6fnn4b77ICxE/+ISCRUPPQTDh9vbeokZIfpjNhd7ISlxs0GDtXKN2/1AVTYRZTqGOJBXxR6SLCIlbdtmz7s77zzTSUTE36pXhw4d4PPPTScJXSFa2IK99Y9WIHKzE5fEcMH0eNMxxAELD59orq3rrbkX8rTSq0gJgwfb+1x6PKaTiEhluOsueOUVyNPAUCNCuLDNATaZDiEOPfp0TdMRxKFvqM5WIk3HEAdya9jb/4jIv9avt/e3PPVU00lEpLLExcHll8MHH5hOEppCuLAFWIu6tu52+s+xnP2VWkVuVoCHyeraut6agZCvtcBEirzxht29EZHQ0rcvTJigubYmhHhhmw1sNh1CHHr0ac21dbu5VGcH2gfDzbJTYGM/0ylEAkN2NixaBKedZjqJiFS2mBho3Rp+/dV0ktAT4oUt2F1b7RvjZp2+jeeM72NNxxAH8gjjU3VtXW/V/6BA70+I8MkncMUVmlsrEqpuucUetSGVS4UtWcAW0yHEIa2Q7H6zqMEewk3HEAey6sGmPqZTiJg3YQJcc43pFCJiSpMmsHcv7NplOkloUWELqGvrfl1mJ3DyghjTMcSBHML4lFqmY4hDqx6CAq/pFCLmLF0KRx9tLyIjIqHrhhtg7FjTKUKLClsA9gNbTYcQh9S1db8ZJJOOqiI3298YtqhTJSFs1Ci49VbTKUTEtAsugBkzoEC9s0qjwrbIGkDLl7lZ92kJHL9Uy7K6WRZePlfX1vVWPgyWfrtICNq7F1JToUUL00lExDSvF849F2bNMp0kdOhPjyKZwHbTIcQBDx4eHqqurdt9QU0y1LV1tcwWkHq56RQilW/cOOijeeYi8v9uuAHGjDGdInSosC1mtekA4tDlnyTS4q8o0zHEgf14+QK9QeF2KweBpRVhJYRYFkydChddZDqJiASKmjUhNhbWrTOdJDSosC1mH+rauluY5eHhoTVMxxCHplKL/frx5Gr7WsG27qZTiFSeb76BDh0gQlteichBbrkF3nzTdIrQoL8cS1hjOoA4dM0HVWiyKtJ0DHFgH+HMUNfW9VY+ajqBSOV56y3o3990ChEJNKefDgsXQna26STBT4VtCWnATtMhxAFvgYcHh6tr63afUYtsNJbVzdJOgu1dTKcQ8b/Nm8HjgTp1TCcRkUDj8cAVV8Ann5hOEvxU2JZKXVu36/NeVeqv13gwN9tLBLPUtXU9dW0lFIwfby8SIyJSmmuugY8+Mp0i+KmwLdUeYLfpEOJARJ6HB55V19btJlOLXHVtXW1Pe9jZyXQKEf/67jvo1Ml0ChEJVPHxEB0Ne/aYThLcVNgekrq2btdvTFVStoSbjiEO7CaSr6huOoY4pK6tBLOtW6F6dS0aJSKHd+GFMGOG6RTBTYXtIe0C9poOIQ5EZ4cx8Dl1bd3uE2qTZzqEOLLrbNjdznQKEf/48kvo1s10ChEJdF27whdfmE4R3FTYHpa6tm53yxvVqLHDazqGOLCNKL5V19b1Vg4ynUDEP2bMgPPPN51CRAJdcjKkpUFOjukkwUuF7WHtANJNhxAHYg+Ece8L6tq63SRqk286hDiy4wLY29Z0ChHfOnDA/iM1Kcl0EhFxgzPPtOfki3+osD0idW3d7vZXq1F1t7q2braFaH6gqukY4tCqR0wnEPGtr76Czp1NpxARt7joIpg2zXSK4KXC9oi2ARmmQ4gDCRle7ny5mukY4tAkUigwHUIc2XoJpLcynULEd6ZOhe7dTacQEbdo0QL++gssy3SS4KTCtkzUtXW7u16qQUK6vt3dbAMx/EwV0zHECQ+seth0CBHfKCiA9euhUSPTSUTELTweaNUK/vjDdJLgpL/0yyQVyDQdQhyoutfLgNfUtXW7SaSYjiAObbkSMpqbTiHi3MKFcPLJplOIiNtcdJE92kN8T4Vtma01HUAcuveFGsRmekzHEAdWE8uvJJqOIU6EwaqHTIcQcU7DkEWkItq3hx9+MJ0iOKmwLbMtwAHTIcSB5J3h3PSWurZu95G6tq63+VrI1PBNcblff1XHVkTKLzwcatSA1FTTSYKPCtsys1DX1v3uH1GDqCx1bd3sb+JZSoLpGOKAFQ6rHzSdQqTi1q2D+vUhTH9FiUgFdO8OX35pOkXw0Y/kctkEZJkOIQ7USY3ghne0bYzbqWvrfhv7woG6plOIVMz06dC1q+kUIuJWXbrArFmmUwQfFbblYgHrTIcQhx4cXoOIHHVt3ewPElhOvOkY4oAVCasfMJ1CpGIWLIDTTzedQkTcKikJMrUurc+psC23jUC26RDiQP2NkfQen2Q6hjj0EbVNRxCHNvSHrFqmU4iU3/btUEvfuyLiQK1asHWr6RTBRYVtuRUA602HEIceHpqMN890CnFiCUn8Q6zpGOJAQTSsGWg6hUj57N8PsfrRIyIOnXQSLFpkOkVwUWFbIRuAHNMhxIEma6LoOVFdW7fTXFv3W38r5FQ3nUKk7H77DY4/3nQKEXG7tm1V2PqaCtsKyccubsXNHhmSjKfAdApxYgFJrCHGdAxxID8O1txjOoVI2S1caP9BKiLixPHHw9KlplMEFxW2FbYeyDUdQhw4ZkU0l01ONB1DHPEwSV1b11t3B+RUMZ1CpGwWLVJhKyLOxcRAljZb8SkVthWWh72QlLjZoMHJpiOIQz9RhQ1Em44hDuQl2sWtiBto4SgR8RUtIOVbKmwdWYdd4IpbHb8shu5TE0zHEAcsPHysFZJdb+3dkKcdnCTAaeEoEfElzbP1LRW2juQCm0yHEIfUtXW/76jGFqJMxxAHcqvZC0mJBDItHCUivqTC1rdU2Dq2FnsxKXGrU36N5bxZahW5WQEePlHX1vVW3wf5WgtMApjm14qILx1/vP2GmfiGClvHcoDNpkOIQ48+ra6t231NdbYTaTqGOJBTCzb0N51C5NC0IrKI+FJsLBw4YDpF8FBh6xNrAe0b42Zn/BjHmd9q4pSb5eNhMlrRxe1WPwD5GlUuAWrHDi0cJSK+pQWkfEeFrU9kAVtMhxCHHn26pukI4tAcarCLCNMxxIGso2BTX9MpRErav9/enkNExJc0z9Z3VNj6zBrUtXW3zl/Fc9p8/dXiZrmE8am6tq636kEoCDedQqS41avh6KNNpxCRYHPssfD336ZTBAcVtj5zAEg1HUIcGjRYXVu3m0kye1FV5GYHGsLmXqZTiBSXmgpHHWU6hYgEmzp17J8v4pwKW59aC1imQ4gDXacn0GZxtOkY4kA2YXyO3qBwu1UPQ4HXdAqRf23ZAikpplOISLBJSbF/vohzKmx9KhPQ7G+307627vclNdmHqiI3yzwaUq80nULkX6mpKmxFxPcSEyE93XSK4KDC1ufWoK6tu/X4NJGWf2hZVjc7gJdp6tq63spHwPKYTiFi27LFHjIoIuJLHv2e8xkVtj6XAWw3HUIc8ODhkSHq2rrdVGqyXz/iXC2jJWztYTqFiC01FWrXNp1CREQORX/1+cUa0wHEoas+SqLZ35GmY4gDmYTzpbq2rrdykOkEIrbsbIjWEgwi4gexsZCZaTqF+6mw9Yt0YKfpEOJAmOXhweHq2rrdZ9QkSz/mXC29DWzrajqFiIiI/6SkaGVkX9BffH6z2nQAcaj3+Co0XBthOoY4kE4EM6lhOoY4pK6tmGZp6QwR8SNt+eMbKmz9Zi+w23QIcSA838P/nlHX1u2mUJsctDKDm+09DXZ0Np1CQtmePVCtmukUIhKs1LH1DRW2fqWurdtdP7YKR20KNx1DHNhDBHPUtXU9dW3FJO1hKyL+VKeO9rL1BRW2frUb2GM6hDgQlRPG/SNUFLndZGqTp31jXG13R9jVwXQKCVXaw1ZE/EkdW99QYet320wHEIdueqsKtbbmmY4hDuwgkowF2pvY7eYNqm86goSo1FTtYSsi/qOOrW+osPU7Tcpxu5is9dz7wlbTMcSBarvyOK9/Nh69P+FqI867i19OaWk6hoQgDUUWEX9KSoK0NNMp3E+FrV8lgPbRdDkL+J3bXt9BtV2qitzqnhe3UfN3izoTTSeRilpLUxZwJoMH3Wg6ioSgjAxITDSdQkSClUezpXxCha1fNTEdQBxbD6QRn1nA3SM1rNyNEtPyuf3VHQA0HQLkm80jFfMRN2IRxhfdz2TJCc1Nx5EQk5cH4VpHUEQkoKmw9Zs41K11OwtYVvTRnS9vJ2mvurZuc8cr26mSZlezCSsgZYrhQFJuG2nIfM4u+njIIzcYTCOhKDdXha2ISKBTYes3TUB7Z7rcRg5e1TopvaCo8yfuEJeRX6LTfvRgoMBMHqmYSdxAAd6ijydfdg7Lj21sMFFge+2112jYsCHR0dGceuqpLFiwwHQk18vLg4gI0ylERORwVNj6RSxQy3QIcWxZiXvueXEbcRkay+oWt47aQY1dxb9eicug1heGAkm5pVKX7+hS/E6Ph6EPX28mUID76KOPuPfee3n88cdZvHgxxx9/PF26dGH79u2mo7mahiKLiAQ+FbZ+0Ri9tG63GdhV4t7qu/O5dZS6tm4QfaCA+54vfV700U9XchipsI+5ngJKVhQTe3ZhZdN6BhIFthdeeIH+/ftz/fXXc+yxx/LGG28QGxvLO++8Yzqaq2kosohI4FP15XPRgPYEcL+S3dpCA5/bRvQBjWUNdP1H76T2ttLnRFdZCMmzKjmQlNsOavENXUt9rMDrZdhD6toeLCcnh0WLFtG5c+ei+8LCwujcuTPz588vcXx2djbp6enFblI6dWxFxN8sy3QC91Nh63Pq1rpfKnDoYXu1tufRf/TOyosj5RaRU8ADzx5+72F1bQPfZPqQx6EnNo7vfWElpgl8O3fuJD8/n1q1ik+FqVWrFlu3lvz3MGzYMJKSkopu9eqpA34o2opDRPxNP2ecUwXmU1FAHdMhxLFDd2sLPfDsViKz1bUNVNeP3UXdzbmHPabaj1BtXuXkkfLbTQ3mcPFhj8nTaj6OPPTQQ6SlpRXdNm7caDpSwAoPt7u2IiISuFTY+lQjOGjlTnGj7cDhO30AdTfn0ue9knNwxTxvnsX/njny1xD+f4VkCUif0pscok3HcJUaNWrg9XrZtq343PJt27ZRu3btEsdHRUWRmJhY7CalCw+359mKiEjgUmHrM5FAXdMhxLEjd2sLPTRsK+G5mhARaHq9v4vGa3PKdGzyV1Cl5NRDMSyNKszgMtMxXCcyMpK2bdvy1VdfFd1XUFDAV199xemnn24wmftFRKhjKyIS6FTY+kxD1K11u13YqyGXTaN1OVzzwW7/xZFy8xRYPDSsbN3aQuraBp7PuZZsYkzHcKV7772X0aNH89577/HXX39x6623kpmZyfXXa6EtJzQUWUQk8GmNP5+IALTohvv9Vu5nPDw0lfd7VaPAqxn/geCqj/bQ/J/scj2n1nRIWgRpbf0USsolgwS+4ErTMVzrqquuYseOHTz22GNs3bqVE044gZkzZ5ZYUErKR0ORRUQCnzq2PtEAvUfgdnuA8i+c0vyfbK74eI/v40j5WRYPD02t0FObDvFxFqmwafTkAPGmY7ja7bffzvr168nOzuaXX37h1FNPNR3J9SIiVNiKiH9pux/nVNg6Fg7UNx1CHCv73Nr/GjQ4FU+BfhqZ1uPTvbT6I6tCz639KST87uNAUm77iWUqV5uOIVJCUhLs3Ws6hYgEq4ICbffjCypsHasPh9lnUdwgDVhf4WcftzyLiz/f67M0UjGPDCnf3NqDeYCmQ32XRSrmS64kgyTTMURKqFMHtmwxnUJEgtWuXVCjhukU7qfC1hEv9jBkcbffAWcd10GDK15UiXMXTE+j7eL9js5R5yOI+9tHgaTcsojmc641HUOkVCkpkFqxmQ4iIkeUmmr/nBFnVNg6Ug97mx9xr33AGsdnabt4PxdMT3MeRyrk0aed/8XpsaDpMB+EkQqZyaWkUc10DJFS1amjwlZE/GfLFvvnjDijwrbCwrC3+BF3+wOn3dpCviiupPzO/iqd03/O9Mm5jnofYtb65FRSDrlE8Cm9TccQOaSUFA1FFhH/UcfWN1TYVlhdIMp0CHEkE1jls7Od/nMmZ3+V7rPzSdn48g2FsHxoOtxnp5Myms0l7Kam6Rgih5SQAPv2mU4hIsFqyxYVtr6gwrZCPKhbGwz+AAp8esZBg9W1rUztf8ig07cZPj1nvbEQvcmnp5TDyCOcKVxnOobIYWm1UhHxp9RUDUX2BRW2FXIUEGM6hDhyAFjp87OeNS+D9j/4ttCSQ/PH8O+wXGjyrM9PK4fwDReyHf02FxGR0JWaCrVrm07hfipsy80DNDIdQhxbDuT75czq2laOk37NpMts/wz9rj8aorTQtd/lE8bHXG86hkiZxMVBht63FBE/yMmBKM1wdEyFbbmlALGmQ4gjWYD/9nU5f1Y6J/3qm8WM5ND8uViXNwsaveC308v/+54upFLfdAyRMtHKyCIigU2FbbmpW+t+fwJ5fr2Curb+1fq3/XT7wr/bKzV8HSJ2+vUSIc0CJnGD6RgiZaa9bEXEHyzfbM4hqLAtp9pAvOkQ4kgOsMLvV7loahqtf9vv9+uEqkeGbCXMz78IwjOh0Uv+vUYo+4lz2Ehj0zFEykyFrYj4w+7dUL266RTBQYVtueiPMPf7C8j1+1U82MWX+F6Lvw5w2eQ9lXKtRi9D+N5KuVTI+Yh+piOIlEudOtrLVkR8T1v9+I4K2zKrCSSYDiGO5GIXtpXj8k/20OKvA5V2vVDx8NCteH27S9MhRaRDw1cr51qhZAEdWEtz0zFEyqVOHdi82XQKEQk2W7Zoqx9fUWFbZurWut/fQHalXS3Msosw8Z3Gq7O5+sPdlXvNF8G7r1IvGfQ+4kbTEUTKrUkTWOn7XeJEJMQtWwYtW5pOERxU2JZJDSDJdAhxJA97i5/Kdc0Hu2m8uvKK6WD30LBUwv2zS9MhRe6GBm9U7jWD2WJO4x+OMx1DpNwiIiAvTwu9iIhvLV4MJ55oOkVwUGFbJurWut8/2Nv8VC5vgV2MiXP1NuRw3bjK7dYWavIchGktMJ+YpLm14mL168OGDaZTiEgwSUuDKlVMpwgOKmyPqBpQ1XQIcSQfE93aQn3e20W9DTnGrh8s/vfMViJzzbRKorZD/beNXDqo/M6JLEdvS4t7tW0LixaZTiEiwSItDRITTacIHipsj0jdWvdbBZhrt0XkwQPPaq6tE7VTc7nhHbObyjZ5FsI0qtwRdWvF7U46CRYuNJ1CRILF4sX2G2biGypsD6sKoI2l3K0A+MN0CG58eye1U/2/zVCwun/EVmKyzE5si9kMdd81GsHVVnAcSznNdAwRR1q2hOXmBgCJSJBZtEiFrS+psD0sdWvdbw2QYToE0dkWA59T17YiauzI5eY3zXZrCzUdDh69P1EhWglZgoEWkBIRX1q0SAtH+ZIK20NKBJJNhxBHLOB30yGK3PLGTmrsUFVUXve+sJ24/ZW0ce0RxK6DoyaYTuE+q2nOQjqYjiHiE1pASkR8RQtH+ZYK20NSt9b91gLppkMUidtfwD0vbjcdw1Wq7MljwGuB9Zo1HYq9HpmU2UeaWytBpG1bzbMVEee0cJTvqbAtVTxQ03QIcSSwurWFbn91O1V355mO4Rp3vbSdxH2B0a0tFL8S6kwyncI91tOYnznLdAwRn9HKyCLiC9q/1vdU2JaqMeAxHUIc2QDsNR2ihMR9BdzxSmB1IANV/L587nw5MF+rpkOw1yWTI5pEPyz9qpEgogWkRMQXFi2yV1oX39FfGyXEAbVNhxDHlpkOcEh3vbSdhHSNZT2SAa/toNqewHydEpdDrc9Npwh8W6jHD3Q2HUPEpyIjtYCUiDinjq3vqbAtoRHq1rrdJmC36RCHVG1PPre9vsN0jIAWs7+Ae1/YZjrGYTV72nSCwDeJGygg3HQMEZ/TAlIi4tTevVo4ytdU2BYTA6SYDiGOBW63ttB9z28jNjMwu5GB4OY3d1BzR2DPRU5aAsnTTacIXNtIYR4Xmo4h4hennw7ff286hYi41datUKOG6RTBR4VtMY3RS+J2W4DA74Ym78zjprcCY2/WQBOZXcD9IwK7W1tIXdtD+4S+5KtbK0Hqggtgut7YEpEK+vJL6NrVdIrgoyquSDRQx3QIcSzwu7WF7h+xjagsrUD0X/3G7KROqjv2+636M1T/ynSKwLOLZL6iu+kYIn6TnGxv1ZGTYzqJiLjRjBlw/vmmUwQfFbZFGqGXw70yI7wsr5nPkpQkltdsRGZEtOlIR1QnNZcb3lHX9mDhuRb/e8Yd3dpCR6trW8IUriOXKNMxRPyqY0f47jvTKUTEbfbvh9xcSEoynST4aJwYAJHAUaZDSDmtrJ7AhDZN+KZJChuqxGF5PEBPADyWRf29qZy1eiHXLpnB0bs2mg17CP97Zhtv31iD3Ei9qQJw3bhdNNjgrhZIjW+h2vewu4PpJIFhL1WZyaWmY4j4XffuMGoUdNbC3yJSDl99BeecYzpFcNJf0wA0BLymQ0gZbUyKpfdVHTi3//mMP7EJ66vG/39R+y/L42F91TqMP7Er5/YfRe+rnmJjUi1DiQ+twYYceo8P3BWcK1NYvsVDw7aajlEhTQebThA4PqMXOQT+iAkRp1q0gL/+0rY/IlI+U6fab4yJ76ljSwRQz3QIKaOJrRvx+LltyAuzC9n8sMO/N5MfZr9h8VP91nS+8XWenPMmPZfN9nvO8nho2FZ+ahdXojgPNd2n7qXp6mzTMSqk5myoNRUymplOYlZ6WCLTm1yh9wklJHg80Lo1/PEHtGplOo2IuEFBgb1VWKNGppMEJxW2NEAvgzu8enoLnuvYyn57vJxFYL43nPwwLw9eeCc746pw+/xJfkpZfk1XZ/PXsX+ajiEOnXyx6QTmPfbkNRx4LM50DJFKc9FFdvdFha2IlMXChXDyyaZTBK8QH4ocDtQ3HULKYGLrRnZRC+Uuaov8//Oe63gdH7U+10fJRAQgLTGel+/saTqGSKVq3x5++MF0ChFxi6lT7TfExD9CvLBtgD0UWQLZxqRYHj+3je8mMlkWj517S0DOuRVxq1dvv5K0KgmmY4hUqvBwe+uf1FTTSUTEDX79FU46yXSK4BXCha0XdWvd4eHz29pzan01B9XjIS/My8PnD/DN+URCXGZsNC/ec63pGCJGdOsGX3xhOoWIBLp166B+fTjC8jDiQAi/tPWxt/mRQLayegLfN6pNvte336r53nC+b3Qiq6rX9el5RULRqFuvYFeNKqZjiBjRpQvMmmU6hYgEumnTNAzZ30K0sA3DHoYsgW5CmyZ4Cwr8cm5vQT7vt7nQL+cWCRVZUZE8f18v0zFEjElKgtxc2L/fdBIRCWRz52r/Wn8L0cK2HhBlOoSUwTdNUo64pU9F5Yd5+aaxJjqIODG6fw+2ptQwHUPEqC5d4MsvTacQkUC1fTtER0NsrOkkwS0EC1sP0NB0CCmDjMhwNlTx79YhG6qmkBkR7ddriASrnIhwnn3gOtMxRIy75hoYP950ChEJVO+8A337mk4R/EKwsK0LqJBxg/VV4rB8tWDUIVgeD+uqpvj1GiLB6t2+3dlUr7bpGCLGVakCtWvDX3+ZTiIigSY/H+bMsUd2iH+FWGHrARqZDiFllOP1VtJ1tOWTSHnleb0Mf7Cv6RgiAeO22+CNN0ynEJFAM2MGnH++VkOuDCH2EtcBYkyHkDKKzM+vpOvkVsp1RILJhGsvYG1jrSouUuiEE2DlSsjMNJ1ERALJO+/A9debThEaQqywVbfWTRruycBjWX69hseyaLgn1a/XEAk2BR4Pwx7Sb2mR/7r2WvjgA9MpRCRQrF5tT1WooTUWK0UIFbYpgH8XIhLfisvNp/5e/771XX9PKnG5WX69hkiw+fiKzvzdoqHpGCIB5/LL4eOPwc/vyYqIS7z5Jtxyi+kUoSOECtvGpgNIBZy1OtWv+9ietWahX84tEqwsYMgj/UzHEAlIUVHQti38/LPpJCJi2oED8NtvcPLJppOEjhApbGsB8aZDSAVcu2S1X/ex7bVkul/OLRKsPr+4E7+3Ptp0DJGAdfPNWkRKRGDSJLjqKvDzBh9ykBApbNWtdaujd+2jw9qteH28kJQ3P48OaxfTdNcmn55XJNgNHqRurcjhNGxoLyC1Y4fpJCJi0ocfQs+eplOElhAobJOBRNMhxIGhMxcQXpDnu0lLlkV4QT5DZ77mm/OJhIgZ57dj0UnHmo4hEvD69bNXQhWR0LRwIRx7LMTGmk4SWkKgsFW31u3qpS3hyTlv+m4sh8fDU3PeoF7aNt+cTyREaG6tSNl06QJz5kAl7VonIgHmjTe0aJQJIVDYasVb94ul57LZDPx2nP1hRTu3//+8+799j6uWzfFRNpHQUXeT3gwSKYuwMLu4nTHDdBIRqWx79thTEZo1M50k9IRAYbvGdABxrAGQxO3zJzF8+stE5eXgzc8r1xm8+XlE5eXwzPSXGDD/Y//EFAlyjwx5B4+fVikXCTb9+sHrr2vrH5FQM3KkurWmhEBhuw/YbjqEOOIBWgHQc9ls5r59G+02LAPsLXsOp/DxdhuWMfft29SpFXGg1R+ruGjqd6ZjiLhCtWrQrh188YXpJCJSWbZvh0WL4PzzTScJTR7LKuN7iZ4UP0fxpyTgNNMhxJEC4DPsNypsK6vXY0KbC/im8UlsqJqCddAcXI9lUX9PKmetWUivJdO1+rGIjyw6sQUnLZpgOkYRixNNRwga6enpJCUlkZaWRmKiFl30hYwM6NEDZs4Er9d0GhHxt7vusldCPv1000mCR3l+N4VIYQvQFqhhOoQ4shL4qdRHMiOiWVc1hRxvBJH5uTTck0pcruZXi/jDBdNfZuYF7U3HAFTY+pIKW/947TWIj4c+fUwnERF/WrMGHnzQ3r9WfKc8v5tCYChyodWmA4hjTYC4Uh+Jy82i5fa1tEn9h5bb16qoFfGjR59+23QEEdfo3x/GjYPsbNNJRMSfnnoKnnjCdIrQFkKF7V5gt+kQ4kgYcJzpECIhr938ZZz19a+mY4i4QmQk3HgjjBplOomI+MuyZRAebu9dK+aEUGEL6toGg6OBGNMhREKeurYiZXfVVTB9OqSnm04iIv7w1FPw2GOmU0iIFba7sTu34l5eoKXpECIh76x5C2n/w1LTMURcISwM7r0Xnn/edBIR8bXvv4cGDaB+fdNJJMQKW9C+tsGgORBtOoRIyBs0WF1bkbLq0gUWL4Zt20wnERFfsSwYOhQefth0EoGQLGx3ABoL5G7hgCYxiJh2/qz5nPTrctMxRFzB44FHHoEhQ0wnERFfmTYN2reH6tVNJxEIycIW1LUNBi2ASNMhRELeI0PeMR1BxDVOOw22b7e3BRERd8vPh5dfhrvvNp1ECoVoYbsN2Gc6hDgSARxjOoRIyLv483m0WrbSdAwR13j8cXuhGRFxt/HjoUcPe59qCQwhWtgCrDUdQBw7BrvAFRFTPMAjQ8aYjiHiGsccA7Gx9oIzIuJOe/bYhW3//qaTyMFCuLBNBTJNhxBHorCHJIuISVd8PJcWf+nNQpGyGjbM7tzu3286iYhUxMCB8PTT9j7VEjhCuLAFzbUNBsdiLyYlIqaEWRYPDRtrOoaIayQlwf/+B4MGmU4iIuX15ZdQtSq0a2c6ifxXiBe2qcAB0yHEkWigmekQIiHvmg9m0nj1JtMxRFyjSxfIyNCQZBE32bMHXnjB7tZK4AnxwtZCXdtg0BLwmg4hEtLC8/N5cPi7pmOIuMqIERqSLOImAwfC4MEQE2M6iZQmxAtbgM1AlukQ4kgs0NR0CJGQ1+e9adTbsNV0DBHXKByS/MgjppOIyJEUDkE+/XTTSeRQVNhioRWSg8Fx6NtZxKzI3DweePY90zFEXKVLF8jM1JBkkYCTnw/z5sGHH7Jv2jxGPp+vIcgBTpUAAJuAbNMhxJF4oInpECIh78a3P6N26k7TMUJSw4YN8Xg8xW7Dhw83HUvKYMQIeOIJDUkWCRhTpkDDhnDWWXDNNSRcdBZfLG9IzIwpppPJYaiwBaAAWGc6hDh2HPaumiJiSnR2DgOfG286Rsh66qmnSE1NLbrdcccdpiNJGSQlwQMPaEiySECYMgUuvxw2FV8QMWrHZvv+KSpuA5UK2yIbgRzTIcSRRKCR6RAiIe+WNz6hxo49pmOEpISEBGrXrl10i4uLMx1JykhDkkUCQH4+3HUXWFbJxwrvu/tu+zgJOCpsi+QD602HEMdao66tiFlx+7O458UJpmOEpOHDh1O9enXatGnDiBEjyMvLO+Sx2dnZpKenF7uJWRqSLGLY99+X6NQWY1mwcaPegQpQKmyL2QDkmg4hjiQB9U2HEAl5t786iSp7VChVpjvvvJOJEyfyzTffcPPNNzN06FAeeOCBQx4/bNgwkpKSim716tWrxLRSmsJVkv/3P9NJREJUaqpvj5NKpcK2mDzs4lbcrbXpACIhL3FfJne+PNF0DNd78MEHSywI9d/bihUrALj33nvp1KkTrVu35pZbbuH555/nlVdeITu79MURH3roIdLS0opuGzdurMxPTQ7hvPMgPh7e0wLjIpUvJcW3x0ml8lhWaYPISzsyVL6AEcCZQLjpIOLI19jzpkXElN1VE2m4bhr7EuP9dg2LE/127kCwY8cOdu3addhjGjduTGRkZIn7ly9fznHHHceKFSto3rz5Ea+Vnp5OUlISaWlpJCYmVjizOJefDz17wn33wWmnmU4jEkLy8ymo3xC2bCaMUkokjwfq1oW1a8HrrfR4oag8v5tUvZWQi10QaREid2uNClsRs6rtSefWUZ/w7P/6mo7iWsnJySQnJ1fouUuXLiUsLIyaNWv6OJX4m9cLY8bApZfCu+/af0eLiP/lWV6eO+ol/rflcruIPbj/5/n/NVxGjlRRG6A0FLlU67AXkxL3qgHUMR1CJOTd9/z7xGYeMB0j6M2fP5+RI0fy22+/sWbNGiZMmMA999xDr169qFq1qul4UgGJifDGG3DDDXBA/4REKsX990Oj+y7FM/kTOOqo4g/WrQuffGK/4yQBSYVtqXKAw6yIJi5xvOkAIiGv5o499B/9qekYQS8qKoqJEyfSsWNHWrZsyZAhQ7jnnnt46623TEcTB5o2tfe3vfnm0ncfERHfGTsWYmPhqquwi9d16+Cbb+CDD+z/rl2rojbAaY7tIUVhz7VV7e9us4CtpkOIhLQtKTVovGYq2dFRPj93sM+xrUyaYxu4Xn7Z7tpqtWQR//jpJ3uE8cSJEKY//QNKeX436Ut3SNnAZtMhxDGtkCxiWp3UnVw/dprpGCKudccdsHo1fPGF6SQiwWfjRnjsMXj7bRW1bqcv32GtBQpMhxBHUoCKLbwiIr7z4PCxRORon3CRivB44JVX4PXX4c8/TacRCR7790O/fvDmm/a8dnE3FbaHdQDQBszup66tiGkNNmyl1/vTTccQca2oKHsO4O23w+7dptOIuJ9l2fPX//c/aNLEdBrxBRW2R7QGStvHSlykLlDNdAiRkPfw0Hfw5uWZjiHiWrVqwXPPwfXXg/4piTgzfDiceiqcc47pJOIrKmyPaD9afCgYqGsrYlrT1Zu46qM5pmOIuNqJJ8K119qdW62ULFIxH30E69fDgAGmk4gvqbAtE3Vt3a8+UMV0CJGQ98iQMXgKtHaBiBNXXgnHHw/33KPiVqS8Pv0Upk6FV1+1569L8FBhWyYZwHbTIcQRD+raiph37F9ruXTK16ZjiLjerbdCgwbw0EMqbkXKavp0+PBDePddCA83nUZ8TYVtma0xHUAcawhoyTsR0wYNHmM6gkhQuOceSEqCp54ynUQk8H31FYweDePHQ0SE6TTiDypsyywd2GE6hDjiAVqZDiES8k747R+6TfvOdAyRoPDQQ1BQYC+EIyKl++47GDkSPvjAXmFcgpMK23JZbTqAONYYiDcdQiTkqWsr4jtPPAF79tgrJotIcT/8YL/xM3EixMSYTiP+pMK2XNKAXaZDiCNhwHGmQ4iEvFMX/MG5s382HUMkKHg89h/ue/bA4MGm04gEjq+/hmeegUmTIC7OdBrxNxW25aa5tu7XFIg1HUIk5A0a/LbpCCJBw+OBIUPshaQGDdKCUiIzZ8LLL9tb+8RrsF5IUGFbbruBPaZDiCNe1LUVMe/M75dw5reLTMcQCSqPPmovKPXAAypuJXR9/jmMGWMPP45VLyNkqLCtEHVt3e9oINp0CJGQp7m2Ir53//1Qvz7ceae9sJRIKPn4Y7tLO2ECROtPvZCiwrZCdmLPtxX3Cgdamg4hEvLOnfsLp/78u+kYIkHnjjvg+OOhb184cMB0GhH/syx45RWYMQPGjYPISNOJpLKpsK0wrZDsfs0BrfkuYpq6tiL+ceON0Ls3XHIJbNpkOo2I/+TkwC23QEaGPQQ5PNx0IjFBhW2F7QD2mQ4hjkQAx5gOIRLyun35PScsWWE6hkhQOvdcePVV6NMHftZC5BKEtm+337zp1s3e19njMZ1ITFFh64jm2rrfMdgFroiYpK6tiP8cfTRMmWLvc/vee6bTiPjOkiXQsyeMGAHdu5tOI6apsHVkK5BhOoQ4Eom6tiLmXTrla45drikeIv6SlGQvqPPXX3DffZCXZzqRiDMffwxPPAGffAIttWyKoMLWB9aaDiCOHYO9mJSImOIBHhnyjukYIkHN64Xhw6FtW7jiCti713QikfIrKIDHHoMff4TJk6FaNdOJJFCosHUsFdhvOoQ4Eo29kJSImHTVR7M5+p/1pmOIBL1rroGHH4ZLL4W//zadRqTs9u2Dq6+2t7MaOVKLRElxKmwds1DXNhi0BLymQ4iENG9BAQ8NG2s6hkhIOPlke5/Pu+6yt0cRCXRr10KPHvZWVjfeaDqNBCIVtj6xGdAmce4WAzQzHUIk5PUeP50G67aYjiESElJS4LPP7LmKzz1n7wMqEojmzYObboJ33oEzzjCdRgKVClufsIB1pkOIYy3RPwkRs8Lz8/nfM1q2VaSyREfb+35GRMBll2m/WwksWVnwv//BuHH2mzD165tOJIFMf8X7zCYg23QIcSQOaGo6hEjIu+Gdz6mzebvpGCIhw+OxhyQPGWIP8Rw7Vt1bMe+XX6BrV2jf3u7UxsWZTiSBToWtzxSgubbB4Djs9VlFxJSonFzuHzHOdAyRkHPMMfDll7Bzp7q3Yk5hl3bUKHuY/EUXmU4kbqHC1qc2ATmmQ4gjCUBj0yFEQt7Nb06h5rZdpmOIhByvF+6/X91bMWPBAujWze7SvvuutvKR8lFh61P5aK5tMGiFurYiZsVkZXPvCxNMxxAJWQd3by+/HDZvNp1IgllWFjz4oN2lnTRJXVqpGBW2PrcByDUdQhxJAhqYDiES8ga8Nolqu/aajiESsgq7t4MHQ79+6t6KfyxYYM+lbdfO/h5Tl1YqSoWtz+UD602HEMdamw4gEvLiMw9w10sTTccQCXnq3oo/FHZpX39dc2nFN1TY+sUGIM90CHGkKqA15UVMu/PlD0lMyzAdQyTk/bd7+9ZbkKc/daSCvvvOnkvbrp3m0orvqLD1i1zs4lbcTV1bEdOqpGVw+6sfmY4hIv+vsHtrWXD++fDppxqeLGW3bJm94vbUqZpLK76nwtZv1qGurdtVB44yHUIk5N3z4gfEZew3HUNE/p/XCzffbBcnf/8NF14I8+aZTiWBbM0a6NsXXnkFRo6E555Tl1Z8T4Wt3+QCmoTifsebDiAS8mrs2sstb0w2HUNE/iM21p4jOWECzJgBPXrAkiWmU0kg2bYN7rwTHn7Y3pt29GioV890KglWHssq4wAST4qfowSjKKAD4DUdRByZDaSaDiES0rbWqk6jtVPJiokudr/FiYYSBZ/09HSSkpJIS0sjMTHRdBxxoU2b4OmnYf9+ePxxaNrUdCIxJT3d7souWQKPPAKnnWY6kbhVeX43qWPrV9kUqCAKApprK2Ja7W27uPHtz0zHEJHDqFsX3nzTLmQefRQGDICtW02nksqUlQUvvmjPo23Xzh6urqJWKosKWz9bxPHkqWPrckmmA4gI8MCz44jMzjEdQ0SOoEUL+PBD6NMHbroJBg2CtDTTqcSf8vPt1Y0vvBBq14ZZs+zFxTwe08kklKiw9aN8vHzBXfxKO9NRxJE/TAcQEaDepm30ee8L0zFEpIxOOQU+/xw6doSrr4a777YXm5LgsWsXPP88nHceZGbCzJn21zpMFYYYoG87P/qVy9hNfWbTjXy91C6VBfxjOoSI/L+Hho0lPFcrzou4hccD554L06fDddfZRdBFF8GUKdoH181+/RVuuAH694dmzWD2bHvoeWSk6WQSylRt+UkBHuZwBwA7qcViTjGcSCrmT7Rtk0jgaLRuC1d/ONN0DBGpgBNPhLfegnHjYONG6NIFnnoKUrUciSvs3w9jx9pft48+slc6njIFune3t4ASMU2FrZ8s5mK28+9ygLPpTgGaaOAuOcAK0yFE5D8eGfIOYfn5pmOISAVVqQJ33QVz50L79nDPPXDttfDtt1DGvTqkEq1cCffdB5deanfgP/vMXvFYq15LoFFh6wcWMJs7i923laP4jbZmAkkF/YW9H7GIBJLm/6zn8k++Mh1DRBzyeOCcc2DiRHjmGfj6a3uu5muv2dvFiDn5+faKxj16wPDh0LOnPX+2b1+IiTGdTqR04aYDBKPfuJBUjilx/yy604aFBhJJ+eViF7YiEogGDR7Dx1d01tuzIkGibl148knIybE7gtdeCzVq2PNxzz0X4uNNJwx++fkwf75d0C5ebK9wPGYMVKtmOplI2aiw9YPZ3FXq/ZtpwO8cTyt+q+REUn4rgGzTIUTkEFr9sYqLpn4Hl5xkOoqI+FBkJFx5pX3buBG++AJ697a7u+edZ8/nPOoo0ymDx7599sJP06bBtm1w+ulwzTV2B11b9YjbeCyrjLMZPCl+jhIc/uAc3uT9Qz7egNUM5OlKTCTllwdMxl4RWUQC1aITW9B2kUZW+Ep6ejpJSUmkpaWRmJhoOo5IMYUF2Bdf2ItNtWtnF7knnKACrLw2bbIL2dmz7deuSxfo1k1vGEhgKs/vJhW2PvY801jH4TsItzGCY1heSYmk/P4EfjUdQkTKQivN+IwKW3GLg4fMLl0KRx9tD1nu1AmiokynCzyWBUuW2K/X/PlQp46GeIt7lOd3k4Yi+9DfnHHEohZgFhepsA1Y+cAfpkOIiIjIIXi9cMYZ9g3g77/tDuQrr9iFbZs20LatfatZ02xWEzIz7YJ/0SJYuBC2brW3WureHR59VFvzSPBSYetDM7mnTMetpjkrac7R/O3nRFJ+K4EDpkOIiIhIGTVvbt8GDrSLut9+s4u6iRNhxw6IjbWHLAdjsfvfInbnToiL+/fzvfpqSE42nVKkcqiw9ZHVnMIq2pX5+Fl0V2EbcApQt1ZERMS94uLs+bftDvqT7OBi96OPYPt2dxa7KmJFDk+FrY+UtVtb6G+OYy2NacQaPyWS8lsNZJoOISIiIj5UlmJ3165/H4uPt+ehpqT8+9/C/09I8P1iVVlZ9oJYqamwZUvx/y/M5fFAdDQcf7yKWJFD0eJRPrCe43mOmeV+XkuWcgsjfR9IKqAA+AzYZziHiJSLFo/yGS0eJWLbt69koVn43/T0f3/sxMZCTAyEh0NEhP3fg28FBZCbC3l59q3w/3Ny7GsUio6G2rVLFtN16th7yGrVZwllWjyqkpW3W1toOSewkfrUY4OPE0n5rUNFrYiIiCQk2LdmzQ5/3P79kJ1devGal2cv0lRa0RsR4Z/Or0ioU2Hr0CaOZTnnVvj5s+jOjbzmw0RSfhawzHQIERERcZHYWPsmIoEhzHQAt5vNXVgOXsbfOIlU6vgwkZTfBiDNdAgREREREakgFbYObOVoltLV4Vk8zKK7T/JIRalbKyIiIiLiZipsHZjNnVg43+V6MaeynVo+SCTltxHYbTqEiIiIiIg4oMK2gnbQgEVc4pNzWYQxx3HnVypG3VoREREREbdTYVtBc7iDAh+uvbWAduyius/OJ2WxBdhpOoSIiIiIiDikwrYCdnMUC7jCp+csIJy56tpWst9MBxARERERER9QYVsBcxlAPpE+P+/PdGAvVXx+XinNVmC76RAiIiIiIuIDKmzLKY2azOdqv5w7jwi+4gK/nFv+S3NrRURERESChQrbcvqK28gj2m/n/5GzSCfRb+cXgB1AqukQIiIiIiLiIypsy2Ef1fmR3n69Ri6RfEMXv15D1K0VEREREQkmKmzL4RtuJodYv1/nO84hkzi/Xyc07QY2mQ4hIiIiIiI+pMK2jPaTxPf0rZRr5RDNPM6rlGuFHnVrRURERESCjQrbMprHjWSRUGnX+5bOHCCm0q4XGvYC602HEBERERERH1NhWwZZxPEt/Sr1mgeI4zvOqdRrBj91a0VEREREgpEK2zL4jhvYT9VKv+43dCGbqEq/bnBKB9aZDiEiIiIiIn6gwvYIcojhG24ycu1MEviBs4xcO/j8DlimQ4iIiIiIiB+osD2CH+hNBjWMXf8rzieHCGPXDw4ZwBrTIURERERExE9U2B5GLpF8xa1GM+yjCvM502gG9/sdKDAdQkRERERE/ESF7WHM52rSqW06BnO5kFzCTcdwqf3AKtMhRERERETEj1TYHkI+4czldtMxANhLdX6lnekYLvUH6taKiNsNGTKEdu3aERsbS5UqVUo9ZsOGDXTt2pXY2Fhq1qzJ/fffT15eXuUGFRERMUSF7SEs4Ar2UNd0jCKz6UY+XtMxXOYA8I/pECIijuXk5HDFFVdw662lT4/Jz8+na9eu5OTk8NNPP/Hee+/x7rvv8thjj1VyUhERETNU2JaigDBmc4fpGMXsoiaLONV0DJf5E8g3HUJExLEnn3ySe+65h1atWpX6+OzZs/nzzz95//33OeGEE7jgggt4+umnee2118jJyanktCIiIpVPhW0pFtGDnTQyHaOEWXSnAI/pGC6RDawwHUJEpFLMnz+fVq1aUatWraL7unTpQnp6OsuXLy/1OdnZ2aSnpxe7iYiIuJUK2/8owMNs7jQdo1TbSWEpJ5uO4RJ/AppbJiKhYevWrcWKWqDo461bt5b6nGHDhpGUlFR0q1evnt9zioiI+IsK2//4ja5spZnpGIc0U13bMshB3VoRCXQPPvggHo/nsLcVK/z3s+yhhx4iLS2t6LZx40a/XUtERMTftIfMQSxgFneZjnFYqdTjD06gNUtMRwlgK7CLWxGRwHXffffRt2/fwx7TuHHjMp2rdu3aLFiwoNh927ZtK3qsNFFRUURFRZXp/CIiIoFOhe1B/uA8NnOc6RhHNJOLVNgeUi72MGQRkcCWnJxMcnKyT851+umnM2TIELZv307NmjUBmDNnDomJiRx77LE+uYaIiEgg01Dkg8zkbtMRymQjjfiT0lfGlH+wF44SEQkeGzZsYOnSpWzYsIH8/HyWLl3K0qVLycjIAOC8887j2GOPpXfv3vz222/MmjWLQYMGMWDAAHVlRUQkJKhj+//+ohMbaGM6RpnN5CKO5XfTMQJMPlD66p8iIm722GOP8d577xV93KaN/fvqm2++oVOnTni9Xr744gtuvfVWTj/9dOLi4ujTpw9PPfWUqcgiIiKVymNZllW2I1P8HMWsF/mMNS7bJ/YOnqEZf5mOEUD+AhYc8SgRKZ/MiGjWVU0hxxtBZH4uDfekEpebZTqWrYy/wuTI0tPTSUpKIi0tjcTERNNxREREyvW7SR1bYCWnu66oBXtfWxW2hdStFfGlldXrMaHNBXzT5CQ2VEnB8vy7GrvHsqi/N5WzVi/k2iUzOHqXVtMVERERs1TY4p65tf/1D8eyhqY0ZpXpKAFgNZBpOoSI621MqsXD5w/g+0Yn4i3IJz/MW+IYy+NhfdU6jD+xK++edBEd1i5m6MzXqJe2zUBiERERkXINRY73cxQz1nIyL/CN6RgVVpf1tOAP0zGM8pDPOdxMHFtNRxFxtYmtz+Pxc28mL8xLvrfs73t68/MIL8jnyTlv0nPZbD8mLIWGIvuMhiKLiEig8dNQ5ODshs1koOkIjmyiAZtoYDqGUacwTkWtiEOvnn4lz3W8zi4UDxp2XBb53nDyw7w8eOGd7Iyrwu3zJ/kppYiIiEjpQnq7n4204U+6mo4hDngo4Dz+r737D66qvPM4/rn3hgSJJPyQhEQTkiBgoQRS0QwM7pLZSECk6+wMLY5kgzPOKiJODD+MVQm1hM1C3bUIyFp3DHXtgp1daTsL1DQNoksai5DBxaGiRhI3vxRJAqEk5N67f0Ay8jvhnnOfc5L3ayZ/cO/lOZ88c2Zuvuc55/usMx0DcLXt6bPPF7VSn4vaHhf+30//+u+1I/1ei5IBAAD0jisL2/ZBg3UkLlWHEsbrSFyq2gcNvqFx9ug5i5Mh3DL0K8Xrz6ZjAK5VFxuvonsfte6W3mBQq+99THWx8daMBwAA0AuuaR5ldYfOek3SR3rAxsSwX1CzVWw6BOBqP5qzVF1e342v1F7K41GX16cfzVmqN3astmZMAACA63B8YWtXh87f6VkF3blgjQvS9Wvdqo9MxwBc69jIJL2X+j3Lx/X7IvRe6vf06cjbdPuJLy0fHwAA4FKOruy2p89W9iNbtD85XZKuWNR+W/f7+5PTlf3IFm1Pn33FzzVrnA7pB9aGRdixWguE5s2MufIF/LaM7Qv49e8Z99kyNgAAwKUcW9humv4DFd73pDoiIvu07YR0frWgIyJShfc9qU3TLy9g39EzCuraRTKc7TvaozE6YDoG4GoVY6dd94LhjfJ7fapIm2bL2AAAAJdyZGFrZ4fOExqjP2lRqBFh2Bz9xHQEwNVOR96k2mEJth6jdnjCDTf3AwAA6AvHFbZ2d+gsU6ECGmTN2DBinCqUpv2mYwCudnzY6Iua8Nkh6PHoi+H2Fs8AAACSAwtbOzt0tihRVXrYmnFhDKu1QOg6feG5wBeu4wAAgIHNUYVtd4fOvj5Tez3dHTrfHPmsuhRl6dgIr1Tt13hVmI4BuF6k/1y/Og4AABjYHFXY2t2h878yZtgyNsKH1VrAGiknG+Sx6pGPq/AEg0o52WDrMQAAACSHFbZ2d+hsSDtpy9gIjyQd0ETtMR0D6Beiz51Vcou9RWfyyQZFnztr6zEAAAAkBxW24ejQeWb4GXUN6rL1GLDPHK01HQHoV7I+O2DrXTJZn7MlFwAACA/HFLbh6NApj9Q+vN3eY8AWCfpI39VvTMcA+pWHDu229S6ZRYd22TI2AADApRxT2Iarc2bAFwjLcWCtHBXLK3ufBwQGmnEn6nRPzUH5/NbeyeLzd+memoO6/cSXlo4LAABwNY4pbMPVOdPrd8yvjF6K05+VoV+ZjgH0S+v2bFZEwG/p3uERAb/W7dlszXgAAAC94JgqLxwdOhWUok9G23sMWG6a3pRXrLQDdkhqbdKPy/7V0r3DXyjbqqTWJmvGAwAA6AXHFLbh6NA55OQQRZyzdo9c2O+AHlLAOacq0O8sPPyOVrz7i/P/uNELjBf+38p3t+mHh8ssSgYAANA7jqoW7OzQ6Ql4FP95nC1jw17NmqBDWmA6BtCvPVH5lkp2bVRUV2efn7n1+bsU1dWpf9r1My2t5LEBAAAQfo4qbO3s0Bn0BjXmULItY8N+v9OzCsjmrtnAALfw8Dv6/WuPa0btYUm67oXG7vdn1B7W7197nJVaAABgjKPuy+3u0Lk/OV1+n3XRfH6/RtaO1NATQy0bE+HVoMn6X31f6fq16ShAv5bU2qQ3dqzWsZFJejNjrirSpql2eMJF27F5gkEln2xQ1ucHtOjQLrofAwAA4zzBYC8fqLJ7j9kL6mLjlf3IFnVERFpzzGBQUV2dWvXacVW3PhX6eDAmSR9qlaaZjgEMOO2DBuuL4Qnq9A1SpP+cUk42KPrcWdOxzrO76eAA0tbWptjYWLW2tiomJsZ0HAAA+vTd5KhbkSX7OnQuaC3RIJ2xZkwYUac79bHmmI4BDDjR585qUnONMho+0aTmGucUtQAAABc4rrCV7OnQGaNmzdDPLUoIU/boedMRAAAAADiMIwtbyZ4Ondlarwh1WB0VYVSjGfpEWaZjAAAAAHAQxxa2kvUdOoepXpl63Z6wCBtWbQEAAAB8m+OaR12NVR06T2iMXtAxBTQoHLFhk3zN1Fj9j+kYAEyjeZRlaB4FAHCavnw3uaaw/bZQO3S+odf1gRbbFxC2m6jdWqL7TMcAYBqFrWUobAEATtOX7yZH7WPbW90dOm9UjtbpT8pVUD4LUyGcPtZcHdc0jdEB01EAAAAAGOboZ2ztEqdjytBbpmMgRO/oWdMRAAAAADjAgCxsJSlHxfIoYDoGQnBYf6v/02TTMQAAAAAYNmAL20Qd0WTtNB0DIfGwagsAAABg4Ba2kjRHa01HQIgOaYEadYfpGAAAAAAMcmXzKKsk6ZAm6r/1seaZjoIbFJRXZXpGucozHQUAXK17k4S2tjbDSQAAOK/7O6k3G/m4crsfK9UoU/+sP5qOgRB41aXnNEGj9LnpKADCje1+LPPll18qKSnJdAwAAC5TV1en22677ZqfGfCFrSS9rDJ9omzTMRCCGfq5HtQ/mI4BINwobC0TCARUX1+voUOHyuOi7/y2tjYlJSWprq6O/XdDxFxah7m0DnNpDbfOYzAY1KlTp5SYmCiv99pP0Q7oW5G7zdFaCluXq1KecvQTjVCd6SgA4Eper/e6V8OdLCYmxlV/rDkZc2kd5tI6zKU13DiPsbGxvfrcgG4e1W2c3lWa3jMdAyHwK1LlWmU6BgAAAAADKGwvoEOy++3XI2rVaNMxAAAAAIQZhe0F39E7StYHpmMgBF0arD9ohekYAIAwioqKUlFRkaKiokxHcT3m0jrMpXWYS2sMhHmkedS3fKT5elW/MR0DIYhUu9YoRUP1tekoAMKB5lEAAECs2F7ku/qtblW16RgIQaeitVf5pmMAAAAACCMK22/xSMpRsekYCNE+LdMZDTMdAwAAAECYUNheYor+U6P1sekYCMFZxehdLTMdAwAAAECYUNhewqugZmud6RgI0V7l6y8aajoGAAAAgDCgsL2CO/UfukWfmo6BEJzRCL2vJaZjAABsVFxcrBkzZmjIkCEaNmzYFT9TW1urefPmaciQIYqLi9PKlSvV1dUV3qAulJKSIo/Hc9FPSUmJ6ViusHnzZqWkpGjw4MHKzMzUBx+w60ZfrVmz5rLz74477jAdyxX27dun+fPnKzExUR6PRzt37rzo/WAwqNWrVyshIUE33XSTsrOzdezYMTNhLUZhewVeBTRb/2g6BkL0By1Xh4aYjgEAsElnZ6cWLFigJUuufCHT7/dr3rx56uzs1P79+7Vt2zaVlpZq9erVYU7qTi+88IIaGhp6fpYt4zGf69mxY4cKCgpUVFSkgwcPasqUKcrJyVFzc7PpaK4zadKki86/999/33QkV2hvb9eUKVO0efPmK76/fv16bdy4UVu3blVVVZWio6OVk5Ojs2fPhjmp9dju5yr8itCP9alOaozpKAjB3ylfWfqZ6RgA7MJ2P5BUWlqq/Px8tbS0XPT67t27df/996u+vl7x8fGSpK1bt+rpp5/WV199pcjISANp3SElJUX5+fnKz883HcVVMjMzddddd2nTpk2SpEAgoKSkJC1btkyFhYWG07nHmjVrtHPnTlVXV5uO4moej0dvv/22HnjgAUnnV2sTExO1fPlyrVixQpLU2tqq+Ph4lZaWauHChQbTho4V26vwqUvZWm86BkJUrpU6p/67ETUA4OoqKys1efLknqJWknJyctTW1qYjR44YTOYOJSUlGjlypDIyMrRhwwZu4b6Ozs5Offjhh8rOzu55zev1Kjs7W5WVlQaTudOxY8eUmJiotLQ0PfTQQ6qtrTUdyfVqamrU2Nh40TkaGxurzMzMfnGOUthew3T9m2JUbzoGQtCqW/VHPWw6BgDAgMbGxouKWkk9/25sbDQRyTWefPJJbd++XRUVFXr00Ue1bt06rVq1ynQsR/v666/l9/uveM5xvvVNZmamSktLtWfPHr3yyiuqqanRPffco1OnTpmO5mrd52F/PUcpbK9hkDr0N/qp6RgIUZkK5VeE6RgAgF4oLCy8rGnMpT9Hjx41HdOV+jK3BQUFmjVrltLT0/XYY4/pxRdf1Msvv6yOjg7DvwUGgrlz52rBggVKT09XTk6Odu3apZaWFr311lumo8HB+Gv/OmZqq8pUqNOKMx0FN+ikxugD5Wq6XjcdBQBwHcuXL9fixYuv+Zm0tLRejTV69OjLOtI2NTX1vDfQhDK3mZmZ6urq0hdffKEJEybYkM79brnlFvl8vp5zrFtTU9OAPN+sNGzYMI0fP16ffsquJaHoPg+bmpqUkJDQ83pTU5OmTp1qKJV1KGyvI1J/UZb+Rb+lS7KrlekZ3a1fyCe/6SgAgGsYNWqURo0aZclY06dPV3FxsZqbmxUXd/4CdVlZmWJiYjRx4kRLjuEmocxtdXW1vF5vzzzicpGRkbrzzjtVXl7e06wnEAiovLxcTzzxhNlwLnf69Gl99tlnys3NNR3F1VJTUzV69GiVl5f3FLJtbW2qqqq6and5N6Gw7YW/0iaVa6XOaITpKLhBX2mcDuqHuku/NB0FAGCR2tpaffPNN6qtrZXf7+/poHr77bfr5ptv1uzZszVx4kTl5uZq/fr1amxs1HPPPaelS5cqKorGgldTWVmpqqoqZWVlaejQoaqsrNRTTz2lRYsWafjw4abjOVpBQYHy8vI0bdo03X333XrppZfU3t6uhx+m30dfrFixQvPnz9eYMWNUX1+voqIi+Xw+Pfjgg6ajOd7p06cvWtmuqalRdXW1RowYoeTkZOXn52vt2rUaN26cUlNT9fzzzysxMbHnYoyb9X67HwAAAAdZvHixtm3bdtnrFRUVmjVrliTp+PHjWrJkifbu3avo6Gjl5eWppKREERFc27+agwcP6vHHH9fRo0fV0dGh1NRU5ebmqqCggAsCvbBp0yZt2LBBjY2Nmjp1qjZu3KjMzEzTsVxl4cKF2rdvn06cOKFRo0Zp5syZKi4u1tixY01Hc7y9e/cqKyvrstfz8vJUWlqqYDCooqIivfrqq2ppadHMmTO1ZcsWjR8/3kBaa1HYAgAAAABcja7IAAAAAABXo7AFAAAAALgahS0AAAAAwNUobAEAAAAArkZhCwAAAABwNQpbAAAAAICrUdgCAAAAAFyNwhYAAAAA4GoUtgAAAAAAV6OwBQAAAAC4GoUtAAAAAMDVKGwBAAAAAK72/3hEOYA80R42AAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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JH5eYmEhycjLLli074XHLli2jVq1aJCQkHNduQVkKcnSh6fF4aNmyJc8++2yBx9apU+eEeQpy9913M2XKFO69917OPPNMEhMTcTgc9OnTp9S/UyIiIiKhToWtj+Qu1FNYwXgiVatWpUKFCrjdbrp06XLCYxs2bMivv/5KTk5OXk/esQoblpq75UlUVFSR7dSrV481a9Ycd/uqVatO+Ljcx4LdQ3ysgm4rzEcffUSDBg345JNP8n1NuSsOH6ugvKtXr863CnNZzJ8/n7179/LJJ5/kLSYEsGHDhjKdt2HDhliWRUpKCk2aNDnhcUDeImGFKezn37BhQ7799lvOPvvsEy4ClvvzW7NmTb5tcnbv3l2sXu1cxf15XH/99TzzzDN88cUXzJo1i6pVqxbr76hXr168/vrr/Pjjj5xzzjnH3b9gwQI2btzIgAEDip25KA0bNuTPP//k/PPPP+Hw73r16uHxeNiwYUO+nuuCfv8/+ugjbrjhhnwrMGdmZrJ//36v5RYREREJNZpj6wPff/89jz/+OCkpKcWag3osp9PJFVdcwccff1zg9jS7d+/Ou37FFVewZ88eXnzxxeOOy+1Zyl1F9dgXxtWqVaNTp068+uqr7Nix44Tt9OjRg19++YXffvst3/2F9fYdrWbNmrRo0YKpU6dy8ODBvNt/+OEHli9fXuTjc+X2oB3dY/brr7+ycOHCAo//7LPP8m0P89tvv/Hrr79y4YUXFrvNkubJzs7mpZdeKtN5L7/8cpxOJ6NHj8537ty2cofCnnrqqaSkpDBx4sTjfrZHPy4+Ph44/uffu3dv3G43jz/++HEZXC5X3vFdunQhKiqKF154Id95J06cWKKvq7g/j1atWtGqVSveeOMNPv74Y/r06VOsofYPPvggcXFxDBgwIN9wYbDnk99+++2UK1eOBx98sES5T6R3795s27aN119//bj7MjIyOHToEHDkDa5jfzdeeOGF4x7ndDqP+7m/8MILxdp+SkRERCRcqce2jGbNmsXKlStxuVzs3LmT77//nrlz51KvXj1mzpxJbGxsqc47fvx45s2bR/v27bn11ls5+eST2bdvH4sXL+bbb79l3759gN27NXXqVO6//35+++03OnTowKFDh/j222+58847ueSSS4iLi+Pkk0/m/fffp0mTJlSqVIkWLVrQokULJk+ezDnnnEPLli259dZbadCgATt37mThwoVs3bqVP//8E4CHHnqIadOm0b17dwYNGpS33U+9evWKHP4J9j6kl1xyCWeffTY33ngjqampvPjii7Ro0SJfsXsivXr14pNPPuGyyy6jZ8+ebNiwgVdeeYWTTz65wHM0atSIc845hzvuuIOsrCwmTpxI5cqVeeihh0rwkyjcWWedRVJSEjfccAP33HMPDoeDadOmHVeUlFTDhg0ZM2YMQ4cOZePGjVx66aVUqFCBDRs28Omnn3LbbbcxePBgIiIiePnll7noooto3bo1N954I8nJyaxcuZIVK1bwzTffANC2bVsA7rnnHrp164bT6aRPnz507NiRAQMGMG7cOJYuXcoFF1xAVFQUa9as4cMPP2TSpElceeWVefv6jhs3jl69etGjRw+WLFnCrFmzjpuDeiIl+Xlcf/31DB48GKDIYci5GjduzNtvv821115Ly5Ytufnmm0lJSWHjxo28+eab7Nmzh/feey+vp9sbrrvuOj744ANuv/125s2bx9lnn43b7WblypV88MEHfPPNN7Rr1462bdtyxRVXMHHiRPbu3Zu33c/q1auB/L3qvXr1Ytq0aSQmJnLyySezcOFCvv32WypXruy13CIiIiIhx+/rMIeI3O1+ci/R0dFWjRo1rK5du1qTJk3K207kaIVt9zNw4MAC29i5c6c1cOBAq06dOlZUVJRVo0YN6/zzz7dee+21fMcdPnzYeuSRR6yUlJS846688kpr3bp1ecf8/PPPVtu2ba3o6OjjthdZt26ddf3111s1atSwoqKirFq1alm9evWyPvroo3ztLFu2zOrYsaMVGxtr1apVy3r88cetN998s1jb/ViWZc2YMcNq1qyZFRMTY7Vo0cKaOXOmdcUVV1jNmjXLOyZ3a5gJEyYc93iPx2ONHTvWqlevnhUTE2O1adPG+vLLL60bbrihwC2DJkyYYD3zzDNWnTp1rJiYGKtDhw7Wn3/+me+cBW23Y1kF/6wK8tNPP1lnnHGGFRcXZ9WsWdN66KGHrG+++cYCrHnz5h13vuJs95Pr448/ts455xwrPj7eio+Pt5o1a2YNHDjQWrVqVb7jfvzxR6tr165WhQoVrPj4eKtVq1bWCy+8kHe/y+Wy7r77bqtq1aqWw+E47ut67bXXrLZt21pxcXFWhQoVrJYtW1oPPfSQtX379rxj3G63NXr0aCs5OdmKi4uzOnXqZP31119WvXr1ir3dT3F+Hrl27NhhOZ1Oq0mTJic8d0GWLVtm9e3b10pOTs77e+jbt6+1fPny444t6c+lY8eOVvPmzfPdlp2dbT355JNW8+bNrZiYGCspKclq27atNXr0aCstLS3vuEOHDlkDBw60KlWqZJUvX9669NJLrVWrVlnAcdsK3XjjjVaVKlWs8uXLW926dbNWrlxZrO+1iIiISLhyWFYZu5dEyqB169ZUrVqVuXPneu2cGzduJCUlhQkTJuT1+klw2bNnD8nJyYwYMaLQFbtDwdKlS2nTpg3vvPNOqaYtiIiIiIhNc2zFL3JycnC5XPlumz9/Pn/++SedOnUyE0oC1ltvvYXb7ea6664zHcVrMjIyjrtt4sSJRERE5Ft8TERERERKTnNsxS+2bdtGly5d6NevHzVr1mTlypW88sor1KhRg9tvv910PAkQ33//PX///TdPPPEEl156qddWsA4ETz31FH/88QedO3cmMjKSWbNmMWvWLG677bZSbQskIiIiIkeosBW/SEpKom3btrzxxhvs3r2b+Ph4evbsyfjx47UojuR57LHH+Pnnnzn77LMLXDE4mJ111lnMnTuXxx9/nIMHD1K3bl1GjRrFI488YjqaiIiISNDTHFsREREREREJappjKyIiIiIiIkFNha2IiIiIBIz+/fuH1BoLIuIfKmxFRERExKccDkexLvPnzzcdtVA7d+5k8ODBNGvWjHLlyhEfH0/btm0ZM2YM+/fvNx1PJOwVf46tI9nHUSSUzLyoM5fMfLlYx950RyxdX4nxcaLw9OLD8FOXYhzoAt4FDvo4UDgqZ8GLB6Bi0U+1nb//ge/Pv8QPoUKIlokQCQrvvPNOvs+nTp3K3LlzmTZtWr7bu3btSqVKlfB4PMTEBM5rg99//50ePXpw8OBB+vXrR9u2bQFYtGgRM2bM4KyzzmLOnDmGU4qENxW24nXZUVGc/PeXrGtUr1jHV9jj4NnGFSi/3+HjZOFl9UkwaiJYxR2XsQaY68NA4ap/BlycXezDP7nsWi777CsfBgoxKmxFgtJdd93F5MmTCYY1TPfv30+LFi1wuVzMnz+fZs2a5bt/586dvP766zz66KOGEooIaCiy+MBz991Q7KIW4EAVi09GZvowUfixgKl3lqCoBWgM6P0r70p2w4XFL2oBHnjmCTIDqJdCRMTfjp1ju3HjRhwOB08//TSTJ0+mQYMGlCtXjgsuuIAtW7ZgWRaPP/44tWvXJi4ujksuuYR9+/Ydd95Zs2bRoUMH4uPjqVChAj179mTFihVF5nn11VfZtm0bzz777HFFLUD16tWPK2pfeuklmjdvTkxMDDVr1mTgwIHHDVfu1KkTLVq0YNmyZXTs2JFy5crRqFEjPvroIwB++OEH2rdvT1xcHE2bNuXbb7/N9/hRo0bhcDhYuXIlvXv3JiEhgcqVKzNo0CAyM/O/rpoyZQrnnXce1apVIyYmhpNPPpmXXz5+ZN2iRYvo1q0bVapUIS4ujpSUFG666aZ8x8yYMYO2bdtSoUIFEhISaNmyJZMmTSry+yjiaypsxav+rV6FJx65vcSP++aubLae5PZBovD0fxfAuuP/9xbtHEAd595zUyZElewhGxrU57n77vRNHhGRIDZ9+nReeukl7r77bh544AF++OEHevfuzaOPPsrs2bN5+OGHue222/jiiy8YPHhwvsdOmzaNnj17Ur58eZ588kmGDx/O33//zTnnnMPGjRtP2O7MmTOJi4vjyiuvLFbOUaNGMXDgQGrWrMkzzzzDFVdcwauvvsoFF1xATk5OvmNTU1Pp1asX7du356mnniImJoY+ffrw/vvv06dPH3r06MH48eM5dOgQV155JQcOHDiuvd69e5OZmcm4cePo0aMHzz//PLfddlu+Y15++WXq1avHsGHDeOaZZ6hTpw533nknkydPzjtm165dXHDBBWzcuJEhQ4bwwgsvcO211/LLL7/kHTN37lz69u1LUlISTz75JOPHj6dTp0789NNPxfreiPhSpOkAElqGjrufAwnlS/w4TyRMey6Tod3jfZAqvGTEwYybij6uQFWBpsBKLwYKV21yoK2rVA994pEHuOHt96i5418vhxIRCV7btm1jzZo1JCYmAuB2uxk3bhwZGRksWrSIyEj7Ze3u3buZPn06L7/8MjExMRw8eJB77rmHW265hddeey3vfDfccANNmzZl7Nix+W4/1j///EOTJk2Ijo4uMuPu3bsZN24cF1xwAbNmzSIiwu5DatasGXfddRfvvPMON954Y97x27dv591336Vv376APce4WbNmXHPNNfz888+0b98egJNOOolu3brx8ccf079//3xtpqSk8PnnnwMwcOBAEhISeOmllxg8eDCtWrUC7N7fuLi4vMfcdddddO/enWeffZaBAwcC8PPPP5OamsqcOXNo165d3rFjxozJu/7VV1+RkJDAN998g9PpLPL7IeJP6rEVr1nUtgVv33BpqR+/rJuLxT1zij5QTuiza2B/5TKc4Ayg6P/dciJOC24s/fD6Q+XLM3TcCC8GEhEJfldddVVeUQvkFX39+vXLK2pzb8/Ozmbbtm2A3cu4f/9++vbty549e/IuTqeT9u3bM2/evBO2m56eToUKFYqV8dtvvyU7O5t77703r6gFuPXWW0lISOCrr/KvoVC+fHn69OmT93nTpk2pWLEiJ510Ut7Xd/TXun79+uPazC1Mc919990AfP3113m3HV3UpqWlsWfPHjp27Mj69etJS0sDoGLFigB8+eWXx/Us56pYsSKHDh1i7lwtyiGBR4WteM09zz+CFVG2X6lpz2Xiigr8hSQC1c5kmHV5GU9SDmjrjTRh7MJsqO0p0ymmXt+XX0/XD0JEJFfdunXzfZ5b5NapU6fA21NTUwFYs2YNAOeddx5Vq1bNd5kzZw67du06YbsJCQkFDgEuyKZNmwC7QD1adHQ0DRo0yLs/V+3atXE48s8BSkxMLPJrOlrjxo3zfd6wYUMiIiLyDbH+6aef6NKlC/Hx8VSsWJGqVasybNgwgLzCtmPHjlxxxRWMHj2aKlWqcMkllzBlyhSysrLyznPnnXfSpEkTLrzwQmrXrs1NN93E7Nmzi/y+iPiDhiKLV0y/phcLz2pT5vP829jD7Huy6fWMFs8pjXcGQI43eltbAX8DaV44V7hJ8EBvLyyG5nAwaNJ4fj7rAiKCYNVQERFfK2zoa2G356647PHYbzROmzaNGjVqHHfc0b29BWnWrBlLly4lOzu7WMORS6K0X9OJHFsor1u3jvPPP59mzZrx7LPPUqdOHaKjo/n666957rnn8r4/DoeDjz76iF9++YUvvviCb775hptuuolnnnmGX375hfLly1OtWjWWLl3KN998w6xZs5g1axZTpkzh+uuv5+233y7hVy/iXeqxlTI7VC6Oh58cXPSBxfTJiEzSqpWttyscLW8Di8720smcgLfOFW6uyYKSTzMv0K9nnMb0a6/yzslERMJUw4YNAahWrRpdunQ57tKpU6cTPv6iiy4iIyODjz/+uMi26tWzd4VYtWpVvtuzs7PZsGFD3v3elNsjnWvt2rV4PJ68laW/+OILsrKymDlzJgMGDKBHjx506dIl3/Dko51xxhk88cQTLFq0iOnTp7NixQpmzJiRd390dDQXXXQRL730EuvWrWPAgAFMnTqVtWvXev1rEykJFbZSZuOH3Mq22se/A1paGQnw/hPa/qckPBEw9Q4vn7Q+UKeogySf+m44v2Tb+xTl4SdHczBei6qJiJRWt27dSEhIYOzYsQXOHd29e/cJH3/77beTnJzMAw88wOrVq4+7f9euXXkLLHXp0oXo6Gief/75fL2rb775JmlpafTs2bOMX83xjl7ZGOCFF14A4MILLwSO9P4enSctLY0pU6bke1xqaupxPcKtW7cGyBuOvHfv3nz3R0RE5C1QdfSQZRETNBRZymRT3Zo8Pbi0S/AWbv5NOXR52U2DxVpxrzjmXgRbU3xw4rOBDwB1oBfPTRl2b7cX7aiZzLih9/HEo2OKPlhERI6TkJDAyy+/zHXXXcepp55Knz59qFq1Kps3b+arr77i7LPP5sUXXyz08UlJSXz66af06NGD1q1b069fP9q2tddAWLx4Me+99x5nnnkmAFWrVmXo0KGMHj2a7t27c/HFF7Nq1SpeeuklTjvtNPr16+f1r2/Dhg1cfPHFdO/enYULF/LOO+9wzTXXcMoppwBwwQUX5PWyDhgwgIMHD/L6669TrVo1duzYkXeet99+m5deeonLLruMhg0bcuDAAV5//XUSEhLo0aMHALfccgv79u3jvPPOo3bt2mzatIkXXniB1q1bc9JJJ3n9axMpCRW2UiaDn36IzLhYr5/XioCpkzIY1cFLYzpD2MEK8NH1Pjp5JaA5sNxH5w8lZ+ZAC9/sxfzMA3dx85vTaLBhU9EHi4jIca655hpq1qzJ+PHjmTBhAllZWdSqVYsOHTrk236nMO3bt+evv/5iwoQJfPXVV0ybNo2IiAhOOukkhgwZwl133ZV37KhRo6hatSovvvgi9913H5UqVeK2225j7NixREWVcHPzYnj//fcZMWIEQ4YMITIykrvuuosJEybk3d+0aVM++ugjHn30UQYPHkyNGjW44447qFq1KjfddKRzomPHjvz222/MmDGDnTt3kpiYyOmnn8706dNJSbHfPe/Xrx+vvfYaL730Evv376dGjRpcffXVjBo1Kt8q0CImOKzizEIHcCT7OIoEmx/OPY1OP0zzaRt394njrPe198yJTLkL5lziwwaygOmARocXLsqCFw5ANd8t8nT5x5/z8ZU3+Oz8QUsLa4lImBo1ahSjR49m9+7dVKlSxXQcEeP01oqUisfhYNCkYT5vZ/qETLLi9MK1MFvqw7e9fNxIDHC6j9sIdpdm+bSoBfjkikv4vnMHn7YhIiIiEqxU2EqpvH5rb/5s7fu5FPvqWHzxkBYjKMzUO8Djj2nIJwOV/dBOMKrsgcv88zt678RxuArZAkJEREQknKmwlRLbn1iBR8cM8lt7Mx/OYk8drV50rN/Pgr9O9VNjEcA5fmor2FyXCd6fZl6g5a1a8PqtGo4sIiIicizNsZUSu+/ZIUy8r79f2zxzRhT39C3n1zYDWU4UPPg67Kzl54ZnA+v93GYga+qCcYf82mTlPXtZ3aQtlVL3+7XdgKU5tiIiIoJ6bKWEVjZNYfLAa/ze7sI+Oaw8x+X3dgPV15cbKGoBzsLr29kELwtu9v+KWnurVGb0yIf93q6IiIhIIFNhKyVy33NDyYk2s0rx25My8ESodya1Enzm//cWbAnAKYbaDjTn5UAj32zvU5TJA2/l75OaGmlbREREJBBpH1sptq96dGT2hecaa3/jqR7m35jDeW+G9/Y/M26GTJOjstsCqwD/jsANLLEWXGtu/yN3ZCT3ThzHnG6XG8sQCJZeCK1NhwghHo+H7du3U6FCBRwOh+k4IiIiWJbFgQMHqFmzZpF7JWuOrRRLTmQkLf76gtVNU4zmSNjl4LnGFSiXHp4vutY1geEvgGV6rMUq4DvDGUy6LgMuyzadgpkXXc1FX35jOoYRrkgYuhwmNNMoDm/ZunUrderUMR1DRETkOFu2bKF27donPEY9tlIsz99znfGiFiC9msUnwzPp92Cc6Sh+ZwFvDwyAohagCfAXsNN0EANquKGX+aIW4P5nx3LBnHnEZAdGHn+aczfsaGY6RWipUKECYL94SEhIMJxGREQE0tPTqVOnTt7/qBNRYStF2lW1Eo8Pv8N0jDyzB2Vz3uvR1FwdXqsY/Xg+rDnZdIr/OLC3//nYdBAD+mdClOkQtrWNG/L8PQN48OkXTEfxq/Qq8NkI0ylCT+7w44SEBBW2IiISUIozRSYQ+n4kwD3yxL2kVQycFznuKHjnGXPzG03IjLXn1gaU6kC4rV90Sg6cHlircz8+/EH+rV7NdAy/+vAJOFzRdAoREREJJCps5YSWtD6J/910hekYx1nSy8XS7jmmY/jN531gX1XTKQpwBgHTe+lzERbcGHhvqBxISOCRJx41HcNvNp0C8wPtTR4RERExToWtnNCgScPwOANzyO+05zJxRYb+wjG7q8NXV5pOUYh44FTTIfykezbU9ZhOUaApN/ZjUdvWpmP4xbRJYAXmU5KIiIgYpDm2Uqj3e1/IgnNPMx2jUNubeZh1rz3fNpS9PRByYgJ4FejWwBrgoOEcvlTeA32yTKcolBURwaBJ4/my19U4irnQfTBafGkOKztmmI4hIiIiAUjb/UiBMmJjaLbyazbXq2U6SkBxZLmJ3JuBw2VhRTpwVY7DivFh99E+Jywu77vzS/E0zYA64bfycCBxkkEvTqc8W/Ld/g6hW8j7W3p6OomJiaSlpWnxKBERCQgl+d+kHlsp0FMP3aKi9j9ROw9T/tcdxK1KJXJfJkf3nVqAq1IsGU2TONg+mZzq5bzXsAWsDr9tjQJOvBtqqag17SSeP66oFREREcmlwlaOs6V2DZ56SKuzRO7LpNKna4lbux8rAhwFTK90AFH7Mon8dQcJC3eQ0agi+y5rhKtSbNkDbIuGg5pMaFzTDK1GYFgc22jOJNMxREREJIDp5Zoc56GnHuRwvBd7HoNQ+d//Jfm5xcSu3w8UXNQeLff+2PX7SX5uMeV//7dsAXKAdTFlO4eUXdUcqOQ2nSLsncpIIjlsOoaIiIgEMPXYSj4/nn0qM/r2NB3DqIR5W0iaswkLKOmSTQ4P4PFQ+ZO1RBzMIb1zndKFWB8LOXrfySiHBY0Db3ufcFOVX6jPR6ZjiIiISIDTK2fJ43E4GDTpEdMxjCr/+78kzdkElLyozZX7uKQ5m0rXc3soAraG9krPQaFeFpQLzO19wodFW4aYDiEiIiJBQIWt5Jly4+UsbtvcdAxjIvdlkjRzvdfWWLWApJnridxXwl6/1bFgBfD2PuEg2gP1A3d7n3DRgHeozFLTMURERCQIqLAVANIrxPPIE/eajmFUpU/X4vB4St1TeywH4PB4qPTp2uI/aHck7I3yUgIptUaZmqhhWCQHaM3jpmOIiIhIkFBhKwA8PvxOdtaoajqGMVE7DxO3dn+Ri0SVlMMDcWv3E7mrGAvfeIA1XlhNWcomwQXJOaZThL2WTCCOXaZjiIiISJBQYSusaVSP5++5znQMo8r/ugPLR38NVgRU+GVH0QduiYbD2t7HLAuaZJZ+grV4RXnW05RXTMcQERGRIKLCVrj/2SFkx4T3YkVxq1K93luby+GBuNWpJz4o22GvhCxm1ciBitrex7S2DMNJtukYIiIiEkRU2Ia5by44hy8v6mw6hlGOLFfJF3gqoci9mTiyTlAwrY0Ft7oJjYqw7Lm1YlQNvqc2s03HEBERkSCjwjaMuZxO7ntOW2lE7s30+chTBxC5N6PgO9MjYLsWjDIuJQtivbUmtpSGAxdtGWY6hoiIiAQhFbYS9hwu/xQz/mpHJJg5vLbhloiIiIQTFbZhLNLt5rn7xpuOYZwV6Z8hwIW2k+CBmlqF17iNMZCp4eAmWUSyiHGmY4iIiEgQUmEb5rrN+ZGeX843HcMoV+U4n/cRWf+1U6iGmeBUT5VRbges0wJepv3LeWylm+kYIiIiEmRU2ArP3TeOqOzwXYHUinHiquTbgsZVORYr5gRb+cRYkKKFi4zbEQVp2nLJtMWMxU14r9QuIiIiJaPCVmi8dhP3PP+O6RhGZTRN8uk+thlNkoo+sG42lNNWM2Y5YFUsmuZp1gEasooBpmOIiIhIEFFhKwCMeGwy1XbuMR3DmIPtk326j+2BM5KLPjACaKxeW+PSI+FfrVJt2nIeJINqpmOIiIhIkFBhKwAkHDjEE49MNB3DmJzq5choVNHrvbZWBGQ0qoirWrniPaCqCyprISnj1sSCy3SI8OYigT951HQMERERCRIqbCXPTf/7mFP/WGE6hjH7LmuEFRHhtVGoFmBFRLDvskYle2CTTHBoLKxR2RH2Ksli1Dr6sZfWpmOIiIhIEFBhK3kiLItJg54wHcMYV6VYUi9ugLc2fHEAqRc3KPnCVPEeqB2+i3kFjE0xcFjb/5gVwR9oSzIREREpmgpbyeecnxZz9YyvTMcw5uBpNUi9oB5Q+vWDch+XekE9Dp5Wo3QnaZAJUT6a9CvFYzlgzQm2aBK/2M0ZbOQK0zFEREQkwKmwleNMeHACcYczTMcwJr1zHfZe3ggrMqLEc26tCLAiI9h7eSPSO9cpfYgooGFW6R8v3rE7CvZp+x/TljAaF8Wcpy4iIiJhSYWtHKfO1n956Kk3Tccw6uBpNdhx36lkNqgIUGSBm3t/ZoOK7Ljv1NL31B6tVjaU1/Y/xq2KA3WeG3WY2vzNPaZjiIiISABzWJZVvBGXjmJsVyIhIyM2hqarZrGlbk3TUYyL2nmY8r/uIG51KpF7M/PNwbUAV+VYMpokceCM5OKvflxc+5ywuLx3zykl1zQD6mjes0lOMriI04hna77b39Gmw16Tnp5OYmIiaWlpJCQkmI4jIiJSov9NkX7KJEEmLjOLpx56mr4znjUdxbic6uVIvbghqYAjy03k3gwcLgsr0oGrchxWjA+HqlZyQ9Uce0ismLM+BmrkQJSKKFPcxLGExziHm0xHERERkQCkochSqD7vf805CxaZjhFQrBgnOTXLk123Ajk1y/u2qM3VJAMiVFAZlRNhF7di1CYuZxdnmo4hIiIiAUiFrZzQpEFjiXBrnqdRcRbU1UJSxm2NhoN6yjRtEePx6F+XiIiIHEOvDuSETl3yNzdO+cR0DEnJghitYGSU5YDVJdyTWLwulVNYz7WmY4iIiEiAUWErRRo77DkS0g6YjhHenECjTNMpZF8U7NbSBKYtZQTZaHEjEREROUKFrRSp2u59DH/8ZdMxpEYOJLpMp5DVsdr+x7AsqvIXD5qOISIiIgFEha0Uy6BJU2myaoPpGOHNATTJBG1vYlaGEzZHm04R9lZyO+k0Mh1DREREAoQKWymWKJeLZx540nQMSXRDco7pFLIhFrIcRR8nPmMRxWLGmI4hIiIiAUKFrRRbr6/m033W/5mOIY0ywaleW6PcDlinhaRM20Z30xH85v/+7/+46KKLqFmzJg6Hg88++yzf/ZZlMWLECJKTk4mLi6NLly6sWbPGTFgREREDVNhKiTx33zgic9RjaFSMBfW1/Y9x26Mg3Q/7GIsAhw4d4pRTTmHy5MkF3v/UU0/x/PPP88orr/Drr78SHx9Pt27dyMzUonMiIhIeVNhKiTRbtYGBk981HUPqZUGc9hc2ywGr1Gsr/nHhhRcyZswYLrvssuPusyyLiRMn8uijj3LJJZfQqlUrpk6dyvbt24/r2RUREQlVKmylxEaNepEqu/eZjhHeIoDG6okxLi0S/o0ynULC3IYNG/j333/p0qVL3m2JiYm0b9+ehQsXFvq4rKws0tPT811ERESClQpbKbGKaQd4fPgk0zGkmgsqafsf49bEgjrPxaB///0XgOrVq+e7vXr16nn3FWTcuHEkJibmXerUqePTnCIiIr6kwlZK5bbXPuCUpf+YjiFNMsChhaSMyoqAjTGmU4iU2NChQ0lLS8u7bNmyxXQkERGRUlNhK6USYVlMvHec6RhS3gO1sk2nkE0xkKHtf8SMGjVqALBz5858t+/cuTPvvoLExMSQkJCQ7yIiIhKsVNhKqXX64Teu+Ogb0zGkYRZEeUynCG8eB6zVQlJiRkpKCjVq1OC7777Luy09PZ1ff/2VM88802AyERER/4k0HUCCw6GoGDYmVSPbGUm020X91F3E52Tx9OCn+KpnRzLj9KLemCgLUrJgdZzpJOFtZzTUzoYkTbgV7zt48CBr167N+3zDhg0sXbqUSpUqUbduXe69917GjBlD48aNSUlJYfjw4dSsWZNLL73UXGgRERE/UmErhVpTOZnpbToxr2FLNlesiuU4MtTSYVnU3b+bzuuWc/OEd5k84iZzQcUuqLZFwyHtq2rU6jg4/SBoVLJ42aJFi+jcuXPe5/fffz8AN9xwA2+99RYPPfQQhw4d4rbbbmP//v2cc845zJ49m9hYvekoIiLhwWFZVvFWnnEk+ziKBIotiVUY1v06FqQ0x+lx444ovFjKvd9TJ44dfZrjqqQXUcbsdcKS8qZTyEmHoVaO6RRhwyLRdISQkZ6eTmJiImlpaZpvKyIiAaEk/5s0x1bymdGqA11ueYyf6zYDOGFRe/T9kZsPkfzcYsr/XvjWEuJjld1QRQWVcWtjQT8GEREREb/SUGTJ8+KZPXm642VgWeAo2VhKjyOCCJeHyp+sJeJgDumdtR+iEU0yYW8kWOExFtbhchGZcQiHx4MVEYErLh4r0vDTWk4EbIi1fxYiIiIi4hcqbAWwe2qf7niZ/UkJi9pjJc3ZhKd8FAdPK3ybCfGRch6om21vPxOiog4eoPy2zcTt3UVkxuF801ktwBVXjozK1ThYqy455SuYCbkl2t6GKV6rVYuIiIj4gwpbYUtiFUZ27VuqntqCWEDSzPVkNqyoObcmpGTCjijIDq2ZBpEZh6m0cjlx+/ZgORw4ClgewAFEZRwmctsmErZuJKNSFfY1a4krrpx/w1oOWB0LbQ77t10RERGRMBVar3ylVIZ1vw5XhNMrRS3YxYXD46HSp2uLPFZ8IBJoGFrDYMtv20zyLz8Qm7oXoMCi9mi598em7iX5lx8ov22zzzMeZ28U7NF7hyIiIiL+oMI2zK2pnMyClOa4nd7dJsbhgbi1+4ncpR4rI2rmQILLdAqvSNiwhsorl+PweIosaI/lsCwcHg+VVy4nYcMaHyU8gdWxoNHIIiIiIj6nwjbMTW/TCafH7ZNzWxFQ4ZcdPjm3FMFBSCxeVH7bZpLWrwZKvzVs7uOS1q+m/HY/99wedsLWaP+2KSIiIhKGVNiGuXkNWxa5pU9pOTwQtzrVJ+eWYqjohurZplOUWmTGYZJWr6BkfbSFs4CkVSuIzPDzKIL1sZAdHqtUi4iIiJiiwjaMHYyOYXPFqj5tI3JvJo4s3/QISzE0zoQIb5WG/lVp5XJ7KLGXzufAHppcaeVyL52xmFwOWBe6q1SLiIiIBAIVtmFsU8VqWF5aMKowDiByb4ZP25ATiLWgfpbpFCUWdfAAcfv2lHhObVEclkXcvj1EHjrg1fMWaVs0HNDTrYiIiIiv6JVWGMt2+mfFVocrOHsMQ0a9LIgNrhWMym/b7LM3XSyHgwpb/b1KsgNWxfm5TREREZHwocI2jEW7/bNqbsKhg35pRwrhxB6SHETi9u7yem9tLodlEbd3l0/OfUL7I2Gntv8RERER8QUVtmGsfqrviodcDstiyEtv+bQNKYbqOVAxOLb/cbhcPl/gKTLjMA6Xge/HmjjQlHMRERERr1NhG8bic7Kou3+3T9uom7qLQS+/Q/O/Vvu0HSmGphngtTWGfScy45DXFowqjOO/dvwuMwI2aSEpEREREW9TYRvmOq9b7rN9bJ0eN53X/0Wk283Ee8f5pA0pgQoeqJVjOkWRHB7/zAf2VzvH2RgDmdr+R0RERMSbVNiGuWuXzPfZPrbuCCf9lswHoMt3C7n48+980o6UQMNMiAzsXlsrwj9PS/5q5zgeB6yNNdO2iIiISIhSYRvmGu/dQYcNK3C6vdtr63S76bBhBY327si77dn7xxOdle3VdqSEoi1I8e3w87JyxcX7fMC09V87xvwbTVLGv+baFxERn7AsyMmBjAzIzgZTg4NEwpGW6BTGzp5Gl1sewx0RAd7YYsWyiPS4GTt7Wr6bG67fwr0T3+aph28textSenVehW03wuHappMUyIqMxBVXjigfLiDliiuHFWnu6S8heie3R93CeGZi6f1FEZGAk5UF//4LO3bA9u32x2Ov//svZGaCy3XkUlA/QUQEREYeuURHQ5UqkJxsX2rWzP8x93r58v7/ukWCmQpboU7aHkbPfY8hPW7wzgkdDh6b+y510vYcd9ejY15h6vWX8G9yNe+0JSW0HCKWQBMHLH3UdJhCZVSuRuS2TT5ZtdtyOMiobPb376qGwzgp8kfO4T0WcK3RLCIi4ciyYNs2+OMPWLwYNm3KX7ju3eu9tjweu/c2+6hBa3v2wMqVJ35c+fL5C97ataFVK2jbFpo2BadvZpKJBC0VtgJAn2UL2BOfwNMdL7Of7UvTc/vf4x784ROuXvZjgYdUOHiIscMmctOUsWVMLCXnBmbYV6sshsp/wN62RhMV5mCtuiRs3eiTczssiwO16/rk3MVRv8IfdKj5FgBXMZrfuYhMEozlEREJdUcXsX/8AYsW2R93FbGleXR0wT2puR9r1IBy5fL3xkZGQlSUXXR6PHYvbk5O/l7drCzYvftIEX3sxx074MABOHgQ1qyxL8eKj4c2bewiN/eiYlfCncOyitkl4kj2cRQJBDNadWBk1764Ipy4S/Ds6HS7ifS4eWzuu4UWtbks4PTfPmTRaS3LmFZKZg7w3pFPD9WEX54DK8pYohOptuRXYlP3erXX1nI4yEyqzK427b12zpJ6tN05NKn4U97nXzKIDxhtLE+ws0g0HSFkpKenk5iYSFpaGgkJerNFgtOxRWxuIVtQEet0QvPmdlHYpMnxxWulSt6ZoVUaBw8eX+xu2ABLltg9zIcLmK2jYldCUUn+N6mwleNsSazCsO7XsSClOU6P+4SrJufe32HDCsbOnlbg8OOCLDyjNWctnOGtyFKkA8AQ4Jj/hKv7w+aLDeQpWmTGYZJ/+QGHx+OVfW0t7JWQd5zREVdcOS+cseTOqP4ed7a8Jt9tLqIYyi/spKGRTMFOha33qLCVYJWaCrNmwRdfwLx5sHPn8cccXcS2bQvt2tnDeuPi/J+3rNxuWLUqf/F+omL3jDPgoovg4oshJcX/eUXKQoWteMWayslMb9OJeQ1asDmpGtZRb1s6LIu6qbvovP4v+i2Zn2/14+K69p0JvHvtRV5MLIWbCsw7/mZXOfhpMuQEZnFQfttmKq9c7rXz7T2pJQdrmhmGHB1xmCfPakbl2C3H3fcHPZjEuwZSBT8Vtt6jwlaCybp1diE7cyb83//lX7QplIrY4ipusduihV3gXnwxnHaavbCVSCBTYStedygqho1J1ch2RhLtdlE/dRfxOVllOue2mtVoumoWh8ob3HYlLGwBRgGF7DmwtSusvMOPeUomYcMaktavxoJS9dzmPi61YVPS6zfybrgSuKzBSC5r8Fih9z/FJ/zFeX5MFBpU2HqPClsJZG43/PabXcjOnAl//53//hYt7F7Jnj3h1FNDu4gtLrfbXqBqzhz7TYBj3wCoXh169bKL3C5d7PnCIoFGha0EjccfvYMRjw8yHSPEPQmcYOlFywG/ToCDDfyWqKTKb9tM0uoVOCyrRHNuLYcDy+EgtWlzYz21AJVjNjP+rGbEODMKPWYrzXiUH/FoTb8SUWHrPSpsJdAcOgRz59pF2Zdf5p8n63RCx452UXbRRdAgcP+FBYzcIdszZ9of09OP3BcbC1272t/LXr3sOcYigUCFrQSNzJhomq2cxab6tUxHCVGLgMlFH5Z6MvwxxudpyiIy4zCVVi4nbt8eLIfjhAVu7v0Zlaqwr1lLY3Nqcw1scTXta3xQ5HFTeYpvuc0PiUKHClvvUWErgcCy4Pvv4eWX7WI266jBYYmJcOGFdjHbvTskJZnLGeyys+0e3Nwe8E2b8t9/5plw221w9dXq/RazVNhKUPnwym70/nCS6RghKAd4BNhdvMOXPQC7zvZlIK+IOniA8ts2E7d3F5EZh/MNT7YAV1w5MipX40DturjiK5iKmadJxQU82u7cYh17kIo8yGIOUcnHqUKHClvvUWErJu3fD2+/bRe0q1Ydub1+fbjkEruY7dDB3kpHvMuy4K+/jhS5v/125L5KleCmm+D226Gh1jgUA1TYStDpNG8qP3Q63XSMEPMF8EnxD8+oCgufB0+MzxJ5m8PlIjLjEA6PBysiAldcPFZk4AzldeBh9OntqJ+wpNiPmcutTGOCD1OFFhW23qPCVkxYuhQmT4Z33z2y0FH58nD99XDrrXDKKea23AlX27fD1Knwyiv5e3K7d4c774QePbSFkPiPClsJOn+2asqpiz/Bo2dKL0kFhgIlXOBrXR/Y0NsXgcJSp5qvc9PJJRta7CGCR1nAVpr7KFVoUWHrPSpsxV8yM+Gjj+Cll2DhwiO3N28OAwdCv35QwfyAm7DndttzcSdPhtmzj9xerx4MGAA33wzVqpnLJ+GhJP+btMi3BIRTlq3iljc+Mh0jhHxIiYtagPqfQEzx9iKWE4tzpnFFw0dL/LgIPFzLUB8kEhExa8MGGDIE6tSB666zi9rISOjTx57vuXw53HGHitpA4XTaC0nNmgVr18LgwfbQ5E2bYNgwqF0brr0WfvrJHs4sYpoKWwkYTzzyHBVT00zHCAHrgF9K91BnNjSe5tU04erSBo+RGLOr6AML0Jz/41S+8nIiEREzfvzRLpAaNoQnn4Q9e+yiaMwY2LIF3nvPnj+rIceBq2FDmDABtm6Ft96C00+HnBx7CPk550Dr1vYc6aO3ExLxNxW2EjCq7N3PiMdeMh0jyFnAu/99LKUaCyDxH28FCks1yq2ma50XynSOvjxCFJleSiQi4n/Ll9vbx3ToAF99Zffqde0Kn31m994+8gjUqGE6pZREXBzccAP8+iv8/ru9sFRsLCxbBv37Q6tW9s9XPbhiggpbCSh3vTidZv+sMx0jiP0ErC/7aZq+CXjKfp4wdU2T+4iMyCnTOaqzkQt42UuJRET8Z8MGe/GnU06xt+xxOu2tY1atgjlz7FWOA2idPymldu3gzTdh2zYYP94epvz333DZZXDWWfDDD6YTSrhRYSsBJcrl4rn7xpmOEaQygY+9c6qE9ZA8zzvnCjOtKs+idZWvvXKuS3iaiuzwyrlERHxt1y4YNAiaNoVp0+xeu9697WLn1VehSRPTCcUXKlWChx+GdevsubdxcfDLL9Cpk72C8tKlphNKuFBhKwGn+zc/0uOr+aZjBKEvgP3eO12jd8B52HvnCwNORw7XNLnfa+eL5RBX8bjXzici4gsHDsCoUfY8zOeft+dedu1qD1V9/30VtOGiYkV44gm7wL3jDrtXftYsaNPGXmRqvRcGlImciApbCUjP3TeeqOxs0zGCyC5gjndPGZMGKVqpuiS61HmRmvErvXrOc3iXBvzh1XOKiHhDVhZMmgQNGsDo0XDwoD089dtv7SHH7dqZTigmJCfbWzn984+94jXYi0w1awZ33w07d5rNJ6FLha0EpCZrNnL3C9NNxwgi7wMu75+27pcQt9375w1BFaJ2c2nKY14/rwPox8M4NOdZRAKE2w1Tp9pDju+9117luHFj+OAD+O03OP980wklEDRqZK94/ccf0K2b3ZP/4ot2z/6IEZCebjqhhBoVthKwRjw2mWo7tadq0f4GFvvm1BEuaPK2b84dYq5oOJz4qP0+OXcjFnEmH/rk3CIiJfH333DmmfbKuJs2Qc2a9vzZFSvgqqu0ZY8c79RTYfZs+P57e5ugQ4fg8cftN0M+/dR0OgklKmwlYCWmH2TMo5NMxwhwHuztfXyo6u9QaYlv2whydcr/Sadar/u0jd6MIoaDPm1DRKQwLpe98m2bNvbc2cRE+/M1a+wVj6OiTCeUQNe5s72o1Mcf2/Oud+2Cyy+Ha66BvXtNp5NQoMJWAtrNb35Em8UrTMcIYPOAbb5vpskUcPhgqHOIuLbJvUQ4fDtUuBI76MVEn7YhIlKQv/+2t28ZOhSys6FnT7uH9uGHoVw50+kkmDgcdjH7558wZAhERNjDlU8+Wb23UnYqbCWgRVgWkwaNNR0jQB0E/PRfoPxWqP2Nf9oKMqdV+4iTK833S1sX8gJV2OSXtkRECuqlfest+OILqFXLdDoJZrGxMG6c3YN78snqvRXvUGErAa/Dj3/Q+33v7AsaWj4DDvmvuQYzIEorPRwtKiKTPo0f9Ft70WTRh+F+a09Ewtfff8PZZx/fS3vDDZpHK95z2mn24lJH9942bw6ffWY6mQQjFbYSFCY8OIG4wxmmYwSQbcB8/zYZdcgubiXPhfWepmrcRr+2eTozOYkFfm1TRMKHywVPPmn30v72m3ppxfeO7b3duRMuu8ze+1a9t1ISKmwlKNTdsoMHJ/zPdIwA8i7g9n+ztedA+Y3+bzcAJcVso1e98UbavpahRPhieycRCWu5vbRDhti9tD16qJdW/OfY3tt331XvrZSMClsJGg8/+Tp1NmtPVXtrn7/NNO3wQBO9wQDQu9HDxEb6cSj4UeryFx2ZaqTtQJKQlmY6gkhI8HgK7qX98kv10op/FdZ7e801kJpqOp0EOhW2EjTKZWTy5MPPmI5hmAt432yESn9B1V/MZjCsUeJCzqzh422WinAlYyjHfqMZTBs5+knTEUSCXno6XHqpemklsBQ09/b00+Gff0wnk0CmwlaCSt8ZX3HOgkWmYxj0DbDLdAho8hZEZJtOYYjFtU0GEeGwjKaowD4uJXwLuyar1nDXi77dO1gk1K1bB2eeac+fjYmBN95QL60Ejtze24ULoV49WLsW2reHr74ynUwClQpbCTqTBo0lwm1gfqlxacCXpkPY4nZB3S9MpzDinOS3aZj4u+kYAHTlNWqy0nQMI569/xGic3JMxxAJWt99Z/eK/f03JCfD//0f3Hyzemkl8Jx+ur3d1LnnwoEDcNFF9tB5y+z7yxKAVNhK0Dl1yd/0fyscd/H+CMg0HeKI+h9DTHgtVxjrPEDvRkNNx8jjxM01DDMdw++6z5pLz6/nmI4hEpQsC154Abp1s+csnn46LFpkfxQJVFWrwty5MGCA/Ts8ZAj06wcZ2jBDjqLCVoLS2GHPkZB2wHQMP9oA/GQ6RH6RmdBwuukUfnVxyhNUjPnXdIx8WvE9pzDbdAy/iczJ4dn7HzEdQyQoZWfDbbfBPfeA2w3XXQc//AA1a5pOJlK06Gh45RV46SVwOu1Vk889F7ZtM51MAoUKWwlK1Xft5dExL5uO4UfTgQAcc5M8HxJWm07hF9Xi1nFBnYmmYxToWobhJDzmPN/14muctDI8fudEvGnXLjj/fHsebUQETJgAb79tz2MUCSZ33GH33laqZI82aNcOfv3VdCoJBCpsJWgNmjSNxqs3mo7hBwuBdaZDFMwBNH0T8JhO4nN9Gz9AtDPLdIwC1WA9F/Cq6Rg+V2X3HkY89pTpGCJBZ+lS+8X/jz9CQoK9QNTgwZpPK8Grc2d73m2LFvDvv9CxI0zVLnhhL9J0AJHSis7JYdp1DzG361mmo/hMdpSbSfeuIj3RdJITSFwDJ0+GzMqmk/hM87i/aFvtc9MxTuhSniKe/ViE7ivV2x6dQ9J+7V0rUhIffmhv3ZORAU2awOefQ7NmplOJlF2DBvDzz/aQ+s8/t3/Ply2zF5ZyOk2nExMcllXMNcUcyT6OIiLHGv5YHcYMr206RlhzYPEE31GbcJrTHXiS/oQep0LEsYMDtCym16Snp5OYmEhaWhoJCQmm40gZWRaMHm1fwF4s6r33ICnJbC4Rb/N4YORIGDPG/rx7d/jgA6hQwWwu8Y6S/G/SUGSRALWpbjRPD9aKHqadz3oVtQGg3aACiloRKZBlwb33HilqH3jAHn6solZCUUQEPP44vP8+xMXB7NlwwQWwf7/pZOJvKmxFAtTgp+uTGac/UZPiyeZy/jEdI+zV/RBq/GA6hUhw8HjsxXWef97+/KWX4OmnIVKTzyTE9e5tr/KdlAS//AJdusDe8NqVMOzpVbNIAPrh3AQ+uip056wGi8v5h/LkmI4R1iIyoe2DplOIBAe3G266CV591V4YasoUu8gVCRennQbz5tn73v7xh73I1K5dplOJv6iwFQkwHgcMmlTfdIywV4t0zmOD6Rhhr/kEKL/JdAqRwJeTA/362Vv4OJ0wfTr07286lYj/nXIKzJ8PycmwfLm9YvL27aZTiT+osBUJMK/fWo0/W8ebjhH2+rEMZyDuHRxGym2FFuNNpxAJfDk50KcPzJgBUVH2wjl9+5pOJWLOySfbw5Jr14aVK+Hcc2HrVtOpxNdU2IoEkP2JTh4dU9d0jLB3Kttpzm7TMcLeqQ9D5GHTKUQCm8tl99R+8gnExMCnn8Lll5tOJWJe48bwf/8HKSmwbh2cf769562ELhW2IgFk9Mja7KkaZTpGWIvETV/+Mh0j7FX9GVLeNZ1CJLB5PPac2g8+sHtqP/kEevY0nUokcKSk2MOS69WD1avt4na33rcOWSpsRQLEyqaxTB5Yw3SMsNedtVTnkOkY4c2yt/cRkcJ5PDBgAEybZs+p/eAD6NHDdCqRwFO3Lnz3HdSqBX//bW8FtG+f6VTiCypsRQLEfc/VJydaf5ImJZLJRaw2HcOnsrJi2bE9hS2bm7BjewpZWbGmIx2n4VtQZZHpFCKBy7Jg0CB44w17D8/p0+HSS02nEglcDRvaxW316rB0KXTvDmlpplOJt2lXszI4FBXDxqRqZDsjiXa7qJ+6i/icLNOxJAh91aMisy9MMh0j7PVmBXG4TMfwul076/D7rxeyelU79u1LBhxH3WtRqdIOmjRdxGntZ1Gt+hZTMQGIPACthxmNIBLwhg6FF188sqXP1VebTiQS+Jo2hW+/hU6d4Pff7REO334LcXGmk4m3OCzLKt6yn45kH0cJDmsqJzO9TSfmNWzJ5opVsRxHXiA6LIu6+3fTed1yrl0yn8Z7d5gLKkEjJ9JBi79OYXVTPbOalEIqI5kfUsNYUvdV5/NPB7Ju7alERLjxeJyFHpt7f8NGi7nksskkVdrpx6RHtHkYWjxVggcU81+YFC09PZ3ExETS0tJISEgwHUcKMWWKPa8W7P1qb7vNbB6RYLNkCZx3HuzfD9dcA++8Y79JJIGpJP+bVNgW05bEKgzrfh0LUprj9LhxRxT+AjH3/g4bVjB29jTqpO3xY1IJNh9dUYmrPmpqOkbYG8hvtGeb6Rhes+j3C/hq5gA8HiceT/EH50REuIiIcNPz4ldpd9ocHyYsoO1MuLoSRGaU4EEqbL1GhW3g+/ln6NwZsrNh5EgYNcp0IpHgNH8+dO1qryo+fjw8/LDpRFKYkvxvCqXOCZ+Z0aoDXW55jJ/rNgM4YVF79P0/121Gl1seY0arDj7PKMGrx9f7qb1FQ9hN+54U0xG8Zv683nz+yT24XNElKmoBPJ5IXK5oPv/kHubP6+2jhIW0HQvrr/drkyJBY8sWexuf7Gz744gRphOJBK9OneD55+3rQ4fCl18ajSNeosK2CC+e2ZMhPW4gKzIKt/PEBe2x3E4nWZFRDOlxAy+eqfX3pWDlMjw8+fBm0zHC3j9UZRHBPzJl0e8X8N2c3OqwtGOr7Md9N+d6/vi9q1dyFdfSMZBV0a9NigS8w4ftxaF27oRWreDtt+1Fo0Sk9O64A26/3R74c8019orJEtz0tHgCM1p14OmOl9mflHbw/X+Pe7rjZbzf6hwvJZNQc817ezj7x3TTMcLee7QkO4ifFlP3VeermQMAbw3Ptfhy5u2k7qvupfMVLasKLBvpt+ZEAp5lwc03w+LFUKUKfP45lC9vOpVIaJg0Cc49Fw4cgEsu0TZAwS54X8H52JbEKozs2td787csixFdr2FLYhXvnE9CzqRBG3F4NF/QpN3E8w2NTMcotc8/HfjfAlHeWgXDgcfj5PNPB3rpfMWz6i7Yf5JfmxQJWOPHw4wZEBkJH30E9eubTiQSOqKj7b+revVg7Vp7hXFX6G2OEDZU2BZiWPfrcEU4vbdMmsOBK8LJsO7Xeed8EnLaLj5E/7d2m44R9mbSlFQCb2/XouzaWYd1a08t8Zzaong8kaxbeyq7dtX26nlPxIqERc/5rTmRgPXFF/DII/b1F1+Ejh3N5hEJRVWrwsyZEB9vb/8zeLDpRFJaKmwLsKZyMgtSmpd4Tm1R3E4nC1Kas7Zy8M/jE98YN3QzFdL1VqFJWUTyISebjlFiv/96IRERbp+cOyLCze+/9PDJuQuzoxts1dIEEsZWrLDn/VmWPRdwwADTiURCV6tWMHWqfX3SJPjf/8zmkdJRYVuA6W064fT45gWi0+PmnTadfHJuCX7Vd+Xw6JjQ2XImWP1IXdaRZDpGiaxe1e6E+9SWhcfjZPXqdj4594kseg7cUX5vNmiNGjUKh8OR79KsWTPTsaQU9u6Fiy+Ggwft1VsnTTKdSCT0XX75kS20br8dfvrJaBwpBRW2BZjXsGWRW/qUljvCybwGLXxybgkN907cQaM1JdnIU7zPwTu0wmM6RjFlZcWxb59vR4Ls25tMVpZ/h2gfaAwr7/Frk0GvefPm7NixI+/y448/mo4kJeRy2fP81q+359N++CFE6Q0eEb8YPhyuuAJycuxCd8sW04mkJFTYHuNgdAybK1b1aRubk6pxKCrGp21I8IrOsXjmgU2mY4S9dVRiIXVMxyiWfXtr4L0FowrjYN9e/0+jWD4CMqr5vdmgFRkZSY0aNfIuVapowcJgM3QofPedPd9v5kx7JWQR8Y+ICHs7rVNOgV274LLL7CJXgoMK22NsqlgNy1sLRhXCcjjYmKRXalK4i79I5YJv9puOEfbepzmZ+Gb0hje5XP7pzvFXO0fLSbD3tpXiWbNmDTVr1qRBgwZce+21bN5c+B7ZWVlZpKen57uIWQsWwDPP2NenToWWLc3mEQlH8fH2tlqVKsEff8DYsaYTSXGpsD1GttO7K4qabkeC13P3bSQyJ1gGw4am/cTxBU1NxyhSZKR/3k72VzvHWnsz7G1jpOmg0r59e9566y1mz57Nyy+/zIYNG+jQoQMHDhwo8Phx48aRmJiYd6lTJzhGKISqw4fhppvsxaJuuskeBikiZtSrB5Mn29fHjIE//zSbR4pHhe0xot3+WZHWX+1I8Dr5nwzueHmn6RhhbzaN2EU50zFOqFLlHYCv90C2/mvHgAhYpMVzinThhRdy1VVX0apVK7p168bXX3/N/v37+eCDDwo8fujQoaSlpeVdtmgymVGPPGLvo1mr1pFeWxEx5+qr7aHILhf0768hycFAhe0x6qfuwmH59gWiw7Kon7rLp21IaBg9cguV9+iZ1KQcnMwgsBd8i4nJpFIl3xadlSrvICYm06dtnMiuDrCxt7Hmg1LFihVp0qQJa9euLfD+mJgYEhIS8l3EjAULjqx8/PrrULGi0TgiAjgc8PLLULkyLF2qIcnBQIXtMeJzsqi7f7dP26ibuov4nCyftiGhIWm/m8dGqBfFtEXU4m8CewWXJk0X+XQf2yZNFvnk3CXxxwRwxZlOETwOHjzIunXrSE7W3umB7NghyBdeaDqRiOSqXh1efNG+riHJgU+FbQE6r1vu031sO6//yyfnltA04NWdtFx2yHSMsDedVrh9vvJw6Z3WfpZP97E97YyvfXLukjhcF1Y8aDpF4Bo8eDA//PADGzdu5Oeff+ayyy7D6XTSt29f09HkBDQEWSSwaUhy8FBhW4Brl8z36T62/ZbM98m5JTQ5PTDx3o2mY4S9LSQyn/qmYxSqWvUtNGy0mIgI787fj4hw0bDRYqpV2+rV85bWiofhkNY4KtDWrVvp27cvTZs2pXfv3lSuXJlffvmFqlV9u4WdlJ6GIIsEPg1JDh4qbAvQeO8OOmxYgdPt3V5bp9tNhw0raLTX0AIsErTOm5fOZZ/sNR0j7H3MSRzE/1veFNcll03+bziyt9YJsIiIcHPJZZO9dL6yc5eDxU+aThGYZsyYwfbt28nKymLr1q3MmDGDhg0bmo4lhdAQZJHgceyQ5KVLjcaRQqiwLcTY2dOI9Ljt/zjeYFlEetyMnT3NO+eTsPPMA5uIydT2PyYdJIbPaGY6RqGSKu2k58WvgteGTDvodfErJFUKrNW5N/aFneeYTiFSNhqCLBJcNCQ58KmwLUSdtD2MnvuePf7AGxwOHpv7LnXS9njnfBJ2UjZmcf+z203HCHvf0oBtVDAdo1DtTpvD+RdM/e+z0r4xZz+uywVv0/a0uV7J5W2LJoFH/8EkSGkIskjwOXpI8p9/akhyINLLghPos2wBg3/41P6ktD23/z3uwR8+4eplP3opmYSrYWO3UXNbtukYYc1DBO/S0nSME+rU+QMuufx5IiOzSzznNiLCRWRkNpdePomOnT/0UcKy23cqrO9vOoVIyWkIskjw0pDkwKbCtgh3LfyK8V+/TYwrp8Rzbp1uNzGuHJ78+i0GLjS/oqgEv/KHPIwbusl0jLC3nOospbrpGCfU7rQ53HPfnaQ0WAZQ5FZAufenNFjGPffdGbA9tUdbonfLJQhNmKAhyCLB7OghyXfd5b1Zi1J2Dssq5o/DEd774G1JrMKw7texIKU5To/7hKsm597fYcMKxs6epuHH4lUWcObCFvx6RuAOhw0H1TnIOL4l0msLNfnOrp11+P3XC1m9uh379iaTfw6uRaXKO2jSZBGnnfF1wKx+XFzXBcH3P1ikp6eTmJhIWloaCQkJpuOEpN27oUEDOHgQZsywXyCLSPDZtg0aNYLMTPjiC+jVy3Si0FWS/00qbEtoTeVkprfpxLwGLdicVA3rqDm4DsuibuouOq//i35L5mv1Y/GZX08vz5kLW2BFBO6+quGgD8vpwVrTMUokKyuWfXuTcbmiiIzMoVLlHcTEZJqOVWoqbL1Hha3v3XuvPbf21FPh998hQuPmRILWww/DU09Bixb2kGSnb3YKDXsqbP3kUFQMG5Oqke2MJNrton7qLuJzskzHkjBx/duNmHa99qc0KZYcJjCXRPR3b4oKW+9RYetbGzdC06aQnQ1z5kDXrqYTiUhZpKbaIzD274epU+G660wnCk0l+d+k9wrLID4ni+a7ttBmxwaa79qiolb8avyQTZQ/4N29lqVkMoniI042HUNEgsDIkXZRe/75KmpFQkFSEgwZYl8fPhyyVAYYp8JWJEjV3JHD0HHbTMcIe/9HPTZQ0XQMEQlgf/0F0/7bxn7cOLNZRMR77r4bataETZvg1VdNpxEVtiJB7IFntpOyPnjnR4YCCwfTA3z7HxExa9gwe+XUK6+E004znUZEvKVcOXs0Btjb/xw4YDZPuFNhKxLEYrItnh6s7X9MW00VfqGW6RgiEoB+/NFeNdXphCeeMJ1GRLztxhuhcWN71XNt4WWWCluRIHf5p/s477s00zHC3gxakIWWRBSRIyzryBy8m2+GJk3M5hER74uKOvKm1TPPwK5dZvOEMxW2IiFg4r0bcbq0OqxJ+yjH1zQ2HUNEAshXX8FPP0FsLIwYYTqNiPjKlVdC27b2HtUamWGOCluRENDyr8Pc9tpO0zHC3pc0YS9xpmOISABwu2HoUPv6oEFQS7MVREKWwwHjx9vXX37Z3t5L/E+FrUiIeHz4FpL2uUzHCGs5OJlBC9MxRCQAvPuuvRpyxYrw8MOm04iIr3XpYl9ycjRCwxQVtiIhovI+F6NGbTEdI+z9Sm1WUdl0DBExyOOBxx6zrw8ZYu93KSKhL3c7r3fegbVrzWYJRypsRULInS/9y8krDpuOEfbeoRUe0yFExJi5c+0XtYmJcNddptOIiL+0awcXXmgvHPfKK6bThB8VtiIhJNINz9230XSMsLeJivwf9UzHEBFDXnrJ/njjjRAfbzaLiPjXwIH2x//9DzIyzGYJNypsRULMBXPTuGjmPtMxwt6HNOcwkaZjiIifbdoEX35pX7/9drNZRMT/uneH+vUhNRVmzDCdJryosBUJQc/ev4noLA2GNekAMXxOM9MxRMTPXn3VnmPbpQs0bWo6jYj4m9N55E2t3NEb4h8qbEVCUKN1mdzz/L+mY4S9OTRkB+VNxxARP8nKgjfesK/feafZLCJizk03QXQ0LFoEv/9uOk34UGErEqKGP76V6v9mm44R1txE8J62/xEJGx9/DLt323vWXnSR6TQiYkrVqtC7t31dvbb+o8JWJEQlHHDzxCPa/se0pSTzJ9VNxxARP8h9ATtgAERqir1IWMsdtTFjBuzdazZLuFBhKxLCbpyyi7aLDpqOEfbepSUuHKZjiIgP/fkn/PSTXdDecovpNCJi2hlnQOvWkJkJb71lOk14UGErEsIiLJg0aKPpGGFvBxX4jgamY4iID738sv3x8sshOdlsFhExz+E40mv78sv2onLiWypsRULc2T8foM97e0zHCHuf0ox0ok3HEBEfSEuDd96xr2vRKBHJdc01kJAA69bB3Lmm04Q+FbYiYeCphzZR7pDbdIywdphoPuZk0zFExAemTYNDh+Dkk+Hcc02nEZFAER8P/fvb17WIlO+psBUJA3W2ZvPQU9tNxwh786nPJhJNxxARL7KsIy9Y77zTHn4oIpIrdxTHl1/Cpk1ms4Q6FbYiYeKhp7ZTd1OW6RhhzcLBdFqajiEiXrR4MfzzD5QrB9ddZzqNiASapk3hvPPsObbvvms6TWhTYSsSJuIyPTz1kN4qNG0lVfmNmqZjiIiXzJxpf+ze3Z5LJyJyrKuusj9+8YXZHKFOha1IGLn6g710+L800zHC3gxakOPR069IKMgtbC++2GwOEQlcvXrZH3/5BXbtMpsllOmVlUiYmTRoJRFuy3SMsLaHeBLfjzUdQ0TKaPNmWLoUIiKgRw/TaUQkUNWuDW3b2nPyv/rKdJrQpcJWJKx4aLP0X276n4Ykm9Tzyx1cfMthym01nUREyiJ3WOFZZ0HVqmaziEhgyx3VkTvKQ7xPha1IWDkEeHjikRUk7s82HSYsReZ4ePb+5UQdhjZDTKcRkbLILWwvushsDhEJfLnPE3PmQEaG2SyhSoWtSNhwYRe2UG13NsMfX2U2TpgaNGkdTdbYP4eU6VD1Z8OBRKRU0tPh++/t65pfKyJFad3aHpJ8+PCR5w7xLhW2ImHjQL7P7nl+HU1WHSjkWPGFqruyGP74yrzPHUC7QYDHWCQRKaU5cyAnBxo3trfzEBE5EYdDw5F9TYWtSFjI+u9yRJTL4tn7l5uJE6bGDltBYror321VFkGDqYYCiUipHb0assNhNouIBIfcwvbLL+19bcW7VNiKhDyLY3trc/X8eicXfv2vf+OEqTaL93PjlIIX7Tp1CESl+zmQiJSay3VkZVMNQxaR4urUCcqXh+3bYfFi02lCjwpbkZB3GHt+bcGevX85Udl629DXJg1ahrOQb3PcTmgx1r95RKT0fv4Z9u2DSpXsFZFFRIojJga6d7evaziy96mwFQlpHuDgCY9otuogAyev90+cMNX7/a10+HHvCY856TmosNZPgUSkTHJfkPbsCZGRZrOISHDRPFvfUWErEtIOYA9FPrGRo1dSdVdWkcdJycVmuHnqob+KPM6ZDacO9kMgESmzo+fXioiURI8eEBEBf/4JmwqeoSSlpMJWJGTlAMXbKK1iWg6PD//bt3HC1ENPrabe5uL9HOp+DjXm+jiQiJTJhg2wZg1ERcEFF5hOIyLBpnJlOPts+/o335jNEmpU2IqErJJt5XPr6xs5Zel+30QJU7W3HOahp9aU6DHt7gNH4VOiRcSwRYvsj61aQUKC2SwiEpxyC9vc5xPxDhW2IiEpE8gu0SMiLHuBI/Gepx5aQfxhd4kek7QCGr/qo0AiUma5L0TbtTObQ0SCV+7zxx9/mM0RalTYioScwrf3KUrH/9vLlR9u826cMHX2j3voO2NrqR7bejhEn3itKRExJPeFaNu2ZnOISPDKff5YvhyytMSJ16iwFQk5h4CS9RIe7enBy4nNKP3jBRwei0mDlpf68TGpcMoo7+UREe+wrCN7T6qwFZHSqlfP3i4sJwf+Knp9SSkmFbYiIcWNXdiWXr3NGQx+umTzQiW/G6dsou3i/WU6R5OXIVH/7EQCyoYNkJoK0dHQooXpNCISrByOI2+OaTiy96iwFQkpxdvepyhDx62m9pbDZY8Thiqk5/DEI2VfYTrCDafdW/Y8IuI9uS9AW7a0i1sRkdLKLWy1gJT3qLAVCRnZ2ItGlV25DDfjh6zwyrnCzfDHV1Jjp3cmzCR/B7U/98qpRMQLcgtbLRwlImWlHlvvU2ErEhJKv2BUYa59dytn/aQVjEqi0ZqD3PP8eq+es939EKGFJUQCQm7PiubXikhZaQEp71NhKxISMoEcr5910qBlODxlH9ocLp69fzkx2R6vnrPCejhpoldPKSKloIWjRMSb6teHpCQtIOVNKmxFgp4Hb/fW5mr3x35ueHuzT84dai74ZicXffmvT87dcgzE7fDJqUWkmLRwlIh409ELSGmerXeosBUJeoewi1vfGDd0BRXSvd8bHEqcLg/P3Vf67X2KEnUQWg/z2elFpBi0cJSIeFvufH3Ns/UOFbYiQc1FWbf3KUqNnVk88sQqn7YR7AZOXs/J//im1zxXw7eg8u8+bUJETkALR4mIt2kBKe9SYSsS1HxbTOW677m1NFpz0C9tBZvKe7IYNWqlz9txAKfd4/NmRKQQuS88Nb9WRLxFC0h5lwpbkaCV9d/F96JzLJ4erJUNCvL48H9I2u+fodpVf4H60/3SlIgcY80a+6Pm14qIt9SvD+XK2QtIbdaSJmWmwlYkKHl/e5+iXDJzB13n7PRrm4Gu5bI0bn19o1/bbPsQRKrzXMSvLAt2/LeAW82aZrOISOhwOI48p+zQIpFlpsJWJChlYM+v9a/n7ltOZI7vFqoKNhPvXUak27/bIZXbDs2f9GuTImFv3z7Izrav16hhNouIhJbkZPvj9u1mc4QCFbYiQcd32/sUpfnfB7j9lQ1G2g40l3+8jfPm7THSdvMJEL/RSNMiYSm3J6VyZYiJMZtFREKLemy9R4WtSNA5iD0U2YzHRvxD5T3hvcJBTKabCQ+am3PszIK2DxprPmCs4kzTESRM5Pak5PasiIh4S+7zigrbslNhKxJUXMBhowmS9ucweuQ/RjOY9sAza2mwwezPod5HUH2+0QhGeXDwDuNNx5Awofm1IuIruc8rGopcdipsRYJKuukAANz+ygZaLE8zHcOI5O0ZDB0XGPv6thsEDrfpFGb8H/3YxCmmY0iYUI+tiPiKemy9R4WtSNDIBLJNhwDA6YFJg5aZjmHEkw+voPyhwKgmKy2DRm+YTuF/GVTgI4abjiFhJPcFpwpbEfE2LR7lPSpsRYKC/7f3Kcp58/Zw6afh9Szc/pd9XDt9i+kY+bR+BKJTTafwr894iHSqmY4hYURDkUXEV7R4lPeosBUJCoeAwOglPNozDywnJjPwcvmEZTFp0DIizK3bVaDYvdDyMdMp/GcHDZnDANMxJMxoKLKI+Eru80paGhw2u3xH0AvKwvZQVAwrqtVhSXIKK6rV4VCU1t6XUObGLmwDT4MNh7nvubWmY/jF9VM30/63wOwabfYiJPhwPa+srFh2bE9hy+Ym7NieQlZWrO8aK8K7PIGbaGPtS3hSj62I+EpiIsTF2dfVa1s2kaYDFNeayslMb9OJeQ1bsrliVSyHI+8+h2VRd/9uOq9bzrVL5tN4r34rJJSY3d6nKI88sYq3b6jLjppxpqP4TPxBF+OG/m06RqEiXNDuPvh+tvfOuWtnHX7/9UJWr2rHvn3JgOOoey0qVdpBk6aLOK39LKpV98/w7GWcz59090tbIrksSz22IuI7Dof93LJ+vV3YNmxoOlHwcliWVbxXzA5H0cd4Tfn/LrAlsQrDul/HgpTmOD1u3BHOQh+Ve3+HDSsYO3saddL2+CmvSMkdiophY1I1sp2RRLtd1E/dRXzOsfvD5gB7TcQrkZxIB26nP58j/CvS5SEyCEZcu6PJX3+WwpaE6jzaZSA/1ju12M+552xazJhvJ1MnfWfZGj8Bl9NJ6z9+ZmWzpvlut0j0WZvhJj09ncTERNLS0khISDAdJ2CkpkKlSvb1jAyINTdgQURCVIcO8OOP8MEHcNVVptMElpL8bwrAHlsnEA/AjFYdGNm1L67/Xlid6AXW0ff/XLcZXW55jNFz36PPsgU+TStSEiUfeRAY2/sUJcplEeUK3F7lcOEs46LZM1pdwMiuA0r8nLuwdiu6Xf8So+e+Sp9lc8oWohAvDLrtuKJWxB9ye2uTklTUiohvaGVk7wjAwrYC4ODFM3vydMfL7DFAJewtdjuduCMiGNLjBvbEJ3DXwq98E1WkmIoz8sByONiUVI1pp3birXbn02HDMsbOnkSdNN/1gonkevHM3jzd8fpSPudG4o5wMqTHPeyJr8hdCz/warY9lSsxeuTDXj2nSHEd+m+Jg0QNDhARH8l9fjkUmEuqBI0AWzwqGohlRqsOdlELpR8C/d/jnu54Ge+3Osc78URKYUarDnS55TF+rtsMKMnIg5PpcstLzGh1gc8zSnib0eoCu6gFLzznXs/7rbp6KZnt0TGPsj+polfPKVJcOTn2x8gA7AoQkdCQ+/yS+3wjpRNghW0FtiRWYWTXvnavgTdYFiO6XsOWxCreOZ9ICbx4Zk+G9LiBrMgo3M4TF7THcjsjyYqMZkiPe3jxzN4+SijhbktidUZ2HeDl59zb2ZJY3Sun+7NVC16/9QavnEukNFwu+6MKWxHxldznl9znGymdACpsywFRDOt+nT2/y1uLVTkcuCKcDOt+nXfOJ1JM3h154P1eMBGAYd0H+ug5d6BXTnfvxHF4SvimULibPHky9evXJzY2lvbt2/Pbb7+ZjhTUVNiKiK9FRdkfVdiWTYAUtg6gPGsqJ7MgpXmJe7aK4nY6WZDSnLWVtU6/+IdvRh54rxdMBGBN5TosSDkVt9O7r9jdzkgWpJzK2sq1y3Sej664mPmdO3gpVXh4//33uf/++xk5ciSLFy/mlFNOoVu3buzatct0tKClwlZEfE09tt4RIIVteSCC6W064fT4Zk8Np8fNO206+eTcIsfy3cgD7/SCiQBMb3Ohj59ze5T68ZkxMTw44XEvJgoPzz77LLfeeis33ngjJ598Mq+88grlypXjf//7n+loQUtzbEXE1zTH1jsCoLCNxB6GDPMatixyYZ3Sckc4mdeghU/OLXI034088E4vmEiueQ3b+fg5t12pH//04LvZmFLPi4lCX3Z2Nn/88QddunTJuy0iIoIuXbqwcOHC447PysoiPT0930WOpx5bEfG13KHIKmzLJgAKW3t7n4PRMWyuWNWnLW1OqsahqBiftiHi+5EHpe8FE8l1MDqOzRV9Oz1jc1Iyh6JKvvHntprJjB9yr/cDhbg9e/bgdrupXj3/lIXq1avz77//Hnf8uHHjSExMzLvUqVPHX1GDircG3oiIFCZ35lpEAFRmwczwty/mvwtsqlgNy8f/PSyHg41J1XzahojvRx6UvhdMJNemijX89Jxb8uL54SdHcah8eR8kkqMNHTqUtLS0vMuWLVtMRwpImvsmIr6mKQ/eYfjbVyHvWraXFy8pjL/akfDkn5EHdi9YfE6mT9uR0JbtjArIdhaecRrvXnOVj9KEtipVquB0Otm5c2e+23fu3EmNGjWOOz4mJoaYGI1iKooKWxHxNU158A6DPbbxHF1XR7v98x/DX+1IePLfyAOt8C1lE+32z0SekrRjAYMmjcfSWKxSiY6Opm3btnz33Xd5t3k8Hr777jvOPPNMg8mCm+a+iYiv5Ra2Uf55zzlkGXxfIP8Ll/qpu3BYlk+LAodlUT9VWx6I7/hv5IGe+aRs6qfu8NNz7o5iH58dHc2uar4d8RDq7r//fm644QbatWvH6aefzsSJEzl06BA33nij6WhBSz22IuJrGorsHQbfFj8IePI+i8/Jou7+3T5tsW7qLuJzsnzahoQ3/408UNeBlE18TiZ19xe/6CyNuqk7SjRkPiY7m6ceGuHDRKHv6quv5umnn2bEiBG0bt2apUuXMnv27OMWlJLiU2ErIr6mocjeYbCwtbCL2yM6r1vu09VkO6//yyfnFsmVO/LAl0raCyZSmM7rFvn4OXdRiR/X+8PPOPeHn3yQKHzcddddbNq0iaysLH799Vfat29vOlJQ0/6SIuJr6rH1DsMTmQ4DR/5TXLtkvk9Xk+23ZL5Pzi2Syz8jD0rWCyZSmGuXzPLxc+7XpXrspEFDiHD7puAWKamKFe2PqalGY4hICMt9fsl9vpHSCYAVOg7kXWu8dwcdNqzA6eUXNE63mw4bVtBor3q5xPd8P/Kg5L1gIgVpvHcLHTYsxunlIfROt4sOGxbTaO/WUj2+9Z/LufnNaV7NJFJayf+t1XfgABw8eOJjRURKY/t2+2Oy1gYtkwAobLOBI71PY2dPI9LjPrJTcVlZFpEeN2Nn60WS+IfvRx6UrhdMpCBjZ0/20XPu5DKd5olHHidxf5p3MomUQYUKkLut8g69Py4iPpD73KLCtmwCoLAFu9fWflFVJ20Po+e+B95aqdPh4LG571InbY93zidSBN+NPChbL5hIQeqk7WT03Fe9/Jz7CnXSdhZ97AlU3bOXEY895Z1MImWU+2Izt1dFRMRbLOtIYVuzptkswS5ACls3cCjvsz7LFjD4h0/tT0rbi/Df4x784ROuXvZjGfOJlIzvRh6UrRdMpCB9ls1h8A9T7U/K/Jz7Nlcvm+uVXHe/8CpNV672yrlEyiK3sFWPrYh42969RxaPqlHDbJZgFyCFLdiF7ZEerrsWfsX4r98mxpVT4p4vp9tNjCuHJ79+i4ELNWxT/M83Iw/K3gsmUpi7Fn7A+K+fJ8aVXeI5t063ixhXNk9+PYmBCz/0WqYol4tn73/Ea+cTKa3cXhQVtiLibbnPK5UrQ3S02SzBLoAK2+O3/+mzbAHfvjGCszavBChyQZ7c+8/avJJv3xihnloxyrsjD7zXCyZSmD7L5vDtG3dy1uZlQEmec5fx7Rt3+uR3tMesuVz49Ryvn1ekJDQUWUR8Jfd5RcOQyy7AdkvKAMoBUXm31Enbw7T3n2NN5WSmt+nEvAYt2JxUDeuonjCHZVE3dRed1/9FvyXztfqxBIy7Fn5FlUPpjOzaF1eEE7ez+ItKOd1uIj0uHpv7iopa8Zs6aTuZ9v4I1lSuw/Q2FzKvQTs2JyUX8Jy7g87rF9Fvydc+n/f93H3D+LZLJ3L0VrYYoh5bEfEVLRzlPQFW2AKkA5WPu7Xx3h2M+vY9RgGHomLYmFSNbGck0W4X9VN3EZ+T5e+gIsXSZ9kCzt70D8O6X8eClOY4Pe4Trpqce/9Zm1cydvZE6qTplZT4X+O9Wxj17WuM4jUORcWyMSmZbGcU0e4c6vt5L+Wmq9dy14uv89z9A/3WpsjR1GMrIr6iHlvvCcDCNge75zau0CPic7JovmuL3xKJlFXpRx74r3gQKUx8TibNd20wmmHk6Cd5p19vdlerajSHhCf12IqIr6jH1nsCsLAFe/ufGAJqCrCIF5R85EEsEI2937NI+EpMT2fMo2MY8Nok01EkDKnHVkR8Jfd5RYVt2QVo5ejh6O1/REJR7siDNjs20HzXlhMMp6/g11wigeqWN6bSesky0zEkDOX22Kanw+HDZrOISGjRHrbeE6CFLRy7/Y9I+IrCXlRNJLxFWBaTBg0xHUPCUIUKUO6/p2ENRxYRb9JQZO8J4MIW7IWkRATKA17aE1ckiJ274Geu+uBT0zEkzDgcR3pTtmiJDxHxErdbQ5G9KcAL2yw0t1AE7D/V8qZDiASECQ+OIE7jQcXPmjWzPy7TaHgR8ZJVqyA72x4RUreu6TTBL8ALW7B7bS3TIUQCQDkCdr03ET+qt3kLg59+0XQMCTPt2tkf//jDbA4RCR25zydt2oCz8J0gpZiCoLB1YW//IxLuHGghKRHbkPHPUXvLVtMxJIy0bWt/VGErIt6S+3yS+/wiZRMEhS3Y2/94TIcQCQAx/11Ewlu5jAyefHiU6RgSRnJfeP7zDxzSxg0i4gUqbL0rSApbCzhoOoRIgFCvrQjANe99ZDqChJHkZPvi8cDSpabTiEiwc7thyRL7ugpb7wiSwhbgMPawZJFwFwnEmw4hIhJ2NBxZRLxl1Sp79Ee5ckcWp5OyCaLCFrT9j0iueILuz1dEJMipsBURb9HCUd4XZK+Ms4FM0yFEAoC2/xER8TetjCwi3qL5td4XZIUt2AtJafsfEYgDokyHEBEJG1pASkS8RYWt9wVhYevGnm8rEu60/Y+IiD9pASkR8YajF47KHQkiZReEhS3YKyS7TYcQCQDRQKzpECIiYUPzbEWkrFavtkd9xMdD06am04SOIC1stf2PyBEVsHtvRUTE11TYikhZ5T5/tG6thaO8KUgLW4AMIMd0CJEA4ETb/4iI+IcKWxEpK82v9Y0gLmxB2/+I5IrHLnBFRMSXTjvN/vj337Bzp9ksIhKc5s+3P55+utEYISfIC9sc7J5bkXCnhaRERPyhRg27l8Wy4KuvTKcRkWCzebO9+FxEBHTrZjpNaAnywha0/Y9IrljsxaRERMSXLr7Y/vjFF2ZziEjw+fJL++PZZ0OVKmazhJoQKGw9gDaTE7Gp11ZExNdyC9s5cyBDA8dEpARmzrQ/XnSR2RyhKAQKW9D2PyK5ooA40yFERELaKadAnTpw+DB8/73pNCISLNLTjzxn5L5BJt4TIoUt2EOSRUTb/4iI+JbDcaS3Jbf3RUSkKHPmQE4ONGmi/Wt9IYQK20wg23QIkQAQAZQ3HUJEJKQdPc/W4zGbRUSCQ+4bYeqt9Y0QKmzB3v5HC0mJQDm0/Y+IiO906gTly8OOHdrTVkSK5nIdWUldha1vhFhh60Lb/4iAPRQ5wXQIEZGQFRMD3bvb1zUcWUSK8vPPsG8fVKoEZ55pOk1oCrHCFuyFpDQmSARi/ruIiIgv5Pa6qLAVkaLkPk/07AmRkWazhKoQLGw92MWtiGj7HxER3+nRAyIiYNky2LTJdBoRCWSaX+t7IVjYAhzGHpYsEu4isefbioiIt1WuDOecY1//4guzWUQkcK1aBWvWQHQ0dOtmOk3oCtHCFrT9j0iu8oT0n7qIiEHa9kdEipL7/NC5M1TQYDqfCeFXu1n/XUTCnbb/ERHxldxhhfPmwfbtZrOISOCxLHj3Xft67hth4hshXNiCtv8RyRWHPSxZRES8qUkTOPtseyuPN94wnUZEAs0vv8DSpRAbC336mE4T2kK8sHVjz7cVCXfa/kdExFfuvNP++OqrkJNjNouIBJaXXrI/9uljz8sX3wnxwha0/Y9Irmgg1nQIEZGQc8UVULWqPRRZi0iJSK7du+GDD+zruW+Aie+EQWFroYWkRHJpxQIREW+LiYFbbrGv5/bOiIj873+QnQ3t2sFpp5lOE/rCoLAFyAA0NigQeMLlVy5gOdH2PyIi3jdgADgc8N139tYeIhLe3G545RX7unpr/SOMqgz12pq2le6so5/pGILbdAARkZBTrx706mVfz30xKyLha/Zs2LgRkpLg6qtNpwkPYVTYZgOZpkOELTfRLGUEy3mILCqajhPGstE2WCIivpHbKzNlChw6ZDaLiJiVOy3hxhuhnAbL+UUYFbZg99pq+x8TVnEbB0khm8qs4H7TccKUhb0FloiI+MIFF0DDhpCWBjNmmE4jIqasXw+zZtnX77jDbJZwEmaFrRvQW6j+lkE1/mZQ3udruJE0GhtMFK4yAJfpECIiISsi4siL2MmTwdJ76SJh6dVX7b//bt2gUSPTacJHmBW2YBe2mmPoT38yDBfl8z63iGQJjxlMFI482FtfiYiIL/XvD7GxsGQJ/Pab6TQi4m+ZmfDmm/Z1LRrlX2FY2Gr7H3/ayyls5Krjbv+XTmyjq4FE4eoQ2s9ZRMT3KleGPn3s69r6RyT8fPgh7N0LdetCz56m04SXMCxswV5EKtt0iJBnAYsZQ2G/ZksYhZtov2YKTy40BF9ExH9ye2nefx927TKbRUT8x7LgxRft6wMGgNNpNk+4CdPCFrSQlO9t4gr20q7Q+w/SgNXc7MdE4UojFERE/Om00+D00yErC8aPN51GRPxl1ix7CkJsLNysl7h+F8aFbQ7a/sd3XMTxJ8OKPG4F95FBVT8kCldZaHsfERH/GzPG/jh5MmzaZDaLiPiexwNDh9rX774bqlc3mycchXFhC3ZPluYd+sLf3EMGNYs8zkUFljPED4nCkeaTi4iY0qULnHceZGfDqFGm04iIr733HixbBomJMEQvbY0I88LWg+Yeet9BarOKAcU+fj192EcrHyYKV4fR9j4iImY4HEeGIU+dCitWmM0jIr6TnQ3Dh9vXH34YKlUymydchXlhC3Zhqxf/3rSUkbiJK8EjIljM4z7LE560vY+IiGmnnQZXXGEPURxW9OwcEQlSr70GGzZAjRpwzz2m04QvFbaAhmt6z07OZCu9Svy4PZzOJi71fqCwdRAtjiYiYt4TT9gro86cCT//bDqNiHjbwYPw+H/9MyNHQny82TzhTIUtoAV2vMNDBEt4rNSP/5NHcZWop1cKloM9DFlERExr2hRuvNG+PmSIvR2IiISO556zt/Vq1EgrIZumwjaPtv8pq/X0Yz8tSv34w9TiHwZ6MVG40ggEEZFAMmqUvf3HggXw9dem04iIt+zeDRMm2NfHjIGoKLN5wp0K2zwuIMN0iKCVTQLLeajM51nJnRyilhcShatMINt0CBEROUqtWkfm3Q0das+5FZHgN24cHDgAp54KV11lOo2osM1H2/+U1l8MJovKZT6PmziWMtwLicKRtvcREQlUDz8MFSvC8uXw7rum04hIWW3aZO9TDXaBG6Gqyjj9CPKx0EqyJZdGY9bQ32vn28Il7KK9184XPg4BbtMhRESkAJUq2cUt2NuCZGtwjUhQGznS/js+7zzo2tV0GgEVtgU4jL34jhTXEkZj4d1JBYt5HI9+PUvAjfZkFoBDUbGsqJbCkuQmrKiWwqGoWNORROQ/99wDycmwcSO88orpNCJSWn/9Ze9PDXZvrcNhNo/YIk0HCEwHAO2sXBzb6MK/dPb6effTkg30oSEar1U8WvwsnK2pXIfpbS5kXsN2bK6YjHXUf1iHZVF3/w46r1vEtUtm0XjvFoNJRcJbuXL2QlIDBsCjj8Kll0LduqZTiUhJuN1wyy32CudXXAGnn246keRyWFYxF54Pu7ciKgLq6TgRD5HMYj4HaOiT88ewh56cTTTpPjl/6MgG9pkOIQZsSazOsO4DWZByKk6PG3eEs9Bjc+/vsGExY2dPpk7aTj8m9SHtneI16enpJCYmkpaWRkJCguk4IcvthnPPtfe07doVvvkmDF9iiQSxCRPgoYcgIQFWrIDatU0nCm0l+d+ksZ6FUg9YUVZzi8+KWoAsqrCC+3x2/tCgBaPC1YxWF9Dllpf4uW4rgBMWtUff/3PdVnS55SVmtLrA5xlF5HhOJ0yZYm//M3cuvPGG6UQiUlz//GPPkQd7/1oVtYFFhW2hNGfxRDKp7JeiczU3k+7D4jn4ZaI54eHnxTN7M6THPWRFRuN2lmxGidsZSVZkNEN63MOLZ/b2UUIROZEmTeCJJ+zrDzwAmzebzSMiRXO74cYbISsLLrzQvi6BRYXtCWmV2cIsYyg5+H6omkUUSxjl83aCkwf11oafGa0u4OmO19uflHb84n+Pe7rj9bzfSks5ipgwaBCcdZa9B2bufD0RCVzPPgu//moPQX7tNU0hCEQqbE9I2/8UZN9/Czv5yw66sJ3z/NZe8DiE9l0OL1sSqzOy6wDvvQK2LEZ0vZ0tidW9cz4RKTYNSRYJHhqCHBxU2BYpAw31zG8xj2Nx4vl83raEUbi9vKVQcHOhofLhZ1j3gbginN57m9jhwBXhZFj3gd45n4iUiIYkiwQ+DUEOHipsi0Wr8ubaxCXsob3f2z1AY9bS3+/tBi4NQQ43ayrXYUHKqSWeU1sUtzOSBSmnsray3n4OdvXr18fhcOS7jB8/3nQsKcKgQXD22RqSLBKonnnGHoKcmKghyIFOhW2x5GD33IY3F7H8yXBj7f/FA2RS2Vj7gSPrv4uEk+ltLsTp8c2cf6fHzTttevjk3OJfjz32GDt27Mi73H333aYjSRGcTvjf/zQkWSQQ/fMPjBhhX9cQ5MCnwrbYDhDu8xn/YSCHqWWs/RwSWc5DxtoPDNreJ1zNa9iuyC19Sssd4WReg3Y+Obf4V4UKFahRo0beJT4+3nQkKQYNSRYJPMcOQe7f33QiKYoK22LzEM5zGg9Rk5WYn4e3jn6k0tx0DIMysOfXSjg5GB3H5orJPm1jc1Iyh6JifdqG+N748eOpXLkybdq0YcKECbhchT9fZGVlkZ6enu8i5mhIskhg0RDk4KPCtkTCd/ufPxmOmzjTMYAIFvOY6RCGaHufcLWpYg0sH/9HtRwONib5tngW37rnnnuYMWMG8+bNY8CAAYwdO5aHHip8lMu4ceNITEzMu9SpU8ePaeVYxw5JfuYZ04lEwtdvv2kV5GCkwrbEwq+w2M3pbOZS0zHy7OYsNtPLdAwDDmIPRZZwk+30z4rg/mpHim/IkCHHLQh17GXlypUA3H///XTq1IlWrVpx++2388wzz/DCCy+QlVXwnPyhQ4eSlpaWd9myZYs/vzQpQJMmRwrahx+G2bPN5hEJR9u3w6WXQna2/VFDkIOHd5fXDAuZQDYQbTqIX1g4WMzjpmMcZykjqMm3RJJpOoqfuIDDpkOIIdFu/2w55q92pPgeeOAB+hfxqqpBgwYF3t6+fXtcLhcbN26kadOmx90fExNDTEyMN2KKF91xByxeDG++CX362EMhC/jxiYgPZGTYxeyOHdC8OUydqiHIwUSFbamkA5WB0P9NX09fUmllOsZxDlOHVdxOcyaajuInmvsWzuqn7sBhWT4djuywLOqn7vDZ+aV0qlatStWqVUv12KVLlxIREUG1atW8nEp8yeGAyZNh5Ur46Se4+GK7uK1Y0XQykdBmWXDbbfD771CpEnz+OVSoYDqVlISGIpeKi3DY/ieH8ixjiOkYhfqbuzlMTdMx/CB3lICEq/icTOru923RWTd1B/E54TICIvQsXLiQiRMn8ueff7J+/XqmT5/OfffdR79+/UhKSjIdT0ooJgY+/hjq1IHVq6FvX3uFVhHxnaefhnfesee7f/ghNGxoOpGUlHpsS+0AoT7f8S+GkkXpegr8wU05fuMZajLHdBQfclOf18Nk4LucSOd1i5h2ak+fbPnj9LjpvH6R188r/hMTE8OMGTMYNWoUWVlZpKSkcN9993H//febjialVL263WN09tn2XNshQ2DCBNOpRELT11/b89oBJk6E884zGkdKyWFZxVxQXgPMw0o6jZnNX3hUUhnVjAm0Dvu9ewVgTeU6dL31ZZ+d/9vXb6fR3q0+O7/PaE8Ur0lPTycxMZG0tDQSEhJMx5H/fPABXH21ff3tt+H6683mEQk1K1dC+/aQng633gqvvqqyJ5CU5H+ThiJLgZbyrIpaw2LYycmMMR1DAkTjvVvosGExTrd39zF2ul102LA4OItakTDQuzc8+qh9/dZb4ZdfzOYRCSWpqfY89vR0OOccePFFFbXBTIWtHGcH3dgeltvpBJZTGEa0Fo2So4ydPZlIj9t7vZSWRaTHzdjZk71zPhHxidGj4ZJL7O1HLrsMtm0znUgk+Llc9srja9ZA3br2vPZo9ekEtbAvbA9FxbKiWgpLkpuwoloKh6JiTUcyyoOTJTxnOkbYS+IP6vOW6RgSYOqk7WT0XC+OkXI4eGzuK9RJ2+md84mIT0REwLRp9vYj//5rF7cZob+GpYhPPfwwzJkD5crZ89m1gHzwC8vFo9ZUrsP0Nhcyr2E7NldMzreFhsOyqLt/B53XLeLaJbNovDe8Nqxfw12kc5LpGGHvVAYRgcd0DAlAfZbNYU98RZ7ueL3dc1uaIve/xz34w9tcvWyu90OKiNdVqAAzZ8Jpp9nbkdx6q13satikSMm99RY8++yR661bGwwjXhNWi0dtSazOsO4DWZByKk6P+4Sri+be32HDYsbOnhwWPRpZVOZL1pCDtoYwqS7vcRbXmI4hAW5GqwsY2XUArggnbmfx36N0ul1Eetw8NveV0ChqtXiU12jxqOAwbx507Wpv/zNoEDz3XEi8RBPxm88+gyuvtP+GRoywh/pL4CrJ/6awKWzL+iJw9NxX6bMslLeVgd95mXXcbjpGWHNymB40I57wGikgpaM361Bh60UqbIPHW2/BjTfa14cMgbFjg/5lmohvuN2wYAHs2AHJycw62IFLLneSkwP9+tkrjUeE/cTMwFaS/01hMRT5xTN7l3rYntsZiTvCyZAe97AnviJ3LfzARynNSqUV67nVdIywdxJPqqiVYquTtpNp7484Mr2iQTs2JxUwvSJ1B53XL6Lfkq+1+rFICOjf355je+edMH48xMXZPU8icpRPPrGHNWw98n+vJbXpxSQir7qcKVNU1IaakO+xndHqAob0uMdr53vy60mhMXzvGN/zPbvobDpGWCvHZnrQjEi0IoiU3qGoWDYmJZPtjCLanUP91B3E52SajuU76rH1GvXYBp/nnoP777evP/kkPKRtz0Vsn3xijzc+5n+EBwcOwP3+R0T2vtxMNikRDUX+z5bE6nS55SWyIqO9k9+yiHFl8+0bd4bOMD5gC1fwEx+ZjhH2zuJq6hKaIwJEfEaFrdeosA1O48bBsGH29YkT7Q4qkbDmdkP9+vl6ao9mORw4ateGDRvAWfgUHgkMJfnfFNId8MO6D8QV4fTq1hiuCCfDug/0zvkCgJsYljLBdIywV5UFKmpFRKTEhg49Mgz53nuPrPQqErYWLCi0qAV7ig5bttjHSUgJ2cJ2TeU6LEg5tUQLRRWH2xnJgpRTWVu5tlfPa8pKBnOIFNMxwpyHNugtdhERKZ1Ro4702j7wADzxhNE4Imbt2OHd4yRohGxhO73NhTg9bp+c2+lx806bHj45tz+5iOUfHjYdI+zV5jMqscR0DBERCVIOh13MPvaY/fmjj8Lw4RqpL2EqOdm7x0nQCNnCdl7Ddifc+qIs3BFO5jVo55Nz+1MkmdTkS9Mxwt5OziOTKqZjiIhIkBs+HJ56yr4+Zoy9mJSKWwk3n+/rwFZq46GQqYgOB9SpAx06+DeY+FxIFrYHo+PYXNG378JsTkrmUFSsT9vwh1N4CCeHTMcIazlUZDmPm44hIiIh4MEH4fnn7etPPw133WWvpSMSDmbMgCuvdnIPk3BAvu3vgCPr7kycqIWjQlBIFrabKtY4/hfZyyyHg41JwT+EIZ6tnMRTpmOEvXXcRiqnmI4hIiIh4O674dVX7dfwL70EvXrB/v2mU4n4jscDI0dC377gckG5ay/H88FHOGrVyn9g7drw0Udwubb6CUUhWdhmO6NCqh1fa8ZTlGOT6RhhLoIlTDQdQkREQsRtt9m9V3FxMHs2tG8Pq1aZTiXifQcP2lvW5s4xv+8+ePttcF51OWzcCPPmwbvv2h83bFBRG8JCsrCNdueEVDu+FkkmrdGu7qbtohNbuMJ0DBERCRG9e8OPP9rTCVevtovbb74xnUrEezZsgLPOgk8/hehomDLF3vIqb5Sx0wmdOtlduZ06afhxiAvJwrZ+6g57jyofclgW9VNDZ5nwunxAFbSfl2lLmYCL4J+7LSIigeHUU+H33+0X/2lp0KOH/cJfi0pJsJs/H047DZYvhxo17M/79zccSowKycI2PieTuvt9W3TWTd1BfE6mT9vwt1MZhAOtMGHSIVJYxf2mY4iISAipXh2+/x5uvtmei/jAA3DjjZAZWi9jJIy8/DJ07Qp790LbtvabN2eeaTqVmBaShS1A53WLfLqPbef1i3xybpMqsYQUppiOEfb+ZhiHqWk6hoiIhJCYGHj9dXvFZKfTnoPYqRPsCJ3BZxIGcnLgjjvgzjvtRaL69oUFC+w1oURCtrC9dsksn+5j22/J1z45t2mtGEYUaaZjhDU38SxjvOkYIiISYhwOe8Xk2bMhKQl+/RXatbN7u0QC3e7ddi/tK6/Yv8vjx8P06fYCaSIQwoVt471b6LBhMU63y6vndbpddNiwmEZ7t3r1vIEilt00156qxm2kH3s4w3QMEREJQV26wG+/wUknwfbtcO659qKxIoFq2TI4/XT44QeoUAFmzoSHHz6yLa0IhHBhCzB29mQiPW7vrZBgWUR63IydPdk75wtQTZhEBbQngFkOFjMJCz1ji4iI9zVqBL/8Yu9xm5kJ114L994LGRmmk4kcYVkwdaq9+NnGjdCw4ZHfW5FjhXRhWydtJ6Pnvuq9t3McDh6b+wp10nZ653wBKgIXrXnAdIywt4/T2ch1pmOIiEiISkiAzz6DoUPtzydNgtat4eefTaYSsW3fDhdfDDfcAIcOwfnn2yMNTj7ZdDIJVCFd2AL0WTaHwT9MtT8pbc/tf4978Ie3uXrZXC8lC2y1+IpkZpmOEfb+ZDw5lDcdQ0REQpTTCWPHwpdfQs2a9n6355wDgwer91bMyO2lbd7c/r2MjrZ/R2fPhkqVTKeTQBbyhS3AXQs/YPzXzxPjyi7xnFun20WMK5snv57EwIUf+ihhYGrDfTjIMR0jrGWSzN8MMx1DRERCXM+e8Ndfdu+YZcEzz6j3Vvzv6F7a/fvtxc0WL7ZHFURGmk4ngS4sCluwe26/feNOztq8DKDIrYBy7z9r8zK+fePOsOmpPVoCq2hMaM8nDgaruJ+DNDAdQ0REQlxSErz1lnpvxf8K66VduNC+TaQ4HJZVzPG5IbTs2JrKdZje5kLmNWjH5qRkrKO+NodlUTd1B53XL6Lfkq9DdvXj4somka9YQxZVTUcJa7X4lA5cbjqGSODx1uKAQnp6OomJiaSlpZGQkGA6jvx/e3ceH1V973/8NTMhCWFJQiSQSJBNoCyBgBihUkVZRApWrdsVUOsKVGQ3RQUEWVyLKOjFVsGlP6y9rZcqoGgR7QVFlrAplT0gCUgI2SDLLL8/joCRAAnMzHcm5/18POahmeV8344nJ/OZ72ZYXh6MHm3tdwvQurVV9HbvbjSW1EAHDsCDD1oFLVi9tAsWqKAVS3X+NtmysP2p4lrR7IlPosxVi0hPOc3ysqlTXmI6VkjZwYOs5VXTMWzvanrTmE9NxxAJLSps/UaFrVTmgw/ggQcgOxucThgzBqZO1d6hcuF8PnjrLXjkEWvYcWQkTJkC48dr2LGcosJW/MqHg49Yz1E6m45ia7FsoR+dcXL2YfQitqLC1m9U2MqZ5OVZWwG9+eNanG3awBtvqPdWzl9lvbRvvAEdOpjNJaGnOn+bbDPHVs6fAx9pjDIdw/by6cBOHjQdQ0REbCY+3hqS/M9/QlIS/Oc/8MtfwpAhsHu36XQSTgoL4cknrS9Hfj6XVkWtXCgVtlIljVhJE/5mOobtbWYapWitexERCb5f/xq2bj21cvLbb1sFysiRcOiQ6XQSykpLYc4caNnSGm5cVASXXw7r1mnFY/EfFbZSZZ0Zhwsti2hSGQ3YwhTTMURExKZOrJy8di307Qvl5fDSS9CiBUyeDAUFphNKKPF4rC9A2ra15tL+8ANceim8+656acX/VNhKldVlL2143nQM29vBMI6ipQJFRMScrl3ho4/g00+hWzcoLrYWlWrZEmbPtnroxL58PvjwQ0hLs4as79ljDWN/9VWr1//WW63FyET8SaeUVEs7ZlIbe2+BZJqPCDYw23QMERERrrkGvvoK/vY3a1jy4cPWNkFt2liLTXm03qHtrFoFV11lDV3fvBliY2HmTNixw1owqlYt0wmlplJhK9USwTE6kWE6hu0dpDf7GWQ6hoiICA4H3HwzbNkCr70GF18Me/dac3E7d7YWndIC5jXf1q1www3WwmJffAHR0TBhAuzaBRkZEBNjOqHUdCpspdou4R0SWGU6hu1l8gIeIk3HEBERAawFgO67D7Zvh2eesebjbtkCgwbBlVfC+++D2206pfjbunUwdCh07AiLF4PLBfffb50HTz8NDbTmpQSJClupNgfQhUcAr+kotlZES77TNkwiIhJiateG8eNh506rp652bWt46o03QvPm8NRTkJNjOqVciOPHrS2g0tOtPWjfesvqlT/Rcz9/PjRpYjql2I3D56vi4BCHI8BRJNx8yRvs4W7TMWwtgkIG0Jra6BOC2JTGN/pNQUEBsbGx5OfnU79+fdNxpAY5cMBaOflPf7Lm4ILVu3vzzTB8OPTsqY+Z4WLnTmsBqNdfhyNHrPsiI+GWW2DUKKvIFfGn6vxtUmEr5+04jfiQ73CjD0AmNecN0vmd6RgiZqiw9RsVthJopaXWIlPz5lk9uCe0b28VuIMHg0690OPxwJIl1v+3ZctO3X/JJfDQQ/C730Fiorl8UrOpsJWg+YZH2cQs0zFszkcfLieBtaaDiASfClu/UWErwZSZCa+8Yu1xeuyYdV/dutbWMMOHa3/TUHDoEPz5z1YPbVaWdZ/DAdddZ/0/6t/fmk8rEkgqbCVoPESylK0U0cp0FFtLYDV96GE6hkjwqbD1GxW2YkJ+vrUt0Lx5sG3bqft79oQHHrC2jImLMxbPdsrKYOVKWLAA3nsPysut+xs0gHvvtbbradnSaESxGRW2ElT7uYF/877pGLZ3BXfSjL+YjiESXCps/UaFrZjk88GKFVaB+/77p/a/jYiAX/3KWll54EBo0cJozBrpyBFYutTalmnpUigoOPVYerrVO3vLLdYiYCLBpsJWgm4FH3OQPqZj2Fptvud62lCLYtNRRIJHha3fqLCVUPH999Z+uO+9B998U/Gx9u2tInfQILj8cnBqf4/zsnOntTXP4sXWnrMnvkgAa77sDTdYvbNdu5rLKAIqbMWAfNqxjI34iDAdxdbaM42OTDIdQyR4VNj6jQpbCUU7d1o9iYsXw+efVyzAGjWyhioPGgS9e0NMjLmcoc7jgTVrThWzP//CoEOHU73i+sJAQokKWzFiHS+xnd+bjmFrTkoYQFvqsNd0FJHgUGHrNypsJdTl5VlDZRcvPn3IbHS0VdwOGGANn23f3tqGxq58Pti1C9auhY8+gg8+gB9+OPW4ywVXXaUh3hL6VNiKEaXE8yHbKSPBdBRbS+E9fsmtpmOIBIcKW79RYSvhpKzM6sE90QO592ff50ZGQmqqNZT2ssusf9bUYvenRey6ddZt/Xo4erTi82JjrZWMBw2yVjaOjzcSV6RaVNiKMd8xgvW8bDqG7V3D1SSy0nQMkcBTYes3KmwlXPl8sGWLVeD+61+VF3VQM4rdqhaxYP13deoEPXpYxWzPnlCrVtAji1wQFbZijBcnH5FJPh1NR7G1ODbSly448ZqOIhJYKmz9RoWt1BQnir8Thd+J29mK3datISnJuiUnV/xnvXrBy15aCjk5cOAAZGef+md2NuzZAxs2nL2I7dr11C3cinaRyqiwFaNyuIbP+NR0DNu7jAdpxXzTMUQCS4Wt36iwlZqsOsXuz9WtW3nR27ixtWBVRETFW61a1hxWrxfcbmsvWLf71K2sDA4dOr14PXDA2nrnXKKiTvU8n+h9bt9evbFSM6mwFeO+4B98z29Mx7C1SA7zay4lkqOmo4gEjgpbv1FhK3bj88Hu3VaBm5V1epGZnQ2FhcHPFRlZec/xxRdbvbIqYsVOqvO3SXuzSEB0ZizZXIeXaNNRbKuMi9jCJLowxnSUsFJcK5o98UmUuWoR6SmnWV42dcpLTMcSERE/czis1YDPtiJwUdHpQ4JP/HtOjjV0uLJeWbfb6rWtrDc3IgIaNqy8eE1KggYN1J8kcj7UYysBs5GZfEuG6Ri25qCc60gllm2mo4S07QkpvJPWnxUtLyMrLgnfT653Dp+Ppkez6bVzLXduWMqlufsMJpXTqMfWb9RjKyIioUZDkSUklFOHD/mOEpJNR7G1xizjavqbjhGS9sU2YuJ1I/iieRdcXg8ep+uMzz3xeM/d65mxbC4p+QeDmFTOSIWt36iwFRGRUFOdv03OIGUSG6pFMalMNB3D9nK4jgNcbzpGyFmU2pfe981jVdNUgLMWtT99fFXTVHrfN49FqX0DnlFEREREqkaFrQRUcxbSgDWmY9jeBv6IB600ccLL3W8l4/qRlEZE4nFVb6kBjyuC0ohIMq4fycvdbw1QQhERERGpDhW2ElAOoAsjQfupGlVIa7bzsOkYIWFRal+eu2qo9cP5TrH48XXPXTWUd1P7+CmZiIiIiJwvFbYScBfxFZfwF9MxbG8rkygh0XQMo/bFNmJynwf9Ny/T52NSn4fYF9vIP8cTERERkfOiwlaCohOPEkGR6Ri2Vk4sm3jKdAyjJl43ArfT5b/F8BwO3E4XE68b4Z/jiYiIiMh5UWErQRHDAX7BLNMxbG8X93KENNMxjNiekMIXzbtUe07tuXhcEXzRvAs7Epr49bgiIiIiUnUqbCVomvNnwGM6hs05eeeq502HMOKdtP64vIE5/1xeD2+naeVpEREREVNU2Mp5Ka4VzdbE5mxIas3WxOYU14o+52u+ZSJw9i1VJLDKonxMe6Mr7956o+koQbei5WXn3NLnfHmcLla0uCwgxxYRERGRc/PvmDyp0bYnpPBOWn9WtLyMrLgkfD+Zp+jw+Wh6NJteO9dy54alXJq7r8Jr82nHDh4KdmT5mQ/GlfJDcx/jn53KwH8uI+b4cdORgqIosjZZcUkBbSMrPoniWtHUKS8JaDsiIiIicjr12Mo57YttxJDbptLn/ld4q8sA9sYnVyhqAXwOB3vjk3mrywD63P8KQ26bWmGl2PXMxqd9VI06kuxlcUYpAPuapvDsePts/7M3rvFp56y/+RwO9sQHtngWERERkcqpsJWzWpTal973zWNV01SAcw7lPPH4qqap9L5vHotS+7KfQRxEe32a9penSyite+rnpx8dRVaKPRY8KnMF50uVYLUjIiIiIhWpsJUzern7rWRcP5LSiMhqryTrcUVQGhFJxvUjmdV9YoASSlV9d4WbVf9VXuG+4zExPPr0FDOBgizSU37uJ4VROyIiIiJSkQpbqdSi1L48d9VQ64fzHcL54+s+uOowX6dm+SmZVJcPH2++WIKvkt/2RXf8li+u7B78UEHWLC8bh88X0DYcPh/N8rID2oaIiIiIVE6FrZxmX2wjJvd5EPxVCPjgf/ts5UjsMf8cT6rl87vK2Xn5mbe5eeTFmXicNftSUKe8hKZHA1t0Ns3L1sJRIiIiIobU7E+zcl4mXjcCt9N1/j21P+cAr9PH36/b7J/jSZUdr+tj0cyzF1sbunRmwd3/FaRE5vTauTag+9j22rU2IMcWERERkXNTYSsVbE9I4YvmXao9p/ZcvC4fO5of5lBCoV+PK2f3/mOlHE06d8/7xBmTyK9fPwiJzLlzw9KA7mM7eMOSgBxbRERERM5Nha1U8E5a/4D1ajm9Dr5M01zbYDnYwsPSUaVVeu6hRok89fi4ACcy69LcffTcvR6Xx+3X47o8bnruXk+r3P1+Pa6IiIiIVJ0KW6lgRcvLAtar5XX6+E+LQwE5tpzu7edLKI+u+vNffOQhvru0ZeAChYAZy+YS4fX4cf64jwivhxnL5vrneCIiIiJyXlTYyklFkbXJiksKaBu58ccoreXfHjM53eZr3az9TfXe5/LISMY+/1SAEoWGlPyDPLn8v/04f9zB1OWvkpJ/0D/HEzmD6dOn06NHD2JiYoiLi6v0OVlZWQwYMICYmBgSExMZP348breutyIiYg8qbOWkvXGN8fnrA/+ZOCA3vjiwbdic1+njzdnHz+u1Hwzsz7J+1/o5UWi5fdPHjFv5pvXD+fbc/vi68SsXctum5X5KJnJmZWVl3HLLLQwbNqzSxz0eDwMGDKCsrIxVq1axcOFCFixYwKRJk4KcVERExAwVtnJSmatWUNpxu7xBaceulg8rY3+H83+PR/9xBuUR/l08LNT8fvVfmbVkDlHusmrPuXV53ES5y3h6yYuMWP1egBKKVPTkk08yevRoOnbsWOnjH3/8Md988w1vv/02nTt3pn///kybNo25c+dSVlYW5LQiIiLBp8JWTor0lAelnQiPTrtAKYr38rcnq7Zg1Jls+0Ub5g2/10+JQtftmz7mkz8Np0fWJoBzLpp24vEeWZv45E/D1VMrIWX16tV07NiRRo0anbyvX79+FBQUsHXr1kpfU1paSkFBQYWbiIhIuKrZ3TJSLc3ysnH4fIEdjuyDhLw6gTu+zb03tZSihAtfGGnyk3/gv/7yNxoezvVDqtCVkn+Qt96dxPaEFN5J68+KFpeRFZ9U4XfA4fPRNC+bXrvWMnjDEq1+LCEpJyenQlELnPw5Jyen0tfMnDmTJ598MuDZREREgkGFrZxUp7yEpkez2RufHLA2EvJiiCrXaRcI+9p7+OQh/ww5zI+LY9LUibwyfKxfjhfqLs3dx5RP5jOF+RTXimZPfBJlrlpEespplpdNnfIS0xGlBsrIyODpp58+63O+/fZb2rZtG5D2//CHPzBmzJiTPxcUFJCSkhKQtkRERAJNFYZU0GvnWt7qMiAgW/44vQ7a7Er0+3HF8ubs43j9+Bs9/4G7eejV1+m0qfJhjDVVnfIS2h/abTqG2MDYsWO5++67z/qcFi1aVOlYjRs3Zs2aNRXuO3jw4MnHKhMVFUVUVFSVji8iIhLqVNhKBXduWMqCywYF5Nhep48rNjQNyLHt7usbytnS++xzRKvL63IxavZMVlwTmPNBxO4aNmxIw4YN/XKs7t27M336dA4dOkRiovUF4vLly6lfvz7t2rXzSxsiIiKhTKv4SAWX5u6j5+711V4p9lycHgetdl9EYm49vx5XoDzSxzvPBWao7Ge9fsX/3DQwIMcWkarLysoiMzOTrKwsPB4PmZmZZGZmUlRUBEDfvn1p164dQ4YMYePGjXz00Uc8/vjjjBgxQr2yIiJiCyps5TQzls0lwus5/z0+f85nDUO+aVnl21TIhVkyupSDrQK3hdK456ZxPDo6YMcXkXObNGkSaWlpTJ48maKiItLS0khLS2Pt2rUAuFwuPvjgA1wuF927d2fw4MEMHTqUqVOnGk4uIiISHA6fr4rVSyBXypWQsyi1LxnXj/Tb8W5e0pFumzQM2d/yGnsZ810hJQHuCH/qsWk8NuP5wDYicj789QWcUFBQQGxsLPn5+dSvX990HBERkWr9bVKPrVTq9k0fM27lm9YP5/vB8ceX9VvZRkVtgCyaWRLwohZgxsQxfJ+cFPiGRERERETOgwpbOaPfr/4rs5bMIcpdVu05t06Pgwi3k5uXdKTX6lYBSmhvOy9z88XQ8qC0daxOHTJmTQ5KWyIiIiIi1aXCVs7q9k0f88mfhtMjaxMALu/ZV951eq0h6y2yEhjzp6vUUxsgPnwsnFOCL4i/wW8Pvo3VV3QLXoMiIiIiIlWkObZSZdsTUliYdhPLWgzkcHwJ/PSU8EFCXgxtdiVyxYamWv04wL64s4x5bx8Pervd1qzjyyt649S8RgkVOhf9RnNsRUQk1FTnb5P2sZUquzR3H4M+aU8HrqW0lpvc+GLcLi8RHicJeXWIKtfpFAwlMT4WzQrM9j7n8vXlXXlryG3c9eYiI+2LiIiIiFRGQ5GlyvLozG5+B0BUeQTJh2Jpmh1P8qFYFbVBUFrLzYHEfP4y4RCFzkIcpWcfFh4oGbOmUFi3rpG2RUREREQqo2pEqmw9L+LDZTqGrRxMKOSrtCy2tTzEkbhj1vDvEkh+yVp02t0gmuNt4ilKT6K8UUxQMuUkNWbGxDHMnKj9MUVEREQkNGiOrVRJFreyindNx7CNI7HH+Pt1m9nR/DBOrwOv88y/pj4nOLxwvFUcR25shbtBdMDzRZaW8k27dFru2hPwtkTOSnNs/UZzbEVEJNRoH1vxKzfRZPKM6Ri2sSY1ixfuW8muprkAZy1qwSpqAaJ3HSXpj+up+3VOoCNSFhXFuOemBbwdEREREZGqUGEr57SNCRzjEtMxbOFf3bfz9+s3447w4nVVryfK4QWH20vC33dQf8W+ACU85f0bB/LJtVcFvB0RERERkXNRYStnVUwTvmWC6Ri2sCY1i4+v+s764TxH/p94WfzHe4PScztq9kzcLs27FhERERGzVNjKWW3kGTzUMR2jxjsSe4zFfbZaK0L5gQ+IX7yLiCOB3RZoa4d2/PeD9wS0DRERERGRc1FhK2f0A78kiztMx7CFv1+32ZpL66c12hyAw+ulwT92+OeAZ/HEtMfIbRAf8HZERERERM6kytv9NNu9MZA5Khg+789MeHZO0NqT0/lwsJ4XTcewhYMJhexoftjvx3V4ofaOo0QcOoY7MXBbAeU1iKfttq+pU1wcsDZM0zVJREREJLRVubDd2yw4iwc1zs5h2CuvB6UtObNd3EMeXU3HsIWv0rLOuaXP+fI5od6X2eQNaun3Y//U4YYXcbjhRQFtwxRdk0RERERCX8gNRZ6VMYV6RUWmY9haOfXYzHTTMWxjW8tDASlq4cde2+/yAnJsu9A1SURERCT0hVRh223NOoa89a7pGLa3lScoobHpGLZQGunmSNyxgLYRkVuCo9QT0DZqKl2TRERERMJD6BS2Ph8vPpKB0xeYniupmkJa8R0jTcewjdy4Yr8tGHUmDiAi93hgG6mJdE0SERERCRshU9gOfvtdun/5tekYtreBF/ASZTqGbbhd3qC043CrOKsuXZNEREREwkdIFLYxxcXMynjSdAzby6YvBxhoOoatRHiC8yvoiwhwt3ANo2uSiIiISHgJicJ24owXuPhAtukYtubFxQb+aDqG7STk1YEAd6b6AHdC7cA2UsPomiQiIiISXowXts1272HMC3NNx7C97YyggHamY9hOVHkEDY4Gbo9ZAHdCNL4oV0DbqEl0TRIREREJP8YL2+fGPUHtkhLTMWytlAS2MMV0DNtquzMRpzcwQ4V9TjjeOj4gx66pdE0SERERCT9GC9urV3zOzX//p8kIAmxmGuWo+DElfUPTgO5jW3hFUkCOXRPpmiQiIiISnowVtk6Ph9mj/mCqefnRUTqyk/tNx7C1Rrn1qOdogM/Pv40+JxxvFYc7MbBDnWsKXZNEREREwpexwvaB+QvotGmrqeblR+uZjY8I0zFsLbeJl50jWuBzOv22jpQP8DmdHLmxlZ+OWPPpmiQiIiISvowVtl3XZZpqWn7kJpp82puOYXv723k4fnE0eYNa4K+Ztg4gb1AL3A2i/XTEmk/XJBEREZHwZaywnTR1IoV165pqXoAISkjlMdMxbK/Tx7VIXRZBUbfG5PW9BDj/HYBOvC6v7yUUdWvsl3x2oWuSiIiISPgyVthmJycx8w+jTTUvP2rB68SzznQM2xs6OhpXORT0SiH3plb4IpzVnnPrc4IvwknuTa0o6JUSmKA1mK5JIiIiIuHL6KrIL4wZwa7ml5iMYHsOfHThEdMxbO/ibS76zIsEoKhbY7JHd6GkRRzAOQvcE4+XtIgje3QX9dRegOfH/l7XJBEREZEwZLSwLY2OZvyzU01GEKAh/0dTFpmOYXu/nRxNvR+sWbbuBtEcurcDB0Z1oTA9ifKE6NOGJ/uA8oRoCtOT+H50Fw7d20Fzai9QWVQU456bZjqGiIiIiFSTw+fzVWk6n4P8gIX49JqBXLPii4AdX86tmCYs4T940NYwJi1/qJTXXymp9DFHqYeI3OM43D58EQ7cCbXxRbmCnNAePrl2ENf+63PTMaQqqvYnTKqgoKCA2NhY8vPzqV+/vuk4IiIi1frbZLTH9oRRs2fidukDukl12E9bnjEdw/aunR9J042V/1r6olyUJ9elrGk9ypPrqqgNIF2TRERERMJLSBS2m1M78Nr9d5mOYXu/4GliyDIdw9acXgdDR9U2HcP2tnRsz/wH7jYdQ0RERESqKCQKW4Anpj3Gkfg40zFsLYISOjHBdAzba/9ZBJf/T4TpGLana5KIiIhI+AiZwjb3ogSenPyo6Ri2dwnvchGa72zaneNqU+u46RT2diShAVOmZJiOISIiIiJVEDKFLcDcEffzzS/amI5he114BAce0zFsLXGPkwEvRJmOYXvzht/H1nZtTccQERERkXMIiVWRf6rPx//i4343BaUtObM1vMYu7jMdw9ZKYnyM+a6QvIu16qtJuiaFOK2K7Df5+fnExcWxb98+rYosIiIhoaCggJSUFI4ePUpsbOxZnxtyhS3A4oG3MfCDj4LWnpyuhIZ8yHbKOfsJJIH1xeAy5r2lMcmm/e+g2xn0z2WmY0hlVNj6zf79+0lJSTEdQ0RE5DT79u2jSZMmZ31OSBa2rbbvZEuH7kSVlQWtTTndNsaSyXOmY9iaDx+TVxWzvbuGhpvUcscutra/QtekUKTC1m+8Xi8HDhygXr16OBwO03Gq7MS3+eppvnB6L/1H76X/6L30j3B9H30+H4WFhSQnJ+N0nn0WbUgWtgDPjH+C8c+9FNQ2pSIvESxlC4Vo3rNJO7q5mfRlMb6QmhFvP09PmMSEZ+eYjiE/p8LW9goKCoiNjSU/Pz+sPqyFIr2X/qP30n/0XvqHHd7HkP2oPO2J8eQ0SjQdw9acuOnMWNMxbK/V1xFc+VYt0zFsT9ckERERkdAVsoVtYf36PDb9cdMxbO9iPiSJpaZj2N4dGdFEF5pOYW9F9eoxccYTpmOIiIiISCVCtrAFeOOewazt2tl0DNtLYzQOyk3HsLX4HCc3zND2P6a9cc9gvr4szXQMEfmJqKgoJk+eTFSUrpEXSu+l/+i99B+9l/5hh/cxZOfYntDj/77k/668zkjbcsp6/sh3jDIdw9bKI32M+6aIQy29pqPYWvdVX7Hql/1Mx5ATNMdWRERECPEeW4BVv7yC/3f7zaZj2F4HphDFD6Zj2FqtMgeDx0WbjmF7q3uk85c7fms6hoiIiIj8RMj32AI02befbW0vp86xY8YyCOzgQdbyqukYtjd9eRFbemv7H5Mu3v89/2nTTdekUKAeWxERESEMemwB9qc04ZkJI03HsL2WzCeOTNMxbG/oqNo43aZT2Nv3TS7m6UcfMR1DRERERH4UFj22ANHHj7OtbTcuydpvNIfdHeQqVvCZ6Ri29/rLx1k+osx0DFuLPn6cb39xOc327jMdxd7UYysiIiKESY8tQEnt2kx4ZqrpGLbXiJU04W+mY9jerU9EUTfXYTqGremaJGLe9OnT6dGjBzExMcTFxVX6nKysLAYMGEBMTAyJiYmMHz8et1vDXs6lWbNmOByOCrdZs2aZjhUW5s6dS7NmzYiOjiY9PZ01a9aYjhR2pkyZctr517ZtW9OxwsLnn3/OwIEDSU5OxuFw8P7771d43OfzMWnSJJKSkqhduza9e/dm+/btZsL6WdgUtgB/ve0mPu/Z3XQM2+vMOFwcNx3D1urmObl5Ss1drj1cvHfrjaz8VQ/TMURsq6ysjFtuuYVhw4ZV+rjH42HAgAGUlZWxatUqFi5cyIIFC5g0aVKQk4anqVOnkp2dffL28MMPm44U8t59913GjBnD5MmTWb9+PZ06daJfv34cOnTIdLSw0759+wrn37///W/TkcJCcXExnTp1Yu7cuZU+/swzzzBnzhxeffVVvvrqK+rUqUO/fv0oKSkJclL/C5uhyCd03rCRtZf1wuXVlicmbWIa3/C46Ri25nH5yMgsYn8H/S6Y1ClzE+u6Xq1rkikaiizAggULGDVqFEePHq1w/9KlS/n1r3/NgQMHaNSoEQCvvvoqjz76KD/88AORkZEG0oaHZs2aMWrUKEaNGmU6SlhJT0+nW7duvPzyywB4vV5SUlJ4+OGHycjIMJwufEyZMoX333+fzMxM01HCmsPh4B//+Ae/+c1vAKu3Njk5mbFjxzJu3DgA8vPzadSoEQsWLOD22283mPbChVWPLUBmWide/91g0zFsrx0zqY3mO5vk8jgYOqq26Ri2t7FzKn++d4jpGCJSidWrV9OxY8eTRS1Av379KCgoYOvWrQaThYdZs2aRkJBAWloazz77rIZwn0NZWRnr1q2jd+/eJ+9zOp307t2b1atXG0wWnrZv305ycjItWrTgzjvvJCsry3SksLd7925ycnIqnKOxsbGkp6fXiHM07ApbgMemP8HR2PqmY9haBMfohL55NK3jpxF0/d8I0zFsT9ckkdCUk5NToagFTv6ck5NjIlLYGDlyJIsWLWLFihU8+OCDzJgxgwkTJpiOFdIOHz6Mx+Op9JzT+VY96enpLFiwgGXLlvHKK6+we/duevbsSWFhoeloYe3EeVhTz9GwLGx/SGzItCfGm45he5fwDgmsMh3D9oaMiSai1HQKezvc8CKmTtIHPhF/yMjIOG3RmJ/ftm3bZjpmWKrOeztmzBiuvvpqUlNTeeihh3j++ed56aWXKC3VHxwJvP79+3PLLbeQmppKv379WLJkCUePHuWvf/2r6WgSwsK2q2fOyId4YP5C2ny3w3QU23IAXXiE5XxFmH5HUiM02uWi/+xI/vmotv8x6aWHH+SB+Qtp+5+asbKgiCljx47l7rvvPutzWrRoUaVjNW7c+LQVaQ8ePHjyMbu5kPc2PT0dt9vNnj17aNOmTQDShb+LLroIl8t18hw74eDBg7Y83/wpLi6O1q1bs2OHPvdfiBPn4cGDB0lKSjp5/8GDB+ncubOhVP4TttWIu1Ytxrww3XQM20tgLc1403QM27vxqWjisrX9j0m6Jon4R8OGDWnbtu1Zb1Vd9Kl79+5s3ry5woq0y5cvp379+rRr1y5Q/wkh60Le28zMTJxOJ4mJiUFOHT4iIyPp2rUrn3766cn7vF4vn376Kd27a1ePC1FUVMTOnTsrFGNSfc2bN6dx48YVztGCggK++uqrGnGOhm1hC7BkQD+W9O9jOobtdSKDCApMx7C12kUObpsYbTqG7S29vq+uSSJBlJWVRWZmJllZWXg8HjIzM8nMzKSoqAiAvn370q5dO4YMGcLGjRv56KOPePzxxxkxYgRRUdoy7UxWr17N7Nmz2bhxI7t27eKdd95h9OjRDB48mPj4eNPxQtqYMWN47bXXWLhwId9++y3Dhg2juLiYe+65x3S0sDJu3DhWrlzJnj17WLVqFTfeeCMul4s77rjDdLSQV1RUdPJaCNaCUSeukw6Hg1GjRvHUU0+xePFiNm/ezNChQ0lOTj65cnI4q/J2PyIiIiKh5O6772bhwoWn3b9ixQquvvpqAPbu3cuwYcP47LPPqFOnDnfddRezZs0iIiJsZ2MF3Pr16xk+fDjbtm2jtLSU5s2bM2TIEMaMGaMvBKrg5Zdf5tlnnyUnJ4fOnTszZ84c0tPTTccKK7fffjuff/45ubm5NGzYkCuvvJLp06fTsmVL09FC3meffUavXr1Ou/+uu+5iwYIF+Hw+Jk+ezPz58zl69ChXXnkl8+bNo3Xr1gbS+pcKWxEREREREQlrYT0UWURERERERESFrYiIiIiIiIQ1FbYiIiIiIiIS1lTYioiIiIiISFhTYSsiIiIiIiJhTYWtiIiIiIiIhDUVtiIiIiIiIhLWVNiKiIiIiIhIWFNhKyIiIiIiImFNha2IiIiIiIiENRW2IiIiIiIiEtZU2IqIiIiIiEhY+/89KYinsz2odAAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from graphviz import Digraph\n",
        "from IPython.display import Image, display\n",
        "\n",
        "# Create a new directed graph\n",
        "dot = Digraph(name='CJTree')\n",
        "\n",
        "# Add edges and nodes as described in the CJTree pseudo-code\n",
        "\n",
        "# Root node\n",
        "dot.node('root', '  $\\\\mathbf{s_{s}^\\\\Omega}=\\\\mathrm{F}(\\\\phi.)$: \\\\ $\\\\mathbf{\\\\star_{\\\\overline{\\\\infty}}}:$', shape='none')\n",
        "\n",
        "# Level 1\n",
        "dot.node('A', '$s_s^\\\\Omega+\\\\overline{\\\\infty}^\\\\cup$', shape='ellipse', style='filled', fillcolor='yellow')\n",
        "dot.node('B', '$\\\\mathbf{F_i}$', shape='ellipse')\n",
        "dot.node('C', '', shape='ellipse', style='filled', fillcolor='brown')\n",
        "dot.node('D', '$\\\\sum_{s\\\\in J_k} q(s) \\\\pi(s)$', shape='ellipse', style='filled', fillcolor='green')\n",
        "dot.node('E', '', shape='ellipse', style='filled', fillcolor='red')\n",
        "dot.node('F', '', shape='ellipse', style='filled', fillcolor='orange')\n",
        "\n",
        "dot.edge('root', 'A')\n",
        "dot.edge('root', 'B')\n",
        "dot.edge('root', 'C')\n",
        "dot.edge('root', 'D')\n",
        "dot.edge('root', 'E')\n",
        "dot.edge('root', 'F')\n",
        "\n",
        "# Level 2 for node A\n",
        "dot.node('A1', '$\\\\mathcal{H}_{\\\\mathcal H}$', shape='ellipse')\n",
        "dot.node('A2', '$\\\\Omega_{\\\\mathbf{\\\\omega_\\\\varepsilon}}$', shape='ellipse')\n",
        "dot.edge('A', 'A1')\n",
        "dot.edge('A', 'A2')\n",
        "\n",
        "# Level 2 for node B\n",
        "dot.node('B1', '$\\\\mathbb{R}^i$', shape='ellipse')\n",
        "dot.node('B2', '$\\\\mathbb{R}^{\\\\Phi}_{\\\\mathbf{R}_{*}}$', shape='ellipse')\n",
        "dot.edge('B', 'B1')\n",
        "dot.edge('B', 'B2')\n",
        "\n",
        "# Level 2 for node C\n",
        "dot.node('C1', '$\\\\omega^{~n~\\\\epsilon~w}_{\\\\infty~\\\\omega_\\\\infty}$', shape='ellipse')\n",
        "dot.node('C2', '$\\\\Psi ~\\\\otimes^\\\\omega~\\\\Psi$', shape='ellipse')\n",
        "dot.edge('C', 'C1')\n",
        "dot.edge('C', 'C2')\n",
        "\n",
        "# Level 3 for node C2\n",
        "dot.node('C2a', '$~\\\\exists \\\\otimes~^\\\\omega~\\\\Phi(n)$', shape='ellipse')\n",
        "dot.node('C2b', '$\\\\wedge_\\\\Omega~\\\\Phi(n)$', shape='ellipse')\n",
        "dot.edge('C2', 'C2a')\n",
        "dot.edge('C2', 'C2b')\n",
        "\n",
        "# Level 2 for node D\n",
        "dot.node('D1', '$\\\\overset {\\\\infty}\\\\rightarrow \\\\sum $', shape='ellipse')\n",
        "dot.node('D2', '$\\\\Pi^{-\\\\omega} ~ q(~C)_\\\\mathcal{H} ^\\\\circ  ^\\\\square$', shape='ellipse')\n",
        "dot.edge('D', 'D1')\n",
        "dot.edge('D', 'D2')\n",
        "\n",
        "# Level 2 for node E\n",
        "dot.node('E1', '$\\\\overset{\\\\ast \\\\ast \\\\ast}{c}~\\\\pi~_d~\\\\overset{\\\\forall}{m}$', shape='ellipse')\n",
        "dot.node('E2', '$\\\\overset{{\\\\curvearrowright}_\\\\omega _{\\\\widehattheta (\\\\Omega)}}{t}_J$', shape='ellipse')\n",
        "dot.edge('E', 'E1')\n",
        "dot.edge('E', 'E2')\n",
        "\n",
        "# Level 2 for node F\n",
        "dot.node('F1', '$~~~\\\\pi { \\\\omega _X ~ \\\\rup Cy}$', shape='ellipse')\n",
        "dot.node('F2', '$\\\\quaver {Elle p} \\\\_ X$', shape='ellipse')\n",
        "dot.node('F3', '$\\\\rup \\\\Round Down p$', shape='ellipse')\n",
        "dot.node('F4', '$\\\\Raise {0} p$', shape='ellipse')\n",
        "dot.node('F5', '$\\\\quaver { \\\\Omega^{*}_\\\\Lambda \\\\delquar{J}}$', shape='ellipse')\n",
        "dot.edge('F', 'F1')\n",
        "dot.edge('F', 'F2')\n",
        "dot.edge('F', 'F3')\n",
        "dot.edge('F', 'F4')\n",
        "dot.edge('F', 'F5')\n",
        "\n",
        "# Render the graph to a file\n",
        "dot.render('cjtree_graph', format='png')  # This will create 'cjtree_graph.png' in your working directory\n",
        "\n",
        "# Display the graph in Jupyter Notebook\n",
        "image_path = 'cjtree_graph.png'\n",
        "display(Image(filename=image_path))\n",
        "\n",
        "# Print the dot source code for reference\n",
        "print(dot.source)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 993
        },
        "id": "7wWcZfrTNnIX",
        "outputId": "72ce32e5-8e0c-4a24-c05d-70e49f2d5bf4"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "digraph CJTree {\n",
            "\troot [label=\"  $\\mathbf{s_{s}^\\Omega}=\\mathrm{F}(\\phi.)$: \\ $\\mathbf{\\star_{\\overline{\\infty}}}:$\" shape=none]\n",
            "\tA [label=\"$s_s^\\Omega+\\overline{\\infty}^\\cup$\" fillcolor=yellow shape=ellipse style=filled]\n",
            "\tB [label=\"$\\mathbf{F_i}$\" shape=ellipse]\n",
            "\tC [label=\"\" fillcolor=brown shape=ellipse style=filled]\n",
            "\tD [label=\"$\\sum_{s\\in J_k} q(s) \\pi(s)$\" fillcolor=green shape=ellipse style=filled]\n",
            "\tE [label=\"\" fillcolor=red shape=ellipse style=filled]\n",
            "\tF [label=\"\" fillcolor=orange shape=ellipse style=filled]\n",
            "\troot -> A\n",
            "\troot -> B\n",
            "\troot -> C\n",
            "\troot -> D\n",
            "\troot -> E\n",
            "\troot -> F\n",
            "\tA1 [label=\"$\\mathcal{H}_{\\mathcal H}$\" shape=ellipse]\n",
            "\tA2 [label=\"$\\Omega_{\\mathbf{\\omega_\\varepsilon}}$\" shape=ellipse]\n",
            "\tA -> A1\n",
            "\tA -> A2\n",
            "\tB1 [label=\"$\\mathbb{R}^i$\" shape=ellipse]\n",
            "\tB2 [label=\"$\\mathbb{R}^{\\Phi}_{\\mathbf{R}_{*}}$\" shape=ellipse]\n",
            "\tB -> B1\n",
            "\tB -> B2\n",
            "\tC1 [label=\"$\\omega^{~n~\\epsilon~w}_{\\infty~\\omega_\\infty}$\" shape=ellipse]\n",
            "\tC2 [label=\"$\\Psi ~\\otimes^\\omega~\\Psi$\" shape=ellipse]\n",
            "\tC -> C1\n",
            "\tC -> C2\n",
            "\tC2a [label=\"$~\\exists \\otimes~^\\omega~\\Phi(n)$\" shape=ellipse]\n",
            "\tC2b [label=\"$\\wedge_\\Omega~\\Phi(n)$\" shape=ellipse]\n",
            "\tC2 -> C2a\n",
            "\tC2 -> C2b\n",
            "\tD1 [label=\"$\\overset {\\infty}\\rightarrow \\sum $\" shape=ellipse]\n",
            "\tD2 [label=\"$\\Pi^{-\\omega} ~ q(~C)_\\mathcal{H} ^\\circ  ^\\square$\" shape=ellipse]\n",
            "\tD -> D1\n",
            "\tD -> D2\n",
            "\tE1 [label=\"$\\overset{\\ast \\ast \\ast}{c}~\\pi~_d~\\overset{\\forall}{m}$\" shape=ellipse]\n",
            "\tE2 [label=\"$\\overset{{\\curvearrowright}_\\omega _{\\widehattheta (\\Omega)}}{t}_J$\" shape=ellipse]\n",
            "\tE -> E1\n",
            "\tE -> E2\n",
            "\tF1 [label=\"$~~~\\pi { \\omega _X ~ \\rup Cy}$\" shape=ellipse]\n",
            "\tF2 [label=\"$\\quaver {Elle p} \\_ X$\" shape=ellipse]\n",
            "\tF3 [label=\"$\\rup \\Round Down p$\" shape=ellipse]\n",
            "\tF4 [label=\"$\\Raise {0} p$\" shape=ellipse]\n",
            "\tF5 [label=\"$\\quaver { \\Omega^{*}_\\Lambda \\delquar{J}}$\" shape=ellipse]\n",
            "\tF -> F1\n",
            "\tF -> F2\n",
            "\tF -> F3\n",
            "\tF -> F4\n",
            "\tF -> F5\n",
            "}\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import sympy as sp\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Define symbolic variables\n",
        "t, z = sp.symbols('t z')\n",
        "x = sp.Function('x')(t)\n",
        "g, Omega, Psi = sp.symbols('g Omega Psi')\n",
        "\n",
        "# Simplify the parts of the expression for plotting\n",
        "L_Omega_Psi = sp.Function('L')(Omega, Psi)\n",
        "y_t = 1 + x\n",
        "\n",
        "complex_expr = (2 / t**2 / (t**2 / y_t * g)) * L_Omega_Psi\n",
        "comp_expr = ((complex_expr)**(2 * (z**2 - y_t**2 - 1))) * sp.diff((z + y_t)**2 - 1, z)\n",
        "\n",
        "# Substitute a specific function for x(t)\n",
        "x_t_sub = t  # assuming x(t) = t for simplicity\n",
        "comp_expr = comp_expr.subs(x, x_t_sub)\n",
        "\n",
        "# Simplify the expression further\n",
        "L_value = 1  # Placeholder for L function value\n",
        "G_value = 1  # Placeholder for g value\n",
        "comp_expr = comp_expr.subs([(L_Omega_Psi, L_value), (g, G_value)]).simplify()\n",
        "\n",
        "# Create a lambda function for numerical evaluation\n",
        "f_numeric = sp.lambdify((t, z), comp_expr, 'numpy')\n",
        "\n",
        "# Create a grid of values\n",
        "t_vals = np.linspace(-10, 10, 400)\n",
        "z_vals = np.linspace(-10, 10, 400)\n",
        "T, Z = np.meshgrid(t_vals, z_vals)\n",
        "\n",
        "# Use numpy's errstate to suppress warnings and handle invalid values\n",
        "with np.errstate(over='ignore', invalid='ignore'):\n",
        "    F_values = f_numeric(T, Z)\n",
        "    F_values = np.nan_to_num(F_values, nan=np.nan, posinf=np.nan, neginf=np.nan)\n",
        "\n",
        "# Clip values to a reasonable range to avoid overflow in plotting\n",
        "F_values = np.clip(F_values, -1e10, 1e10)\n",
        "\n",
        "# Remove any remaining NaNs for plotting\n",
        "F_values = np.where(np.isfinite(F_values), F_values, np.nan)\n",
        "\n",
        "# Plot the results\n",
        "plt.contourf(T, Z, F_values, 50, cmap='viridis')\n",
        "plt.colorbar(label='Value of Expression')\n",
        "plt.title('Visualization of Given Expression')\n",
        "plt.xlabel('t')\n",
        "plt.ylabel('z')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "ag378AwlNwoq",
        "outputId": "ba11fc49-fcf1-4f15-a1dc-f22a0503692f"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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bNgxLlizR7cvMzMwTa3EGuQcGBuLChQvQarV6rVJXr17VPW8KgYGBetMQmOI8r7zyChYsWIDvvvtOL5EyxoABAzBmzBhERUVh06ZNcHFxQffu3XXP53QTubm5oWPHjiU6lynFx8dj/Pjx6NSpExwdHfHOO+8gLCzM4Ot5/fp1vdam6OhoaLXaQmcQ9/b2hqurKzQaTZGuvVy5chgwYAAGDBiA7Oxs9OnTBx999BFmzJihm0bBz88PY8aMwZgxY3D//n00a9YMH330Ub6JVGBgIPbu3YvU1FS9VilT/5xS4bp06VJgwpuVlYX3338f33//PZKSktCgQQMsXLhQd7fwunXr0KtXL13Xd/Xq1TFjxgwsXLgQY8eOLdbvr7KKXXtkEjmtTx988AHOnz9faGsU8DT5yf0XaU7rQs5f9IGBgbCzs8Phw4f1yn3++ed6j3P+4s1dn7HLmezduxczZ87E+++/j169ehksY2dnl+d8y5cvz9NalnO3Vu4Ey5CuXbsiISFB160FAGq1GsuXL0f58uXRtm3b4l1IAec5efIkjh07ptuXnp6O1atXo2rVqnpjcoqqVatWePnll7F69Wrs2LHDYJmitkD07dsXdnZ2+P7777Flyxa88sorene9NW/eHDVq1MDixYvzdCUCT7u/5DB69GhotVqsWbMGq1evhr29PUaNGmXwuleuXKn3ePny5QBQaCuQnZ0d+vbti61bt+LixYt5nn/22nNP/eHo6Ih69epBCAGVSgWNRpOnC7RSpUrw9/cvsIu9a9eu0Gg0WLFihd7+pUuXQpIkk7VkUcmNGzcOx44dw8aNG3HhwgX069cPnTt31v2RmZWVlWdeMmdnZ9y5c8eoLv6yiC1SZBLVqlVDaGio7gu0KInU2rVr8fnnn6N3796oUaMGUlNT8dVXX8HNzQ1du3YFALi7u6Nfv35Yvnw5JElCjRo1sHPnzjzzVrm5uaFNmzb45JNPoFKpULlyZfz++++IiYkx6noGDRoEb29v1KpVC+vXr9d77uWXX4aPjw9eeeUVrFu3Du7u7qhXrx6OHTuGvXv35rmdu0mTJrCzs8PChQuRnJwMpVKJl156CZUqVcpz3jfffBNffvklhg8fjjNnzqBq1ar44Ycf8Oeff2LZsmV5xqQYa/r06fj+++/RpUsXTJgwARUrVsTatWsRExODrVu35hmjVVTr169H586d0atXL3Tp0gUdO3ZEhQoVdDObHz58uEhfspUqVUL79u3x6aefIjU1FQMGDNB7XqFQ4Ouvv0aXLl1Qv359jBgxApUrV8bdu3dx4MABuLm56aZjMAW1Wp3n5yBH7969Ua5cOUREROCXX35BZGQknnvuOQBPk6PXXnsNq1atwpgxY/SOi4mJQY8ePdC5c2ccO3YM69evx+DBg9G4ceNC41mwYAEOHDiA4OBgjB49GvXq1cOjR49w9uxZ7N27F48ePQIAdOrUCb6+vmjVqhV8fHxw5coVrFixAt26dYOrqyuSkpLw3HPP4dVXX0Xjxo1Rvnx57N27F6dOndJrac2te/fuaN++Pd5//33cunULjRs3xu+//44dO3Zg0qRJegPLST6xsbGIiIhAbGws/P39AQDvvPMOdu3ahYiICHz88ccICwvD5MmTMXz4cLRv3x7R0dG69z4+Pp5rLBaFHLcKkm1auXKlACBatmxp8Pnc0w6cPXtWDBo0SFSpUkUolUpRqVIl8corr4jTp0/rHffPP/+Ivn37ChcXF1GhQgXx1ltviYsXL+a5bf7OnTuid+/ewsPDQ7i7u4t+/fqJe/fuCQBi9uzZ+cYhRN5pCJDP7e54ZhqDx48fixEjRggvLy9Rvnx5ERYWJq5evSoCAwPFsGHD9K7hq6++EtWrVxd2dnZ6dRiadiExMVFXr6Ojo2jYsKHedQrx77QBixYtyvM6577e/Ny4cUO8+uqrwsPDQzg5OYmWLVuKnTt3GqyvKNMf5Hjy5IlYtmyZCAkJEW5ubsLe3l74+vqKV155RXz33XdCrVbnuY7c1yfE09cMgHB1dRVPnjwxeK5z586JPn36CE9PT6FUKkVgYKDo37+/2Ldvn65MznQD//zzj96xhn4ODClo+oOc4+Pi4oS7u7vo3r17nuN79+4typUrJ27evKkXz+XLl8Wrr74qXF1dRYUKFcS4cePyXGdBr31iYqIYO3asCAgIEA4ODsLX11d06NBBrF69Wlfmyy+/FG3atNG9PjVq1BDvvvuuSE5OFkIIkZWVJd59913RuHFj4erqKsqVKycaN24sPv/88zyvwbPTHwjxdLqMyZMnC39/f+Hg4CBq1aolFi1apDcdRUHXYOhzQiUDQGzbtk33eOfOnQKAKFeunN5mb28v+vfvL4R4OpXIf//7X+Hk5CTs7OxEhQoVxJw5cwQAcfz4cZmuxLpIQnC0HxGRucyZMwdz587FP//8Ay8vL7nDIRsiSRK2bdumG46wadMmDBkyBJcuXcoz4L98+fLw9fXVPdZoNEhISIC3tzf27duHrl274v79+/D29jbnJVgldu0RERHZoKZNm0Kj0eD+/fu6OebyY2dnh8qVKwMAvv/+e4SEhDCJKiImUkRERFYqLS0N0dHRuscxMTE4f/48KlasiNq1a2PIkCEYOnQolixZgqZNm+Kff/7Bvn370KhRI3Tr1g0PHjzADz/8gHbt2iEzMxMRERHYsmVLnsl/KX+8a4+IiMhKnT59Gk2bNkXTpk0BAFOmTEHTpk1108BERERg6NChmDp1KurUqYNevXrh1KlTepOkrl27Fi1atECrVq10a0PmXquS8mdVY6QOHz6MRYsW4cyZM4iPj9frCwae3lo9e/ZsfPXVV0hKSkKrVq2watWqPDMI57Zy5UosWrQICQkJaNy4MZYvX84fIiIiIiqUVbVI5czgmnv+lRyffPIJPvvsM3zxxRc4ceIEypUrh7CwMGRmZuZb56ZNmzBlyhTMnj0bZ8+eRePGjREWFpbn9noiIiKi3KyqRepZue9OEELA398fU6dOxTvvvAPg6fpqPj4+iIyMxMCBAw3WExwcjOeff143sZxWq0VAQADGjx+P6dOnm+VaiIiIyDrZzGDzmJgYJCQk6C2Z4O7ujuDgYBw7dsxgIpWdnY0zZ85gxowZun0KhQIdO3bUm/E5t6ysLL1Zf7VaLR49egRPT09Op09ERPkSQiA1NRX+/v5GT3xbFJmZmcjOzjZJXY6OjnlmP6d/2UwilZCQAADw8fHR2+/j46N7LrcHDx5Ao9EYPCZnzShDwsPDdQt+EhERFVdcXJxuBnxTy8zMRLXA8ki4n3dxd2P4+voiJiaGyVQ+bCaRMqcZM2ZgypQpusfJycmoUqUK4uLi4ObmJmNkRCXT8Ivluv9713yI3xr8WGB5pe8Fk5w3K6GRSeoBgN5XuyPuqm/hBYkKUZTPQHGlpmlRo3mcyZZ7MiQ7OxsJ9zWIPh0AN9eStXqlpGpRs0UcsrOzmUjlw2YSqZwZWhMTE+Hn56fbn5iYqFsINzcvLy/Y2dkhMTFRb39iYqLejK+5KZVKKJXKPPvd3NyYSJFVUzj/+4vSvpyy0F/CShP9vGelm66Lw76cUu86iIwRWC8eu+ttR2ndk2WOYSBurooSJ1JUOJt5hatVqwZfX1/s27dPty8lJQUnTpxASEiIwWMcHR3RvHlzvWO0Wi327duX7zFERGTbmjW/gd31TNsSVVakpqZi0qRJCAwMhLOzM0JDQ3Hq1KkCj8nKysL777+PwMBAKJVKVK1aFd98842ZIi45q2qRKmgG1ypVqmDSpEn48MMPUatWLVSrVg2zZs2Cv7+/3lxTHTp0QO/evTFu3DgATycvGzZsGFq0aIGWLVti2bJlSE9Px4gRI8x9eUREJLMurc5hqd9RucOwWm+88QYuXryIdevWwd/fH+vXr0fHjh1x+fJl3RI0ufXv3x+JiYlYs2YNatasifj4eGi1WjNHbjyrSqROnz6N9u3b6x7njFMaNmwYIiMj8d///hfp6el48803kZSUhBdffBG7du3S69e9ceMGHjx4oHs8YMAA/PPPP/jggw+QkJCAJk2aYNeuXXkGoBMRkW0b0f4QpnlelDsMq/XkyRNs3boVO3bsQJs2bQA8XaT7559/xqpVq/Dhhx/mOWbXrl04dOgQbt68iYoVKwIAqlatas6wS8yqEql27dqhoGmvJEnCvHnzMG/evHzL3Lp1K8++cePG6VqoiIio7Hk/bDted70rdxhWTa1WQ6PR5BmU7uzsjCNHjhg85qeffkKLFi3wySefYN26dShXrhx69OiB+fPnw9nZ2Rxhl5hVJVJERESmtvKVCHRwypA7DIuWkpKi99jQTVeurq4ICQnB/PnzUbduXfj4+OD777/HsWPHULNmTYP13rx5E0eOHIGTkxO2bduGBw8eYMyYMXj48CEiIiJK7XpMyWYGmxMRERXXT72W2mwSlS6ykVbCLV08ndQzICAA7u7uui08PNzgOdetWwchBCpXrgylUonPPvsMgwYNynfyUa1WC0mS8N1336Fly5bo2rUrPv30U6xduxZPnjwptdfGlNgiRUSyyoqvLncIVEad7rsU5SVHucOwCrnnSTQ0BRAA1KhRA4cOHUJ6ejpSUlLg5+eHAQMGoHp1w59zPz8/VK5cGe7u7rp9devWhRACd+7cQa1atUx7IaWALVJERFTmXH11JZOoYsiZJzFnyy+RylGuXDn4+fnh8ePH2L17N3r27GmwXKtWrXDv3j2kpaXp9l27dg0KhaLUZn43NSZSRERUZggHgauvrpQ7DJu1e/du7Nq1CzExMdizZw/at2+PoKAg3ZRCM2bMwNChQ3XlBw8eDE9PT4wYMQKXL1/G4cOH8e6772LkyJFWM9iciRQRGY3dcmRNhLsaUT0/lzsMm5acnIyxY8ciKCgIQ4cOxYsvvojdu3fDwcEBABAfH4/Y2Fhd+fLly2PPnj1ISkpCixYtMGTIEHTv3h2fffaZXJdQbBwjRURENs/BLwN/t7KOu8CsWf/+/dG/f/98n4+MjMyzLygoCHv27CnFqEoXEykiIrJp7tWTcKLZd3KHQTaKiRQREdksn9oPcKjRJrnDkEWqVgNo85/Eumh1WM9SLXJhIkVERDYpqHEsttf6We4wyMZxsDkRyYaD1am0tAm+zCSKzIKJFBER2ZR+bY5jdcABucOgMoJde0REZDMmdNyNMR7RcodBZQgTKSIisgkLumxEr3IP5Q6DyhgmUkREZPW+7b4KLZW8w4zMj4kUERFZtZ96LUVte66bl1uasANEyYZCpwnJRNHYLiZSRERktZ6um8ckiuTDu/aIqEQ4hQHJ5UDvxXKHQMQWKSKSBxMwMpbWRYP1HVbDz85Z7lCImEgREZH1EO5qrGq9jgPLyWIwkSIiIqsgeWXh/ea/oYNThtyhEOlwjBQREVk8ySsL7zX/Da+73pU7FCI9TKSIyGbEa54gKZPjZmwNkyiyZOzaIyKbcVnliYwnvBXeljCJMl6yxglqTcnaS9I1HItWGCZSRGQzojL9oVbZyR0GmYjklYXw57dx2ReyaOzaIyKbEZ/tDi0TKZvAJIqsBVukiMjsSmsOqTSNEkIlgYtaWDfJKwsrXtjAu/PIKjCRIiKbka5WQlKxod2aSV5Z2PHi51w7j6wGf+MQUYlZyizlaWql3CFQCUheWdjfejmTKLIqbJEiIiLZCXc1Trf9HOUlTl9B1oWJFBHZFEnFEVLWRrirEfXylwDYEmVKaUIJrSjZzRcZQmOiaGwXEykishkZage5Q6BikryycLXd13KHQWQ0jpEiIiJZOPhl4EoZS6KUvhfkDoFMjIkUERGZnXv1JPzdKkLuMMxK6XdT7hCoFDCRIiKzspQ7/Eg+PrUf4ESz7+QOg8gkbCqRqlq1KiRJyrONHTvWYPnIyMg8ZZ2cnMwcNRFR2RFYLx6HGm2SOwyzY2uU7bKpweanTp2CRvPvHQYXL17Eyy+/jH79+uV7jJubG6KionSPJYl3/BARlYZmzW9gQ7VdcodhdkyibJtNJVLe3t56jxcsWIAaNWqgbdu2+R4jSRJ8fX1LOzQiojKtS6tzWOp3VO4wypRUjTM0mhJOf6Dh9AeFsamuvWdlZ2dj/fr1GDlyZIGtTGlpaQgMDERAQAB69uyJS5cuFVp3VlYWUlJS9Daiso5jnyg/I9ofKrNJFFujbJ/NJlLbt29HUlIShg8fnm+ZOnXq4JtvvsGOHTuwfv16aLVahIaG4s6dOwXWHR4eDnd3d90WEBBg4uiJyBhPVJxHytJM6Lgb0zwvyh2GLJhElQ02m0itWbMGXbp0gb+/f75lQkJCMHToUDRp0gRt27bFjz/+CG9vb3z55ZcF1j1jxgwkJyfrtri4OFOHT0Rk9RZ02YgxHtFyhyELJlFlh00mUrdv38bevXvxxhtvFOs4BwcHNG3aFNHRBX/wlUol3Nzc9DYiKhy7/8qOb7uvQq9yD+UOg8ysuHfPf/XVV2jdujUqVKiAChUqoGPHjjh58qSZoy4Zm0ykIiIiUKlSJXTr1q1Yx2k0Gvz999/w8/MrpciIiGzfgd6L0VKplTsM2ZTl1qhTp04hPj5et+3ZswcA8r17/uDBgxg0aBAOHDiAY8eOISAgAJ06dcLdu3fNGXaJ2NRdewCg1WoRERGBYcOGwd5e//KGDh2KypUrIzw8HAAwb948vPDCC6hZsyaSkpKwaNEi3L59u9gtWURE9NTVV1cCcJY7DNmU5SQKKP7d8999pz8x69dff42tW7di3759GDp0aKnFaUo2l0jt3bsXsbGxGDlyZJ7nYmNjoVD82wj3+PFjjB49GgkJCahQoQKaN2+Oo0ePol69euYMmYjI6gkHgaien8sdBpWS3HenK5VKKJXKAo/JuXt+ypQpRZ6jMSMjAyqVChUrVjQ6VnOzuUSqU6dOEEIYfO7gwYN6j5cuXYqlS5eaISoiItulddHgWtcv5A5DdpbWGpUmlNBoS/Y1/0SoASDP3emzZ8/GnDlzCjy2KHfP5zZt2jT4+/ujY8eOxQ1VNjaXSBGRaWSq7ZEmslFecpQ7FLJgklcWrrX7Wu4wqJTFxcXp3VhVWGsUULS755+1YMECbNy4EQcPHrSq5dqYSBGRQRlPHLE3w493XlG+nANScS74W7nDsAiW1hplasW9Qz3n7vkff/yxSOUXL16MBQsWYO/evWjUqJGxYcrCJu/aI6KSy85wxD1VhWIdw+kNyg736klMoihfxbl7/pNPPsH8+fOxa9cutGjRwgzRmRYTKSIySKgkxGe7yx0GWaDAevE40ey7wguWEbbeGlVchd09P2PGDN3jhQsXYtasWfjmm29QtWpVJCQkICEhAWlpaeYO22hMpIgoX4lZpptslq1VtqFZ8xvYXa9o3TVlAZOovAq7ez4+Pl73eNWqVcjOzsarr74KPz8/3bZ48WJzhlwiHCNFRAZJKgXS1IUPKKWyo0urc2V28WFDmEQZVpy752/dulX6AZUyJlJElK8MNRcBpqdGtD9UZhcftlZpGmeoNSX7ms/UqE0Uje1iIkVEBkmqok2gR7bv/bDteN3VepbsMAe2RlEOJlJERJSvBV02cgoMogIwkSKifD1RsWuvLPu2+6oyvfhwftgaRc9iIkVERHkc6L0YfnZld/Hh/DCJotw4/QER2YRr6mwkZfKL3xR+6rWUSRRRETGRIiKTkmu+qBNPqiElhV/+JSEcBN4P247a9lxf0RC2RpEhTKSIqNSZI7m6l10BWpVdqZ/HVgkHgZEvHubdeUTFxDFSRGQTErLdIFQSOGlD8WldNBjQ4hTniSqANbZGpWqUUGlKdsNIpkZlomhsF1ukiMgmpKuVkFT8lVZcWhcNujW9gPmVzsgdCpFV4m8dIrIJXM6m+HKSKC77UjBrbI0i82EiRUQ2g7OxF11Odx6TKKKSYSJFRDaB6wIWnXAQGNDiFLvzioCtUVQYDjYnIipDcu7O48DywjGJoqJgIkVEVEYIB4GZL+3gFAdEJsREioioDBAOAgs7buICxEVkC61R6Rol1CWc/iBLwxFAhWEiRURk44SDwLrOX3ABYqJSwESKiMiGCQeBg68s4dp5xWALrVFkPmyzIyKTe3ZJGLnW3qOnonp+ziSKqBSxRYqIyAYJB4Gonp/LHYbVYWsUFRcTKSIiG6N10eBa1y/kDoOoTGAiRUQ24YmKE3ICgOSVhWvtvpY7DKvE1igyBhMpIrIJmZzZHM4BqTgX/K3cYZCFSNcooSrh9AfZnP6gUHyFiMjq7ct0waNUF7nDkBWTqJJhaxQZi4kUEVm90+nVkZ3hKHcYsnHwy8Cm5uzOI5IDEykisnoJ2W4QKknuMGTh4JeBZc03obZ92U0kS4qtUVQSTKSIyOqlq5WQVGXv15nklYX5TX5CB6cMuUOxWkyiqKQ42JyIrF6aWgmpjLVICXc1Fjy/jWvnEcmMiRQRWb2MMnbHntZFg09Cf2ASVUJsjSJTsKm28Dlz5kCSJL0tKCiowGO2bNmCoKAgODk5oWHDhvj111/NFC0RUfFpXTRY9dK3TKKILITNtUjVr18fe/fu1T22t8//Eo8ePYpBgwYhPDwcr7zyCjZs2IBevXrh7NmzaNCggTnCJSIqMuEgsLPTZxxYbgJloTUqXe0IlbpkPyvZ6rLVZW4Mm2qRAp4mTr6+vrrNy8sr37L/+9//0LlzZ7z77ruoW7cu5s+fj2bNmmHFihVmjJiIqHDCQeDgK0uYRBFZGJtLpK5fvw5/f39Ur14dQ4YMQWxsbL5ljx07ho4dO+rtCwsLw7Fjx0o7TCKiIstZgNjPzlnuUGxCWWiNIvOxqUQqODgYkZGR2LVrF1atWoWYmBi0bt0aqampBssnJCTAx8dHb5+Pjw8SEhIKPE9WVhZSUlL0NiLSlxVfHVnx1c1yrsdPbHdW85wkisjaLFiwAJIkYdKkSQWWW7ZsGerUqQNnZ2cEBARg8uTJyMzMNE+QJmBTY6S6dOmi+3+jRo0QHByMwMBAbN68GaNGjTLZecLDwzF37lyT1UdExrPl5WGEuxpnOi4HwO48si6nTp3Cl19+iUaNGhVYbsOGDZg+fTq++eYbhIaG4tq1axg+fDgkScKnn35qpmhLxqZapHLz8PBA7dq1ER0dbfB5X19fJCYm6u1LTEyEr69vgfXOmDEDycnJui0uLs5kMRNR8RxMqWuTy8MIdzUWhv6A8pLtXZuc2K1X+tLS0jBkyBB89dVXqFChQoFljx49ilatWmHw4MGoWrUqOnXqhEGDBuHkyZNmirbkbDqRSktLw40bN+Dn52fw+ZCQEOzbt09v3549exASElJgvUqlEm5ubnobEckjMcsNyLCTOwyT0rpoMLLZn5zigCxG7uEsWVlZ+ZYdO3YsunXrlmcMsiGhoaE4c+aMLnG6efMmfv31V3Tt2tVksZc2m+rae+edd9C9e3cEBgbi3r17mD17Nuzs7DBo0CAAwNChQ1G5cmWEh4cDACZOnIi2bdtiyZIl6NatGzZu3IjTp09j9erVcl4GERWDrc1qrnXRYECLU5jmeVHuUGxOWWuNStcokV3C6Q9UmqefrYCAAL39s2fPxpw5c/KU37hxI86ePYtTp04Vqf7BgwfjwYMHePHFFyGEgFqtxttvv4333nuvRHGbk00lUnfu3MGgQYPw8OFDeHt748UXX8Tx48fh7e0NAIiNjYVC8W8jXGhoKDZs2ICZM2fivffeQ61atbB9+3bOIUVkRWxpVnPhINCt6QXMr3RG7lBsTllLokwtLi5Or/dFqVQaLDNx4kTs2bMHTk5ORar34MGD+Pjjj/H5558jODgY0dHRmDhxIubPn49Zs2aZLP7SZFOJ1MaNGwt8/uDBg3n29evXD/369SuliIiIikY4CPQPOcEkiixSUYaxnDlzBvfv30ezZs10+zQaDQ4fPowVK1YgKysLdnb63fCzZs3C66+/jjfeeAMA0LBhQ6Snp+PNN9/E+++/r9f4YalsKpEiIrJGwkFg5IuH2Z1HVq1Dhw74+++/9faNGDECQUFBmDZtWp4kCgAyMjLyJEs55YQQpResCTGRIiKrlSaybWIOqYltf8cYD8N3F1PJsVvPPFxdXfMMjSlXrhw8PT11+3OPVe7evTs+/fRTNG3aVNe1N2vWLHTv3t1g4mWJmEgRkdXallYN9x+5yh1GifRrc5xJFJUZuccqz5w5E5IkYebMmbh79y68vb3RvXt3fPTRRzJGWTxMpIjIap1NC4Qmw95q53EJahyLMZ5HAHDpl9LC1ih55R6bnPuxvb09Zs+ejdmzZ5svKBNjIkVEVitdrYSkss40yr16EtbX3IryEpMoImvGRIqIrJa1ziEleWXhRLPvwKVfqDQ9UdtDVcLpQdRqrYmisV1MpIjIalnjHFLCXY2r7b6WO4wygd16ZA7W2SZORAQgPtW6lmf6dxFiIrIVTKSIyCqtS62MpIfl5Q6jyIS7GuvafMVFiIlsDBMpIrJKZ9MCrWax4pxFiFsqOd7EXNitR+bCRIqI8pVpwWOQEjPdrGKgec76eZy1nMg2MZEionylPFEiXvNE7jAMsoaB5sJBoG2zK1jqd1TuUMoUtkaROfGuPSLKV0aKM7alNrS4mbevqbNx+1EFucMoVNtmV7A64IDcYVAZ9UTlAHtVCac/ULE7ujBskSKi/GXY4XxqgNxR5LEtuRkyUix7Ikv36kl4x2+33GGUOWyNInNjIkVEBUpTK+UOIY8bGd4WPdBc8srCx/W2obY979AjsnXs2iOifEkqySLHIt3PLG+xA82FuxoLnt+GDk4ZcodCRGbARIqICvSkhGMsTO1klsJix0cJB4HPW69jEiUTduuRHNi1R0RW5efkpkh/6CJ3GHkIB4HmjW4iWJkkdyhEZEZskSIiq5KY5QZJZXl/A7r4pmFDtV3gQsREZQsTKSKyKlGPK1nc+CjhrsavLb4EYNl3Etoyduvllal2gH0Jxziq1Zz+oDBMpIjIanyeVBMJiR6wpDRK66LBrBd2ws+OSRSRNbh+/ToOHDiA+/fvQ6vVTxQ/+OCDYtfHRIqIrMb51ACLmvZAOAjUq3UXr7velTsUIiqCr776Cv/5z3/g5eUFX19fSNK/f5ZJksREiohsV5rItrhuPd9qD7G+5lZwXJS82K1HRfXhhx/io48+wrRp00xWp+WN2CQiMuDb5HpISPSQOwwdySsLH9T+GeUlJlFE1uLx48fo16+fSetkIkVEVsGSuvW0Lhq8Wu8c54uyAGyNouLo168ffv/9d5PWya49IrJ4J7MUOHUvwCK69XLGRY3xPALepUdkXWrWrIlZs2bh+PHjaNiwIRwc9O9qnDBhQrHrZCJFRAXKtIAlYnIm4bSEJnRHrycYH7CPd+kRWaHVq1ejfPnyOHToEA4dOqT3nCRJTKSIyPTuP3LFutTKst6ZdiPdGwoL6NbTumjw30a/s0uPrEKWxh5qdcm+5jUajYmisQwxMTEmr9MS/sAjIgumTXbEH0m1ZTv/wocNcCY6ULbz5xAOAn7PPUaws+l/EZNxOD6KSkIIASFEiethIkVEBZJUEu5nlpft/MceVYOUbAGN5y4afFD7Z9S25116RNbs22+/RcOGDeHs7AxnZ2c0atQI69atM7o+C/jtRESW7olKnnFSnyfVxJVb/rLPZC4cBNoGXfv/BYmZSBFZq08//RSzZs3CuHHj0KpVKwDAkSNH8Pbbb+PBgweYPHlysetkIkVEFuv3f+paRGuUo9cTvFHpEOeMIrJyy5cvx6pVqzB06FDdvh49eqB+/fqYM2eOUYkUu/aIyCKtS62MK7f85Q4DWhcNXgs6hZZKLt5qSTg+iowRHx+P0NDQPPtDQ0MRHx9vVJ1MpIjIIq2PC7aI1qhynhno7X5W7jCIyARq1qyJzZs359m/adMm1KpVy6g65f8tRUQWLynTGWki22xdW+tSKyPmViXZ/9LTumgwsOZZDjAnq5StsoOdqmTThmhKeLylmTt3LgYMGIDDhw/rxkj9+eef2Ldvn8EEqyjk/j1lUuHh4Xj++efh6uqKSpUqoVevXoiKiirwmMjISEiSpLc5OTmZKWIi65D0sDy2pVUzy7nSRDa+jnlR9nmjhINABd9UtkZZIHbrkbH69u2LEydOwMvLC9u3b8f27dvh5eWFkydPonfv3kbVaVMtUocOHcLYsWPx/PPPQ61W47333kOnTp1w+fJllCtXLt/j3Nzc9BIuSZL7HiEiC5Nhh98eNDTLpJwrHzVDQoynBdypp0WfwL/YGkVkY5o3b47169ebrD6bapHatWsXhg8fjvr166Nx48aIjIxEbGwszpw5U+BxkiTB19dXt/n4+JgpYiLrIKkkZJhhqZiTWQqsv/q87Gvq5bRGtS9/WdY4iKyJMb1Cz9q4cSMkSUKvXr1MGldKSore/wvajGFTiVRuycnJAICKFSsWWC4tLQ2BgYEICAhAz549cenSJXOER2RVzDGX1PePXkD2A/nXsMtpjeKdekRFl9MrdPz4cezZswcqlQqdOnVCenp6ocfeunUL77zzDlq3bm3yuCpUqID79+8DADw8PFChQoU8W85+Y9hU196ztFotJk2ahFatWqFBgwb5lqtTpw6++eYbNGrUCMnJyVi8eDFCQ0Nx6dIlPPfccwaPycrKQlZWlu6xsVksEf3r86Sa+PViQ9lbowBA6Z6FFuU4DscScXyU5dq1a5fe48jISFSqVAlnzpxBmzZt8j1Oo9FgyJAhmDt3Lv744w8kJSWZNK79+/frGlQOHDhg0roBG06kxo4di4sXL+LIkSMFlgsJCUFISIjucWhoKOrWrYsvv/wS8+fPN3hMeHg45s6da9J4iSzdrbveWOjTANM8L5q87jSRbTGTbwoHgY7VoziLOVEJFbVXaN68eahUqRJGjRqFP/74w+RxtG3b1uD/TcUmu/bGjRuHnTt34sCBA/m2KuXHwcEBTZs2RXR0dL5lZsyYgeTkZN0WFxdX0pCJLF+GHf5KKd7nqaim3AnDlcsBpVJ3cSncs9HWLYqzmBM9I/dYomd7ZQwpaq/QkSNHsGbNGnz11VemDtmgXbt26TWwrFy5Ek2aNMHgwYPx+PFjo+q0qURKCIFx48Zh27Zt2L9/P6pVK/7t2hqNBn///Tf8/PzyLaNUKuHm5qa3Edk6SSXh4RMXk9e7LrUy/rhRwyK69ISDQKWKqainNG6GYyJLolYroFbblXB7miYEBATA3d1dt4WHhxd47pxeoY0bN+ZbJjU1Fa+//jq++uoreHl5mfTa8/Puu+/qhuP8/fffmDJlCrp27YqYmBhMmTLFqDrlb0c3obFjx2LDhg3YsWMHXF1dkZCQAABwd3eHs/PTAaxDhw5F5cqVdT8E8+bNwwsvvICaNWsiKSkJixYtwu3bt/HGG2/Idh1ElureY3fEa57Az850A8JXXG8H8UBpsvpKQjho8Ua1I5zywEJxfJR84uLi9BoNlMr8P7M5vUKHDx8usFfoxo0buHXrFrp3767bp9U+vcHD3t4eUVFRqFGjhgmi/1dMTAzq1asHANi6dSu6d++Ojz/+GGfPnkXXrl2NqtOmEqlVq1YBANq1a6e3PyIiAsOHDwcAxMbGQqH4tyHu8ePHGD16NBISElChQgU0b94cR48e1b3QRPSv7AfOmH2vK1YHmGbA5uCYzkiKc5d9zqgcSvcs+DsY17xPZMuK0vsihMD48eOxbds2HDx4sNBeoaCgIPz99996+2bOnInU1FT873//Q0CA6bv7HR0dkZGRAQDYu3evbvHiihUrGn3jmE0lUkKIQsscPHhQ7/HSpUuxdOnSUoqIyLZIKglRjysBJvj9tj3dE6evVIXCArr0gKfdev4VklHP4SEA+adgILI2xe0VcnJyyjN+ysPDAwAKHFdVEi+++CKmTJmCVq1a4eTJk9i0aRMA4Nq1a8UeU53DpsZIEVHpi79TAdvTPUtcz4xTvWVfBuZZwkGLnv4XTNptSVSWrFq1CsnJyWjXrh38/Px0W06yAjztFYqPl28M4ooVK2Bvb48ffvgBq1atQuXKlQEAv/32Gzp37mxUnTbVIkVEpU+RYYfIe6HoVetno+vodb27xYyLymHnokYdp3tyh0FktYzpFcotMjLSNMHko0qVKti5c2ee/SXpmWKLFBEV25Vb/tiXadwdfOtSK1vMVAc5cu7WC7BPkjsUygcHmpMpnD17Vm9c1o4dO9CrVy+89957yM7ONqpOJlJEVGxSsj3mXeuOeM2TYh13MkuB+X90t4ipDp4lHLRo4xvNu/XIpmhUdlCXcNOoLKf73RTeeustXLt2DQBw8+ZNDBw4EC4uLtiyZQv++9//GlUnEykiMkpCjCc+ud+hyOXTRDaW3etkUeOickgOAs3L3ZI7DCIqZdeuXUOTJk0AAFu2bEGbNm2wYcMGREZGYuvWrUbVyUSKiIwiqST8cq4RFj4s2t01Kx81w9kzpp0TxlQcXbLhale81jUisj5CCN1cVXv37tXNHRUQEIAHDx4YVScTKSIymiLDDt+cbYVZ95sXWO7zpJpYc+JFM0VVPDnTHnB8FJHta9GiBT788EOsW7cOhw4dQrdu3QA8najTx8fHqDqZSBFRiUjJ9th0+nlMjg/Nt8yRxzUtsksvR0uv2/C33PDKPA40J1NZtmwZzp49i3HjxuH9999HzZo1AQA//PADQkPz/x1WEE5/QEQlpsiww68nm+ByLV/srvej3nOT40MttksPAOCiQfNyt7hIMVEZ0KhRozyzqQPAokWLYGdn3F9TbJEiIpOQVBJuX/ZDwz9H4Jr639uIj8YXf/Fwc1I4aOQOgYjMKCkpCV9//TVmzJiBR48eAQAuX76M+/fvG1UfW6SIyKRU8S7ofmA8Fob+gLkXu+FJnKvcIRXIyTkb/vZcX49sj1ZtB5Rw+gKt2rb6vC9cuIAOHTrAw8MDt27dwujRo1GxYkX8+OOPiI2NxbffflvsOtkiRUQmJyXbY/pvAy0+iRIOAoEVH8PDLlPuUIjIDKZMmYIRI0bg+vXrcHJy0u3v2rUrDh8+bFSdTKSIqExr6H6PE3ESlRGnTp3CW2+9lWd/5cqVdYssFxcTKSIqs4SDFrWdjfvlSUTWR6lUIiUlJc/+a9euwdvb26g6mUgRUZklOQi4KtitZ8k49QGZUo8ePTBv3jyoVCoAgCRJiI2NxbRp09C3b1+j6mQiRURllsJBwxnNicqQJUuWIC0tDZUqVcKTJ0/Qtm1b1KxZE66urvjoo4+MqpN37RFRmeXkbNxq70Rkndzd3bFnzx78+eef+Ouvv5CWloZmzZqhY8eORtfJRIqIyiThIODmnAVXiV17RGWBSqWCs7Mzzp8/j1atWqFVq1YmqZeJFBGVWZVdkxFgnw7AWe5QiExOqCQIe6nEddgKBwcHVKlSBRqNaSfh5RgpIiqzapT7B64K25pwkIjy9/777+O9997TzWhuCmyRIqIyKWfqA66xR1R2rFixAtHR0fD390dgYCDKlSun9/zZs2eLXScTKSIiIioTevXqZfI6mUgRUZnEOaQsH+eQIlObPXu2yetkIkVERERlyunTp3HlyhUAQL169dC8eXOj62IiRURlksLBtHfuEJHlu3PnDgYNGoQ///wTHh4eAICkpCSEhoZi48aNeO6554pdJ+/aI6IyyZ6zmpONk1QKk2y25I033oBKpcKVK1fw6NEjPHr0CFeuXIFWq8Ubb7xhVJ1skSKiMsneni1SRGXNoUOHcPToUdSpU0e3r06dOli+fDlat25tVJ22lWoSERER5SMgIEC3YPGzNBoN/P39jaqTiRQRlUmODhouD0NUxixatAjjx4/H6dOndftOnz6NiRMnYvHixUbVya49IiqTnOzVcodARGY2fPhwZGRkIDg4GPb2T1MgtVoNe3t7jBw5EiNHjtSVLers50ykiKjMEQ4CTvYqeNhlAuDM5kRlxbJly0xeJxMpIiqTnB3yjpMgIts2bNgwk9fJMVJEVCa52KvgKvHOPaKyJDIy0uB+tVqNGTNmGFUnEykiKpPK22fJHQJRqZJUkkk2WzJhwgT069cPjx8/1u2LiopCcHAwvv/+e6PqZCJFREREZcK5c+dw584dNGzYEHv27MHKlSvRrFkzBAUF4a+//jKqTo6RIqIyqZx9FlwVdnKHQURmVKNGDfz555+YNGkSOnfuDDs7O6xduxaDBg0yuk6bbJFauXIlqlatCicnJwQHB+PkyZMFlt+yZQuCgoLg5OSEhg0b4tdffzVTpERERLbF0r+Df/nlF2zcuBEhISHw8PDAmjVrcO/ePaPrs7lEatOmTZgyZQpmz56Ns2fPonHjxggLC8P9+/cNlj969CgGDRqEUaNG4dy5c+jVqxd69eqFixcvmjlyIiIi62bp38FvvfUW+vXrh2nTpuGPP/7AhQsX4OjoiIYNG2Lz5s1G1SkJIURxD3rppZfQtm1bzJ49W2//48eP0bdvX+zfv9+oYEwhODgYzz//PFasWAEA0Gq1CAgIwPjx4zF9+vQ85QcMGID09HTs3LlTt++FF15AkyZN8MUXXxTpnCkpKXB3d0dycjLc3NxMcyFEMqi2fIncIZiFcBDo2vI85vseRHmJ80hZKqXfTblDMDlzfF/knKPKwg+hcHYqUV3aJ5mInTazyPHK8R1cHA0aNMB3332Hxo0b6+1fuXIlpk2bhrS0tGLXaVSL1MGDB7FixQr06tUL6enpuv3Z2dk4dOiQMVWaRHZ2Ns6cOYOOHTvq9ikUCnTs2BHHjh0zeMyxY8f0ygNAWFhYvuUBICsrCykpKXobERGRrcr9nZeVlfeuV3N9B5fEmTNn8iRRADB27FicOXPGqDqN7trbu3cvEhIS8MILL+DWrVvGVmNSDx48gEajgY+Pj95+Hx8fJCQkGDwmISGhWOUBIDw8HO7u7rotICCg5METERGZkKSRIKlLuGmeTn8QEBCg970XHh6e53zm+g42Rk7XolKpNPi8Wq1GcnKyUXUbnUj5+fnh0KFDaNiwIZ5//nkcPHjQ2KqszowZM5CcnKzb4uLi5A6JyCQktW3NGUNEphEXF6f3vWfs5JVy8fPz0xun1bBhQ73v7ocPHyIkJMSouo2a/kCSnv6yVSqV2LBhAz788EN07twZ06ZNMyoIU/Hy8oKdnR0SExP19icmJsLX19fgMb6+vsUqDzy97vyyWiJrJ6klCPtiD520OulqJVK1GpTnDAhEhXJzcyt0jJS5voONkXs4+K1bt6BSqQosU1RGtUjlPtnMmTPx3XffYckSeQeqOjo6onnz5ti3b59un1arxb59+/LNNENCQvTKA8CePXuMzkyJbAFbpoiouKz9Ozinkai4jGqRiomJgbe3t96+vn37IigoCKdPnzYqEFOZMmUKhg0bhhYtWqBly5ZYtmwZ0tPTMWLECADA0KFDUblyZV3/7sSJE9G2bVssWbIE3bp1w8aNG3H69GmsXr1azssgkp2tt0ylqdmqTGRqZfE72KhEKjAw0OD++vXro379+iUKqKQGDBiAf/75Bx988AESEhLQpEkT7Nq1SzeYLTY2FgrFvw1xoaGh2LBhA2bOnIn33nsPtWrVwvbt29GgQQO5LoHIYthyMpWhdkCqsIOf3IEQ2RBL/Q6WJAmpqalwcnKCEAKSJCEtLU13131J7r43ah4p0sd5pMhWVF/6qcH9tphMBdaLx/LaG1HbnvNIWSrOI1WycwR+/BEUTiWcRyozE7ffe9/qv98UCoVe111OMpX7sUajKXbdXGuPiApliy1TmWoHJGmcAHut3KEQlQqFSoLCroTjHVW2MV7ywIEDpVY3EykiKpKcAei2klBlqvnrj6isaNu2banVbXNr7RFR6bKVO/qyVXZIFSXr9iAiYiJFRMVmC8mUWs0JpIio5JhIEZFRbCGZIiIqKSZSRGQ0a06m1Co7pGqc5Q6DiErZhQsXoNWW3k0lTKSIqESsNZnSqti1R1QWNG3aFA8ePAAAVK9eHQ8fPjRp/UykiKjErDWZIiLb5+HhgZiYGABP19gzdesU7/8lIpOwtrmmhEpCqpZ37ZHtklSAooQNr0JVeBlL17dvX7Rt2xZ+fn6QJAktWrSAnZ3hF+bmzeJPAstEiohMxprmmpJUbJAnKgtWr16NPn36IDo6GhMmTMDo0aPh6upqsvqZSBGRyVlL69S1J75IKx+D8hKXiSGyZZ07dwYAnDlzBhMnTjRpIsU/yYioVFjDuKkb6d5I1RZ/bS0yj6z46nKHQDYmIiJCl0TduXMHd+7cKXGdTKSIqEySVBLuprojTl1O7lCIyEy0Wi3mzZv3dFHnwEAEBgbCw8MD8+fPN3oQOrv2iKjUWHoXX8oT5f8vE5MhdyhEZAbvv/8+1qxZgwULFqBVq1YAgCNHjmDOnDnIzMzERx99VOw6mUgRUamy5GQq8wnHRhGVJWvXrsXXX3+NHj166PY1atQIlStXxpgxY5hIEZFlstS7+bS62c3ZIkW2R6F+upWEKOHxlubRo0cICgrKsz8oKAiPHj0yqk6OkSIis7G0AeicS4qobGncuDFWrFiRZ/+KFSvQuHFjo+pkixQRmZUldfVJKgXuZVcAcFfuUIjIDD755BN069YNe/fuRUhICADg2LFjiIuLw6+//mpUnWyRIiKzs6SWqWOPqiFe80TuMIjIDNq2bYtr166hd+/eSEpKQlJSEvr06YOoqCi0bt3aqDrZIkVEsrCElilJJSE+1Q1x6nLwsyu91eHJeFnx1aH0K/6yHUT58ff3N2pQeX7YIkVEsrGElqmUFOf/nwKBiKj4mEgRkazkTqb+vXOPiKj42LVHRLKTs5uPd+6RrVKoAEUJm0uEyjSx2DK2SBFRqXB6ULyWJrlapiSVAr89aMgB50RkFCZSRGRyTg8kBPyegoD9xVsQWI5kSlJJuHK/EtfcIyoj1Go19u7diy+//BKpqakAgHv37iEtLc2o+ti1R0Qmo1BJ8IgS8D5wF5q4O3CuVwtAhWLVIUc3X+YTR9xTVwCUD816XiIyr9u3b6Nz586IjY1FVlYWXn75Zbi6umLhwoXIysrCF198Uew62SJFRCZhnyGhxpYUeG76C5q4OwAA7eXr8D9S/GkFzN0ypcmwxz1V8RI+Mp+s+Opyh0A2YuLEiWjRogUeP34MZ+d/bzLp3bs39u3bZ1SdbJEiohKzz5BQ4/Ob0Nz/J89z5Xb/DUVwE2gditfKZM6WKUmlwO//1EVv17/hZ8c7+Ihs1R9//IGjR4/C0VF/wfKqVavi7l3jVjhgixQRlYh9hoTqmx8ZTKIAQGRlIfC3TKPqNlfLlKSScPtRBVxWeZrlfEQkD61WC40m79jNO3fuwNXV1ag6mUgRkdEUKgmeF7XQXr5eYDm7I38V+y6+HJJaMktClZHizPmkiGxcp06dsGzZMt1jSZKQlpaG2bNno2vXrkbVyUSKiIzmkgC4/nCqSGUDv78LxxTjE6JST6Yy7HAopU7pnoPIjBQq02y2ZMmSJfjzzz9Rr149ZGZmYvDgwbpuvYULFxpVJ8dIEZFR7DMk+P2RgqKOYtLE3YHPaR/cbW1f7PFSOUpz3JSkknA0vhpOVjyOlkquu2dpuOYemcJzzz2Hv/76Cxs3bsSFCxeQlpaGUaNGYciQIXqDz4uDiRQRGaVClIA4f6VYxyh3nYFHpZZ41MD485ZmMpX0sDynQSCycfb29njttddMV5/JaiKiMsMxRYLbjXSjjvU6/RiZnhWR4Wd8MlRqydT/d+91dDmI8pJj4eWJyCi3bt3C/PnzsX//fiQkJMDf3x+vvfYa3n///Tx31BkihEDXrl2xa9cubNu2Db169SrSeb/99tsCnx86dGiR6nkWEykiKjb3GwLSyYtGHau9fB3evk0R5+VodBcfUDrJlKSScDC2Ji6ze4+oVF29ehVarRZffvklatasiYsXL2L06NFIT0/H4sWLCz1+2bJlkKTij5ucOHGi3mOVSoWMjAw4OjrCxcXFqETKZgab37p1C6NGjUK1atXg7OyMGjVqYPbs2cjOzi7wuHbt2kGSJL3t7bffNlPURNZHoZLg9Lh4S7/k5rD/HCr/oS5xLKUxAD0jxflp9x4RlZrOnTsjIiICnTp1QvXq1dGjRw+88847+PHHHws99vz581iyZAm++eabYp/38ePHeltaWhqioqLw4osv4vvvvzfmUmynRaok2e3o0aMxb9483WMXF5fSDpfIarkkAC7Rj1CyVApwjk2BS3zJuviAUmiZyrBD5L1Q1Ku2FbXt2b1nSTjgXD4pKSl6j5VKJZRKpUnPkZycjIoVKxZYJiMjA4MHD8bKlSvh6+trkvPWqlULCxYswGuvvYarV68W+3ibSaQ6d+6Mzp076x5Xr14dUVFRWLVqVaGJlIuLi8neECJb5/xAQBMdU+J6tJevo7JjXdzo51aiLj7AtMmUpJIQddcHcQEeqG2fYZI6ieSgUAMKu5LVIf6/4TggIEBv/+zZszFnzpySVf6M6OhoLF++vNDv68mTJyM0NBQ9e/Y02bmBpwPQ7927Z9yxJo3EwhQluwWA7777DuvXr4evry+6d++OWbNmFdgqlZWVhaysLN3j3Jk6ka1SqCQ4pJe0LeoZV27C+1wjJLYseRedKZMpbbIjDqbURQenMyapj8jaxcXFwc3NTfc4v9ao6dOnFzof05UrVxAUFKR7fPfuXXTu3Bn9+vXD6NGj8z3up59+wv79+3Hu3LliRq9fx7OEEIiPj8eKFSvQqlUro+q02USqqNnt4MGDERgYCH9/f1y4cAHTpk1DVFRUgf204eHhmDt3rqlDJrJ49k+A8tHJMNUwbJGVBfc9UXgcVBfZbiVPgkyVTEkqCduvN0J393McdE4EwM3NTS+Rys/UqVMxfPjwAstUr/7vItT37t1D+/btERoaitWrVxd43P79+3Hjxg14eHjo7e/bty9at26NgwcPFhpf7rv7JEmCt7c3XnrpJSxZsqTQ4w2RhBDmWRXUSMZmt23btkW7du3w9ddfF+t8+/fvR4cOHRAdHY0aNWoYLGOoRSogIADJyclF+kEjslTVl35a4PMeURK815+HeObn3xQ0LzbG7S5OJe7iy2GKZErrosGAFqcwvxJbpSyNNY+TSklJgbu7e6l+X+Sco96Yj2GndCpRXZqsTFz+/L1Siffu3bto3749mjdvjvXr18POruB+yISEBDx48EBvX8OGDfG///0P3bt3R7Vq1UwaX1FZfItUaWa3hgQHBwNAgYlUaQyyI7IGDhnC5EkU8HQtvvINgpFSvfCyRWGKlilFhh12xtRnqxRRKbh79y7atWuHwMBALF68GP/88++i5zljlu/evYsOHTrg22+/RcuWLeHr62twPHOVKlVkS6IAK0ikvL294e3tXaSyz2a3ERERUCiKP7vD+fPnAQB+fn7FPpaIjOdzPAUZvm5Qu5ho0LgJkqn0hy74ObkpWrJVisik9uzZg+joaERHR+O5557Tey6no0ylUiEqKgoZGSW76WPKlClFLvvppwW3yhti8YlUURmT3d64cQMbNmxA165d4enpiQsXLmDy5Mlo06YNGjVqJNelEFkkkw80z0Wcv4IKdVvin6amqzNnniljEypFhh22X2+E1yse41QIFoTTIFi/4cOHF9rbVLVqVRQ2+qgoo5OKOjjdmAk+ARtKpIzJbh0dHbF3714sW7YM6enpCAgIQN++fTFz5kyzx09k6eyfAOVi04u8SLExKp76B6kBlZDpZeIZy0vQOpX9wBnrHoVwrBSRlTpw4ECp1m8ziZQx2W1AQAAOHTpUypER2QaXeBR7keLi0kTHoOJVTyQE25ls4HkOY5Mp3sFH1kqhBowY4aJHlHwBAptnM4kUEZUuhco8N/i6nktASmBlpAUUXra4jE2msh844+v7bVHvud1czJjIyp0+fRqbN29GbGxsnmXkirJETW42s9YeEdkGTdwdVLiuhkJl+nX0AOPW55NUEg5drY0TWR6mD4iMkhVvols8qUzZuHEjQkNDceXKFWzbtg0qlQqXLl3C/v374e7ublSdTKSIyOK4RD9C+bjSq9+oxY4z7PDJzc64pi54IXQislwff/wxli5dip9//hmOjo743//+h6tXr6J///6oUqWKUXUykSKiIrFTme9cmugYVLiWXWqtUkDxkylJJSHmViWceCLffDVEVDI3btxAt27dADy94Sw9PR2SJGHy5MlGzT0JMJEioiJQqCSzjZHK4XT9H7gklO45iptMKTLs8MmFTjiZxV+dRNaoQoUKSE1NBQBUrlwZFy9eBAAkJSUZPV8VfxsQUaEUKsAxzbx3rJX2WKkcxU2mcgaek/w4ToqKq02bNtizZw8AoF+/fpg4cSJGjx6NQYMGoUOHDkbVybv2iKhQ9hlPxy2V3nSchrlcSoRjo8rI9Crd8xTnbj5JJeHg33Ww0OUfTPO8WLqBEZWAQgUoSvh3iDBjl35punjxIho0aIAVK1YgMzMTAPD+++/DwcEBR48eLdEckmyRIqJCOT18Om7J3DRxd1DxqnnSt+K0TCky7LD+6vMceG4B2CpFRdGoUSMEBwdj69atcHV1BQAoFApMnz4dP/30E5YsWYIKFSoYVTcTKSIqlLnHRz1L+UgF+4zS7d7LUZxkKvuBM8ZfG1iK0RCRqRw6dAj169fH1KlT4efnh2HDhuGPP/4wSd1MpIjIotkd+atUp0LIrajJVM5dfAsfNijliIiopFq3bo1vvvkG8fHxWL58OW7duoW2bduidu3aWLhwIRISjL+zhYkUEVk817ulP+j8WUVNphQZdvjmbCt28RFZiXLlymHEiBE4dOgQrl27hn79+mHlypWoUqUKevToYVSdTKSIyOI5JWTAMdm855TUUpESKinZHgPOvGGGiCg/HCdFxqhZsybee+89zJw5E66urvjll1+MqoeJFBFZPHH+Clzj5BmnVZRkKiOhPAbHdDZDNERkCocPH8bw4cPh6+uLd999F3369MGff/5pVF2c/oCIrILTYw0UKntoHcyfUBU2PYKkknDmQnXs83NBByfjJvUjMjWFSkAhlezzImS80cTU7t27h8jISERGRiI6OhqhoaH47LPP0L9/f5QrV87oetkiRURWwfFRltm7955VWMuUpJIw5o/XOeu5TNi9RwXp0qULAgMDsXz5cvTu3RtXrlzBkSNHMGLEiBIlUQATKSKyEtLJi3C/ad7Z1fPEUFgylWyPt86/xmSKyMI4ODjghx9+wJ07d7Bw4ULUqVPHZHWza4+IrIZdtoBCpZCley9HYd18T+Jc8bV/W9R7bjfKS45mjIyI8vPTTz+VWt38s4mICmVnIctEKB+poLCAWAprmTp0ti4W/hNipmgoB7v3SA5MpIjIajj8HQMX4+fNM6mCkilJJWHT6ec5WSdRGcBEiogKpFBJsi4R8yxtcgqcH8g7TupZBSVTOZN1bk/3NGNERGRuTKSIqEAKFeCYZjnJi2Oa1qyznBemwJapZHvMvdgN8ZonZoyobGP3HpkbEykiKpB9xtOZxS2FfZoa9haWlxSUTD2Jc0WvvzjzOZmfnco0GxWMiRQRFcgx5enM4pbC/tRVOD2QO4q8Ckqmkm96IPjsEDNGU7axVYrMiYkUERXIPsMyxkflEFlZFjVO6lmFJVO9rnc3YzREZA5MpIjI6thlW1Zy96yCFju++lcV3slnJmyVInNhIkVEVufpxJyWM+DckPySqW+OtME1dbaZoyGi0sJEioisjtzr7hWVoWRKUkno/sskJlNENoKJFBFZHbuoWDg9lDuKoskvmXrl9wlck6+UsXuPzIGfYiKyOtrkFCiTLXPAuSGGkilFhh2GHRvJZIpKjaQWUKhKtklqyx2PaCn4CSYiMgNDyZR4oMRb519jMlWK2CpFpY2fXiKyStYw4Dw3Q8nUkzhXzLrRC2mCY6aIrBETKSKySk8TKbmjKD5DydTty36YcidMhmiI5JeVlYUmTZpAkiScP3++wLIJCQl4/fXX4evri3LlyqFZs2bYunWreQLNBxMpIrJKTgkZsLeclWuKxVAydfhEPQyO6SxDNLaP3XuW7b///S/8/f2LVHbo0KGIiorCTz/9hL///ht9+vRB//79ce7cuVKOMn9MpIjIKonzV6zmzj1DDCVTZ8/U4OznpYTJlGX67bff8Pvvv2Px4sVFKn/06FGMHz8eLVu2RPXq1TFz5kx4eHjgzJkzpRxp/phIEZHVcrCw5WuKy1AydfWvKgi73EeGaIjMKzExEaNHj8a6devg4uJSpGNCQ0OxadMmPHr0CFqtFhs3bkRmZibatWtXusEWwKYSqapVq0KSJL1twYIFBR6TmZmJsWPHwtPTE+XLl0ffvn2RmJhopoiJqKwzlEzduu7LlimyKCkpKXpbVlZWieoTQmD48OF4++230aJFiyIft3nzZqhUKnh6ekKpVOKtt97Ctm3bULNmzRLFUxI2lUgBwLx58xAfH6/bxo8fX2D5yZMn4+eff8aWLVtw6NAh3Lt3D3368K9BImugUFl3i1SO3MmUpJJw5XIA3oxrL1NEtqmsde/ZZQuTbAAQEBAAd3d33RYeHm7wnNOnT8/ToJF7u3r1KpYvX47U1FTMmDGjWNc0a9YsJCUlYe/evTh9+jSmTJmC/v374++//y7x62Use9nOXEpcXV3h6+tbpLLJyclYs2YNNmzYgJdeegkAEBERgbp16+L48eN44YUXSjNUIiIdSS1B2P+bGEoqCYfO1sXnrnEY4xEtY2REQFxcHNzc3HSPlUqlwXJTp07F8OHDC6yrevXq2L9/P44dO5annhYtWmDIkCFYu3ZtnuNu3LiBFStW4OLFi6hfvz4AoHHjxvjjjz+wcuVKfPHFF8W8KtOwuURqwYIFmD9/PqpUqYLBgwdj8uTJsLc3fJlnzpyBSqVCx44ddfuCgoJQpUoVHDt2LN9EKisrS69ZMyUlxbQXQURF8nQKBAW0DrbVMpWTUEkqCZ/tDUPv3n/Dz85ZztBsRlZ8dSj9bsodhtVxc3PTS6Ty4+3tDW9v70LLffbZZ/jwww91j+/du4ewsDBs2rQJwcHBBo/JyHh6m65Cod+ZZmdnB61WvpUObKprb8KECdi4cSMOHDiAt956Cx9//DH++9//5ls+ISEBjo6O8PDw0Nvv4+ODhISEfI8LDw/Xa+IMCAgw1SUQUTE4pGmsci6pwuTu6mu/7R3Ea57IFA2R6VWpUgUNGjTQbbVr1wYA1KhRA8899xwA4O7duwgKCsLJkycBPG3oqFmzJt566y2cPHkSN27cwJIlS7Bnzx706tVLrkux/ESqqP2tADBlyhS0a9cOjRo1wttvv40lS5Zg+fLlJR4Ul9uMGTOQnJys2+Li4kxaP5Et+F21Eb+rNpbqORwfZcIxuVRPIRtDyRSXkjGNsjZWylqpVCpERUXpWqIcHBzw66+/wtvbG927d0ejRo3w7bffYu3atejatatscVp8115R+1sNCQ4Ohlqtxq1bt1CnTp08z/v6+iI7OxtJSUl6rVKJiYkFjrNSKpX59g8TkflIMXfh2NwNGX5yR1I6co+ben3X2/g8LBIdnKx0JlKifFStWhVCiEL31apVS/aZzHOz+ESqqP2thpw/fx4KhQKVKlUy+Hzz5s3h4OCAffv2oW/fvgCAqKgoxMbGIiQkxOiYicg8tMkpVj+XVGGeTaYklYQxu4dj5ks78LrrXZkjIyLAChKpojp27BhOnDiB9u3bw9XVFceOHcPkyZPx2muvoUKFCgCe9rd26NAB3377LVq2bAl3d3eMGjUKU6ZMQcWKFeHm5obx48cjJCSEd+wRkcXInUx9uL8nUtv+zrv5SqAsDDq3yxawEyX7Q0PYyBQjpclmEimlUomNGzdizpw5yMrKQrVq1TB58mRMmTJFVyZ3fysALF26FAqFAn379kVWVhbCwsLw+eefy3EJRET5yp1MLTvaEQgFkykimdlMItWsWTMcP368wDKG+ludnJywcuVKrFy5sjTDIyIqsWeTKUWGHf53qgPwPJMpY5WFVikqfbwFhIismq3Mbl5Uz97NJyXb43+nOmBdamUZI7JuvIOPSoqJFBGRlcmdTH18pgunRiCSCT95RGTVns5unnfhX1v3bDIlHigx7NhIGaOxbmyVopJgIkVEVi1nUdWyKHcyVWfPWzJGQ1Q2MZEiIqumyNbCvgyvnpK7m6/2r2/LGI31ssVWKYVKC0V2CTeVfGvYWQsmUkRk1RwfZcI+Xe4o5PVsMqXIsEPQD2NljIaobGEiRURWTYq5C8cUuaOQn6SW9BKqoB/GIk1kyxiR9bHFVikqfUykiMiqlYVlYorj2WSqxdbJuKZmMkVUmphIERHZmGeTqe6/TMK+TBcZo7EubJWi4mIiRUSl6nfVRrlDKJNykqmchY63p3vKHBGRbWIiRUQmx+TJMjybTE3bO4AzoBcRW6WoOJhIERHZsGeTqfl/dMfnSTVljojIttjMosVERGRYzmLHigw7LDvaEanBTpjmeVHusCyaLSxorMjWQqEt2TxQCjXnkSoMW6SIiMqAnJYpRYYd1px4EQsfNpA5IsvHLj4qCiZSRERlxLPJ1DdnW7Gbj8gEmEgREZUhujFTyfb436kOHIBeCLZKUWGYSBERlTHPJlMfHn+Fk3YSlQATKSKyegoVZzYvrmeTqVd+nyBzNJaNrVJUECZSRERl1LNjprjQMZFxmEgRkdWzyxZQqKTCC1Iezy52zGQqf9bYKqXI1phko4IxkSKiUlfaM53bZbNrr6SeTabiNU9kjobIejCRIiKTkmN5GEW2FgqV2U9rc3KSqfbb3sHJLH495GaNrVJU+vhJISKrZ5+mgn2G3FHYhpxkaujP/+FCxwYwmaLcmEgRkdWzj0+CPXujTCYnmZr+20BO2klUCCZSRFQgOyvoMtPE3YFjMsdJmVJOMvXZ3jAuJ5MLW6XoWUykiIjIoJxkKuJAW0yOD5U5GiLLxESKiIjylZNM/fZnUwyO6SxzNJaDrVKUg4kUEeVLoZI4azjpkqmzZ2og7HIfmaOxHJaeTClUJphHSsV5pArDRIqICsQ5mgj4N5m6fdkPwWeHyBwNkeVgIkVE+VKoTJdIyTG/FJlWTjKVfNMDTU8MlTkay2DprVJU+phIEVG+FOqnk11aA2u4u9AW5CRTT+JcUffgGzJHYxmYTBXfwYMHIUmSwe3UqVMGj3n06BHGjx+POnXqwNnZGVWqVMGECROQnJxs5uj1MZEionwpsp9OdllUbHUqG3KSKfFAiTp73pI5GrJGoaGhiI+P19veeOMNVKtWDS1atDB4zL1793Dv3j0sXrwYFy9eRGRkJHbt2oVRo0aZOXp99rKenYgsmv0TwP5ROjjclHKT1BKEvYCUbI/av76Na12/kDskWWXFV4fS76bcYVgNR0dH+Pr66h6rVCrs2LED48ePhyQZXoC8QYMG2Lp1q+5xjRo18NFHH+G1116DWq2Gvb08KQ1bpIgoX/YZgDbuntxhkIWS1BIktQRFhh1q//q23OFQKUpJSdHbsrKyTFr/Tz/9hIcPH2LEiBHFOi45ORlubm6yJVEAEykiKoBCJSBM/AuTbM+zyVS8puyu1WNpY6WkbA2kbHUJt6ft0QEBAXB3d9dt4eHhJo11zZo1CAsLw3PPPVfkYx48eID58+fjzTffNGksxWUziZQxA9cAoF27dnnKv/02/7IiIiqOnGSq3f5JOJllM18txWZpyZSpxMXFITk5WbfNmDHDYLnp06fn+12cs129elXvmDt37mD37t3FGuuUkpKCbt26oV69epgzZ05JLq3EbGaMVM7AtWfNmjUL+/bty3fgWo7Ro0dj3rx5uscuLi6lEiMRkS2T1BKQbI/XD4/G563XoYNThtwhkYm4ubnBzc2t0HJTp07F8OHDCyxTvbp+shkREQFPT0/06NGjSLGkpqaic+fOcHV1xbZt2+Dg4FCk40qLzSRSxgxcy+Hi4qJ3LBGVjt9VG9HJYaDcYVApykmmxh0fjBUvbCiTyVRZHnju7e0Nb2/vIpcXQiAiIgJDhw4tUkKUkpKCsLAwKJVK/PTTT3BycipJuCZhs+2vxRm49t1338HLywsNGjTAjBkzkJFR9j74RESmIqkliAdKjDs+GNvTPeUOhyzY/v37ERMTgzfeyDsn2d27dxEUFISTJ08CeJpEderUCenp6VizZg1SUlKQkJCAhIQEaDTy3VtsMy1SuRV14NrgwYMRGBgIf39/XLhwAdOmTUNUVBR+/PHHfI/JysrSu2MhJSXFZHETEdmCnGRq1vkeQJOf0KvcQ7lDMqucsVJltWWqqNasWYPQ0FAEBQXleU6lUiEqKkrXuHH27FmcOHECAFCzZk29sjExMahatWqpx2uIxSdS06dPx8KFCwssc+XKFb03IWfg2ubNmwut/9nR/g0bNoSfnx86dOiAGzduoEaNGgaPCQ8Px9y5c4t4BURlAyfjpNwktQRVvAtmoWwmU1S4DRs25Ptc1apVIcS/S1S1a9dO77GlsPhEyhwD154VHBwMAIiOjs43kZoxYwamTJmie5ySkoKAgIBin4uIyNY9m0z5t1iLlkrrWHLIVOQcLyVlqyHZ2ZWsDo3aRNHYLotPpEp74Fpu58+fBwD4+fnlW0apVEKpVBa7biKisignmRp1ehh+f+Fz+Nk5yx2SWZXlwedlgc0NNi/OwLUbN25g/vz5OHPmDG7duoWffvoJQ4cORZs2bdCoUSNzh05EZLNykqmX/hgvdyhEJmVziVRxBq45Ojpi79696NSpE4KCgjB16lT07dsXP//8s7nDJiKyeTkD0MvicjK2OlEnWUHXXnEVZ+BaQEAADh06ZI6wiOj/cS6psi1nBvSgH8bi6qsr5Q6HqMRsrkWKiIgsW85ix0E/jJU7FLNiq5RtYiJFRESyyEmmytJCx1kJHH9ra5hIERGRbCS1hPbb3inTCx2TdeNPLhERyUpSSxj683+4nIypZauArBJu2Sq5r8LiMZEiIpugUFnejMdUdJJawvTfBuLzpJqFFyayIEykiKjEuDwMmYKklvDZ3jDMut9c7lCIioyJFBHZDIVKkjsEKiFJLWHL4RcwOT5U7lCIioSJFBGZXWm0YNlls2vPVkhqCb/92RSDYzrLHQpRoZhIEZFNsMsWUHBcrM2Q1BLOnqmBsMt95A6FqEBMpIjIJiiytXKHQCYmqSXcvuyH4LND5A6FKF82t0QMEZVNimwtFGq5oyBTk9QSkm96oOGTEfi7VYTc4ViXrOySN5dos00Sii1jixQR2QT7tGzYp8sdBZUGSS1BFe+COnvekjsUojyYSBGRTVA8TGWLlA2T1BKkZHvU2TFG7lCI9DCRIiKboL3/D+wz5I6CSpOkliCpyt5ix2TZmEgRkU0QWVmc3bwMkNSSbrFjIkvARIqIZMHZ0KkkcpKpa2oOhiZ5MZEiohJhQkRykdQSemyfjH2ZLnKHQmUYEykiIrJaklrC2J0jsC61styhUBnFeaSIiMiqSWoJH+3uhXvtD2Ga50W5w7EYIisLQlGycYOC80gVii1SRERk9SS1hIgDbTHrfnO5Q6EyhokUERHZBEktYcvhF/BmXHu5Q6EyhIkUERHZDEkt4fCJeuh1vbvcoVAZwUSKiIhsiqSWcPWvKmh7YYDcoVAZwESKiGTDqROotEhqCYnXvND0xFC5QyEbx0SKiIhskqSW8CTOFQ3/HCF3KGTDOP0BERHZLEktQRXvgjp73kLUy1/KHY5ZiawsCKmE0x8ITn9QGLZIERGRTZPUEqRke9TZMUbuUMgGMZEiIiKbJ6klSCoudkymx0SKiIzGweJkTSS1pFvsOF7zRO5wyryzZ8/i5ZdfhoeHBzw9PfHmm28iLS2t0OOuXLmCHj16wN3dHeXKlcPzzz+P2NhYM0RsGBMpIiIqUyS1hPbb3sE1Ncf/yOXevXvo2LEjatasiRMnTmDXrl24dOkShg8fXuBxN27cwIsvvoigoCAcPHgQFy5cwKxZs+Dk5GSewA3gYHMiIipzJLWEHtsnY0GXjehV7qHc4ZQ5O3fuhIODA1auXAmF4mmbzhdffIFGjRohOjoaNWvWNHjc+++/j65du+KTTz7R7atRo4ZZYs4PW6SISFbsHiS5SGoJ038biHWpleUOxeKlpKTobVlZWSWqLysrC46OjrokCgCcnZ0BAEeOHDF4jFarxS+//ILatWsjLCwMlSpVQnBwMLZv316iWEqKiRQREZVZklrCR7t7YeHDBnKHYnIiK/vpFAgl2p52fwYEBMDd3V23hYeHlyi2l156CQkJCVi0aBGys7Px+PFjTJ8+HQAQHx9v8Jj79+8jLS0NCxYsQOfOnfH777+jd+/e6NOnDw4dOlSieEqCiRQREZVpklpCxIG2mBwfKncoFisuLg7Jycm6bcaMGQbLTZ8+HZIkFbhdvXoV9evXx9q1a7FkyRK4uLjA19cX1apVg4+Pj14r1bO0Wi0AoGfPnpg8eTKaNGmC6dOn45VXXsEXX3xRatdeGI6RIiKiMk9SS/jtz6ZIbO6GDdV2yR2OxXFzc4Obm1uh5aZOnVrogPHq1asDAAYPHozBgwcjMTER5cqVgyRJ+PTTT3XP5+bl5QV7e3vUq1dPb3/dunXz7Q40B6tpkfroo48QGhoKFxcXeHh4GCwTGxuLbt26wcXFBZUqVcK7774LtVpdYL2PHj3CkCFD4ObmBg8PD4waNapIt18SEZFtkdQSzp6pgV7Xu8sditXy9vZGUFBQgZujo6PeMT4+Pihfvjw2bdoEJycnvPzyywbrdnR0xPPPP4+oqCi9/deuXUNgYGCpXVNhrCaRys7ORr9+/fCf//zH4PMajQbdunVDdnY2jh49irVr1yIyMhIffPBBgfUOGTIEly5dwp49e7Bz504cPnwYb775ZmlcAhERWThJLeHqX1XQ9sIAuUOxeStWrMDZs2dx7do1rFy5EuPGjUN4eLheY0lQUBC2bdume/zuu+9i06ZN+OqrrxAdHY0VK1bg559/xpgx8s1abzVde3PnzgUAREZGGnz+999/x+XLl7F37174+PigSZMmmD9/PqZNm4Y5c+bkyYCBp5N67dq1C6dOnUKLFi0AAMuXL0fXrl2xePFi+Pv7l9r1EBGRZZLUEhKveSFYPQQnmn0ndzg26+TJk5g9ezbS0tIQFBSEL7/8Eq+//rpemaioKCQnJ+se9+7dG1988QXCw8MxYcIE1KlTB1u3bsWLL75o7vB1rCaRKsyxY8fQsGFD+Pj46PaFhYXhP//5Dy5duoSmTZsaPMbDw0OXRAFAx44doVAocOLECfTu3dsssRMRkWWR1BKSb3qg4ZMR+LtVhNzh2KRvv/220DJC5F10eeTIkRg5cmRphGQUm0mkEhIS9JIoALrHCQkJ+R5TqVIlvX329vaoWLFivscAT+e/eHYOjZxsOSUlxajYiSyFNjNT77EmG1ALVb7lTfUzX9A5ikOTnQltZuHliIoq66YCdZJfw6nWhX/pF0Vq2tM7zwwlCKamhgoo4WnUMM1n05bJmkhNnz4dCxcuLLDMlStXEBQUZKaIiiY8PFzX1fisgIAAGaIhKj23C3ne3f1Hs8RRZOstLB6yGZUKL1IsDx8+hLu7u4lrfcrR0RG+vr74I+Fnk9Tn6+trcHgMPSVrIlWc2yQL4+vri5MnT+rtS0xM1D2X3zH379/X26dWq/Ho0aN8jwGAGTNmYMqUKbrHSUlJCAwMRGxsbKl9MEpbSkoKAgICEBcXV6RbXC2VLVyHLVwDwOuwJLZwDYBtXEdycjKqVKmCihUrlto5nJycEBMTg+xs06wl6OjoKOtadpZO1kTK29sb3t7eJqkrJCQEH330Ee7fv6/rrtuzZw/c3NzyzDnx7DFJSUk4c+YMmjdvDgDYv38/tFotgoOD8z2XUqmEUqnMs9/d3d1qP9w5ijpXiKWzheuwhWsAeB2WxBauAbCN68hv0klTcXJyYvJjJlYz/UFsbCzOnz+P2NhYaDQanD9/HufPn9fN+dSpUyfUq1cPr7/+Ov766y/s3r0bM2fOxNixY3VJz8mTJxEUFIS7d+8CeDqJV+fOnTF69GicPHkSf/75J8aNG4eBAwfyjj0iIiIqlNUMNv/ggw+wdu1a3eOcu/AOHDiAdu3awc7ODjt37sR//vMfhISEoFy5chg2bBjmzZunOyYjIwNRUVFQqf4dPPfdd99h3Lhx6NChAxQKBfr27YvPPvvMfBdGREREVstqEqnIyMh855DKERgYiF9//TXf59u1a5fnTomKFStiw4YNJYpNqVRi9uzZBrv7rIUtXANgG9dhC9cA8DosiS1cA2Ab12EL10D6JGGOezCJiIiIbJDVjJEiIiIisjRMpIiIiIiMxESKiIiIyEhMpIiIiIiMxESqCD766COEhobCxcUFHh4eBsvExsaiW7ducHFxQaVKlfDuu+9CrVYXWO+jR48wZMgQuLm5wcPDA6NGjdLNi1XaDh48CEmSDG6nTp3K97h27drlKf/222+bJeb8VK1aNU9MCxYsKPCYzMxMjB07Fp6enihfvjz69u2rmwnf3G7duoVRo0ahWrVqcHZ2Ro0aNTB79uxCZyW2hPdi5cqVqFq1KpycnBAcHJxndYHctmzZgqCgIDg5OaFhw4YF3mVrDuHh4Xj++efh6uqKSpUqoVevXoiKiirwmMjIyDyvu5wTH86ZMydPPIUtq2Vp7wNg+HMsSRLGjh1rsLylvA+HDx9G9+7d4e/vD0mSsH37dr3nhRD44IMP4OfnB2dnZ3Ts2BHXr18vtN7ifrZIPkykiiA7Oxv9+vXDf/7zH4PPazQadOvWDdnZ2Th69CjWrl2LyMhIfPDBBwXWO2TIEFy6dAl79uzBzp07cfjwYbz55pulcQl5hIaGIj4+Xm974403UK1aNbRo0aLAY0ePHq133CeffGKWmAsyb948vZjGjx9fYPnJkyfj559/xpYtW3Do0CHcu3cPffr0MVO0+q5evQqtVosvv/wSly5dwtKlS/HFF1/gvffeK/RYOd+LTZs2YcqUKZg9ezbOnj2Lxo0bIywsLM+ySzmOHj2KQYMGYdSoUTh37hx69eqFXr164eLFi2aLObdDhw5h7NixOH78OPbs2QOVSoVOnTohPT29wOPc3Nz0XvfbtwtblbB01a9fXy+eI0eO5FvWEt8HADh16pTeNezZswcA0K9fv3yPsYT3IT09HY0bN8bKlSsNPv/JJ5/gs88+wxdffIETJ06gXLlyCAsLQ2Zm/qtrF/ezRTITVGQRERHC3d09z/5ff/1VKBQKkZCQoNu3atUq4ebmJrKysgzWdfnyZQFAnDp1Srfvt99+E5Ikibt375o89sJkZ2cLb29vMW/evALLtW3bVkycONE8QRVRYGCgWLp0aZHLJyUlCQcHB7FlyxbdvitXrggA4tixY6UQYfF98sknolq1agWWkfu9aNmypRg7dqzusUajEf7+/iI8PNxg+f79+4tu3brp7QsODhZvvfVWqcZZHPfv3xcAxKFDh/Itk9/vAbnMnj1bNG7cuMjlreF9EEKIiRMniho1agitVmvweUt7H4QQAoDYtm2b7rFWqxW+vr5i0aJFun1JSUlCqVSK77//Pt96ivvZInmxRcoEjh07hoYNG8LHx0e3LywsDCkpKbh06VK+x3h4eOi1/nTs2BEKhQInTpwo9Zhz++mnn/Dw4UOMGDGi0LLfffcdvLy80KBBA8yYMQMZGRlmiLBgCxYsgKenJ5o2bYpFixYV2K165swZqFQqdOzYUbcvKCgIVapUwbFjx8wRbqGSk5OLtKipXO9FdnY2zpw5o/caKhQKdOzYMd/X8NixY3rlgaefE0t5zYGnrzuAQl/7tLQ0BAYGIiAgAD179sz3c24u169fh7+/P6pXr44hQ4YgNjY237LW8D5kZ2dj/fr1GDlyJCRJyrecpb0PucXExCAhIUHv9XZ3d0dwcHC+r7cxny2Sl9XMbG7JEhIS9JIoALrHCQkJ+R6Ts7hyDnt7e1SsWDHfY0rTmjVrEBYWhueee67AcoMHD0ZgYCD8/f1x4cIFTJs2DVFRUfjxxx/NFGleEyZMQLNmzVCxYkUcPXoUM2bMQHx8PD799FOD5RMSEuDo6JhnvJuPj48sr31u0dHRWL58ORYvXlxgOTnfiwcPHkCj0Rj8ub969arBY/L7nFjCaw4AWq0WkyZNQqtWrdCgQYN8y9WpUwfffPMNGjVqhOTkZCxevBihoaG4dOlSoZ+f0hAcHIzIyEjUqVMH8fHxmDt3Llq3bo2LFy/C1dU1T3lLfx8AYPv27UhKSsLw4cPzLWNp74MhOa9pcV5vYz5bJK8ym0hNnz4dCxcuLLDMlStXCh20aWmMua47d+5g9+7d2Lx5c6H1PzuGq2HDhvDz80OHDh1w48YN1KhRw/jAcynOdUyZMkW3r1GjRnB0dMRbb72F8PBwWZdhMOa9uHv3Ljp37ox+/fph9OjRBR5rrveirBg7diwuXrxY4PgiAAgJCUFISIjucWhoKOrWrYsvv/wS8+fPL+0w8+jSpYvu/40aNUJwcDACAwOxefNmjBo1yuzxmMKaNWvQpUuXAhePt7T3gcquMptITZ06tcC/dgCgevXqRarL19c3zx0VOXeA+fr65ntM7oGDarUajx49yveYojDmuiIiIuDp6YkePXoU+3zBwcEAnraimPLLuyTvT3BwMNRqNW7duoU6derked7X1xfZ2dlISkrSa5VKTEws0WufW3Gv4d69e2jfvj1CQ0OxevXqYp+vtN4LQ7y8vGBnZ5fnTseCXkNfX99ilTencePG6W74KG5rhoODA5o2bYro6OhSiq54PDw8ULt27XzjseT3AQBu376NvXv3Frtl1dLeB+Df3/+JiYnw8/PT7U9MTESTJk0MHmPMZ4tkJvcgLWtS2GDzxMRE3b4vv/xSuLm5iczMTIN15Qw2P336tG7f7t27zT7YXKvVimrVqompU6cadfyRI0cEAPHXX3+ZODLjrV+/XigUCvHo0SODz+cMNv/hhx90+65evSrrYPM7d+6IWrVqiYEDBwq1Wm1UHeZ+L1q2bCnGjRune6zRaETlypULHGz+yiuv6O0LCQmRdZCzVqsVY8eOFf7+/uLatWtG1aFWq0WdOnXE5MmTTRydcVJTU0WFChXE//73P4PPW+L78KzZs2cLX19foVKpinWcJbwPyGew+eLFi3X7kpOTizTYvDifLZIXE6kiuH37tjh37pyYO3euKF++vDh37pw4d+6cSE1NFUI8/QA3aNBAdOrUSZw/f17s2rVLeHt7ixkzZujqOHHihKhTp464c+eObl/nzp1F06ZNxYkTJ8SRI0dErVq1xKBBg8x6bXv37hUAxJUrV/I8d+fOHVGnTh1x4sQJIYQQ0dHRYt68eeL06dMiJiZG7NixQ1SvXl20adPGrDE/6+jRo2Lp0qXi/Pnz4saNG2L9+vXC29tbDB06VFcm93UIIcTbb78tqlSpIvbv3y9Onz4tQkJCREhIiByXIO7cuSNq1qwpOnToIO7cuSPi4+N127NlLO292Lhxo1AqlSIyMlJcvnxZvPnmm8LDw0N39+rrr78upk+friv/559/Cnt7e7F48WJx5coVMXv2bOHg4CD+/vtvs8Wc23/+8x/h7u4uDh48qPe6Z2Rk6Mrkvo65c+eK3bt3ixs3bogzZ86IgQMHCicnJ3Hp0iU5LkFMnTpVHDx4UMTExIg///xTdOzYUXh5eYn79+8bjN8S34ccGo1GVKlSRUybNi3Pc5b6PqSmpuq+EwCITz/9VJw7d07cvn1bCCHEggULhIeHh9ixY4e4cOGC6Nmzp6hWrZp48uSJro6XXnpJLF++XPe4sM8WWRYmUkUwbNgwASDPduDAAV2ZW7duiS5dughnZ2fh5eUlpk6dqvcX1YEDBwQAERMTo9v38OFDMWjQIFG+fHnh5uYmRowYoUvOzGXQoEEiNDTU4HMxMTF61xkbGyvatGkjKlasKJRKpahZs6Z49913RXJyshkj1nfmzBkRHBws3N3dhZOTk6hbt674+OOP9VoCc1+HEEI8efJEjBkzRlSoUEG4uLiI3r176yUu5hQREWHw5+vZBmNLfS+WL18uqlSpIhwdHUXLli3F8ePHdc+1bdtWDBs2TK/85s2bRe3atYWjo6OoX7+++OWXX8wab275ve4RERG6MrmvY9KkSbpr9vHxEV27dhVnz541f/D/b8CAAcLPz084OjqKypUriwEDBojo6Gjd89bwPuTYvXu3ACCioqLyPGep70PO7/bcW06sWq1WzJo1S/j4+AilUik6dOiQ5/oCAwPF7Nmz9fYV9NkiyyIJIURpdx8SERER2SLOI0VERERkJCZSREREREZiIkVERERkJCZSREREREZiIkVERERkJCZSREREREZiIkVERERkJCZSREREREZiIkVEpaJdu3aYNGmS3GEQEZUqJlJERERERuISMURkcsOHD8fatWv19sXExKBq1aryBEREVEqYSBGRySUnJ6NLly5o0KAB5s2bBwDw9vaGnZ2dzJEREZmWvdwBEJHtcXd3h6OjI1xcXODr6yt3OEREpYZjpIiIiIiMxESKiIiIyEhMpIioVDg6OkKj0cgdBhFRqWIiRUSlomrVqjhx4gRu3bqFBw8eQKvVyh0SEZHJMZEiolLxzjvvwM7ODvXq1YO3tzdiY2PlDomIyOQ4/QERERGRkdgiRURERGQkJlJERERERmIiRURERGQkJlJERERERmIiRURERGQkJlJERERERmIiRURERGQkJlJERERERmIiRURERGQkJlJERERERmIiRURERGQkJlJERERERvo/a+RksnCBZzUAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import subprocess\n",
        "import os\n",
        "import re\n",
        "\n",
        "def side_by_side_diff(file1, file2):\n",
        "    if not os.path.exists(file1) or not os.path.exists(file2):\n",
        "        print(f\"One or both files do not exist: {file1}, {file2}\")\n",
        "        return\n",
        "\n",
        "    try:\n",
        "        diff_cmd = [\"diff\", \"--side-by-side\", file1, file2]\n",
        "        subprocess.run(diff_cmd, check=True)\n",
        "    except subprocess.CalledProcessError as e:\n",
        "        print(f\"Error executing diff command: {e}\")\n",
        "\n",
        "def unified_diff(file1, file2):\n",
        "    if not os.path.exists(file1) or not os.path.exists(file2):\n",
        "        print(f\"One or both files do not exist: {file1}, {file2}\")\n",
        "        return\n",
        "\n",
        "    try:\n",
        "        diff_cmd = [\"diff\", \"-u\", file1, file2]\n",
        "        subprocess.run(diff_cmd, check=True)\n",
        "    except subprocess.CalledProcessError as e:\n",
        "        print(f\"Error executing diff command: {e}\")\n",
        "\n",
        "def prevent_silver_searcher_from_searching_irrelevant_files():\n",
        "    try:\n",
        "        ag_cmd = [\"ag\", \"--skip-vcs-ignores\"]\n",
        "        subprocess.run(ag_cmd, check=True)\n",
        "    except subprocess.CalledProcessError as e:\n",
        "        print(f\"Error executing ag command: {e}\")\n",
        "    except FileNotFoundError:\n",
        "        print(\"The ag command was not found. Make sure The Silver Searcher is installed on your system.\")\n",
        "\n",
        "def sum_numbers(numbers):\n",
        "    return sum(numbers)\n",
        "\n",
        "def newj(option=None, param=None):\n",
        "    JUPDIR = os.path.expanduser('~/d/jup')\n",
        "    FLGS = '--columns=\"-L -t -j 1e-15 -T 2.7\" --header'\n",
        "    logdir = 'results/archive'\n",
        "\n",
        "    results_dir = os.path.join(JUPDIR, 'results')\n",
        "    if not os.path.exists(results_dir):\n",
        "        print(f\"The directory {results_dir} does not exist. Please check the path.\")\n",
        "        return\n",
        "\n",
        "    if option in ('--printheight', '-H'):\n",
        "        param_dir = os.path.join(JUPDIR, 'results', param)\n",
        "        if not os.path.isdir(param_dir):\n",
        "            print(f\"The directory {param_dir} does not exist. Please check the path.\")\n",
        "            return\n",
        "\n",
        "        logs = [os.path.join(param_dir, f) for f in os.listdir(param_dir) if f.endswith('.log')]\n",
        "        for log in logs:\n",
        "            with open(log) as f:\n",
        "                content = f.read()\n",
        "                flag_match = re.search(r'\\n\\n;;;;;;;:', content)\n",
        "                if flag_match:\n",
        "                    lines = content[:flag_match.start()].count('\\n')\n",
        "                    return lines\n",
        "        print(\"mauvais printheight\")\n",
        "        return 1\n",
        "\n",
        "    if not option:\n",
        "        results = []\n",
        "        subdirs = next(os.walk(results_dir))[1]\n",
        "        for subdir in subdirs:\n",
        "            result_file = os.path.join(results_dir, subdir, 'manuel.csv')\n",
        "            if os.path.exists(result_file):\n",
        "                results.append(result_file)\n",
        "        if not results:\n",
        "            print(f\"No result files found in {results_dir}\")\n",
        "            return\n",
        "        sum_cmd = [\"awk\", 'BEGIN { sum = 0; for (i = 1; i < ARGC; i++) sum += ARGV[i]; print sum; }'] + results\n",
        "        try:\n",
        "            subprocess.run(sum_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing sum command: {e}\")\n",
        "\n",
        "def handle_archeologist_case(lines, readline_output):\n",
        "    case = lines - 1 // readline_output\n",
        "    # Implement the specific logic that handles the cases described in the original script\n",
        "    # This will likely involve interacting with Unix filesystem and shell processes\n",
        "\n",
        "# Example of usage:\n",
        "file1 = \"file1.txt\"\n",
        "file2 = \"file2.txt\"\n",
        "side_by_side_diff(file1, file2)\n",
        "unified_diff(file1, file2)\n",
        "prevent_silver_searcher_from_searching_irrelevant_files()\n",
        "total = sum_numbers([10, 20, 30])\n",
        "newj('--printheight', 'some_param')\n",
        "\n",
        "# Placeholder for the \"archeologist\" complex case handling\n",
        "handle_archeologist_case(100, 20)  # Example values for lines and readline_output"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "42GaNmfdN6S6",
        "outputId": "0e3ef9ab-2f48-48f6-c8a2-2bf3ca459b22"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "One or both files do not exist: file1.txt, file2.txt\n",
            "One or both files do not exist: file1.txt, file2.txt\n",
            "The ag command was not found. Make sure The Silver Searcher is installed on your system.\n",
            "The directory /root/d/jup/results does not exist. Please check the path.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "Sure! Let's design an integrated application that consolidates various aspects of the previous programs into a comprehensive and multi-functional application. We will create a Python application that includes the following features:\n",
        "\n",
        "1. **File Comparison**: Side-by-side and unified diff functionalities.\n",
        "2. **Symbolic and Numeric Computations**: Using SymPy and NumPy for mathematical expressions.\n",
        "3. **Graphical Visualization**: Visualizing mathematical expressions and graphs.\n",
        "4. **Search Utility**: Using The Silver Searcher to skip irrelevant files.\n",
        "5. **Interactive Visualizations**: Controls and dynamic plots using IPyWidgets.\n",
        "\n",
        "We'll utilize a class-based approach to encapsulate our application functionalities. This way, we keep the code modular and maintainable. Here is how we can combine the aspects of the programs:\n",
        "\n",
        "### Main Application Class\n",
        "\n",
        "```python\n",
        "import os\n",
        "import subprocess\n",
        "import re\n",
        "import sympy as sp\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from graphviz import Digraph\n",
        "import networkx as nx\n",
        "import ipywidgets as widgets\n",
        "from IPython.display import display, clear_output, Image\n",
        "\n",
        "class IntegratedApp:\n",
        "\n",
        "    def __init__(self):\n",
        "        self.JUPDIR = os.path.expanduser('~/d/jup')\n",
        "\n",
        "    def side_by_side_diff(self, file1, file2):\n",
        "        if not os.path.exists(file1) or not os.path.exists(file2):\n",
        "            print(f\"One or both files do not exist: {file1}, {file2}\")\n",
        "            return\n",
        "        try:\n",
        "            diff_cmd = [\"diff\", \"--side-by-side\", file1, file2]\n",
        "            subprocess.run(diff_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing diff command: {e}\")\n",
        "\n",
        "    def unified_diff(self, file1, file2):\n",
        "        if not os.path.exists(file1) or not os.path.exists(file2):\n",
        "            print(f\"One or both files do not exist: {file1}, {file2}\")\n",
        "            return\n",
        "        try:\n",
        "            diff_cmd = [\"diff\", \"-u\", file1, file2]\n",
        "            subprocess.run(diff_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing diff command: {e}\")\n",
        "\n",
        "    def prevent_silver_searcher_from_searching_irrelevant_files(self):\n",
        "        try:\n",
        "            ag_cmd = [\"ag\", \"--skip-vcs-ignores\"]\n",
        "            subprocess.run(ag_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing ag command: {e}\")\n",
        "        except FileNotFoundError:\n",
        "            print(\"The ag command was not found. Make sure The Silver Searcher is installed on your system.\")\n",
        "\n",
        "    def sum_numbers(self, numbers):\n",
        "        return sum(numbers)\n",
        "\n",
        "    def newj(self, option=None, param=None):\n",
        "        FLGS = '--columns=\"-L -t -j 1e-15 -T 2.7\" --header'\n",
        "        logdir = 'results/archive'\n",
        "        results_dir = os.path.join(self.JUPDIR, 'results')\n",
        "        if not os.path_exists(results_dir):\n",
        "            print(f\"The directory {results_dir} does not exist. Please check the path.\")\n",
        "            return\n",
        "\n",
        "        if option in ('--printheight', '-H'):\n",
        "            param_dir = os.path.join(results_dir, param)\n",
        "            if not os.path.isdir(param_dir):\n",
        "                print(f\"The directory {param_dir} does not exist. Please check the path.\")\n",
        "                return\n",
        "            logs = [os.path.join(param_dir, f) for f in os.listdir(param_dir) if f.endswith('.log')]\n",
        "            for log in logs:\n",
        "                with open(log) as f:\n",
        "                    content = f.read()\n",
        "                    flag_match = re.search(r'\\n\\n;;;;;;;:', content)\n",
        "                    if flag_match:\n",
        "                        lines = content[:flag_match.start()].count('\\n')\n",
        "                        return lines\n",
        "            print(\"mauvais printheight\")\n",
        "            return 1\n",
        "        if not option:\n",
        "            results = []\n",
        "            subdirs = next(os.walk(results_dir))[1]\n",
        "            for subdir in subdirs:\n",
        "                result_file = os.path.join(results_dir, subdir, 'manuel.csv')\n",
        "                if os.path.exists(result_file):\n",
        "                    results.append(result_file)\n",
        "            if not results:\n",
        "                print(f\"No result files found in {results_dir}\")\n",
        "                return\n",
        "            sum_cmd = [\"awk\", 'BEGIN { sum = 0; for (i = 1; i < ARGC; i++) sum += ARGV[i]; print sum; }'] + results\n",
        "            try:\n",
        "                subprocess.run(sum_cmd, check=True)\n",
        "            except subprocess.CalledProcessError as e:\n",
        "                print(f\"Error executing sum command: {e}\")\n",
        "\n",
        "    def symbolic_expression(self):\n",
        "        t, z = sp.symbols('t z')\n",
        "        x = sp.Function('x')(t)\n",
        "        g, Omega, Psi = sp.symbols('g Omega Psi')\n",
        "\n",
        "        L_Omega_Psi = sp.Function('L')(Omega, Psi)\n",
        "        y_t = 1 + x\n",
        "\n",
        "        complex_expr = (2 / t**2 / (t**2 / y_t * g)) * L_Omega_Psi\n",
        "        comp_expr = ((complex_expr)**(2 * (z**2 - y_t**2 - 1))) * sp.diff((z + y_t)**2 - 1, z)\n",
        "\n",
        "        x_t_sub = t\n",
        "        comp_expr = comp_expr.subs(x, x_t_sub)\n",
        "\n",
        "        L_value = 1\n",
        "        G_value = 1\n",
        "        comp_expr = comp_expr.subs([(L_Omega_Psi, L_value), (g, G_value)]).simplify()\n",
        "\n",
        "        f_numeric = sp.lambdify((t, z), comp_expr, 'numpy')\n",
        "        t_vals = np.linspace(-10, 10, 400)\n",
        "        z_vals = np.linspace(-10, 10, 400)\n",
        "        T, Z = np.meshgrid(t_vals, z_vals)\n",
        "\n",
        "        with np.errstate(over='ignore', invalid='ignore'):\n",
        "            F_values = f_numeric(T, Z)\n",
        "            F_values = np.nan_to_num(F_values, nan=np.nan, posinf=np.nan, neginf=np.nan)\n",
        "\n",
        "        F_values = np.clip(F_values, -1e10, 1e10)\n",
        "        F_values = np.where(np.isfinite(F_values), F_values, np.nan)\n",
        "\n",
        "        plt.contourf(T, Z, F_values, 50, cmap='viridis')\n",
        "        plt.colorbar(label='Value of Expression')\n",
        "        plt.title('Visualization of Given Expression')\n",
        "        plt.xlabel('t')\n",
        "        plt.ylabel('z')\n",
        "        plt.show()\n",
        "\n",
        "    def plot_graph(self, arch_case=False):\n",
        "        dot = Digraph(name='CJTree')\n",
        "        dot.node('root', '  $\\\\mathbf{s_{s}^\\\\Omega}=\\\\mathrm{F}(\\\\phi.)$: \\\\ $\\\\mathbf{\\\\star_{\\\\overline{\\\\infty}}}:$', shape='none')\n",
        "\n",
        "        dot.node('A', '$s_s^\\\\Omega+\\\\overline{\\\\infty}^\\\\cup$', shape='ellipse', style='filled', fillcolor='yellow')\n",
        "        dot.node('B', '$\\\\mathbf{F_i}$', shape='ellipse')\n",
        "        dot.node('C', '', shape='ellipse', style='filled', fillcolor='brown')\n",
        "        dot.node('D', '$\\\\sum_{s\\\\in J_k} q(s) \\\\pi(s)$', shape='ellipse', style='filled', fillcolor='green')\n",
        "        dot.node('E', '', shape='ellipse', style='filled', fillcolor='red')\n",
        "        dot.node('F', '', shape='ellipse', style='filled', fillcolor='orange')\n",
        "\n",
        "        dot.edge('root', 'A')\n",
        "        dot.edge('root', 'B')\n",
        "        dot.edge('root', 'C')\n",
        "        dot.edge('root', 'D')\n",
        "        dot.edge('root', 'E')\n",
        "        dot.edge('root', 'F')\n",
        "\n",
        "        if arch_case:\n",
        "            dot.node('arch_case', 'Handle Archeologist Complex Case', shape='ellipse')\n",
        "            dot.edge('root', 'arch_case')\n",
        "\n",
        "        dot.render('cjtree_graph', format='png')\n",
        "        image_path = 'cjtree_graph.png'\n",
        "        display(Image(filename=image_path))\n",
        "\n",
        "        print(dot.source)\n",
        "\n",
        "    def interactive_visualization(self):\n",
        "        t_slider = widgets.FloatSlider(value=0, min=0, max=10, step=0.1, description=\"Time (s)\")\n",
        "        R_slider = widgets.FloatSlider(value=5, min=1, max=10, step=0.5, description=\"Radius (m)\")\n",
        "        omega_slider = widgets.FloatSlider(value=2*np.pi, min=0, max=4*np.pi, step=0.1*np.pi, description=\"Ang. Vel. (rad/s)\")\n",
        "\n",
        "        def update_visualization(t, R, omega):\n",
        "            clear_output(wait=True)\n",
        "            G = self.create_graph(omega)\n",
        "            fig, (ax_tess, ax_compass) = plt.subplots(1, 2, figsize=(12, 6))\n",
        "\n",
        "            circle = plt.Circle((0, 0), R, color='blue', fill=False, linewidth=np.abs(np.sin(omega)) + 0.5)\n",
        "            ax_compass.add_artist(circle)\n",
        "            x_compass = R * np.cos(omega * t)\n",
        "            y_compass = R * np.sin(omega * t)\n",
        "            ax_compass.plot(x_compass, y_compass, 'ro')\n",
        "            ax_compass.set_aspect('equal')\n",
        "            ax_compass.set_xlim(-R * 1.5, R * 1.5)\n",
        "            ax_compass.set_ylim(-R * 1.5, R * 1.5)\n",
        "            ax_compass.set_title(\"Time Compass\")\n",
        "\n",
        "            logic_vector_set = [\n",
        "                (r\"\\left( \\frac{\\forall y \\in \\mathbb{N}, P(y) \\to Q(y)}{\\Delta}, \\frac{\\exists x \\in \\mathbb{N}, R(x) \\wedge S(x)}{\\Delta}, \\frac{\\forall z \\in \\mathbb{N}, T(z) \\lor U(z)}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\leftrightarrow \\exists y \\in \\mathbb{U} : f(y) = x}{\\Delta}, \\frac{\\leftrightarrow \\exists s \\in S : x = T(s)}{\\Delta}, \\frac{\\leftrightarrow x \\in f \\circ g}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\mathbb{V} \\to \\mathbb{U}}{\\Delta}, \\frac{\\sum_{f \\subset g} f(g)}{\\Delta}, \\frac{\\sum_{h \\to \\infty} \\sin t \\cdot \\prod_{\\Lambda} h}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{f_{PQ}(x) - f_{RS}(x)}{\\Delta}, \\frac{f_{TU}(x) - f_{RS}(x)}{\\Delta}, \\frac{f_{PQ}(x) - f_{TU}(x)}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_1} a_1 + \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_2} a_2 + \\cdots + \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_n} a_n \\right)\",),\n",
        "                (r\"\\left( \\frac{\\phi(\\mathbf{x}) \\leq \\psi(\\mathbf{x})}{\\Delta}, \\frac{\\phi(\\mathbf{x}) \\geq \\psi(\\mathbf{x})}{\\Delta}, \\frac{\\phi(\\mathbf{x}) = \\psi(\\mathbf{x})}{\\Delta} \\right)\",)\n",
        "            ]\n",
        "\n",
        "            pos = nx.spring_layout(G, iterations=50)\n",
        "            nx.draw(G, pos=pos, ax=ax_tess)\n",
        "            ax_tess.set_title(\"Directed graph affected by Omega\")\n",
        "            ax_tess.axis('off')\n",
        "\n",
        "            def interpret_logic_vector(logic_vector, theta):\n",
        "                applied_functions = []\n",
        "                for component in logic_vector:\n",
        "                    if 'forall' in component:\n",
        "                        applied_functions.append(lambda x: np.prod([component.count('forall') for _ in range(int(theta))]))\n",
        "                    elif 'exists' in component:\n",
        "                        applied_functions.append(lambda x: np.sum([component.count('exists') for _ in range(int(theta))]))\n",
        "                    elif 'sin' in component:\n",
        "                        applied_functions.append(lambda x: np.sin(component.count('sin') * theta))\n",
        "                    elif 'cos' in component:\n",
        "                        applied_functions.append(lambda x: np.cos(component.count('cos') * theta))\n",
        "                    else:\n",
        "                        applied_functions.append(lambda x: x)\n",
        "                combined_function = lambda x: sum([f(x) for f in applied_functions])\n",
        "                return combined_function(theta)\n",
        "\n",
        "            domain = (-5, 5, -5, 5)\n",
        "            hex_size = 0.5\n",
        "            hex_centers = [(i, j) for i in np.arange(domain[0], domain[1], hex_size) for j in np.arange(domain[2], domain[3], hex_size)]\n",
        "\n",
        "            for i, center in enumerate(hex_centers):\n",
        "                x, y = center\n",
        "                theta = np.arctan2(y, x) if x != 0 else np.pi / 2\n",
        "                logic_function = interpret_logic_vector(logic_vector_set[i % len(logic_vector_set)], theta)\n",
        "                efficiency_value = np.abs(np.sin(omega * t)) * np.abs(np.cos(omega * t)) * logic_function\n",
        "                color_value = np.clip(efficiency_value, 0, 1)\n",
        "\n",
        "                hexagon = plt.RegularPolygon((x, y), numVertices=6, radius=hex_size, orientation=np.pi / 6)\n",
        "                hexagon.set_facecolor(plt.cm.hsv(color_value))\n",
        "                ax_tess.add_patch(hexagon)\n",
        "\n",
        "            display(fig)\n",
        "\n",
        "        widgets.interact(update_visualization, t=t_slider, R=R_slider, omega=omega_slider)\n",
        "\n",
        "    def create_graph(self, omega_value):\n",
        "        G = nx.DiGraph()\n",
        "        num_nodes = int(4 + np.abs(np.sin(omega_value)) * 10)\n",
        "        for i in range(num_nodes):\n",
        "            G.add_node(i)\n",
        "            if i != 0:\n",
        "                G.add_edge(0, i)\n",
        "        return G\n",
        "\n",
        "# Instantiate the integrated application\n",
        "app = IntegratedApp()\n",
        "\n",
        "# Add a menu interface\n",
        "def menu_interface():\n",
        "    options = {\n",
        "        1: 'Side-by-side Diff',\n",
        "        2: 'Unified Diff',\n",
        "        3: 'Prevent The Silver Searcher from Searching Irrelevant Files',\n",
        "        4: 'Sum Numbers',\n",
        "        5: 'newj Function',\n",
        "        6: 'Symbolic and Numerical Computations',\n",
        "        7: 'Plot Graph',\n",
        "        8: 'Interactive Visualization',\n",
        "        9: 'Exit'\n",
        "    }\n",
        "\n",
        "    while True:\n",
        "        print(\"\\nIntegrated Application Menu\")\n",
        "        for key, value in options.items():\n",
        "            print(f\"{key}: {value}\")\n",
        "\n",
        "        choice = int(input(\"Select an option: \"))\n",
        "\n",
        "        if choice == 1:\n",
        "            file1 = input(\"Enter the first file path: \")\n",
        "            file2 = input(\"Enter the second file path: \")\n",
        "            app.side_by_side_diff(file1, file2)\n",
        "        elif choice == 2:\n",
        "            file1 = input(\"Enter the first file path: \")\n",
        "            file2 = input(\"Enter the second file path: \")\n",
        "            app.unified_diff(file1, file2)\n",
        "        elif choice == 3:\n",
        "            app.prevent_silver_searcher_from_searching_irrelevant_files()\n",
        "        elif choice == 4:\n",
        "            numbers = list(map(int, input(\"Enter numbers separated by space: \").split()))\n",
        "            result = app.sum_numbers(numbers)\n",
        "            print(f\"Sum: {result}\")\n",
        "        elif choice == 5:\n",
        "            option = input(\"Enter the option (or leave empty for default): \")\n",
        "            param = input(\"Enter the param (or leave empty for default): \")\n",
        "            app.newj(option, param)\n",
        "        elif choice == 6:\n",
        "            app.symbolic_expression()\n",
        "        elif choice == 7:\n",
        "            arch_case = input(\"Do you want to handle the archeologist complex case? (yes/no): \").strip().lower() == 'yes'\n",
        "            app.plot_graph(arch_case)\n",
        "        elif choice == 8:\n",
        "            app.interactive_visualization()\n",
        "        elif choice == 9:\n",
        "            break\n",
        "        else:\n",
        "            print(\"Invalid option. Please try again.\")\n",
        "\n",
        "# Start the menu interface\n",
        "menu_interface()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 126
        },
        "id": "7wW98cKsQJXn",
        "outputId": "a4522ed6-1182-4941-ba02-a407be4c5bf1"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "error",
          "ename": "SyntaxError",
          "evalue": "unterminated string literal (detected at line 1) (<ipython-input-10-64038dd85f26>, line 1)",
          "traceback": [
            "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-10-64038dd85f26>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    Sure! Let's design an integrated application that consolidates various aspects of the previous programs into a comprehensive and multi-functional application. We will create a Python application that includes the following features:\u001b[0m\n\u001b[0m             ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unterminated string literal (detected at line 1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "It appears there was an error in the cell when executing the code. The likely reason for the `SyntaxError: unterminated string literal` could be an unclosed multiline string or improper formatting.\n",
        "\n",
        "Let's piece this example together ensuring that multi-line strings and syntactic structure are maintained correctly throughout the code.\n",
        "\n",
        "Here’s how you can organize and structure the entire example into a single, consolidated code block:\n",
        "\n",
        "```python\n",
        "import os\n",
        "import subprocess\n",
        "import re\n",
        "import sympy as sp\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from graphviz import Digraph\n",
        "import networkx as nx\n",
        "import ipywidgets as widgets\n",
        "from IPython.display import display, clear_output, Image\n",
        "\n",
        "class IntegratedApp:\n",
        "\n",
        "    def __init__(self):\n",
        "        self.JUPDIR = os.path.expanduser('~/d/jup')\n",
        "\n",
        "    def side_by_side_diff(self, file1, file2):\n",
        "        if not os.path.exists(file1) or not os.path.exists(file2):\n",
        "            print(f\"One or both files do not exist: {file1}, {file2}\")\n",
        "            return\n",
        "        try:\n",
        "            diff_cmd = [\"diff\", \"--side-by-side\", file1, file2]\n",
        "            subprocess.run(diff_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing diff command: {e}\")\n",
        "\n",
        "    def unified_diff(self, file1, file2):\n",
        "        if not os.path.exists(file1) or not os.path.exists(file2):\n",
        "            print(f\"One or both files do not exist: {file1}, {file2}\")\n",
        "            return\n",
        "        try:\n",
        "            diff_cmd = [\"diff\", \"-u\", file1, file2]\n",
        "            subprocess.run(diff_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing diff command: {e}\")\n",
        "\n",
        "    def prevent_silver_searcher_from_searching_irrelevant_files(self):\n",
        "        try:\n",
        "            ag_cmd = [\"ag\", \"--skip-vcs-ignores\"]\n",
        "            subprocess.run(ag_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing ag command: {e}\")\n",
        "        except FileNotFoundError:\n",
        "            print(\"The ag command was not found. Make sure The Silver Searcher is installed on your system.\")\n",
        "\n",
        "    def sum_numbers(self, numbers):\n",
        "        return sum(numbers)\n",
        "\n",
        "    def newj(self, option=None, param=None):\n",
        "        FLGS = '--columns=\"-L -t -j 1e-15 -T 2.7\" --header'\n",
        "        logdir = 'results/archive'\n",
        "        results_dir = os.path.join(self.JUPDIR, 'results')\n",
        "        if not os.path.exists(results_dir):\n",
        "            print(f\"The directory {results_dir} does not exist. Please check the path.\")\n",
        "            return\n",
        "\n",
        "        if option in ('--printheight', '-H'):\n",
        "            param_dir = os.path.join(results_dir, param)\n",
        "            if not os.path.isdir(param_dir):\n",
        "                print(f\"The directory {param_dir} does not exist. Please check the path.\")\n",
        "                return\n",
        "            logs = [os.path.join(param_dir, f) for f in os.listdir(param_dir) if f.endswith('.log')]\n",
        "            for log in logs:\n",
        "                with open(log) as f:\n",
        "                    content = f.read()\n",
        "                    flag_match = re.search(r'\\n\\n;;;;;;;:', content)\n",
        "                    if flag_match:\n",
        "                        lines = content[:flag_match.start()].count('\\n')\n",
        "                        return lines\n",
        "            print(\"mauvais printheight\")\n",
        "            return 1\n",
        "        if not option:\n",
        "            results = []\n",
        "            subdirs = next(os.walk(results_dir))[1]\n",
        "            for subdir in subdirs:\n",
        "                result_file = os.path.join(results_dir, subdir, 'manuel.csv')\n",
        "                if os.path.exists(result_file):\n",
        "                    results.append(result_file)\n",
        "            if not results:\n",
        "                print(f\"No result files found in {results_dir}\")\n",
        "                return\n",
        "            sum_cmd = [\"awk\", 'BEGIN { sum = 0; for (i = 1; i < ARGC; i++) sum += ARGV[i]; print sum; }'] + results\n",
        "            try:\n",
        "                subprocess.run(sum_cmd, check=True)\n",
        "            except subprocess.CalledProcessError as e:\n",
        "                print(f\"Error executing sum command: {e}\")\n",
        "\n",
        "    def symbolic_expression(self):\n",
        "        t, z = sp.symbols('t z')\n",
        "        x = sp.Function('x')(t)\n",
        "        g, Omega, Psi = sp.symbols('g Omega Psi')\n",
        "\n",
        "        L_Omega_Psi = sp.Function('L')(Omega, Psi)\n",
        "        y_t = 1 + x\n",
        "\n",
        "        complex_expr = (2 / t**2 / (t**2 / y_t * g)) * L_Omega_Psi\n",
        "        comp_expr = ((complex_expr)**(2 * (z**2 - y_t**2 - 1))) * sp.diff((z + y_t)**2 - 1, z)\n",
        "\n",
        "        x_t_sub = t\n",
        "        comp_expr = comp_expr.subs(x, x_t_sub)\n",
        "\n",
        "        L_value = 1\n",
        "        G_value = 1\n",
        "        comp_expr = comp_expr.subs([(L_Omega_Psi, L_value), (g, G_value)]).simplify()\n",
        "\n",
        "        f_numeric = sp.lambdify((t, z), comp_expr, 'numpy')\n",
        "        t_vals = np.linspace(-10, 10, 400)\n",
        "        z_vals = np.linspace(-10, 10, 400)\n",
        "        T, Z = np.meshgrid(t_vals, z_vals)\n",
        "\n",
        "        with np.errstate(over='ignore', invalid='ignore'):\n",
        "            F_values = f_numeric(T, Z)\n",
        "            F_values = np.nan_to_num(F_values, nan=np.nan, posinf=np.nan, neginf=np.nan)\n",
        "\n",
        "        F_values = np.clip(F_values, -1e10, 1e10)\n",
        "        F_values = np.where(np.isfinite(F_values), F_values, np.nan)\n",
        "\n",
        "        plt.contourf(T, Z, F_values, 50, cmap='viridis')\n",
        "        plt.colorbar(label='Value of Expression')\n",
        "        plt.title('Visualization of Given Expression')\n",
        "        plt.xlabel('t')\n",
        "        plt.ylabel('z')\n",
        "        plt.show()\n",
        "\n",
        "    def plot_graph(self, arch_case=False):\n",
        "        dot = Digraph(name='CJTree')\n",
        "        dot.node('root', '  $\\\\mathbf{s_{s}^\\\\Omega}=\\\\mathrm{F}(\\\\phi.)$: \\\\ $\\\\mathbf{\\\\star_{\\\\overline{\\\\infty}}}:$', shape='none')\n",
        "\n",
        "        dot.node('A', '$s_s^\\\\Omega+\\\\overline{\\\\infty}^\\\\cup$', shape='ellipse', style='filled', fillcolor='yellow')\n",
        "        dot.node('B', '$\\\\mathbf{F_i}$', shape='ellipse')\n",
        "        dot.node('C', '', shape='ellipse', style='filled', fillcolor='brown')\n",
        "        dot.node('D', '$\\\\sum_{s\\\\in J_k} q(s) \\\\pi(s)$', shape='ellipse', style='filled', fillcolor='green')\n",
        "        dot.node('E', '', shape='ellipse', style='filled', fillcolor='red')\n",
        "        dot.node('F', '', shape='ellipse', style='filled', fillcolor='orange')\n",
        "\n",
        "        dot.edge('root', 'A')\n",
        "        dot.edge('root', 'B')\n",
        "        dot.edge('root', 'C')\n",
        "        dot.edge('root', 'D')\n",
        "        dot.edge('root', 'E')\n",
        "        dot.edge('root', 'F')\n",
        "\n",
        "        if arch_case:\n",
        "            dot.node('arch_case', 'Handle Archeologist Complex Case', shape='ellipse')\n",
        "            dot.edge('root', 'arch_case')\n",
        "\n",
        "        dot.render('cjtree_graph', format='png')\n",
        "        image_path = 'cjtree_graph.png'\n",
        "        display(Image(filename=image_path))\n",
        "\n",
        "        print(dot.source)\n",
        "\n",
        "    def interactive_visualization(self):\n",
        "        t_slider = widgets.FloatSlider(value=0, min=0, max=10, step=0.1, description=\"Time (s)\")\n",
        "        R_slider = widgets.FloatSlider(value=5, min=1, max=10, step=0.5, description=\"Radius (m)\")\n",
        "        omega_slider = widgets.FloatSlider(value=2*np.pi, min=0, max 4*np.pi, step=0.1*np.pi, description=\"Ang. Vel. (rad/s)\")\n",
        "\n",
        "        def update_visualization(t, R, omega):\n",
        "            clear_output(wait=True)\n",
        "            G = self.create_graph(omega)\n",
        "            fig, (ax_tess, ax_compass) = plt.subplots(1, 2, figsize=(12, 6))\n",
        "\n",
        "            circle = plt.Circle((0, 0), R, color='blue', fill=False, linewidth=np.abs(np.sin(omega)) + 0.5)\n",
        "            ax_compass.add_artist(circle)\n",
        "            x_compass = R * np.cos(omega * t)\n",
        "            y_compass = R * np.sin(omega * t)\n",
        "            ax_compass.plot(x_compass, y_compass, 'ro')\n",
        "            ax_compass.set_aspect('equal')\n",
        "            ax_compass.set_xlim(-R * 1.5, R * 1.5)\n",
        "            ax_compass.set_ylim(-R * 1.5, R * 1.5)\n",
        "            ax_compass.set_title(\"Time Compass\")\n",
        "\n",
        "            logic_vector_set = [\n",
        "                (r\"\\left( \\frac{\\forall y \\in \\mathbb{N}, P(y) \\to Q(y)}{\\Delta}, \\frac{\\exists x \\in \\mathbb{N}, R(x) \\wedge S(x)}{\\Delta}, \\frac{\\forall z \\in \\mathbb{N}, T(z) \\lor U(z)}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\leftrightarrowright \\exists y \\in \\mathbb{U} : f(y) = x}{\\Delta}, \\frac{\\leftrightarrow \\exists s \\in S : x = T(s)}{\\Delta}, \\frac{\\leftrightarrow x \\in f \\circ g}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\mathbb{V} \\to \\mathbb{U}}{\\Delta}, \\frac{\\sum_{f \\subset g} f(g)}{\\Delta}, \\frac{\\sum_{h \\to \\infty} \\sin t \\cdot \\prod_{\\Lambda} h}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{f_{PQ}(x) - f_{RS}(x)}{\\Delta}, \\frac{f_{TU}(x) - f_{RS}(x)}{\\Delta}, \\frac{f_{PQ}(x) - f_{TU}(x)}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_1} a_1 + \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_2} a_2 + \\cdots + \\frac{\\partial )\\documentclass\n",
        "Integrated *jpydisabledr\n",
        "-}/github/autodisabled') or ofmsla\n",
        "\n",
        "llum./shaders/shaders_\n",
        "\n",
        "Integrated heme\n",
        "\n",
        "\n",
        "runbovaticated methods to diffusuesto dist comflict _w_\"\"\"\n",
        "defun_examplised_api\n",
        "Extensible to ifanfammas_reactly\n",
        "\n",
        "#\n",
        "\n",
        "    def integrationts tone:\n",
        "        try:\n",
        "            debugtors_late_adapt (multicol solutions)\n",
        "\n",
        "        exce\n",
        "IDEs, calls), ImportExample):\n",
        "\n",
        "\n",
        "Style regex verifiabilities_olog/java)\n",
        "\n",
        "Options):\n",
        "\n",
        "    calc.cid\n",
        "\n",
        "Compare nodes\n",
        "\n",
        "\"\"\"\n",
        "\n",
        "()} \"\"\"\n",
        "\n",
        "_ MANE_TO#:]:\n",
        "INTEL,};\n",
        "\n",
        "def arche_extr.oper.re_:\n",
        "    branch tort, junctors adaptionce\n",
        "\n",
        "            archadd: Path\n",
        "\n",
        "::\n",
        "\n",
        "Rational sizimplified (estruct via thetas/g') -> \"(API):\n",
        ":\";:\n",
        "\n",
        "\n",
        "            Accurate execution\n",
        "\n",
        "Try A:\n",
        "\n",
        "xy.app methods exec\n",
        "\n",
        "bran (attr.stderr)::\n",
        "    #\\\":\n",
        "\n",
        "display(File repladjang(\n",
        "        subprocess-executions #'z'\",'stdout')\n",
        "#{CLASS.Application\n",
        "OBJ_APP\n",
        "\n",
        "\n",
        "\n",
        "if  __init__ _providers(run__ifnue =- review os-file:\n",
        "\n",
        "providitional/fly\n",
        "\n",
        "        jsonniels adap:\n",
        "\n",
        "_examplizings\n",
        "\n",
        "Staged\n",
        "TryComplete-import::\n",
        "\n",
        "example_command_fullest:\n",
        "\n",
        "diff (application)\n",
        "\n",
        "__\n",
        "\n",
        "sub.run (_INT::)\n",
        "\n",
        "pvod.t nx\n",
        "_:\n",
        "\n",
        "Create Logic-Rend\n",
        "\n",
        "__in Interactive Input\n",
        "\n",
        "Present graphs (as r*ch)\n",
        "\n",
        "__: \\(\n",
        "\n",
        "excels vesualised add\n",
        "SQLedisual as tern, _\n",
        "\n",
        "\n",
        "\n",
        "## Docu__menteded)\n",
        "# putting functional Example err to:\n",
        "\n",
        "djpagsupport//j/)\n",
        "___)\n",
        "arch. CASE: integrated_<S>,\n",
        "    simplified _, copy,\n",
        "\n",
        "<render (Point ( )\n",
        "\n",
        ":Methods/API/):\n",
        "\n",
        "\"\"\"\n",
        "\n",
        "stddout.ex (\"unified\")\n",
        "calc adapto\n",
        "\n",
        "viz 'clsComponent'RUNplot graph\n",
        "render file sz' _\n",
        "\n",
        "created.executable\n",
        "__\n",
        "\n",
        "-\"\"\":conditional(if<T_domme.created)->Interactive visualization,),\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 108
        },
        "id": "ASXbpjigQmMo",
        "outputId": "972557f7-8665-4b45-c91c-0e91b44d9761"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "error",
          "ename": "SyntaxError",
          "evalue": "unterminated string literal (detected at line 3) (<ipython-input-11-eb977cb0bc6f>, line 3)",
          "traceback": [
            "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-11-eb977cb0bc6f>\"\u001b[0;36m, line \u001b[0;32m3\u001b[0m\n\u001b[0;31m    Let's piece this example together ensuring that multi-line strings and syntactic structure are maintained correctly throughout the code.\u001b[0m\n\u001b[0m       ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unterminated string literal (detected at line 3)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "Certainly! It seems there was some corruption in the previous execution. Let's break down and correct the pieces to ensure the entire application works smoothly.\n",
        "\n",
        "Here’s the corrected consolidated code for the `IntegratedApp` class and the menu interface:\n",
        "\n",
        "```python\n",
        "import os\n",
        "import subprocess\n",
        "import re\n",
        "import sympy as sp\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from graphviz import Digraph\n",
        "import networkx as nx\n",
        "import ipywidgets as widgets\n",
        "from IPython.display import display, clear_output, Image\n",
        "\n",
        "class IntegratedApp:\n",
        "\n",
        "    def __init__(self):\n",
        "        self.JUPDIR = os.path.expanduser('~/d/jup')\n",
        "\n",
        "    def side_by_side_diff(self, file1, file2):\n",
        "        if not os.path.exists(file1) or not os.path.exists(file2):\n",
        "            print(f\"One or both files do not exist: {file1}, {file2}\")\n",
        "            return\n",
        "        try:\n",
        "            diff_cmd = [\"diff\", \"--side-by-side\", file1, file2]\n",
        "            subprocess.run(diff_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing diff command: {e}\")\n",
        "\n",
        "    def unified_diff(self, file1, file2):\n",
        "        if not os.path.exists(file1) or not os.path.exists(file2):\n",
        "            print(f\"One or both files do not exist: {file1}, {file2}\")\n",
        "            return\n",
        "        try:\n",
        "            diff_cmd = [\"diff\", \"-u\", file1, file2]\n",
        "            subprocess.run(diff_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing diff command: {e}\")\n",
        "\n",
        "    def prevent_silver_searcher_from_searching_irrelevant_files(self):\n",
        "        try:\n",
        "            ag_cmd = [\"ag\", \"--skip-vcs-ignores\"]\n",
        "            subprocess.run(ag_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing ag command: {e}\")\n",
        "        except FileNotFoundError:\n",
        "            print(\"The ag command was not found. Make sure The Silver Searcher is installed on your system.\")\n",
        "\n",
        "    def sum_numbers(self, numbers):\n",
        "        return sum(numbers)\n",
        "\n",
        "    def newj(self, option=None, param=None):\n",
        "        FLGS = '--columns=\"-L -t -j 1e-15 -T 2.7\" --header'\n",
        "        logdir = 'results/archive'\n",
        "        results_dir = os.path.join(self.JUPDIR, 'results')\n",
        "        if not os.path.exists(results_dir):\n",
        "            print(f\"The directory {results_dir} does not exist. Please check the path.\")\n",
        "            return\n",
        "\n",
        "        if option in ('--printheight', '-H'):\n",
        "            param_dir = os.path.join(results_dir, param)\n",
        "            if not os.path.isdir(param_dir):\n",
        "                print(f\"The directory {param_dir} does not exist. Please check the path.\")\n",
        "                return\n",
        "            logs = [os.path.join(param_dir, f) for f in os.listdir(param_dir) if f.endswith('.log')]\n",
        "            for log in logs:\n",
        "                with open(log) as f:\n",
        "                    content = f.read()\n",
        "                    flag_match = re.search(r'\\n\\n;;;;;;;:', content)\n",
        "                    if flag_match:\n",
        "                        lines = content[:flag_match.start()].count('\\n')\n",
        "                        return lines\n",
        "            print(\"mauvais printheight\")\n",
        "            return 1\n",
        "        if not option:\n",
        "            results = []\n",
        "            subdirs = next(os.walk(results_dir))[1]\n",
        "            for subdir in subdirs:\n",
        "                result_file = os.path.join(results_dir, subdir, 'manuel.csv')\n",
        "                if os.path.exists(result_file):\n",
        "                    results.append(result_file)\n",
        "            if not results:\n",
        "                print(f\"No result files found in {results_dir}\")\n",
        "                return\n",
        "            sum_cmd = [\"awk\", 'BEGIN { sum = 0; for (i = 1; i < ARGC; i++) sum += ARGV[i]; print sum; }'] + results\n",
        "            try:\n",
        "                subprocess.run(sum_cmd, check=True)\n",
        "            except subprocess.CalledProcessError as e:\n",
        "                print(f\"Error executing sum command: {e}\")\n",
        "\n",
        "    def symbolic_expression(self):\n",
        "        t, z = sp.symbols('t z')\n",
        "        x = sp.Function('x')(t)\n",
        "        g, Omega, Psi = sp.symbols('g Omega Psi')\n",
        "\n",
        "        L_Omega_Psi = sp.Function('L')(Omega, Psi)\n",
        "        y_t = 1 + x\n",
        "\n",
        "        complex_expr = (2 / t**2 / (t**2 / y_t * g)) * L_Omega_Psi\n",
        "        comp_expr = ((complex_expr)**(2 * (z**2 - y_t**2 - 1))) * sp.diff((z + y_t)**2 - 1, z)\n",
        "\n",
        "        x_t_sub = t\n",
        "        comp_expr = comp_expr.subs(x, x_t_sub)\n",
        "\n",
        "        L_value = 1\n",
        "        G_value = 1\n",
        "        comp_expr = comp_expr.subs([(L_Omega_Psi, L_value), (g, G_value)]).simplify()\n",
        "\n",
        "        f_numeric = sp.lambdify((t, z), comp_expr, 'numpy')\n",
        "        t_vals = np.linspace(-10, 10, 400)\n",
        "        z_vals = np.linspace(-10, 10, 400)\n",
        "        T, Z = np.meshgrid(t_vals, z_vals)\n",
        "\n",
        "        with np.errstate(over='ignore', invalid='ignore'):\n",
        "            F_values = f_numeric(T, Z)\n",
        "            F_values = np.nan_to_num(F_values, nan=np.nan, posinf=np.nan, neginf=np.nan)\n",
        "\n",
        "        F_values = np.clip(F_values, -1e10, 1e10)\n",
        "        F_values = np.where(np.isfinite(F_values), F_values, np.nan)\n",
        "\n",
        "        plt.contourf(T, Z, F_values, 50, cmap='viridis')\n",
        "        plt.colorbar(label='Value of Expression')\n",
        "        plt.title('Visualization of Given Expression')\n",
        "        plt.xlabel('t')\n",
        "        plt.ylabel('z')\n",
        "        plt.show()\n",
        "\n",
        "    def plot_graph(self, arch_case=False):\n",
        "        dot = Digraph(name='CJTree')\n",
        "        dot.node('root', '  $\\\\mathbf{s_{s}^\\\\Omega}=\\\\mathrm{F}(\\\\phi.)$: \\\\ $\\\\mathbf{\\\\star_{\\\\overline{\\\\infty}}}:$', shape='none')\n",
        "\n",
        "        dot.node('A', '$s_s^\\\\Omega+\\\\overline{\\\\infty}^\\\\cup$', shape='ellipse', style='filled', fillcolor='yellow')\n",
        "        dot.node('B', '$\\\\mathbf{F_i}$', shape='ellipse')\n",
        "        dot.node('C', '', shape='ellipse', style='filled', fillcolor='brown')\n",
        "        dot.node('D', '$\\\\sum_{s\\\\in J_k} q(s) \\\\pi(s)$', shape='ellipse', style='filled', fillcolor='green')\n",
        "        dot.node('E', '', shape='ellipse', style='filled', fillcolor='red')\n",
        "        dot.node('F', '', shape='ellipse', style='filled', fillcolor='orange')\n",
        "\n",
        "        dot.edge('root', 'A')\n",
        "        dot.edge('root', 'B')\n",
        "        dot.edge('root', 'C')\n",
        "        dot.edge('root', 'D')\n",
        "        dot.edge('root', 'E')\n",
        "        dot.edge('root', 'F')\n",
        "\n",
        "        if arch_case:\n",
        "            dot.node('arch_case', 'Handle Archeologist Complex Case', shape='ellipse')\n",
        "            dot.edge('root', 'arch_case')\n",
        "\n",
        "        dot.render('cjtree_graph', format='png')\n",
        "        image_path = 'cjtree_graph.png'\n",
        "        display(Image(filename=image_path))\n",
        "\n",
        "        print(dot.source)\n",
        "\n",
        "    def interactive_visualization(self):\n",
        "        t_slider = widgets.FloatSlider(value=0, min=0, max=10, step=0.1, description=\"Time (s)\")\n",
        "        R_slider = widgets.FloatSlider(value=5, min=1, max=10, step=0.5, description=\"Radius (m)\")\n",
        "        omega_slider = widgets.FloatSlider(value=2*np.pi, min=0, max=4*np.pi, step=0.1*np.pi, description=\"Ang. Vel. (rad/s)\")\n",
        "\n",
        "        def update_visualization(t, R, omega):\n",
        "            clear_output(wait=True)\n",
        "            G = self.create_graph(omega)\n",
        "            fig, (ax_tess, ax_compass) = plt.subplots(1, 2, figsize=(12, 6))\n",
        "\n",
        "            circle = plt.Circle((0, 0), R, color='blue', fill=False, linewidth=np.abs(np.sin(omega)) + 0.5)\n",
        "            ax_compass.add_artist(circle)\n",
        "            x_compass = R * np.cos(omega * t)\n",
        "            y_compass = R * np.sin(omega * t)\n",
        "            ax_compass.plot(x_compass, y_compass, 'ro')\n",
        "            ax_compass.set_aspect('equal')\n",
        "            ax_compass.set_xlim(-R * 1.5, R * 1.5)\n",
        "            ax_compass.set_ylim(-R * 1.5, R * 1.5)\n",
        "            ax_compass.set_title(\"Time Compass\")\n",
        "\n",
        "            logic_vector_set = [\n",
        "                (r\"\\left( \\frac{\\forall y \\in \\mathbb{N}, P(y) \\to Q(y)}{\\Delta}, \\frac{\\exists x \\in \\mathbb{N}, R(x) \\wedge S(x)}{\\Delta}, \\frac{\\forall z \\in \\mathbb{N}, T(z) \\lor U(z)}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\leftrightarrow \\exists y \\in \\mathbb{U} : f(y) = x}{\\Delta}, \\frac{\\leftrightarrow \\exists s \\in S : x = T(s)}{\\Delta}, \\frac{\\leftrightarrow x \\in f \\circ g}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\mathbb{V} \\to \\mathbb{U}}{\\Delta}, \\frac{\\sum_{f \\subset g} f(g)}{\\Delta}, \\frac{\\sum_{h \\to \\infty} \\sin t \\cdot \\prod_{\\Lambda} h}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{f_{PQ}(x) - f_{RS}(x)}{\\Delta}, \\frac{f_{TU}(x) - f_{RS}(x)}{\\Delta}, \\frac{f_{PQ}(x) - f{_TU}(x)}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_1} a_1 + \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_2} a_2 + \\cdots + \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_n} a_n \\right)\",),\n",
        "                (r\"\\left( \\frac{\\phi(\\mathbf{x}) \\leq \\psi(\\mathbf{x})}{\\Delta}, \\frac{\\phi(\\mathbf{x}) \\geq \\psi(\\mathbf{x})}{\\Delta}, \\frac{\\phi(\\mathbf{x}) = \\psi(\\mathbf{x})}{\\Delta} \\right)\",)\n",
        "            ]\n",
        "\n",
        "            pos = nx.spring_layout(G, iterations=50)\n",
        "            nx.draw(G, pos=pos, ax=ax_tess)\n",
        "            ax_tess.set_title(\"Directed graph affected by Omega\")\n",
        "            ax_tess.axis('off')\n",
        "\n",
        "            def interpret_logic_vector(logic_vector, theta):\n",
        "                applied_functions = []\n",
        "                for component in logic_vector:\n",
        "                    if 'forall' in component:\n",
        "                        applied_functions.append(lambda x: np.prod([component.count('forall') for _ in range(int(theta))]))\n",
        "                    elif 'exists' in component:\n",
        "                        applied_functions.append(lambda x: np.sum([component.count('exists') for _ in range(int(theta))]))\n",
        "                    elif 'sin' in component:\n",
        "                        applied_functions.append(lambda x: np.sin(component.count('sin') * theta))\n",
        "                    elif 'cos' in component:\n",
        "                        applied_functions.append(lambda x: np.cos(component.count('cos') * theta))\n",
        "                    else:\n",
        "                        applied_functions.append(lambda x: x)\n",
        "                combined_function = lambda x: sum([f(x) for f in applied_functions])\n",
        "                return combined_function(theta)\n",
        "\n",
        "            domain = (-5, 5, -5, 5)\n",
        "            hex_size = 0.5\n",
        "            hex_centers = [(i, j) for i in np.arange(domain[0], domain[1], hex_size) for j in np.arange(domain[2], domain[3], hex_size)]\n",
        "\n",
        "            for i, center in enumerate(hex_centers):\n",
        "                x, y = center\n",
        "                theta = np.arctan2(y, x) if x != 0 else np.pi / 2\n",
        "                logic_function = interpret_logic_vector(logic_vector_set[i % len(logic_vector_set)], theta)\n",
        "                efficiency_value = np.abs(np.sin(omega * t)) * np.abs(np.cos(omega * t)) * logic_function\n",
        "                color_value = np.clip(efficiency_value, 0, 1)\n",
        "\n",
        "                hexagon = plt.RegularPolygon((x, y), numVertices=6, radius=hex_size, orientation=np.pi / 6)\n",
        "                hexagon.set_facecolor(plt.cm.hsv(color_value))\n",
        "                ax_tess.add_patch(hexagon)\n",
        "\n",
        "            display(fig)\n",
        "\n",
        "        widgets.interact(update_visualization, t=t_slider, R=R_slider, omega=omega_slider)\n",
        "\n",
        "    def create_graph(self, omega_value):\n",
        "        G = nx.DiGraph()\n",
        "        num_nodes = int(4 + np.abs(np.sin(omega_value)) * 10)\n",
        "        for i in range(num_nodes):\n",
        "            G.add_node(i)\n",
        "            if i != 0:\n",
        "                G.add_edge(0, i)\n",
        "        return G\n",
        "\n",
        "# Instantiate the integrated application\n",
        "app = IntegratedApp()\n",
        "\n",
        "# Add a menu interface\n",
        "def menu_interface():\n",
        "    options = {\n",
        "        1: 'Side-by-side Diff',\n",
        "        2: 'Unified Diff',\n",
        "        3: 'Prevent The Silver Searcher from Searching Irrelevant Files',\n",
        "        4: 'Sum Numbers',\n",
        "        5: 'newj Function',\n",
        "        6: 'Symbolic and Numerical Computations',\n",
        "        7: 'Plot Graph',\n",
        "        8: 'Interactive Visualization',\n",
        "        9: 'Exit'\n",
        "    }\n",
        "\n",
        "    while True:\n",
        "        print(\"\\nIntegrated Application Menu\")\n",
        "        for key, value in options.items():\n",
        "            print(f\"{key}: {value}\")\n",
        "\n",
        "        choice = int(input(\"Selectan option: \"))\n",
        "\n",
        "        if choice == 1:\n",
        "            file1 = input(\"Enter the first file path: \")\n",
        "            file2 = input(\"Enter the second file path: \")\n",
        "            app.side_by_side_diff(file1, file2)\n",
        "        elif choice == 2:\n",
        "            file1 = input(\"Enter the first file path: \")\n",
        "            file2 = input(\"Enter the second file path: \")\n",
        "            app.unified_diff(file1, file2)\n",
        "        elif choice == 3:\n",
        "            app.prevent_silver_searcher_from_searching_irrelevant_files()\n",
        "        elif choice == 4:\n",
        "            numbers = list(map(int, input(\"Enter numbers separated by space: \").split()))\n",
        "            result = app.sum_numbers(numbers)\n",
        "            print(f\"Sum: {result}\")\n",
        "        elif choice == 5:\n",
        "            option = input(\"Enter the option (or leave empty for default): \")\n",
        "            param = input(\"Enter the param (or leave empty for default): \")\n",
        "            app.newj(option, param)\n",
        "        elif choice == 6:\n",
        "            app.symbolic_expression()\n",
        "        elif choice == 7:\n",
        "            arch_case = input(\"Do you want to handle the archeologist complex case? (yes/no): \").strip().lower() == 'yes'\n",
        "            app.plot_graph(arch_case)\n",
        "        elif choice == 8:\n",
        "            app.interactive_visualization()\n",
        "        elif choice == 9:\n",
        "            break\n",
        "        else:\n",
        "            print(\"Invalid option. Please try again.\")\n",
        "\n",
        "# Start the menu interface\n",
        "menu_interface()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 126
        },
        "id": "D95k4W5jREof",
        "outputId": "df6e3743-be5f-4781-bade-2c05ee8b3079"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "error",
          "ename": "SyntaxError",
          "evalue": "unterminated string literal (detected at line 1) (<ipython-input-12-4f7fd76a4baf>, line 1)",
          "traceback": [
            "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-12-4f7fd76a4baf>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    Certainly! It seems there was some corruption in the previous execution. Let's break down and correct the pieces to ensure the entire application works smoothly.\u001b[0m\n\u001b[0m                                                                                ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unterminated string literal (detected at line 1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "import subprocess\n",
        "import re\n",
        "import sympy as sp\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from graphviz import Digraph\n",
        "import networkx as nx\n",
        "import ipywidgets as widgets\n",
        "from IPython.display import display, clear_output, Image\n",
        "\n",
        "class IntegratedApp:\n",
        "\n",
        "    def __init__(self):\n",
        "        self.JUPDIR = os.path.expanduser('~/d/jup')\n",
        "\n",
        "    def side_by_side_diff(self, file1, file2):\n",
        "        if not os.path.exists(file1) or not os.path.exists(file2):\n",
        "            print(f\"One or both files do not exist: {file1}, {file2}\")\n",
        "            return\n",
        "        try:\n",
        "            diff_cmd = [\"diff\", \"--side-by-side\", file1, file2]\n",
        "            subprocess.run(diff_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing diff command: {e}\")\n",
        "\n",
        "    def unified_diff(self, file1, file2):\n",
        "        if not os.path.exists(file1) or not os.path.exists(file2):\n",
        "            print(f\"One or both files do not exist: {file1}, {file2}\")\n",
        "            return\n",
        "        try:\n",
        "            diff_cmd = [\"diff\", \"-u\", file1, file2]\n",
        "            subprocess.run(diff_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing diff command: {e}\")\n",
        "\n",
        "    def prevent_silver_searcher_from_searching_irrelevant_files(self):\n",
        "        try:\n",
        "            ag_cmd = [\"ag\", \"--skip-vcs-ignores\"]\n",
        "            subprocess.run(ag_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing ag command: {e}\")\n",
        "        except FileNotFoundError:\n",
        "            print(\"The ag command was not found. Make sure The Silver Searcher is installed on your system.\")\n",
        "\n",
        "    def sum_numbers(self, numbers):\n",
        "        return sum(numbers)\n",
        "\n",
        "    def newj(self, option=None, param=None):\n",
        "        FLGS = '--columns=\"-L -t -j 1e-15 -T 2.7\" --header'\n",
        "        logdir = 'results/archive'\n",
        "        results_dir = os.path.join(self.JUPDIR, 'results')\n",
        "        if not os.path.exists(results_dir):\n",
        "            print(f\"The directory {results_dir} does not exist. Please check the path.\")\n",
        "            return\n",
        "\n",
        "        if option in ('--printheight', '-H'):\n",
        "            param_dir = os.path.join(results_dir, param)\n",
        "            if not os.path.isdir(param_dir):\n",
        "                print(f\"The directory {param_dir} does not exist. Please check the path.\")\n",
        "                return\n",
        "            logs = [os.path.join(param_dir, f) for f in os.listdir(param_dir) if f.endswith('.log')]\n",
        "            for log in logs:\n",
        "                with open(log) as f:\n",
        "                    content = f.read()\n",
        "                    flag_match = re.search(r'\\n\\n;;;;;;;:', content)\n",
        "                    if flag_match:\n",
        "                        lines = content[:flag_match.start()].count('\\n')\n",
        "                        return lines\n",
        "            print(\"mauvais printheight\")\n",
        "            return 1\n",
        "        if not option:\n",
        "            results = []\n",
        "            subdirs = next(os.walk(results_dir))[1]\n",
        "            for subdir in subdirs:\n",
        "                result_file = os.path.join(results_dir, subdir, 'manuel.csv')\n",
        "                if os.path.exists(result_file):\n",
        "                    results.append(result_file)\n",
        "            if not results:\n",
        "                print(f\"No result files found in {results_dir}\")\n",
        "                return\n",
        "            sum_cmd = [\"awk\", 'BEGIN { sum = 0; for (i = 1; i < ARGC; i++) sum += ARGV[i]; print sum; }'] + results\n",
        "            try:\n",
        "                subprocess.run(sum_cmd, check=True)\n",
        "            except subprocess.CalledProcessError as e:\n",
        "                print(f\"Error executing sum command: {e}\")\n",
        "\n",
        "    def symbolic_expression(self):\n",
        "        t, z = sp.symbols('t z')\n",
        "        x = sp.Function('x')(t)\n",
        "        g, Omega, Psi = sp.symbols('g Omega Psi')\n",
        "\n",
        "        L_Omega_Psi = sp.Function('L')(Omega, Psi)\n",
        "        y_t = 1 + x\n",
        "\n",
        "        complex_expr = (2 / t**2 / (t**2 / y_t * g)) * L_Omega_Psi\n",
        "        comp_expr = ((complex_expr)**(2 * (z**2 - y_t**2 - 1))) * sp.diff((z + y_t)**2 - 1, z)\n",
        "\n",
        "        x_t_sub = t\n",
        "        comp_expr = comp_expr.subs(x, x_t_sub)\n",
        "\n",
        "        L_value = 1\n",
        "        G_value = 1\n",
        "        comp_expr = comp_expr.subs([(L_Omega_Psi, L_value), (g, G_value)]).simplify()\n",
        "\n",
        "        f_numeric = sp.lambdify((t, z), comp_expr, 'numpy')\n",
        "        t_vals = np.linspace(-10, 10, 400)\n",
        "        z_vals = np.linspace(-10, 10, 400)\n",
        "        T, Z = np.meshgrid(t_vals, z_vals)\n",
        "\n",
        "        with np.errstate(over='ignore', invalid='ignore'):\n",
        "            F_values = f_numeric(T, Z)\n",
        "            F_values = np.nan_to_num(F_values, nan=np.nan, posinf=np.nan, neginf=np.nan)\n",
        "\n",
        "        F_values = np.clip(F_values, -1e10, 1e10)\n",
        "        F_values = np.where(np.isfinite(F_values), F_values, np.nan)\n",
        "\n",
        "        plt.contourf(T, Z, F_values, 50, cmap='viridis')\n",
        "        plt.colorbar(label='Value of Expression')\n",
        "        plt.title('Visualization of Given Expression')\n",
        "        plt.xlabel('t')\n",
        "        plt.ylabel('z')\n",
        "        plt.show()\n",
        "\n",
        "    def plot_graph(self, arch_case=False):\n",
        "        dot = Digraph(name='CJTree')\n",
        "        dot.node('root', r'$\\mathbf{s_{s}^\\Omega}=\\mathrm{F}(\\phi.)$: \\ $\\mathbf{\\star_{\\overline{\\infty}}}:$', shape='none')\n",
        "\n",
        "        dot.node('A', r'$s_s^\\Omega+\\overline{\\infty}^\\cup$', shape='ellipse', style='filled', fillcolor='yellow')\n",
        "        dot.node('B', r'$\\mathbf{F_i}$', shape='ellipse')\n",
        "        dot.node('C', '', shape='ellipse', style='filled', fillcolor='brown')\n",
        "        dot.node('D', r'$\\sum_{s\\in J_k} q(s) \\pi(s)$', shape='ellipse', style='filled', fillcolor='green')\n",
        "        dot.node('E', '', shape='ellipse', style='filled', fillcolor='red')\n",
        "        dot.node('F', '', shape='ellipse', style='filled', fillcolor='orange')\n",
        "\n",
        "        dot.edge('root', 'A')\n",
        "        dot.edge('root', 'B')\n",
        "        dot.edge('root', 'C')\n",
        "        dot.edge('root', 'D')\n",
        "        dot.edge('root', 'E')\n",
        "        dot.edge('root', 'F')\n",
        "\n",
        "        if arch_case:\n",
        "            dot.node('arch_case', 'Handle Archeologist Complex Case', shape='ellipse')\n",
        "            dot.edge('root', 'arch_case')\n",
        "\n",
        "        dot.render('cjtree_graph', format='png')\n",
        "        image_path = 'cjtree_graph.png'\n",
        "        display(Image(filename=image_path))\n",
        "\n",
        "        print(dot.source)\n",
        "\n",
        "    def interactive_visualization(self):\n",
        "        t_slider = widgets.FloatSlider(value=0, min=0, max=10, step=0.1, description=\"Time (s)\")\n",
        "        R_slider = widgets.FloatSlider(value=5, min=1, max=10, step=0.5, description=\"Radius (m)\")\n",
        "        omega_slider = widgets.FloatSlider(value=2*np.pi, min=0, max=4*np.pi, step=0.1*np.pi, description=\"Ang. Vel. (rad/s)\")\n",
        "\n",
        "        def update_visualization(t, R, omega):\n",
        "            clear_output(wait=True)\n",
        "            G = self.create_graph(omega)\n",
        "            fig, (ax_tess, ax_compass) = plt.subplots(1, 2, figsize=(12, 6))\n",
        "\n",
        "            circle = plt.Circle((0, 0), R, color='blue', fill=False, linewidth=np.abs(np.sin(omega)) + 0.5)\n",
        "            ax_compass.add_artist(circle)\n",
        "            x_compass = R * np.cos(omega * t)\n",
        "            y_compass = R * np.sin(omega * t)\n",
        "            ax_compass.plot(x_compass, y_compass, 'ro')\n",
        "            ax_compass.set_aspect('equal')\n",
        "            ax_compass.set_xlim(-R * 1.5, R * 1.5)\n",
        "            ax_compass.set_ylim(-R * 1.5, R * 1.5)\n",
        "            ax_compass.set_title(\"Time Compass\")\n",
        "\n",
        "            logic_vector_set = [\n",
        "                (r\"\\left( \\frac{\\forall y \\in \\mathbb{N}, P(y) \\to Q(y)}{\\Delta}, \\frac{\\exists x \\in \\mathbb{N}, R(x) \\wedge S(x)}{\\Delta}, \\frac{\\forall z \\in \\mathbb{N}, T(z) \\lor U(z)}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\leftrightarrow \\exists y \\in \\mathbb{U} : f(y) = x}{\\Delta}, \\frac{\\leftrightarrow \\exists s \\in S : x = T(s)}{\\Delta}, \\frac{\\leftrightarrow x \\in f \\circ g}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\mathbb{V} \\to \\mathbb{U}}{\\Delta}, \\frac{\\sum_{f \\subset g} f(g)}{\\Delta}, \\frac{\\sum_{h \\to \\infty} \\sin t \\cdot \\prod_{\\Lambda} h}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{f_{PQ}(x) - f_{RS}(x)}{\\Delta}, \\frac{f_{TU}(x) - f_{RS}(x)}{\\Delta}, \\frac{f_{PQ}(x) - f_{TU}(x)}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_1} a_1 + \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_2} a_2 + \\cdots + \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_n} a_n \\right)\",),\n",
        "                (r\"\\left( \\frac{\\phi(\\mathbf{x}) \\leq \\psi(\\mathbf{x})}{\\Delta}, \\frac{\\phi(\\mathbf{x}) \\geq \\psi(\\mathbf{x})}{\\Delta}, \\frac{\\phi(\\mathbf{x}) = \\psi(\\mathbf{x})}{\\Delta} \\right)\",)\n",
        "            ]\n",
        "\n",
        "            pos = nx.spring_layout(G, iterations=50)\n",
        "            nx.draw(G, pos=pos, ax=ax_tess)\n",
        "            ax_tess.set_title(\"Directed graph affected by Omega\")\n",
        "            ax_tess.axis('off')\n",
        "\n",
        "            def interpret_logic_vector(logic_vector, theta):\n",
        "                applied_functions = []\n",
        "                for component in logic_vector:\n",
        "                    if 'forall' in component:\n",
        "                        applied_functions.append(lambda x: np.prod([component.count('forall') for _ in range(int(theta))]))\n",
        "                    elif 'exists' in component:\n",
        "                        applied_functions.append(lambda x: np.sum([component.count('exists') for _ in range(int(theta))]))\n",
        "                    elif 'sin' in component:\n",
        "                        applied_functions.append(lambda x: np.sin(component.count('sin') * theta))\n",
        "                    elif 'cos' in component:\n",
        "                        applied_functions.append(lambda x: np.cos(component.count('cos') * theta))\n",
        "                    else:\n",
        "                        applied_functions.append(lambda x: x)\n",
        "                combined_function = lambda x: sum([f(x) for f in applied_functions])\n",
        "                return combined_function(theta)\n",
        "\n",
        "            domain = (-5, 5, -5, 5)\n",
        "            hex_size = 0.5\n",
        "            hex_centers = [(i, j) for i in np.arange(domain[0], domain[1], hex_size) for j in np.arange(domain[2], domain[3], hex_size)]\n",
        "\n",
        "            for i, center in enumerate(hex_centers):\n",
        "                x, y = center\n",
        "                theta = np.arctan2(y, x) if x != 0 else np.pi / 2\n",
        "                logic_function = interpret_logic_vector(logic_vector_set[i % len(logic_vector_set)], theta)\n",
        "                efficiency_value = np.abs(np.sin(omega * t)) * np.abs(np.cos(omega * t)) * logic_function\n",
        "                color_value = np.clip(efficiency_value, 0, 1)\n",
        "\n",
        "                hexagon = plt.RegularPolygon((x, y), numVertices=6, radius=hex_size, orientation=np.pi / 6)\n",
        "                hexagon.set_facecolor(plt.cm.hsv(color_value))\n",
        "                ax_tess.add_patch(hexagon)\n",
        "\n",
        "            display(fig)\n",
        "\n",
        "        widgets.interact(update_visualization, t=t_slider, R=R_slider, omega=omega_slider)\n",
        "\n",
        "    def create_graph(self, omega_value):\n",
        "        G = nx.DiGraph()\n",
        "        num_nodes = int(4 + np.abs(np.sin(omega_value)) * 10)\n",
        "        for i in range(num_nodes):\n",
        "            G.add_node(i)\n",
        "            if i != 0:\n",
        "                G.add_edge(0, i)\n",
        "        return G\n",
        "\n",
        "# Instantiate the integrated application\n",
        "app = IntegratedApp()\n",
        "\n",
        "# Add a menu interface\n",
        "def menu_interface():\n",
        "    options = {\n",
        "        1: 'Side-by-side Diff',\n",
        "        2: 'Unified Diff',\n",
        "        3: 'Prevent The Silver Searcher from Searching Irrelevant Files',\n",
        "        4: 'Sum Numbers',\n",
        "        5: 'newj Function',\n",
        "        6: 'Symbolic and Numerical Computations',\n",
        "        7: 'Plot Graph',\n",
        "        8: 'Interactive Visualization',\n",
        "        9: 'Exit'\n",
        "    }\n",
        "\n",
        "    while True:\n",
        "        print(\"\\nIntegrated Application Menu\")\n",
        "        for key, value in options.items():\n",
        "            print(f\"{key}: {value}\")\n",
        "\n",
        "        choice = int(input(\"Select an option: \"))\n",
        "\n",
        "        if choice == 1:\n",
        "            file1 = input(\"Enter the first file path: \")\n",
        "            file2 = input(\"Enter the second file path: \")\n",
        "            app.side_by_side_diff(file1, file2)\n",
        "        elif choice == 2:\n",
        "            file1 = input(\"Enter the first file path: \")\n",
        "            file2 = input(\"Enter the second file path: \")\n",
        "            app.unified_diff(file1, file2)\n",
        "        elif choice == 3:\n",
        "            app.prevent_silver_searcher_from_searching_irrelevant_files()\n",
        "        elif choice == 4:\n",
        "            numbers = list(map(int, input(\"Enter numbers separated by space: \").split()))\n",
        "            result = app.sum_numbers(numbers)\n",
        "            print(f\"Sum: {result}\")\n",
        "        elif choice == 5:\n",
        "            option = input(\"Enter the option (or leave empty for default): \")\n",
        "            param = input(\"Enter the param (or leave empty for default): \")\n",
        "            app.newj(option, param)\n",
        "        elif choice == 6:\n",
        "            app.symbolic_expression()\n",
        "        elif choice == 7:\n",
        "            arch_case = input(\"Do you want to handle the archeologist complex case? (yes/no): \").strip().lower() == 'yes'\n",
        "            app.plot_graph(arch_case)\n",
        "        elif choice == 8:\n",
        "            app.interactive_visualization()\n",
        "        elif choice == 9:\n",
        "            break\n",
        "        else:\n",
        "            print(\"Invalid option. Please try again.\")\n",
        "\n",
        "# Start the menu interface\n",
        "menu_interface()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
            "d98fe2cae4494dfc84708ab9a29a303a",
            "eb3ea58ea44741f4a1c810c667e8bab9",
            "cc9a257ae5574aa28fe2db301b1686e7",
            "8cc6f1f39c774614946bcc0c8f368fe8",
            "f7281c07900c4a5c9eeb643979ae153a",
            "5813c4802e624ae3b1edd1dea3d56937",
            "f5307d1cbf0647c09482623c7e85e4c6",
            "7cf79941fdd146148ac6e7a9b00afd9f",
            "f41cbc9f6a4f4e70b54ef852fad45955",
            "b725b357e3ae45e99d900483ec0b8cd3",
            "c6eb3499d43245b88dd3239997746540",
            "e1af87bc113a466aab36102a3a52828b",
            "6d2c120a9f134367875c1c3b4c41f893"
          ]
        },
        "id": "UV5-9YkhRb88",
        "outputId": "86473bd4-90ad-4256-c700-448a4ea3dacc"
      },
      "execution_count": 13,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Integrated Application Menu\n",
            "1: Side-by-side Diff\n",
            "2: Unified Diff\n",
            "3: Prevent The Silver Searcher from Searching Irrelevant Files\n",
            "4: Sum Numbers\n",
            "5: newj Function\n",
            "6: Symbolic and Numerical Computations\n",
            "7: Plot Graph\n",
            "8: Interactive Visualization\n",
            "9: Exit\n",
            "Select an option: 4\n",
            "Enter numbers separated by space: 5 8 1\n",
            "Sum: 14\n",
            "\n",
            "Integrated Application Menu\n",
            "1: Side-by-side Diff\n",
            "2: Unified Diff\n",
            "3: Prevent The Silver Searcher from Searching Irrelevant Files\n",
            "4: Sum Numbers\n",
            "5: newj Function\n",
            "6: Symbolic and Numerical Computations\n",
            "7: Plot Graph\n",
            "8: Interactive Visualization\n",
            "9: Exit\n",
            "Select an option: 3\n",
            "The ag command was not found. Make sure The Silver Searcher is installed on your system.\n",
            "\n",
            "Integrated Application Menu\n",
            "1: Side-by-side Diff\n",
            "2: Unified Diff\n",
            "3: Prevent The Silver Searcher from Searching Irrelevant Files\n",
            "4: Sum Numbers\n",
            "5: newj Function\n",
            "6: Symbolic and Numerical Computations\n",
            "7: Plot Graph\n",
            "8: Interactive Visualization\n",
            "9: Exit\n",
            "Select an option: 7\n",
            "Do you want to handle the archeologist complex case? (yes/no): 9\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "digraph CJTree {\n",
            "\troot [label=\"$\\mathbf{s_{s}^\\Omega}=\\mathrm{F}(\\phi.)$: \\ $\\mathbf{\\star_{\\overline{\\infty}}}:$\" shape=none]\n",
            "\tA [label=\"$s_s^\\Omega+\\overline{\\infty}^\\cup$\" fillcolor=yellow shape=ellipse style=filled]\n",
            "\tB [label=\"$\\mathbf{F_i}$\" shape=ellipse]\n",
            "\tC [label=\"\" fillcolor=brown shape=ellipse style=filled]\n",
            "\tD [label=\"$\\sum_{s\\in J_k} q(s) \\pi(s)$\" fillcolor=green shape=ellipse style=filled]\n",
            "\tE [label=\"\" fillcolor=red shape=ellipse style=filled]\n",
            "\tF [label=\"\" fillcolor=orange shape=ellipse style=filled]\n",
            "\troot -> A\n",
            "\troot -> B\n",
            "\troot -> C\n",
            "\troot -> D\n",
            "\troot -> E\n",
            "\troot -> F\n",
            "}\n",
            "\n",
            "\n",
            "Integrated Application Menu\n",
            "1: Side-by-side Diff\n",
            "2: Unified Diff\n",
            "3: Prevent The Silver Searcher from Searching Irrelevant Files\n",
            "4: Sum Numbers\n",
            "5: newj Function\n",
            "6: Symbolic and Numerical Computations\n",
            "7: Plot Graph\n",
            "8: Interactive Visualization\n",
            "9: Exit\n",
            "Select an option: 8\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "interactive(children=(FloatSlider(value=0.0, description='Time (s)', max=10.0), FloatSlider(value=5.0, descrip…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "d98fe2cae4494dfc84708ab9a29a303a"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Integrated Application Menu\n",
            "1: Side-by-side Diff\n",
            "2: Unified Diff\n",
            "3: Prevent The Silver Searcher from Searching Irrelevant Files\n",
            "4: Sum Numbers\n",
            "5: newj Function\n",
            "6: Symbolic and Numerical Computations\n",
            "7: Plot Graph\n",
            "8: Interactive Visualization\n",
            "9: Exit\n"
          ]
        },
        {
          "output_type": "error",
          "ename": "KeyboardInterrupt",
          "evalue": "Interrupted by user",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-13-c7b4c2a2edb9>\u001b[0m in \u001b[0;36m<cell line: 286>\u001b[0;34m()\u001b[0m\n\u001b[1;32m    284\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    285\u001b[0m \u001b[0;31m# Start the menu interface\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 286\u001b[0;31m \u001b[0mmenu_interface\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m<ipython-input-13-c7b4c2a2edb9>\u001b[0m in \u001b[0;36mmenu_interface\u001b[0;34m()\u001b[0m\n\u001b[1;32m    251\u001b[0m             \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"{key}: {value}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    252\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 253\u001b[0;31m         \u001b[0mchoice\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Select an option: \"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    254\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    255\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mchoice\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/ipykernel/kernelbase.py\u001b[0m in \u001b[0;36mraw_input\u001b[0;34m(self, prompt)\u001b[0m\n\u001b[1;32m    849\u001b[0m                 \u001b[0;34m\"raw_input was called, but this frontend does not support input requests.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    850\u001b[0m             )\n\u001b[0;32m--> 851\u001b[0;31m         return self._input_request(str(prompt),\n\u001b[0m\u001b[1;32m    852\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_parent_ident\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    853\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_parent_header\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/ipykernel/kernelbase.py\u001b[0m in \u001b[0;36m_input_request\u001b[0;34m(self, prompt, ident, parent, password)\u001b[0m\n\u001b[1;32m    893\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyboardInterrupt\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    894\u001b[0m                 \u001b[0;31m# re-raise KeyboardInterrupt, to truncate traceback\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 895\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mKeyboardInterrupt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Interrupted by user\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    896\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    897\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwarning\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Invalid Message:\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexc_info\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m: Interrupted by user"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "import subprocess\n",
        "import re\n",
        "import sympy as sp\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib.patches import RegularPolygon\n",
        "from graphviz import Digraph\n",
        "import networkx as nx\n",
        "import ipywidgets as widgets\n",
        "from IPython.display import display, clear_output, Image\n",
        "\n",
        "class IntegratedApp:\n",
        "\n",
        "    def __init__(self):\n",
        "        self.JUPDIR = os.path.expanduser('~/d/jup')\n",
        "\n",
        "    def side_by_side_diff(self, file1, file2):\n",
        "        if not os.path.exists(file1) or not os.path.exists(file2):\n",
        "            print(f\"One or both files do not exist: {file1}, {file2}\")\n",
        "            return\n",
        "        try:\n",
        "            diff_cmd = [\"diff\", \"--side-by-side\", file1, file2]\n",
        "            subprocess.run(diff_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing diff command: {e}\")\n",
        "\n",
        "    def unified_diff(self, file1, file2):\n",
        "        if not os.path.exists(file1) or not os.path.exists(file2):\n",
        "            print(f\"One or both files do not exist: {file1}, {file2}\")\n",
        "            return\n",
        "        try:\n",
        "            diff_cmd = [\"diff\", \"-u\", file1, file2]\n",
        "            subprocess.run(diff_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing diff command: {e}\")\n",
        "\n",
        "    def prevent_silver_searcher_from_searching_irrelevant_files(self):\n",
        "        try:\n",
        "            ag_cmd = [\"ag\", \"--skip-vcs-ignores\"]\n",
        "            subprocess.run(ag_cmd, check=True)\n",
        "        except subprocess.CalledProcessError as e:\n",
        "            print(f\"Error executing ag command: {e}\")\n",
        "        except FileNotFoundError:\n",
        "            print(\"The ag command was not found. Make sure The Silver Searcher is installed on your system.\")\n",
        "\n",
        "    def sum_numbers(self, numbers):\n",
        "        return sum(numbers)\n",
        "\n",
        "    def newj(self, option=None, param=None):\n",
        "        FLGS = '--columns=\"-L -t -j 1e-15 -T 2.7\" --header'\n",
        "        logdir = 'results/archive'\n",
        "        results_dir = os.path.join(self.JUPDIR, 'results')\n",
        "        if not os.path.exists(results_dir):\n",
        "            print(f\"The directory {results_dir} does not exist. Please check the path.\")\n",
        "            return\n",
        "\n",
        "        if option in ('--printheight', '-H'):\n",
        "            param_dir = os.path.join(results_dir, param)\n",
        "            if not os.path.isdir(param_dir):\n",
        "                print(f\"The directory {param_dir} does not exist. Please check the path.\")\n",
        "                return\n",
        "            logs = [os.path.join(param_dir, f) for f in os.listdir(param_dir) if f.endswith('.log')]\n",
        "            for log in logs:\n",
        "                with open(log) as f:\n",
        "                    content = f.read()\n",
        "                    flag_match = re.search(r'\\n\\n;;;;;;;:', content)\n",
        "                    if flag_match:\n",
        "                        lines = content[:flag_match.start()].count('\\n')\n",
        "                        return lines\n",
        "            print(\"mauvais printheight\")\n",
        "            return 1\n",
        "        if not option:\n",
        "            results = []\n",
        "            subdirs = next(os.walk(results_dir))[1]\n",
        "            for subdir in subdirs:\n",
        "                result_file = os.path.join(results_dir, subdir, 'manuel.csv')\n",
        "                if os.path.exists(result_file):\n",
        "                    results.append(result_file)\n",
        "            if not results:\n",
        "                print(f\"No result files found in {results_dir}\")\n",
        "                return\n",
        "            sum_cmd = [\"awk\", 'BEGIN { sum = 0; for (i = 1; i < ARGC; i++) sum += ARGV[i]; print sum; }'] + results\n",
        "            try:\n",
        "                subprocess.run(sum_cmd, check=True)\n",
        "            except subprocess.CalledProcessError as e:\n",
        "                print(f\"Error executing sum command: {e}\")\n",
        "\n",
        "    def symbolic_expression(self):\n",
        "        t, z = sp.symbols('t z')\n",
        "        x = sp.Function('x')(t)\n",
        "        g, Omega, Psi = sp.symbols('g Omega Psi')\n",
        "\n",
        "        L_Omega_Psi = sp.Function('L')(Omega, Psi)\n",
        "        y_t = 1 + x\n",
        "\n",
        "        complex_expr = (2 / t**2 / (t**2 / y_t * g)) * L_Omega_Psi\n",
        "        comp_expr = ((complex_expr)**(2 * (z**2 - y_t**2 - 1))) * sp.diff((z + y_t)**2 - 1, z)\n",
        "\n",
        "        x_t_sub = t\n",
        "        comp_expr = comp_expr.subs(x, x_t_sub)\n",
        "\n",
        "        L_value = 1\n",
        "        G_value = 1\n",
        "        comp_expr = comp_expr.subs([(L_Omega_Psi, L_value), (g, G_value)]).simplify()\n",
        "\n",
        "        f_numeric = sp.lambdify((t, z), comp_expr, 'numpy')\n",
        "        t_vals = np.linspace(-10, 10, 400)\n",
        "        z_vals = np.linspace(-10, 10, 400)\n",
        "        T, Z = np.meshgrid(t_vals, z_vals)\n",
        "\n",
        "        with np.errstate(over='ignore', invalid='ignore'):\n",
        "            F_values = f_numeric(T, Z)\n",
        "            F_values = np.nan_to_num(F_values, nan=np.nan, posinf=np.nan, neginf=np.nan)\n",
        "\n",
        "        F_values = np.clip(F_values, -1e10, 1e10)\n",
        "        F_values = np.where(np.isfinite(F_values), F_values, np.nan)\n",
        "\n",
        "        plt.contourf(T, Z, F_values, 50, cmap='viridis')\n",
        "        plt.colorbar(label='Value of Expression')\n",
        "        plt.title('Visualization of Given Expression')\n",
        "        plt.xlabel('t')\n",
        "        plt.ylabel('z')\n",
        "        plt.show()\n",
        "\n",
        "    def plot_graph(self, arch_case=False):\n",
        "        dot = Digraph(name='CJTree')\n",
        "        dot.node('root', r'$\\mathbf{s_{s}^\\Omega}=\\mathrm{F}(\\phi.)$: \\ $\\mathbf{\\star_{\\overline{\\infty}}}:$', shape='none')\n",
        "\n",
        "        dot.node('A', r'$s_s^\\Omega+\\overline{\\infty}^\\cup$', shape='ellipse', style='filled', fillcolor='yellow')\n",
        "        dot.node('B', r'$\\mathbf{F_i}$', shape='ellipse')\n",
        "        dot.node('C', '', shape='ellipse', style='filled', fillcolor='brown')\n",
        "        dot.node('D', r'$\\sum_{s\\in J_k} q(s) \\pi(s)$', shape='ellipse', style='filled', fillcolor='green')\n",
        "        dot.node('E', '', shape='ellipse', style='filled', fillcolor='red')\n",
        "        dot.node('F', '', shape='ellipse', style='filled', fillcolor='orange')\n",
        "\n",
        "        dot.edge('root', 'A')\n",
        "        dot.edge('root', 'B')\n",
        "        dot.edge('root', 'C')\n",
        "        dot.edge('root', 'D')\n",
        "        dot.edge('root', 'E')\n",
        "        dot.edge('root', 'F')\n",
        "\n",
        "        if arch_case:\n",
        "            dot.node('arch_case', 'Handle Archeologist Complex Case', shape='ellipse')\n",
        "            dot.edge('root', 'arch_case')\n",
        "\n",
        "        dot.render('cjtree_graph', format='png')\n",
        "        image_path = 'cjtree_graph.png'\n",
        "        display(Image(filename=image_path))\n",
        "\n",
        "        print(dot.source)\n",
        "\n",
        "    def interactive_visualization(self):\n",
        "        t_slider = widgets.FloatSlider(value=0, min=0, max=10, step=0.1, description=\"Time (s)\")\n",
        "        R_slider = widgets.FloatSlider(value=5, min=1, max=10, step=0.5, description=\"Radius (m)\")\n",
        "        omega_slider = widgets.FloatSlider(value=2*np.pi, min=0, max=4*np.pi, step=0.1*np.pi, description=\"Ang. Vel. (rad/s)\")\n",
        "\n",
        "        def update_visualization(t, R, omega):\n",
        "            clear_output(wait=True)\n",
        "            G = self.create_graph(omega)\n",
        "            fig, (ax_tess, ax_compass) = plt.subplots(1, 2, figsize=(12, 6))\n",
        "\n",
        "            circle = plt.Circle((0, 0), R, color='blue', fill=False, linewidth=np.abs(np.sin(omega)) + 0.5)\n",
        "            ax_compass.add_artist(circle)\n",
        "            x_compass = R * np.cos(omega * t)\n",
        "            y_compass = R * np.sin(omega * t)\n",
        "            ax_compass.plot(x_compass, y_compass, 'ro')\n",
        "            ax_compass.set_aspect('equal')\n",
        "            ax_compass.set_xlim(-R * 1.5, R * 1.5)\n",
        "            ax_compass.set_ylim(-R * 1.5, R * 1.5)\n",
        "            ax_compass.set_title(\"Time Compass\")\n",
        "\n",
        "            logic_vector_set = [\n",
        "                (r\"\\left( \\frac{\\forall y \\in \\mathbb{N}, P(y) \\to Q(y)}{\\Delta}, \\frac{\\exists x \\in \\mathbb{N}, R(x) \\wedge S(x)}{\\Delta}, \\frac{\\forall z \\in \\mathbb{N}, T(z) \\lor U(z)}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\leftrightarrow \\exists y \\in \\mathbb{U} : f(y) = x}{\\Delta}, \\frac{\\leftrightarrow \\exists s \\in S : x = T(s)}{\\Delta}, \\frac{\\leftrightarrow x \\in f \\circ g}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\mathbb{V} \\to \\mathbb{U}}{\\Delta}, \\frac{\\sum_{f \\subset g} f(g)}{\\Delta}, \\frac{\\sum_{h \\to \\infty} \\sin t \\cdot \\prod_{\\Lambda} h}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{f_{PQ}(x) - f_{RS}(x)}{\\Delta}, \\frac{f_{TU}(x) - f_{RS}(x)}{\\Delta}, \\frac{f_{PQ}(x) - f_{TU}(x)}{\\Delta} \\right)\",),\n",
        "                (r\"\\left( \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_1} a_1 + \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_2} a_2 + \\cdots + \\frac{\\partial \\phi(\\mathbf{x})}{\\partial x_n} a_n \\right)\",),\n",
        "                (r\"\\left( \\frac{\\phi(\\mathbf{x}) \\leq \\psi(\\mathbf{x})}{\\Delta}, \\frac{\\phi(\\mathbf{x}) \\geq \\psi(\\mathbf{x})}{\\Delta}, \\frac{\\phi(\\mathbf{x}) = \\psi(\\mathbf{x})}{\\Delta} \\right)\",)\n",
        "            ]\n",
        "\n",
        "            pos = nx.spring_layout(G, iterations=50)\n",
        "            nx.draw(G, pos=pos, ax=ax_tess)\n",
        "            ax_tess.set_title(\"Directed graph affected by Omega\")\n",
        "            ax_tess.axis('off')\n",
        "\n",
        "            def interpret_logic_vector(logic_vector, theta):\n",
        "                applied_functions = []\n",
        "                for component in logic_vector:\n",
        "                    if 'forall' in component:\n",
        "                        applied_functions.append(lambda x: np.prod([component.count('forall') for _ in range(int(theta))]))\n",
        "                    elif 'exists' in component:\n",
        "                        applied_functions.append(lambda x: np.sum([component.count('exists') for _ in range(int(theta))]))\n",
        "                    elif 'sin' in component:\n",
        "                        applied_functions.append(lambda x: np.sin(component.count('sin') * theta))\n",
        "                    elif 'cos' in component:\n",
        "                        applied_functions.append(lambda x: np.cos(component.count('cos') * theta))\n",
        "                    else:\n",
        "                        applied_functions.append(lambda x: x)\n",
        "                combined_function = lambda x: sum([f(x) for f in applied_functions])\n",
        "                return combined_function(theta)\n",
        "\n",
        "            domain = (-5, 5, -5, 5)\n",
        "            hex_size = 0.5\n",
        "            hex_centers = [(i, j) for i in np.arange(domain[0], domain[1], hex_size) for j in np.arange(domain[2], domain[3], hex_size)]\n",
        "\n",
        "            for i, center in enumerate(hex_centers):\n",
        "                x, y = center\n",
        "                theta = np.arctan2(y, x) if x != 0 else np.pi / 2\n",
        "                logic_function = interpret_logic_vector(logic_vector_set[i % len(logic_vector_set)], theta)\n",
        "                efficiency_value = np.abs(np.sin(omega * t)) * np.abs(np.cos(omega * t)) * logic_function\n",
        "                color_value = np.clip(efficiency_value, 0, 1)\n",
        "\n",
        "                hexagon = RegularPolygon((x, y), numVertices=6, radius=hex_size, orientation=np.pi / 6)\n",
        "                hexagon.set_facecolor(plt.cm.hsv(color_value))\n",
        "                ax_tess.add_patch(hexagon)\n",
        "\n",
        "            display(fig)\n",
        "\n",
        "        widgets.interact(update_visualization, t=t_slider, R=R_slider, omega=omega_slider)\n",
        "\n",
        "    def create_graph(self, omega_value):\n",
        "        G = nx.DiGraph()\n",
        "        num_nodes = int(4 + np.abs(np.sin(omega_value)) * 10)\n",
        "        for i in range(num_nodes):\n",
        "            G.add_node(i)\n",
        "            if i != 0:\n",
        "                G.add_edge(0, i)\n",
        "        return G\n",
        "\n",
        "# Instantiate the integrated application\n",
        "app = IntegratedApp()\n",
        "\n",
        "# Add a menu interface\n",
        "def menu_interface():\n",
        "    options = {\n",
        "        1: 'Side-by-side Diff',\n",
        "        2: 'Unified Diff',\n",
        "        3: 'Prevent The Silver Searcher from Searching Irrelevant Files',\n",
        "        4: 'Sum Numbers',\n",
        "        5: 'newj Function',\n",
        "        6: 'Symbolic and Numerical Computations',\n",
        "        7: 'Plot Graph',\n",
        "        8: 'Interactive Visualization',\n",
        "        9: 'Exit'\n",
        "    }\n",
        "\n",
        "    while True:\n",
        "        print(\"\\nIntegrated Application Menu\")\n",
        "        for key, value in options.items():\n",
        "            print(f\"{key}: {value}\")\n",
        "\n",
        "        choice = int(input(\"Select an option: \"))\n",
        "\n",
        "        if choice == 1:\n",
        "            file1 = input(\"Enter the first file path: \")\n",
        "            file2 = input(\"Enter the second file path: \")\n",
        "            app.side_by_side_diff(file1, file2)\n",
        "        elif choice == 2:\n",
        "            file1 = input(\"Enter the first file path: \")\n",
        "            file2 = input(\"Enter the second file path: \")\n",
        "            app.unified_diff(file1, file2)\n",
        "        elif choice == 3:\n",
        "            app.prevent_silver_searcher_from_searching_irrelevant_files()\n",
        "        elif choice == 4:\n",
        "            numbers = list(map(int, input(\"Enter numbers separated by space: \").split()))\n",
        "            result = app.sum_numbers(numbers)\n",
        "            print(f\"Sum: {result}\")\n",
        "        elif choice == 5:\n",
        "            option = input(\"Enter the option (or leave empty for default): \")\n",
        "            param = input(\"Enter the param (or leave empty for default): \")\n",
        "            app.newj(option, param)\n",
        "        elif choice == 6:\n",
        "            app.symbolic_expression()\n",
        "        elif choice == 7:\n",
        "            arch_case = input(\"Do you want to handle the archeologist complex case? (yes/no): \").strip().lower() == 'yes'\n",
        "            app.plot_graph(arch_case)\n",
        "        elif choice == 8:\n",
        "            app.interactive_visualization()\n",
        "        elif choice == 9:\n",
        "            break\n",
        "        else:\n",
        "            print(\"Invalid option. Please try again.\")\n",
        "\n",
        "# Start the menu interface\n",
        "menu_interface()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
            "a7356a424b1548e587d870f01acc85bb",
            "4012541450474156b9739dc6d2f01b75",
            "520143e9752c417b9419aa52e3a2a895",
            "cf9995dfc7204998b14ba940a4286fe8",
            "f570d87c658e4084945bb6da502993c0",
            "19e77b73b34943389e9272c90b1d20cd",
            "f5c79aeee71c475bab1361b92633c799",
            "952347ac84bd4240b11c29fc33ce8ffe",
            "6b30ed00310d442dbb40b4ad6f20f395",
            "80b7ee43a0de4b4ab839d3e8bd43f922",
            "e2dc0e8661fd41f3905353ca0fb0767b",
            "0474ef3efe1d4f8cbc1bb5e16a0b6953",
            "4eb4ef0801be41f2b201e5c40c20ea43"
          ]
        },
        "id": "qFG9A1w5SR_f",
        "outputId": "f8f5d4c3-b0e6-4998-fb82-ba590e8b9dd8"
      },
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Integrated Application Menu\n",
            "1: Side-by-side Diff\n",
            "2: Unified Diff\n",
            "3: Prevent The Silver Searcher from Searching Irrelevant Files\n",
            "4: Sum Numbers\n",
            "5: newj Function\n",
            "6: Symbolic and Numerical Computations\n",
            "7: Plot Graph\n",
            "8: Interactive Visualization\n",
            "9: Exit\n",
            "Select an option: 1\n",
            "Enter the first file path: /text\n",
            "Enter the second file path: /butt\n",
            "One or both files do not exist: /text, /butt\n",
            "\n",
            "Integrated Application Menu\n",
            "1: Side-by-side Diff\n",
            "2: Unified Diff\n",
            "3: Prevent The Silver Searcher from Searching Irrelevant Files\n",
            "4: Sum Numbers\n",
            "5: newj Function\n",
            "6: Symbolic and Numerical Computations\n",
            "7: Plot Graph\n",
            "8: Interactive Visualization\n",
            "9: Exit\n",
            "Select an option: 4\n",
            "Enter numbers separated by space: 4 5\n",
            "Sum: 9\n",
            "\n",
            "Integrated Application Menu\n",
            "1: Side-by-side Diff\n",
            "2: Unified Diff\n",
            "3: Prevent The Silver Searcher from Searching Irrelevant Files\n",
            "4: Sum Numbers\n",
            "5: newj Function\n",
            "6: Symbolic and Numerical Computations\n",
            "7: Plot Graph\n",
            "8: Interactive Visualization\n",
            "9: Exit\n",
            "Select an option: 5\n",
            "Enter the option (or leave empty for default): \n",
            "Enter the param (or leave empty for default): \n",
            "The directory /root/d/jup/results does not exist. Please check the path.\n",
            "\n",
            "Integrated Application Menu\n",
            "1: Side-by-side Diff\n",
            "2: Unified Diff\n",
            "3: Prevent The Silver Searcher from Searching Irrelevant Files\n",
            "4: Sum Numbers\n",
            "5: newj Function\n",
            "6: Symbolic and Numerical Computations\n",
            "7: Plot Graph\n",
            "8: Interactive Visualization\n",
            "9: Exit\n",
            "Select an option: 6\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Integrated Application Menu\n",
            "1: Side-by-side Diff\n",
            "2: Unified Diff\n",
            "3: Prevent The Silver Searcher from Searching Irrelevant Files\n",
            "4: Sum Numbers\n",
            "5: newj Function\n",
            "6: Symbolic and Numerical Computations\n",
            "7: Plot Graph\n",
            "8: Interactive Visualization\n",
            "9: Exit\n",
            "Select an option: 7 \n",
            "Do you want to handle the archeologist complex case? (yes/no): yes\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "digraph CJTree {\n",
            "\troot [label=\"$\\mathbf{s_{s}^\\Omega}=\\mathrm{F}(\\phi.)$: \\ $\\mathbf{\\star_{\\overline{\\infty}}}:$\" shape=none]\n",
            "\tA [label=\"$s_s^\\Omega+\\overline{\\infty}^\\cup$\" fillcolor=yellow shape=ellipse style=filled]\n",
            "\tB [label=\"$\\mathbf{F_i}$\" shape=ellipse]\n",
            "\tC [label=\"\" fillcolor=brown shape=ellipse style=filled]\n",
            "\tD [label=\"$\\sum_{s\\in J_k} q(s) \\pi(s)$\" fillcolor=green shape=ellipse style=filled]\n",
            "\tE [label=\"\" fillcolor=red shape=ellipse style=filled]\n",
            "\tF [label=\"\" fillcolor=orange shape=ellipse style=filled]\n",
            "\troot -> A\n",
            "\troot -> B\n",
            "\troot -> C\n",
            "\troot -> D\n",
            "\troot -> E\n",
            "\troot -> F\n",
            "\tarch_case [label=\"Handle Archeologist Complex Case\" shape=ellipse]\n",
            "\troot -> arch_case\n",
            "}\n",
            "\n",
            "\n",
            "Integrated Application Menu\n",
            "1: Side-by-side Diff\n",
            "2: Unified Diff\n",
            "3: Prevent The Silver Searcher from Searching Irrelevant Files\n",
            "4: Sum Numbers\n",
            "5: newj Function\n",
            "6: Symbolic and Numerical Computations\n",
            "7: Plot Graph\n",
            "8: Interactive Visualization\n",
            "9: Exit\n",
            "Select an option: 8\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "interactive(children=(FloatSlider(value=0.0, description='Time (s)', max=10.0), FloatSlider(value=5.0, descrip…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "a7356a424b1548e587d870f01acc85bb"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Integrated Application Menu\n",
            "1: Side-by-side Diff\n",
            "2: Unified Diff\n",
            "3: Prevent The Silver Searcher from Searching Irrelevant Files\n",
            "4: Sum Numbers\n",
            "5: newj Function\n",
            "6: Symbolic and Numerical Computations\n",
            "7: Plot Graph\n",
            "8: Interactive Visualization\n",
            "9: Exit\n"
          ]
        }
      ]
    }
  ]
}