C561_Hydromechanics_HW4.ipynb

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      "name": "C561 Hydromechanics - HW4.ipynb",
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zZoHN6HZVbyG"
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      "source": [
        "# CE561 HYDROMECHANICS - HOMEWORK 4"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IBfyrQUXolyr"
      },
      "source": [
        "## 0. Define necessary values for the write functions"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7WCyudA5muVI"
      },
      "source": [
        "import math\n",
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TqpCFtA1m1cN"
      },
      "source": [
        "First define the wave lenght (L)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "izBE68Xemv7i",
        "outputId": "149b7e05-8520-4c4f-8877-f2909abdd537"
      },
      "source": [
        "for i in np.arange(start=50, stop=60, step=0.001):\n",
        "    L = i\n",
        "    solved = (9.81*(2*math.pi)/L)*math.tanh((16*math.pi)/L)\n",
        "    if round(solved, 4) == 0.8794:\n",
        "        print(\"equation solved = \", solved)\n",
        "        print(\"L =\", L)\n",
        "    else:\n",
        "        continue"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "equation solved =  0.8794367973403612\n",
            "L = 52.23599999999479\n",
            "equation solved =  0.8794102988475817\n",
            "L = 52.23699999999479\n",
            "equation solved =  0.8793838014739731\n",
            "L = 52.237999999994784\n",
            "equation solved =  0.8793573052194752\n",
            "L = 52.23899999999478\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "I4_W1I4rm6A9"
      },
      "source": [
        "L choosed as 52.24m"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TB_r5udTnEzb",
        "outputId": "58c0a877-d674-42b3-b77c-6d0229497000"
      },
      "source": [
        "k = 2*math.pi/52.24\n",
        "k"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.12027536958613297"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 142
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_VY-LFv4nsEC"
      },
      "source": [
        "k (wave number) is selected as 0.12"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nwWZicSToJ6Z",
        "outputId": "9b4a8ca2-ae69-4280-ff8e-e8af369b6538"
      },
      "source": [
        "w = 2*math.pi/6.7\n",
        "w"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9377888518178487"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 145
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_7UEoy6On9Eg",
        "outputId": "e2af160e-ab86-4bd1-e271-3795f4000349"
      },
      "source": [
        "w = math.sqrt(9.81*0.12*math.tanh(0.12*8))\n",
        "w"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9360356447584434"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 143
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BwSLaYmIoQWi"
      },
      "source": [
        "w is selected as 0.938"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0pqILq6MlMW5"
      },
      "source": [
        "## 0.Linear Function and derivatives"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "99ahXaN1Vi9E"
      },
      "source": [
        "Simplified form of the linear velocity potential function is would be like that:\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 57
        },
        "id": "dl92kqRxdG6T",
        "outputId": "5adfa788-a733-4e9c-dac3-d27a4963e647"
      },
      "source": [
        "%%latex\n",
        "\\dfrac{Hg\\cosh\\left(k\\left(z+d\\right)\\right)\\sin\\left({\\omega}t-kx\\right)}{2{\\omega}\\cosh\\left(kd\\right)} = {\\phi}_\\text{linear}"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "\\dfrac{Hg\\cosh\\left(k\\left(z+d\\right)\\right)\\sin\\left({\\omega}t-kx\\right)}{2{\\omega}\\cosh\\left(kd\\right)} = {\\phi}_\\text{linear}",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e0ul85UNeURd"
      },
      "source": [
        "If we put the known values (like k,H,d and w) on the equation, it would be:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 73
        },
        "id": "PimuqDP4VMas",
        "outputId": "460e5902-6af7-434a-838b-1e651e76055d"
      },
      "source": [
        "%%latex\n",
        "{\\phi}_\\text{linear} = -\\dfrac{24525\\cosh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\sin\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)}{1876\\cosh\\left(\\frac{24}{25}\\right)}"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "{\\phi}_\\text{linear} = -\\dfrac{24525\\cosh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\sin\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)}{1876\\cosh\\left(\\frac{24}{25}\\right)}",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e_9Y8EXmV9MB"
      },
      "source": [
        "Derivative of phi in (x direction)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lF2X0Gjj_oXc"
      },
      "source": [
        "Derivative of the function gives the velocity components."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 39
        },
        "id": "Vnb1GSkeeAoX",
        "outputId": "859377fd-71b6-437e-edf7-7daf97f3c64a"
      },
      "source": [
        "%%latex\n",
        "\\frac {\\partial \\phi}{ \\partial x} = u"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "\\frac {\\partial \\phi}{ \\partial x} = u",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 73
        },
        "id": "f57eJcD0VTH9",
        "outputId": "385af21d-4802-420e-ac50-d4f6f4d8a9a9"
      },
      "source": [
        "%%latex\n",
        "u = -\\dfrac{2943\\cosh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\cos\\left(\\frac{60x-469t}{500}\\right)}{1876\\cosh\\left(\\frac{24}{25}\\right)}"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "u = -\\dfrac{2943\\cosh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\cos\\left(\\frac{60x-469t}{500}\\right)}{1876\\cosh\\left(\\frac{24}{25}\\right)}",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Gi-CGqfaWF7q"
      },
      "source": [
        "Derivative of phi (z direction)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 95
        },
        "id": "nhZt_sJ4WBEz",
        "outputId": "a32362b9-a23a-4c3e-8484-96acd79b94c9"
      },
      "source": [
        "%%latex\n",
        "\\frac {\\partial \\phi}{ \\partial z} = w \\\\\n",
        "w = -\\dfrac{2943\\sin\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)\\sinh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)}{1876\\cosh\\left(\\frac{24}{25}\\right)}"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "\\frac {\\partial \\phi}{ \\partial z} = w \\\\\nw = -\\dfrac{2943\\sin\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)\\sinh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)}{1876\\cosh\\left(\\frac{24}{25}\\right)}",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1XdlGi76lU1f"
      },
      "source": [
        "## 0.Stokes Function and derivatives"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 60
        },
        "id": "K2tfs0lEfMt0",
        "outputId": "4f831432-ee83-491a-ef7a-a904a9be5a89"
      },
      "source": [
        "%%latex\n",
        "\\dfrac{Hg\\cosh\\left(k\\left(h+z\\right)\\right)\\sin\\left({\\omega}t-kx\\right)}{2{\\omega}\\cosh\\left(kd\\right)} -\\dfrac{3H^2{\\omega}\\cosh\\left(2k\\left(z+h\\right)\\right)\\sin\\left(2\\left(kx-{\\omega}t\\right)\\right)}{32\\sinh^4\\left(kh\\right)} = {\\phi}_\\text{stokes2}"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "\\dfrac{Hg\\cosh\\left(k\\left(h+z\\right)\\right)\\sin\\left({\\omega}t-kx\\right)}{2{\\omega}\\cosh\\left(kd\\right)} -\\dfrac{3H^2{\\omega}\\cosh\\left(2k\\left(z+h\\right)\\right)\\sin\\left(2\\left(kx-{\\omega}t\\right)\\right)}{32\\sinh^4\\left(kh\\right)} = {\\phi}_\\text{stokes2}",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qkMWA_RtlfNG"
      },
      "source": [
        "If we put the known values the equation would be:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 73
        },
        "id": "M1tWNwjolaMi",
        "outputId": "e6f90eb1-3681-4e58-8209-2c73b7af403b"
      },
      "source": [
        "%%latex\n",
        "{\\phi}_\\text{stokes2} = -\\dfrac{1407\\cosh\\left(\\frac{6\\left(z+8\\right)}{25}\\right)\\sin\\left(2\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)\\right)}{2560\\sinh^4\\left(\\frac{24}{25}\\right)}-\\dfrac{460089\\cosh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\sin\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)}{40000\\cosh\\left(\\frac{24}{25}\\right)}"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "{\\phi}_\\text{stokes2} = -\\dfrac{1407\\cosh\\left(\\frac{6\\left(z+8\\right)}{25}\\right)\\sin\\left(2\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)\\right)}{2560\\sinh^4\\left(\\frac{24}{25}\\right)}-\\dfrac{460089\\cosh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\sin\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)}{40000\\cosh\\left(\\frac{24}{25}\\right)}",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hIONgShVlqbi"
      },
      "source": [
        "Derivative of phi in (x direction)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vMxUQvFj_urp"
      },
      "source": [
        "Derivative of the function gives the velocity components."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 40
        },
        "id": "IoCvZ3qElwfG",
        "outputId": "2fcf04be-d44c-40b2-a371-21467945d66d"
      },
      "source": [
        "%%latex\n",
        "\\frac {\\partial \\{{\\phi}_{stokes}}{ \\partial x} = u"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "\\frac {\\partial \\{{\\phi}_{stokes}}{ \\partial x} = u",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 73
        },
        "id": "lJ_SO9FqmDqS",
        "outputId": "5042a95e-bbff-415a-9ed7-141beb26827e"
      },
      "source": [
        "%%latex\n",
        "u = -\\dfrac{4221\\cosh\\left(\\frac{6\\left(z+8\\right)}{25}\\right)\\cos\\left(2\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)\\right)}{32000\\sinh^4\\left(\\frac{24}{25}\\right)}-\\dfrac{1380267\\cosh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\cos\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)}{1000000\\cosh\\left(\\frac{24}{25}\\right)}"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "u = -\\dfrac{4221\\cosh\\left(\\frac{6\\left(z+8\\right)}{25}\\right)\\cos\\left(2\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)\\right)}{32000\\sinh^4\\left(\\frac{24}{25}\\right)}-\\dfrac{1380267\\cosh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\cos\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)}{1000000\\cosh\\left(\\frac{24}{25}\\right)}",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nZnPsbOCmP0Y"
      },
      "source": [
        "Derivative of phi in (z direction)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 40
        },
        "id": "1yH44iD6mV6p",
        "outputId": "f1e88073-3ae3-4707-9623-52a739d6b2ab"
      },
      "source": [
        "%%latex\n",
        "\\frac {\\partial \\{{\\phi}_{stokes}}{ \\partial z} = w"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "\\frac {\\partial \\{{\\phi}_{stokes}}{ \\partial z} = w",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 73
        },
        "id": "S4-_gaR_mfkw",
        "outputId": "89e058d9-9b4b-4a75-e5b1-fb02da3df639"
      },
      "source": [
        "%%latex\n",
        "w = -\\dfrac{4221\\sin\\left(2\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)\\right)\\sinh\\left(\\frac{6\\left(z+8\\right)}{25}\\right)}{32000\\sinh^4\\left(\\frac{24}{25}\\right)}-\\dfrac{1380267\\sin\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)\\sinh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)}{1000000\\cosh\\left(\\frac{24}{25}\\right)}"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "w = -\\dfrac{4221\\sin\\left(2\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)\\right)\\sinh\\left(\\frac{6\\left(z+8\\right)}{25}\\right)}{32000\\sinh^4\\left(\\frac{24}{25}\\right)}-\\dfrac{1380267\\sin\\left(\\frac{3x}{25}-\\frac{469t}{500}\\right)\\sinh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)}{1000000\\cosh\\left(\\frac{24}{25}\\right)}",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "R9zHDkonepcE"
      },
      "source": [
        "## 1- Plot potential functions using appropriate intervals for ϕ"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 395
        },
        "id": "_WCCEhZpWsQr",
        "outputId": "979beecc-60ba-427b-ffc3-ac63b4915eca"
      },
      "source": [
        "from mpl_toolkits.mplot3d import Axes3D\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import math\n",
        "\n",
        "fig = plt.figure(figsize=(8, 6), dpi=80)\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "plt.title('${\\phi}_\\t{linear}$ Plot', fontsize=20)\n",
        "x = np.arange(0,50,0.1)\n",
        "z = np.arange(0,50,0.1)\n",
        "t = np.arange(0,50,0.1)\n",
        "phi = np.arange(0,50,0.1)\n",
        "for i in range(len(x)):\n",
        "  phi[i] = (24525*math.cosh((3*(z[i]+8))/25)*math.sin((469*t[i])/500-(3*x[i])/25))/(1876*math.cosh(24/25))\n",
        "\n",
        "ax.set_xlabel('$x$', fontsize=20, rotation=150)\n",
        "ax.set_ylabel('$z$', fontsize=20)\n",
        "ax.set_zlabel(r'$t$', fontsize=20, rotation=60)\n",
        "img = ax.scatter(x, z, t, c=phi, cmap=plt.hot())\n",
        "colorbar = fig.colorbar(img)\n",
        "colorbar.set_label('${\\phi}_\\t{linear}$', fontsize=20)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9wjlLa5gTOQQ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "outputId": "f6a48ed8-97c0-4805-8281-f01a795f17db"
      },
      "source": [
        "fig = plt.figure(figsize=(8, 6), dpi=80)\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "plt.title('${\\phi}_\\t{stokes2}$ Plot', fontsize=20)\n",
        "x = np.arange(0,50,0.1)\n",
        "z = np.arange(0,50,0.1)\n",
        "t = np.arange(0,50,0.1)\n",
        "phi_stokes = np.arange(0,50,0.1)\n",
        "for i in range(len(x)):\n",
        "  phi_stokes[i] = -(24525*((math.cosh((3*(z[i]+8))/25)*math.sin((3*x[i])/25-(469*t[i])/500))/math.cosh(24/25)-(1407*math.cosh((6*(z[i]+8))/25)*math.sin(2*((3*x[i])/25-(469*t[i])/500)))/(2560*math.sinh(24/25)**4)))/1876\n",
        "\n",
        "ax.set_xlabel('$x$', fontsize=20, rotation=150)\n",
        "ax.set_ylabel('$z$', fontsize=20)\n",
        "ax.set_zlabel(r'${\\phi}_\\t{stokes2}$', fontsize=20, rotation=60)\n",
        "img = ax.scatter(x, z, phi_stokes, c=t, cmap=plt.hot())\n",
        "colorbar = fig.colorbar(img)\n",
        "colorbar.set_label('$t (time)$', fontsize=20)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8fWZ57OQBObV"
      },
      "source": [
        "## 3.Plot the velocity vectors using appropriate intervals, considering a figure window size which covers at least a wavelength (L)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "F7LLFA5-w1Ro"
      },
      "source": [
        "u velocity component of the linear function"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "id": "cix7GvQov0si",
        "outputId": "1185f86a-4523-43c6-8e8e-65ae81b8e3ce"
      },
      "source": [
        "fig = plt.figure(figsize=(8, 6), dpi=80)\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "plt.title('${u}_{linear}$ Plot', fontsize=20)\n",
        "x = np.arange(0,60,0.1)\n",
        "z = np.arange(0,60,0.1)\n",
        "t = np.arange(0,60,0.1)\n",
        "u_linear = np.arange(0,60,0.1)\n",
        "for i in range(len(x)):\n",
        "  u_linear[i] = -(2943*math.cosh((3*(z[i]+8))/25)*math.cos((3*x[i])/25-(469*t[i])/500))/(1876*math.cosh(24/25))\n",
        "\n",
        "ax.set_xlabel('$x$', fontsize=20, rotation=150)\n",
        "ax.set_ylabel('$z$', fontsize=20)\n",
        "ax.set_zlabel(r'${u}_{linear}$', fontsize=20, rotation=60)\n",
        "img = ax.scatter(x, z, u_linear, c=t, cmap=plt.hot())\n",
        "colorbar = fig.colorbar(img)\n",
        "colorbar.set_label('$t (time)$', fontsize=20)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1JMQ46xvw8Kr"
      },
      "source": [
        "w velocity component of the linear function"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "id": "2J3PK7g4w_fz",
        "outputId": "e1011300-52d1-4448-ba71-d31ae532d06b"
      },
      "source": [
        "fig = plt.figure(figsize=(8, 6), dpi=80)\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "plt.title('${w}_{linear}$ Plot', fontsize=20)\n",
        "x = np.arange(0,60,0.1)\n",
        "z = np.arange(0,60,0.1)\n",
        "t = np.arange(0,60,0.1)\n",
        "w_linear = np.arange(0,60,0.1)\n",
        "for i in range(len(x)):\n",
        "  w_linear[i] = -(2943*math.sin((3*x[i])/25-(469*t[i])/500)*math.sinh((3*(z[i]+8))/25))/(1876*math.cosh(24/25))\n",
        "\n",
        "ax.set_xlabel('$x$', fontsize=20, rotation=150)\n",
        "ax.set_ylabel('$z$', fontsize=20)\n",
        "ax.set_zlabel(r'${w}_{linear}$', fontsize=20, rotation=60)\n",
        "img = ax.scatter(x, z, w_linear, c=t, cmap=plt.hot())\n",
        "colorbar = fig.colorbar(img)\n",
        "colorbar.set_label('$t (time)$', fontsize=20)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RWSANS5YxjKB"
      },
      "source": [
        "u velocity component of the stokes2 function"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "id": "KG5p0O1P8ZjZ",
        "outputId": "ae13901b-b080-4211-8120-2cc74e423af2"
      },
      "source": [
        "fig = plt.figure(figsize=(8, 6), dpi=80)\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "plt.title('${u}_\\t{stokes2}$ Plot', fontsize=20)\n",
        "x = np.arange(0,60,0.1)\n",
        "z = np.arange(0,60,0.1)\n",
        "t = np.arange(0,60,0.1)\n",
        "u_stokes = np.arange(0,60,0.1)\n",
        "for i in range(len(x)):\n",
        "  u_stokes[i] = -(24525*((3*math.cosh((3*(z[i]+8))/25)*math.cos((3*x[i])/25-(469*t[i])/500))/(25*math.cosh(24/25))-(4221*math.cosh((6*(z[i]+8))/25)*math.cos(2*((3*x[i])/25-(469*t[i])/500)))/(32000*math.sinh(24/25)**4)))/1876\n",
        "\n",
        "ax.set_xlabel('$x$', fontsize=20, rotation=150)\n",
        "ax.set_ylabel('$z$', fontsize=20)\n",
        "ax.set_zlabel(r'${u}_{stokes2}$', fontsize=20, rotation=60)\n",
        "img = ax.scatter(x, z, u_stokes, c=t, cmap=plt.hot())\n",
        "colorbar = fig.colorbar(img)\n",
        "colorbar.set_label('$t (time)$', fontsize=20)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bl1rozCHxpac"
      },
      "source": [
        "w velocity component of the stokes2 function"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "id": "uEr7kmGbCUo_",
        "outputId": "eee2f60d-a41e-47c8-a391-2d8f11b45b58"
      },
      "source": [
        "fig = plt.figure(figsize=(8, 6), dpi=80)\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "plt.title('${w}_\\t{stokes2}$ Plot', fontsize=20)\n",
        "x = np.arange(0,60,0.1)\n",
        "z = np.arange(0,60,0.1)\n",
        "t = np.arange(0,60,0.1)\n",
        "w_stokes = np.arange(0,60,0.1)\n",
        "for i in range(len(x)):\n",
        "  w_stokes[i] = -(24525*((3*math.sin((3*x[i])/25-(469*t[i])/500)*math.sinh((3*(z[i]+8))/25))/(25*math.cosh(24/25))-(4221*math.sin(2*((3*x[i])/25-(469*t[i])/500))*math.sinh((6*(z[i]+8))/25))/(32000*math.sinh(24/25)**4)))/1876\n",
        "\n",
        "ax.set_xlabel('$x$', fontsize=20, rotation=150)\n",
        "ax.set_ylabel('$z$', fontsize=20)\n",
        "ax.set_zlabel(r'${w}_{stokes2}$', fontsize=20, rotation=60)\n",
        "img = ax.scatter(x, z, w_stokes, c=t, cmap=plt.hot())\n",
        "colorbar = fig.colorbar(img)\n",
        "colorbar.set_label('$t (time)$', fontsize=20)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WZLJ_sHM7Ssu"
      },
      "source": [
        "## 4.LINEAR FUNCTION (int u dt = X)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 97
        },
        "id": "zzfrdG8o7XCS",
        "outputId": "d8d1f799-d699-4691-ac98-d196eca8c90d"
      },
      "source": [
        "%%latex\n",
        "X = \\int_{0}^{T} u \\,dt \\\\\n",
        "X = \\dfrac{367875\\cosh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\left(\\sin\\left(\\frac{60x-469t}{500}\\right)-\\sin\\left(\\frac{3x}{25}\\right)\\right)}{219961\\cosh\\left(\\frac{24}{25}\\right)}"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "X = \\int_{0}^{T} u \\,dt \\\\\nX = \\dfrac{367875\\cosh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\left(\\sin\\left(\\frac{60x-469t}{500}\\right)-\\sin\\left(\\frac{3x}{25}\\right)\\right)}{219961\\cosh\\left(\\frac{24}{25}\\right)}",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O9Wf8G177y6s"
      },
      "source": [
        "# Math function of the X\n",
        "# (367875*cosh((3*(z+8))/25)*(sin((60*x-469*t)/500)-sin((3*x)/25)))/(219961*cosh(24/25))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 404
        },
        "id": "gmEpaji58uq7",
        "outputId": "db6b7e3c-6705-4582-d0a0-357b03614103"
      },
      "source": [
        "fig = plt.figure(figsize=(8, 6), dpi=80)\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "plt.title('$X (\\int udt)$ Plot', fontsize=20)\n",
        "x = np.arange(30,60,0.1)\n",
        "z = np.arange(30,60,0.1)\n",
        "t = np.arange(30,60,0.1)\n",
        "X = np.arange(30,60,0.1)\n",
        "for i in range(len(x)):\n",
        "  X[i] = (367875*math.cosh((3*(z[i]+8))/25)*(math.sin((60*x[i]-469*t[i])/500)-math.sin((3*x[i])/25)))/(219961*math.cosh(24/25))\n",
        "\n",
        "ax.set_xlabel('$x$', fontsize=20, rotation=150)\n",
        "ax.set_ylabel('$z$', fontsize=20)\n",
        "ax.set_zlabel(r'$X (\\int udt)$', fontsize=15, rotation=60)\n",
        "img = ax.scatter(x, z, X, c=t, cmap=plt.hot())\n",
        "colorbar = fig.colorbar(img)\n",
        "colorbar.set_label('$T (upper bound)$', fontsize=15)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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+QqEYDhXBp0JF8IoJhWEYbNu2jba2Nr7//e8TDodZtWoVDzzwABs3biQcDqfchxnla5pmRe8QM2cxe9bN5z0eD26329p2MhbvKRRnHuYcvGIklMArJgRSSqLRKNFolD179vDNb36TO++8k46ODmbMmGFtkw5CiFirSL9o203rm1mA8U7rKxSKkVACnwol8IpxxzAMK21uCqoQAp/PZ4l7JowkzvFRPgwIfiQSsbIEQoghgj/cKnkKhUIx0VACrxg34qN2GBBdp49hh8HHNl83XFo/XvBVlK9QjDUqRW8HJfCKcWFw1B4vkoNT65mSzetVWl+hmOgogU+FEnjFmGInandK4M3jOcVIaf1QKERNTQ3Lli1TaX2FQjEhUAKvGDNGitrjMQU+W0Y7ko4/B03TCAQClgmPSusrFKOJStHbQQm8YtRJd67dKYE3jz2WpGPCo9L6CkU2KIFPhRJ4xahiN2qPZySBT0cInbxRyBRVra9QjBZ66k3OcJTAK0aFbCvkx1uYR4tk74P5Xqm0vkKhcBIl8ArHySRqj0fTNMfm4CfDjcJwaf1QKGSN30zru1wu618l+IozFzUHbwcl8ArHkFLS3d1NNBrF7/dn1dc+nDCbj+eyuCXryR+c1g+Hw+i6TllZWYLg5/L7olAkogQ+FUrgFY5gRu2NjY1IKVm4cGHG+3Kyin4yRPCpSCbcp0+fJhAIkJeXl1DJHz+Xr9L6CsWZjRJ4RVYMnms328SyIVeEeTSJX0EPBqL8cDhMKBRKWFY3XvSV4CtyA5Wit4MSeEXGJJtrd2L+XEXwqRl8XsOl9c3ivXhnvsGCr0RfMTlRAp8KJfCKtBmpQl4IkfVa67kszE6RyulvuGp9wzAIBoMJn5e5ZK5K6ysUuYUSeEVapKqQdyqCdwJ1o5DIcD354XDYKt4DrAhfpfUVExeVoreDEniFLez2tTshqqmMbtJZIS5XcWoxHpXWV0xelMCnQgm8IiXp9LWPtsCni4rg7TNSWv/kyZO0tbVx9tlnWyY8Kq2vGF+UwKdCCbxiWDJxo9M0bcLMweey6Di12l4q4j9zXddxuVwJaX1zHCqtr1BMPJTAK5KSqRudiuBzE1PIk6X1gSFWuyqtrxhd1By8HZTAKxLI1kN+Igl8LgvKWEXwqY4XP08fv218tb6UUqX1FaOAEvhUKIFXWGTrIQ+j2yaXyXhUBO8M6dxQjFStHwqFrG1UWl+hGF2UwCusqL2pqYm2tjaWL1+e8cV2ohnd5CpjHcGbN32ZoNL6CudRKXo7KIE/w4mP2s0CuWwuqqOZopdS0traisfjobi42Naa6SqCdwYnbyhSpfVNAoEA06ZNw+fzqbS+IglK4FOhBP4MJdlc+0SJvpPto7e3l8rKSquKu7u7m7y8PEpLSyktLaW4uNjyZY/fT64yUebgnSJZWr+mpoaSkpKE72h8Wl/TNFs3eYpcREXwdlACfwYy3Fy7Ey1uTuwDBiJvKSWNjY0cPnyYpUuXMmXKFOu5np4eAoEAzc3NHDhwAI/HQ2lpKSUlJZSWlibsJxfJJYEfjHmT53a7E274zJtSczzxaX1T8HP5xk6hSAcl8GcQqSrkJ4qPvJlJCIVC7Nu3DyEEmzdvxufzWZaqQggKCwspLCxk3rx5APT19dHR0UFbWxt1dXXouo5hGDQ3N1NaWmqtUZ8LjPWNy1gLvEm8Zz6kTuubK+x5PB40TVPFezmNiuBToQT+DMFOhfxESdEDtLe3c+DAARYtWsTcuXMTLvTD7T8vL4+8vDxmzZoFQGdnJ1VVVfT09NDY2Eg4HKa4uNiK8AsLCyf1xT+XI3g7DFetH4lEEm4E4wv3zLl8RS4wNgIvhDgKhIC+/ofulVI+PdzjYzIomyiBz3HS6Wt3yoUum31EIhFOnTqFpmls3LiRvLy8jPfl9XrxeDwsXrwYiDmxdXZ2EggEqK2tpbe3l4KCAmsev6ioKCFCnMjk2hy8E4xUrR+f1o/vyVdpfYVNrpZSvpvG4xMCJfA5TLp97U6m1zOhtbWV6upq/H4/c+fOzUrcTeLH4nK5KCsro6ysDIi9P93d3XR0dHD8+HE6Ozvx+/3WPH5JSQkejyfrMYwWYy3wky3yHS6tL6VUaf1Jjyqys4MS+BwkUze68fKRj0ajHDx4kM7OTtauXUtjY6MjF1g7vvnFxcUUFxczf/58pJT09fURCARoaWnh0KFDuFwuK6VfWlqKz+fLelxOkOtz8KN1fiOl9fv6+qirq+Occ85Raf1JgT6WB3tcxP4AdgFflVK2pnh8QqAEPsfIxo1uPAS+vb2dffv2MXv2bDZt2mSlS52oxIf0hEIIQX5+Pvn5+cyZMweAUChEIBCgo6ODY8eOoeu6Fd2XlpaSn58/btFeLqfoxypjMHgxnc7OTjRNG2LCY6b14wVfRfk5QaEQoiHu9/ullPcP2ua9Usp6IYQH+BfgMeCSER6fMCiBzxGy9ZA3X+NEit6OOBuGwaFDh2htbWX16tWUlJQkjMMJnNiPz+dj5syZzJw5E4hlGzo6OggEAhw4cIBgMEhRURElJSUYhmEZBo02uR7BZ2u4lOkxTeG2m9aPj/KV4I8ljqXou6WU80Y8kpT1/f9GhBDfB2pGenwioQQ+BzAMg6amJvx+f1aV4WMVwXd2dlJZWcnUqVOpqKgYUtjmVCU+OC+EbrebqVOnMnXqVCD23puFe7qus3PnTvLz860IP5kBj1PkcgQ/VjdKg4+ZrMhSVetPVEZ/Dl4IUQB4pJSB/oc+DewZ7vFRH1CaKIGfxMRH7a2trZSVlVFUVJTx/kZb4A3DoK6ujqamJlasWMGUKVPS3ke6YxltNE2zivIaGxu54IILLAOepqamBAMeczuv15v1cXM9gh+Pqn27NxV2vfVVWn80GbMiu5nA80IIFyCAI8B1Izw+oVACP0kZPNduWrhmw2j6yPf09LB3716KioqoqKgYMaqdyBF8KgYb8Jip3UAgwOnTpzly5AhSyoTCvUwNeHJZcMcrgs/kmOlW66u0/uRBSnkEWDPM08M9PmFQAj/JGG6ufSL0sJv7iEdKSX19PceOHWPZsmXMmDHD1j4mSwRvZwymAc/s2bMBCIfD1jx+vAGPGeHbmWY5EyL4sRZ4XdcdO6ZK648Fqk0uFUrgJxEjVcg7JfBOXMRN8enr62Pfvn14PB42b95sOzU9mSN4O3i9XqZPn8706dOBmLB0dHTQ0dFhGfAUFhZaUf5wBjy5HsFP1BR9JiT72zJv1l977TU2btxome6otL5dlMCnQgn8JMBOhbxTi7w4gblATG1tLUuWLLEiV7uMlEkwxd/ORW+yXBhdLhdTpkyxahJMA55AIDCsAY+K4J1nrKcF4qfWPB6PSusrHEcJ/ATHbl+7k73j2RAOh4lGozQ3N7Np0yb8fn/a+8j1CD4V8QY8EDuH3t5eOjo6LAOeaDRKUVERQogxMeBREfzoYzet//TTT3PBBRewatWqcRvr+KOc7OygBH6Ckm5fu2nO4cRxM+XkyZMcOHAATdNYt25dVhdop+bgJ6PAD0YIQUFBAQUFBZYBT3V1NS6Xa4gBjxnlO23Ao4rsRu+YI920J0vr//GPf2TRokVnuMCDEvjUKIGfgGTiRudUij6dFLhJJBLhwIED9PT0sGHDBnbt2pXVGJxY1S7XcbvdlJSUWEWL8QY8zc3NBIPBISvnZSNeqk1u9I6ZzgJHQgh6enooLCwcxVFNBlQEbwcl8BOIbNzonBJ4U1ztHvf06dPs37+fefPmsXLlSscuyiqCH5nB5zXYgEfXdbq6uggEAtTV1dHd3U1+fn7CPH46wjLWc+KTQWydQNf1tI9proKoUKRCCfwEIRsPeYgVajkVwdu5uOq6Tk1NDe3t7axZsybBYMe82cj0YpnLwuwkI31HXC6X1WcPMYEebMDj9XoT0vojdTmcCUV2uq6PmuvgcGRyI6MieBMVwadCCfw444SHPDgbwafaTyAQYN++fcyYMYPNmzcPuUBlK9C51Ac/WqT7/qQy4Dl8+DCAJfaDDXhUkd3okEkE39PToyJ4laK3hRL4ccQwDNra2mhpaWHhwoVZXdCcnIMfbj+GYXD48GFOnjzJypUrregw2T4mgsDnOtl8X1IZ8DQ0NBCJRCwDHtOCdaw4U4rsMk3RZ2NJrThzUAI/DsRH7ZFIhM7OzqyjFafn4AfT1dVFZWUlpaWlSReIsbMPuyiBT81ovD/DGfAEAgF6enp49913Ewr3iouLR00Qz6Qiu3SOKaUkHA47sp7B5EdF8KlQAj/GDJ5rd7vdY5Zaz2Q/UkqOHj3K8ePHWbFihVXENRLZ9uTncmrdKcZCAOMNeAKBAEuWLMEwDAKBAPX19XR1dVkGPGZq36k57Mkgtk6QSQQPKEtbQAl8apTAjxGj6SEPzrfJQSwVWFlZSV5eHhUVFXg8nrT3kekYJoJpj2IAKSUul4vCwkKKi4spLy+3DHgCgQAnT56kpqbGKu4zo/xMDXjOBCc7SF/gx6M2QTF5UQI/BqTykNd1PetjOCWK5niOHz/OkSNHWLZsGTNnzkx7LNkKvGJkJkJferwBz9y5cwEIhUIEAgECgUBWBjxnSptcuufZ19dHXl6e+htRRXa2UAI/itipkHeqvc2pCF5KSXV1NV6vl82bN2cUgWU7lpFuENSFbXywe0Ph8/mYOXOmdVMYiUSshXTSMeBREXxyenp6yM/PH8URTSaUwKdCCfwoYbevfSKl6Jubm2lvb+ess87inHPOyVhMVRX96DMRIng7eDwepk2bxrRp0wD7BjzjkYp2crnYdI6ZrsCrFjlQEbw9lMA7TLp97S6Xy5EUfTYCHw6HqaqqIhwOW25o2bZgKYHPLZy6oUhmwNPd3U1HR0eCAY+U0mrPs1v7kS3jNS2QTmGiEnhFOiiBd5BM3OicnDvPZD+tra1UV1dz1llnUV5ezv79+7Mej2qTGxsmQwSfCiEERUVFFBUVJRjwHDx4kK6uLnbv3o0QImEeP96Ax0kmQ4pe2dTGk31glOsogXeAbNzonLpQpSvw0WiUgwcP0tnZydq1ay3rSyfE1Yk2uWRjkFLS0NBAb28vZWVlafup5xK5uh58vAHPlClTmD59eoIBz/Hjx4lEIlY6v7S0lIKCAkfGNhkEXkXwJipFbwcl8FmSrYe8U6QTNbe3t7Nv3z7mzJnD8uXLEy5qTszlj0aKPhQKUVlZiaZplJSU0NTURHV1NT6fj7KyMsf7sCcDuRDBj3Q883s52IAnGo3S2dlJIBDg0KFD9Pb2UlhYaKX+i4qKMhLqydB7r4rsFOlw5lwNHcYpD/n4/Y32BVTXdWprazl16hSrV6+mpKRkyDZORfBOCnxLSwvV1dUsWrSIWbNmEY1GmT9/PlJK+vr6rD7sgwcP4vF4rAv9cFa6uUCuRvAmIxXZud1uy4DH3La7u9tqzevq6iIvLy8hrW/nxm+yRPBqoRkTFcGnQgl8BhiGQUtLC93d3cybN88Rm9nRvoB2dnZSWVnJtGnT2Lx587AXFScieKfa5OKnETZs2EB+fn5CQaIQgvz8fPLz85kzZw6AJfinTp3i8OHDhMNhampqLMHPJYvPsc4WTdTV5DRNo7i42JYBjyn4w7V/jkflvkrRZ4oS+FQogU+D+Kg9FAo54iEPA5X02UYPycZiGAZ1dXU0NTWxYsUKK+oZjomSoo9EIrzxxhvMmjWLTZs22X5vBi+g8tprr1FcXEx7ezt1dXVWdbb54/f7Mx7neDKxihDb0WhAMgdJaitjO2TTJpfMgCcYDNLR0WF9DwzDsCL80tJS8vLyHBl3uqSbNVBFdiZqDt4OSuBtksxD3on2NnCuFx4SLxjd3d1UVlZSVFRERUWFrTTleKfopZQcP36crq4uNmzYQFlZWVZj0TSNmTNnMmvWLGBgxbT29nbq6+sTnNbKyspGrUJ7NBjvcbrlr/BqX0LTWkEDBEgKCUfvJGJ8NvZAhjhtdOP3+/H7/UMMeAKBgGXAE4lEOH78OCUlJcMa8DhNJhF8us6SijMXJfApGG6u3SkHOnDOrta8URBCUF9fz7Fjx1i+fLlVnJTOPrIhU4Hv6+tj7969eL1eiouLk4p7JqIWP/0xuGAr/kLf1NREOCAc79IAACAASURBVBxOiOzsWquONeMawUsdv7wet+uFmLC7sAReiG587jtw67+hL/TfZHqJGW2jm8EGPJFIhDfffBNd1zly5IhVzGZ+D4qLi0elYyOTNjk1B2+iIvhUKIEfgZEq5J0yqDH35VQvfG9vr2UWsnnz5rTnnJ2I4DO5SWhqauLQoUMsXbqU4uJi9u7dm9UYTFKJxOALvVmh3d7ezoEDByxrVTPCd6olywnGZRxS4jeuwy1+0z+IuJ+4gNfl3oGfTxMMPZvRYca64M3Myi1YsAAYMOAJBAI0NjZSVVWFz+dLWEjHCQMelaLPFJWit4MS+CTY9ZCfSCl6c8zvvPMOS5cuteagMxlLJBLJaizp3CREIhHLRW/Tpk34/X76+vocjVDT2dfgCm1d14e0ZBUVFVmR3VilcgczXhG82/ghbn6T+KAp8IO3df8et/4Y0ejWtI8zHlX78Z9jvAFPfMdGR0eHVcA52IAnk3n8dGtvVJGdIh2UwA8iHQ95JwU+m32FQiH2799PNBpl3bp1Wc1bj2WKvq2tjX379jF//nwWLFhgvddOOtllKxIul4uysjLrPTUMg66uLqtYq7u7m4KCAkpLSzEMY8wiz7EWQAAha/HLr/X/QiyIMn+GbBwbm897F9HoJ4H0xG+sI/hUx4vv2DBvnsPhMIFAgI6OjqwMeNL5HFWKPh4VwadCCXw/mXjIOzUHn82+Tp48yYEDB1i4cKEjvt1OWOemukkwDINDhw5x6tQpzj//fIqLi4eMwUmcjHZNox3TQ8DswW5vb0fXdXbu3Dkmc7djifn++SOfB63/RnTwx9s/Bw+AiIuEtW683n8hHL477WNOJIFPhtfrZcaMGcyYMQNINOCpqamhr69vRAOeTL6XKoKPQyqr2lQogSczN7rxTtFHIhGqq6vp6+uzesRPnjzpyPz5aFbRd3d3s3fvXsrKyobtx59IEXwqzB7soqIiGhoauOCCC+jp6UmYu/X7/Qk92E647Y1lBC+lZHrJ27jkG7Fo3TysAUiQuo/e6G8oKPg4aKH+Jwcm5T2epwiHvw7Yb0kc69XknMgYJDPg6erqoqOjI8GAx/weZOK4p+bgFelwRgt8Nm50Tra2pZuiP336NPv372f+/PmsWrXKGvNEMKmB5AJttr8dPXo0ZWW/04vNjOV8tRCCwsJCCgsLrcVTTNOVEydOcPDgQbxeb4Lgj9VqaZkiDYOlc34M0oiJeny0LjV6xf+HFKvpDf6S/PyP9j9hCpdAiE7c7l8SjV5j+5jjkaJ3OtMSn+0ZbMBjfhfijZhGMuAxUSn6OJy5/OY0Z6zAZ+sh76QI2U3R67rOwYMHCQQCrFmzhqKiooTnJ4JJTbJ9hEIh9u3bhxDCVmX/ZIrg7Rw/3nTFXC0tEAjQ2trKoUOHElzW7LrtjWUE79Z/S76vMXZBdZFwYQ1rX0C6VwNgGFvQ9Ytwuf7c/+xAib3X+5O0BH68i+xGg8HfhVAoxLvvvjvEiCl+Hj8vLy/hfeju7rYt8AsWLMDn81nFf3fccQdXX301hw4dYuvWrZw6dYqSkhK2b9/OihUrAEZ8bsKhMvQpOeME3mkPeSewE8EHAgH27dvHzJkz2bx5c9KL0USJ4OMr8VtbW6mqqmLhwoW2bX0ncwSfivjV0sxiLVPw29raOHLkCEKIBMFPFdWNNr7oA7H5TkHsotqv21LOJOy9K2HbYPCfKSj4cP9v5metoWmHEOIUUk6zfdxcE/jB6LqOx+Nh1qxZlhFTMgOe4uJiWltb8Xq9aUfwTz/9NOeff37CYzfffDM33XQT27Zt47nnnmPbtm289dZbKZ+bUEiUwNvgjBJ4wzBobGxkypQpuFyurC8gphA54UU/nKgahkFtbS0tLS2sXLlyxAVUnKjsd6LITgiBrutUVVXR0dHB+vXr05o3zKUI3g5+vz/hIm9WZ5uLpySzVR2rCNcVfQO3UTlQNW9Vz7sIer4FIvESIuUqdH0tLte7DMzDx/L6Hs+PCIe/NupjzgQnrKIzOebgaYHBvgxmm+bu3bt58sknaWtr47LLLuM973kP73nPe6ioqEjrBrClpYW3336bl156CYArrriCz3/+89TW1lJcXDzsc4sXL3borBVjydg38I4DUkoikQihUIiamhp0XXfUQ96J/SQT1a6uLt544w10XaeioiLl6mhORd/ZimswGKShoQGPx8OmTZvSLgrK5QjeDmZ19pIlS9i4cSPr1q1j2rRpdHd3s2/fPnbs2EFfXx8nT56kt7d3VM/PHf4JUvZ/pyQxrTbAkPPQ3VcleYUgErmJWC7fvBtwAR5crldHbZzZMlGXijXbNLdt28Yf/vAHiouLue+++ygpKeHhhx+msbFxxNdfd911rFq1ihtuuIHW1laOHz/O7NmzrUJPIQTl5eXU19eP+NyExHDgJ8fJ+Qh+8Fy70xazTjnQhcNh63cpJUePHuX48eOsWLGCqVPtLeAx3il6KSV1dXU0NDQwdepUzjnnnIz2c6ZF8KnweDxD1kN/6623CIVCVFdXEwwGEyJ8p9z2hHECT+S3gD5QXAeAl7DnS0OidxNdvxApSxGih4GcfghNO4YQTUg5J+uxOc1kWCrW3H7NmjWsXbuWW2+9dcTtX331VcrLy4lEItx1111s3bqVb3/729kOe+KgUvQpyVmBH26u3clFYkYjgu/t7aWyspL8/HwqKirSqrAezwi+r6+PyspK/H4/55xzDt3d3VmNw0kmWwSfCrfbbdmqer1edF235m3N/uuioiLKysost71MBN8degZp9Le1SwG6AAykKCXquXLY10k5nWj0A3g8L8Q9GoviPZ5fEg5/fsTjjsfn5YTACyHxeGT/FBXoumCkU8l0qVi7n2V5eTkQu0H8whe+wJIlS5g/fz7Nzc1Eo1HcbjdSSurr6ykvL6e4uHjY5xSTk5wU+LH0kHdqkZhoNEp9fT11dXUsW7YsoxWjnKqiT3cfzc3N1NTUsGTJEmbPns2JEycmjKg6ne6fKMSfk8vlGtJ/bRquHD58mJ6enhENV5IfwMATehYhe8CQ/dG7BDyEPTeCGHnaRdc/hNv9CjG3MXNKLIIQR1Oe20RNl4+Ex6Pj9ZrXGhcej+jvmJDoevLvXyY2tfn5+ba3jUQi1rTeL37xC9asWcOMGTNYu3YtTz75JNu2beP5559n3rx51hz7SM9NOM6AFHu25JzARyKRMfOQd2pfuq7T0tJCKBRi8+bNGVdNj3WK3jTbCQaDbNy40WrHyVVRnWiMZKNsijkMuO0FAgGOHj1Kd3d3Src9V/TPCOMosXJ5gdQlAgkin6g32dx7Irq+AXAhRB/mlVgIicu1BwgykunNeNjwZiPwLpeOz2fWGpjvo0AIDb9f0tsbTRrJp9t7n47JzcmTJ7niiivQdR0pJQsXLuTxxx8H4NFHH2Xbtm3cc889FBcX87Of/cx63UjPTShUFb0tck7gzYvDcBeI8XagG4wZ/RYUFHD++edndWFzyoXOzjm1t7dTWVk5xGzHHIdTdQ7Zkqs3G+mck+m2V1xcbBmumILf0NBAZ2en5bBmGq54wy8jZF9/p5uB6O+Ni7o/gHQtsjG+2USjH8bjeQ6zXU7KIoTowe1+lWj0r4Z97XhF8JkZDhn4fFESL6VmgWHMkt/ng2BwqG96uil6c90DOyxcuJA9e/YkfW7p0qXs3Lkz7ecmHErgU5JzAp9K5CZKBB8Oh6mqqiISibB8+XJOnjzpSLtdtivBpXr/4tv2kvnIQ+6K6kQj0+9LspXSTIe1pqYmDh3cw5aznwB3pL81rn8uWSsl6r3c9nGkXICUZYAfKY24NP2pFK8bWx96yPymwuPR0azpC0i2tJ7L5ULTdAwj8W8i0zl4hcIuOSfwqXC5XFYK34l9ZSLwra2tVFdXc9ZZZ1FeXk5nZ6dj1fijmaLv6elh7969lJSUUFFRMezFaSIJ/EQai5M4eU6DHdZcoRq83SClG0EsxSuAcDSfE51rKSm1t6iRrq/D49mOEB0IYf7NSYRoH/F1Y+1Dbx4zfYGXeDwGUoIQBrGQ0nxfNOK7kDUtimEkXisMw7DlWmjS29trew7+jGBiJAknNGekwI9XBB+NRjlw4ABdXV2sW7fOuht3st1utHzkGxoaOHLkCOeee+6IPvLmPiZKij6XGS0RdEXeRqMN6woqvBgGdHMZrae6qT2825bbnq5vxDBW4nK9hil2Upbi8TxLJPJppJyS9PjjEcFnYnTjculomvm3YpoEuIgtjatZjwsh8Hi8RKN9Q46ZbgQ/2J76jEXNwdsi5wQ+1UVvvObg29ra2L9/P3PmzOHcc89NuJg4tbb8aETw4XCYffv2IaW0XQDo5Ip0TrkN5hqjdU7COI0n+CwDBjUgZASdAvLKrmD5jOVAbH0B023v6NGjSCkTBN/v9wMCKfMxjJkI4UFKH+BGiC407RC6vinpGCZLBO/xRDEMiaYNtMMJEUTKPAaGLzCMgbqg+M8t3WOmU0WvUEAOCnwq3G43fX19qTe0gZ2bBV3XOXToEKdPn+a8885LOmftlPmO0xG8OZWwYMEC5s+fb/ui65SoDifw6Vz8c8HoZjhG49xc4VdjS8CKIgTd/WZ0kt7wIjT3gCD7fD5mzpxptXOGw2GrF//48eNEo1FKSkpYtGgGZWVmGruFWNjlxjBmDTuGyTEHL9E0AyEkUsYq5sH039BxuYQl6rEbgKF/D+lG8Gqp2EGoCD4lZ5zAj2WKvqOjg8rKSqZPn05FRcWwF5CJmKKvqqoiEAiwdu3atJendGpFunQeHwkVwdtHC+9CyNaYsQ0S8GHgpyuynpIR3nuv1zvEbS+2LOqHKCj4X3y+Rsx0tZR5uN2/77e0HcpkiOBdrihCGP2Reiw9L6UgGnX1G8XE5uLjb1LdbndCEawqsssSNQuYkpwT+LFM0btcrgSLWRPDMDhy5AjNzc2sXLmSsrKyEffjZIo+2/10dnYSDodxu93DrlpnZxwTYdlacz9OIU43433qn3Hv/R0i1AHCAJcHY9o8whd+Bq1orWPHsjUeh0VQ6CfxBJ8nlprXic0jBwEv7eG/oiSNfbndbmvRFI9nARBFSo1IxEckoiHEY+zfv4bi4llD3PYmg9GNxxPGMEDTRJzISyIRD4ZhJAi7+ftggU/3mL29vZaZkUJhh5wT+FSM9hx8d3c3lZWVFBcXU1FRYS3ckO5+Mh1PpqIY73/vdrtZsmRJxuMYjTXlsyHr/bSfIO++T+I69u6Al4kZeBkRtNY6/C98iw9pgnDnV4lc+o8wygI1GhG8FtkDGEiKEfQCUZAegnI1IXl2xvsVoqu/oM6P2w1ut4EQ7cybV0ZbW5Ta2lp6e3spKiqitLR0zMUd0hfbWNU8xP5szZ53iWEM7CPV33QmEXy62bScRRXZ2UIJvEP7klJy7Ngx6uvrWb58ecpK83icKEoz95PJjUIwGGTv3r34fD4qKip47bXXshrHaAp8NBrl1KlTMTMWGy1G2Ua57v97Ev8jnwMhB/xL4ncZcyYFAUKT+H57L55dT9H71ZehYHSjLacjeFdoJ0I3e9Q1EG6kKCJEdgZM0egWPJ7/JpYN6EYIHcM4m5KSRZSUDES5XV1d1jroPT09vPvuuwlue6Mp/Om5yhkIYVgV9FIKpBTouhvzyxHv5w6xz2pwti+TOXhVZBeHStGnJOcE3k6K3uk+eHOhFZ/Px+bNm9PqbXWSTAT+xIkTHDx4kHPOOYc5c2KrfGVbwe7UmvKDBT4QCFBZWUlBQQFHjhwBoLS01FpUZbj3PdObDd+jt+P5/Y9jmepkb4W53Hn8vwK0tjoK/2klPV9/G1k68VZOS4bQW/H0PoUUeQiCxCrtQiDy6eTKrAQ+ErkZt/sVNK2h/xE3QrTjdv8f0egHgdh3t6SkhJKSEvLz82lra2POnDm0t7dTX19PV1eX5bZXVlaW1F43G9KJ4L3ePiBWXAexyB0gHB6w3w2Hw1Za3vx98HUnkxS9iuDjUBF8SnJO4FPhdIq+q6uLXbt2WQutjCfpCHw0GqW6upre3t4EH3nIXuCdbJODgWVoGxsbWbVqFXl5eVZE1N7eTnt7O0eOHLF6s+MFP9Nz8D1wM54//SK5sA8+NRH3Ywp9pJuCu9fT8/V3kcUzMhrDWKJFDxFLyechccfqCwBDW0FEn40Qma8OGGuPA8MoZ6BPvBuP578sgY/HFD7Tbc+01+3p6SEQCNDY2EhVVRV+vz/BXtfOdNhwpCO2Lle0P2o3HxFWNX08kUhkRGdJlaJXjDZnnMA7tVxsKBTi0KFDBINBLrjggv6+38wxo95s0pB2Bb69vZ19+/Yxd+5cVq5cOUQEzf1kOhYnU/TBYJDKykq8Xq/lnmemOr1eb0Krltmb3dbWZgm+YRi0tbWRl5dnO7Pi+9FX8bz8i3ivkqFzfqaYy0G/x7+V4W7yv/c+eu58B7x5TGS04GsI43R/9byI2dOKEnTvJmRvdn4EQvQiRKR/Ht58U90I0ZF0+2TfPSEEhYWFFBYWMm/evAR7XTML5fF4rBu8kpKStLzl0zG6ibXFGQzc1Q0Vdztk0gevqujjUBF8Ss44gXcigjcvKHPnzkUIkbW4Q/aiGr+P4TAMg8OHD3Py5ElWr15NSUnyuuhsU+xOCfypU6c4fPgwixcvZu7cucDI6fbBvdmhUIjKykq6urp45513EEJQVlZmRfjJBMD93z/B8+LDA+IdWwK9f1Cxx6SviPDFN6OfsxbPzqfw7P9N7In4a3y/2IvORvw/+wzBm5/L6v0YVYwA3u7HkZQiRCexkzRAGEQKb0D2ZCfwUk7DMJagaTVI6e9fYS5IJJLc195O9miwva55MxgIBGhtbeXQoUO4XK4E851UN3j2zjFmSetyGf1jBSld/en59N6jdN9T1Qcfh2kcOAaI2BrHIcA0ULlXSvm0EOIc4DFgGtABbJNS7h+bUdkj5wQ+1R9NNq1k5vKofX19bNiwwRIhJ3DC7MaOj3xxcTGbN28eMZ2ZbYo92xsEwzDo6+vj6NGjrF+/PuOLms/nIy8vjzlz5lBWVkYoFKK9vZ3Tp09z+PBha1lVU/B9h/fif/hLlpBbP6bICwhtu4fIxz5vHSO07jJCwW7y//UitNM1sQfjI3kB7oMv4X7zcaKbrsv0LRlVtOhxkH2AhqQIhAYCDG0R0jUXKRuzLOgTBINfIy/vBjStidib6sfl+gtCnEbKqQlbZ3KjK4QgLy+PvLw8a6rM/Lzb2tqoq6tLcNsrKyvLaFlmr7cXTTPQ9VhaXggwDEE0mt6+Mvn7MjsNFOPC1VLKdwc99ijwIynldiHElcB2YMOYj2wEck7gYeQIMtML1alTp6iqqkpYHjUcDjvmuT5aC8VIKWlsbOTw4cMsX76cGTNSzwdnO5ZsbhB6enr4y1/+ghCC8847L+uIJf7z9vl8zJo1i1mzYi5qZsR36tQpjuyv5H3fuybW92RWxsdHCS4Xvff+HmPpxqEH8RfSc9ebhO9+L1NPVybOyZub/PI2epa8H1k2P6vzGQ204OsIo63/t9jApShGz4851zmzPrsAPBjGQmILsnjQtNO43f9NJLI1YUunnOwGf97hcNiy162vr0fXdUvwpZQ2zlPicoX7W+HMOXiJpqUfMGRyE6NS9IMYxxS9EGIGsB4w1z1+HvgPIcRiKWXt+I0skZwUeDvYvWhFo1FqamoIBAKsWbMm4Q7aKYMap/Y1+MYmHA6zf/9+DMOw7SOfbD/ZjsMOUkqampqora3l3HPP5ejRo461gQ03Fr/fbwlA3g+/gCvUOyDMps+LAIRG57/8L1oycTfRNN5+/7186PV/xHVyf2LRHYAM4/+vG+j77O/BofNyBKMHX+ejSKYiaGfgrkYnUvQ5wBnBjUXuLmBAoKR0o2mHhw5plIxuvF4vM2bMsG5yI5EIHR0dtLe3E4lE2LlzJyUlJZbo5+fnD/kOSqlhpXOsxzKbf0+nwM6sOVACH8fYCvzjIvZl2AV8FZgPNEspowBSSimEqAfKASXw44kZYaYSELMYbdasWUld3ZzuqXeitczEzDiYS9KmI5bZRvDpCnM0GmX//v2Ew2HrRsRcwCRb7IzF8z/bcVXujImxi4HrtwEIwaHr/5WjnRL3W28lpPSHTHNoLvr+30sUfHs5ItQ5IO79Yu9qeBNX5a/QV9tfU320EXorGB0gJVIUxXrf0UCbhnTHWvyciOANY2F/pXkI8AJRIIJhrE6yrZFVRbxdPB4P06ZNo6ysjNOnT7N+/XrLT//AgQMEg8EEwS8oKEDX3Xi9fUipI6XWn8nLI93590xWr5NSOtoa6ARm5iMel8sl+p8bXY9oZ5KnhUKIhrjf75dS3j9om/dKKeuFEB7gX4jNu3/dkaP3I4TwE3vLQk7u94wUeLMXfriiG8MwqK2tpaWlJWUxmlM45WYnpaS6upr29vaMfOSdGovdv22zt33evHksWLDAek+dMv9JOZZTzfj+/faB383IHUBC+Lo7mX3VzcwG+vr6CAQCtLS0UFNTg8fjscTe+o7kFdF347PkP/IRwIhfEhyQ+F+4nZ6lfwW+idHu5Op7HWF0AAbI/spCrYSob2BhGScieCmnEw5vxeP5IZrWBehIWYhhDJ0ycmZKwD5mxsDtdjN16lSmTo3VBOi6TmdnJ+3t7dTU1JCfD8uWTQXceDwuNE0SieQRjaZfZJtuixyMzuJCmWCKuqZp1oI6g55P+IMTQohRF/vM6ZZSzhtpAyllff+/ESHE94Ea4DgwWwjhllJG+6P7cqDezkGFEBcBHwe2AOcS6x1FCNELVAM7gBeklK9kclImOSnwqVLEI0XeXV1dVFZWUlZWZrVljQVOpOi7uroIh8Nompaxjzw4axM7HPG97cPdRI1FBJ/39b+FaH+vskFMkPvvbfQ17yN8zZcHth1UxDVY8MPhMLW1tZSVLWHWhs/g2/1Y/yCwhF6E2/C++n3CH74r63PLGhnBG3gQgxlotGJVFcow4dIvDmzmkOBGo5vxeB7HMDxA7AbH5/t3+vrOQcoBD4mx9qIf7ngul8vqugCJ399GNBohFIrS3d3bn5Ho4cSJNkpLSykqKrI97nRT9Ob6EOON+V0QQnDgwAH+/Oc/U1VVRWtrq9W18IMf/OBLwEGgSkp5eFTEfYysaoUQBYBHShnof+jTwB4pZYsQ4h3gWmLFdVcADSPNv/dnAG4GbgMWAG3AO8CTQDuxK0UZcHb/fm8VQhwDvgc8KqUc3lRhGMb/GzMOJOuFNwWnoaGBFStWWHfxdnDiAphNij7eJtf0kc9mPE5lE4ZjcG97sgvXWHjRu//4PK7qtxOzq/2nLQuK6fvmf404Xx4v+IZhsGPHDvLz8zl58iQ1c67kon0v4okEhkTx3p0PEam4CVk4zgY4RidCb+lPzxeC5kHiQeBFusutzZwSeLf7bWLFaXOtx4Q4hcu1m2j0soTjjaXA202Xa5qB2+3B7fYC+YCBYUQ5eTLMsWPH6OrqIj8/P8FedzgRTzdFbxbYjXcUL6XkwQcfZPv27dTV1WEYBlOnTrXOpaenB+BOYr7EjUKI/wVeBCqdTj+PUZvcTOB5IYRpVH0EMNthbga2CyG+BnQC16fYVy2x+anHgGeklO+MtLEQYh1wFfA14EvEbgrS4owU+MERfE9Pj2WBWlFRkZZBhimG2Ub6mUbwplh6PB4qKirYuXNn1uMZTYFvbW2lqqoqobc9GaO+mlxXAP+9n000qgGrLa7vvl9Cvv2WJDOqmTNnDnPmzIk5r+U/QMkvb0BII7F1Tu/F89I/E7784cxOyiHcPX9CGF3EHOy0/gxGEXr+exK2c0rgpRzwah80koTfxnq5WHsZA4Gue9C0SH+hHf1tcnmUl8+y3Pa6u7sJBAI0NDTQ2dmJ3+9PmMYx/y4zcbEbLx968/Pfs2cP73//+5k6dSof/vCH+eIXv8jChQutG12IZbXWrVv3aWApUEEs4r0G+IUQ4lEp5fFxOYkMkVIeAdYM89xBYudol3uA7XZvdKSUu4HdQoh/IvXNQ1JyUuDtLhkrpeT48ePU1dXZbiEbbl9OCHy6onry5EkOHDjA4sWLmTNnDkIIR244RiNFbxgGNTU1tLW12eptH+kzTPfin+xc/P/2BQj1JbrV9e82/NfXYqwYoWLeBkII3Gsux9j1Q1yNbyb0xYPEVfkse6d/lII5SyzntTEtoJISb+d/YLhmoOmtxNTdQMggobKvDNrUGYHX9c3Ak/297+5++9sSdH1TwnZjHcHbE3iJrntwuUJoWmzpW8PwEA4PfI+FEJa97vz58xPc9pqbmzlw4ABer5fS0tKkc9cjMZ42teY48/Ly+Kd/+ieuvfZaCgsLh73hkFL+Dvgd8O9CiDnAJ4FbiaWe/1YI4ZJSZp9gn3xOdguAy4UQ+4BqswI/FVLKMLGe+7TJSYFPhcvloq+vjyNHjuByuaioqMh4gRinot10UvTRaJQDBw7Q3d3Nhg0bEv7QRqufPl3i/ezN3vYpU6bYrg1wYsEacz+D0Sp34f6/F2K/mBXz/fVlsngK4du/n/Vx+w9O6PIHyX/kQjASVxJzGWHWNj3NsYV309zcTHV1teWtnkrwnbn50hHR42CEkPhA8yO1PITUkZ7EXn3nIvjpBIN34ffficvViJQ+pCxA06rQ9S3WdhMxgne7e/F6u/qd6wAMIhF/f1YiOcnc9sy6DXPFvK6urgQ//eGuQxNhJblly5axdOnSpJ9N/HdSi72ZIvawbAK+L4T4MbCqf9vspXlyLhf7eWJ9ohKICiFqgEpgX/+/lVLKo04e8IwTeNPS8uDBgyxbtozZs2dndTFxqlXOborerDqfM2cO55577pALk1Pi7NQ+Tpw4YfW2p7OErpMX+ARBjITJ+9p15kLeA4Y2OiAEwa//FDzOrQZozFhGZMXH8VQ+hzUf0B/F+2p/x7yL72Hu3BXWcWC/XgAAIABJREFUxb+9vZ2mpiZL8JOld53A3f2/CL2LmAOnC4xekAXo+ReBSDx/J6vaNe0I4EHXzyN2V9WDz/cIvb3nYRbeTbwIXuLx9PQb3JjpeR2Ppxddty+6Qgjy8/PJz89HSkk4HGb27NkEAgHLXdFcMMn8Mb0ruru7HeuBP3ToEFu3brWWXd6+fTsrVqywfQ6RSASPx8OLL77IH//4R+6++26Ki4utbaSUQy4eUsoe4A1HTmCSIqUsEkIsAFbE/WwGrja3EbG01n76BR/Yl00l/Rkl8KbxS09PDwsWLLCWR80GpwQ+VQRvGAZHjhyhubmZVatWUVpamnQ7pyJ4J7zkKysriUQiaZnsxL9+uDGYj9sRncHbeB97ANHaHNNajYEoQEC04kPoGz+Q1jjtEP7QP+Op/g1EgwmpehEN4n3524Q+8UjCxd+M9sz07mDBH65tMx08gUcxxHQ0eQqIFefG0vNfHbKtkwLvcu0BfAzMjRQAp9G0oxjGSmB8IviRb55M85+BbQYWnMkMc1ov3mwJBhZMCgQClhfEL37xi7Qq9FNx8803c9NNN7Ft2zaee+45tm3bxltvvWX79WaN0jvvvMOLL77Il7/8ZYqLi4fcKAkh3EAp0Cul7HVk8PFMwvXg+yP0o8D/CCE2ABcDPwT+REyPNwCfISb85gUw4zv7sbtNHkOSXRxaWlrYuXMnU6ZMYe7cuY5FQ05G8MMJc29vL7t27SIYDFJRUTGsuKfajxNjsUMgEKCvr4/CwkLWr1+fkef3aFTRi5YmvD/9Lhj9+zWw/oSkN4/gN3/qyPGGHL90PpG1nwFN658OELG/PM3AfeBF6D095DVmetdc8e+CCy5g2bJleL1empqaCIVCvPPOOxw5coT29vb0voNSokWOoEVbwZBIijC0ciTTke5ZSTZ3TuBjFfTx3T5RwEjwo58obXIDCAzDixA6Ziuhphlp+8/bOaa5YNLSpUvZtGkT69atY9OmTdTW1vLKK6+wePFitm7dyrPPPpvRcVtaWnj77be59tprAbjiiis4fvw4tbX2zNdOnTrFn/70JwArA2HWLpnn0y/sEGv5+jKxfm+E03dtugM/48vDwNNSys9JKZ+RUv6XlPKLxPrp/xU4BfxtNgfI+Qg+fr7aLO46evSooxazTswVa5pmLYNqEm/fumzZMmuVtNEeT6biGt/bnpeXl7aDnhNjGHY/UuL7+k0QCg3MuZuLyiAI/8M3oTD7yHg4wu/7RzzvPgF6EISZqheIaDfe175L+K/uTXke5nzu7NmzefPNN1m6dCnt7e1WxXZeXp6V0h+pRcvd/RtEtAMIg3Qh9E4wQuj57wOtbMj2TkbUkcgluFyvI8RJYkJvEI1+KKEPfqyNblK3rAkikQJ8vkh/Fb1A171Eo5kXvem6buvG1+PxcM0116DrOitWrODOO+/k9ddfJxAIpHxtMo4fP87s2bOt1lQhBOXl5dTX17N48eJhX2d+JrW1tXzhC1+grq4OTdMoLi7mu9/9Lu9973tZuHChuZSvWTwWBa4k9tf2C2KRqK3CspRMzjn4wawkSfFcf7bjDiHEEuCjwFOZHiCnBb6trc1a9zx+vtrtdtPX15fi1fYYrRR9OBymqqqKaDTKpk2bbC9JO14RfCgUYu/evVZv+65du8Z9ydl4XK+9hPud1wYeiFsC1ihfTOSqmxw7VjJk4QzCa7bhfaf/71kDM33gqfw54Q98A9z2HdHiBd9cH72npyehRSte8EtKSqzvvyfwBIY2DSHbEDIICISMEp5ye9K+f6cj+FDo/+H3340QIaTMx+WqQtMOYxiLgIkXwWtaCJ+vA5D9RXYa4XAxUmaeBcykTa6goICSkhIuueSSjI+bKebnv27dOn74wx/y5ptv8tBDD3Hs2DEeeughHnjgAWbPns3KlSt5+umn7wLeJebQVkLM9AYGUs6KGAeIpeh/MszzvwPuzuYAOSnwhmFw4MABTp8+zfnnn59QAALOe8g7XWR3+vRp9u/fT3l5OWedddaY+shnso/43vb4dr2xXrBm2P1EI/j/+bMDhXXxve+am757H4ulz0eZ8Pu+jPcvPwMjrg1WaIhwB563f0Rk86229pNMcIUQFBYWUlhYmCD4ZoRfVVUVM2EpKWJ5tBqXcaL/hV4M90yEjCZNzw93vGzweH4P+DGMef1jb8Pr/SnB4L8QM8KZSEV2Eq+3k5i4m1FvFLe7h0hk+Kmy7I45FKeWip0/fz7Nzc1Eo1HcbjdSSurr6ykvL0/9YmIZhU2bNrFp0yZef/11Zs2axS233MKpU6d45513qKysBPiH/s2LiVmuvt7/u7Oz5pNwDn4Q9xHzB/gWcI+UMjjo+TXEjHEyJicFvrOzEyEEFRUVw1pQTjSBN/dj3pgMXrnOLmOZoh+ptz1bgXYygp/2439DnG5NXPwFQELk0k8jl6x05DgpKZhOZOUn8ex7MjYITYI0QAi8b/0HkU2fB+GMsMULvtmT3dPTg37ySWQkgCEMJG40EUJEGtALPoB0JzceclrgXa5qpIyvui5B044BfUD+hGqTE8JACD0hWpdSw+WKEEnbOHSAdCP47u5uW1N0qZgxYwZr167lySefZNu2bTz//PPMmzfPVnr+mWeeIRwOc+GFF7JgwQIef/xxQqFQQgDV2NjIvHnzPg2cQywl/1spZUP/fpyN4Cd5il5K+XS/T8C/An8vhHicmHUtwAeAbcBvsjlGTgp8WVnZiKYQTgq8U3PwoVCIlpYW5s6dO+yNyViNR9M0IimuXql627NttRtJ4NMRf19TPaW//rlls27Nu4uYHW3oi1llwNImdOGX8VQ9AzI0MB6hIfpace97iuiqa1LuIxPBNQXf3/ZntEgxQrjQZA9SCgxDsKfxPQRPvWt5r8dXbTst8IYxG007gZRmcNKLlGXEquvHp01uOJ/3mGtdv0lC/52hEAa6nv4CM/GkK/C9vb2OGd08+uijbNu2jXvuuYfi4mJ+9rOfjbi92WXwn//5n/zhD3+wvBo2btzI2rVrWbJkCcuXL2fJkiVmB8irwKuODDbHkVI+IIR4mZi9798T80A2eYmYHW7G5KTA23Wyc4Js92WmyI4cOUJBQQHLli3Lajyj3QcfX/g3Um/7RIngz7rvS4hodGARGXOddiEI3vEAFGWeZs2IsgVEF30Q9+Hfxea7RWztdYTA+8Z3iK789Ij+91mhd6H1vYumnyQWXAmkaybC7Wb5movpCs+kvb3d8lUvKCigtLSUcDjsaD1EJPIpfL4HEKKFWKGdi1Do7zC7gSZSBA+CcLgQr7ff0hcAjUgku570TFL0ThndLF26lJ07d9re3rwRef7556murmb37t28/fbbVFdXU1VVRUdHBwUFBZSXl3Puuedy//33fwaoA5qBxiSpZ2eY/Cl6AKSU7wJXCSG8wCJiIn9MSnkq233npMCnwlwu1ql9hUKZraEQCoWorKzE5XKxevVqjh49mvV4RrMPPtm67enuwy5OCLz7qf/Ef/RQTNAHLQOrr1iPfvGVWe0/U0Jbvor76Msg+ws9RaysX+tqwHXkd+iLPjLi6zONqD2B58GIMNBCIND0JqL5l4J3EUW+mNVqvK96e3s7vb29VFZWUlRUZBXtZdOXrevnEwrdgM/3CEJEkNKL270bXV9HbG5+7Ivsho+mJULoGLGZFHTdRzSaXYEdZBbBOzEHnw2FhYVs2LCB9evX85nPfIbm5mY+8YlPIIRg0aJFBINBXnjhBYgtptIEvA2cFkJ8VUrZ6uhgcqOKPoF+S9pqJ/d5xgr8eEfwLS0tVFdXs2jRIubOnUtPT49j7XajUWTX3t7O3jffZPbs2axYtQp3ihYfJwQ6qxuElhP47/lqYkGdGcG73ATv/fHoRcopkLPOQ5+1GteJt/p11gAZ67H2vvEd+hZePCpjc3X/AWEEkbgR6CBcSIqJlF475HjxvuptbW0sWrQIKaVlwNL9/7P35vFx1fX+//NzzsxkJstkbZt0S9rSltKNbrQF2RX0Km6IcOUCAl9Qf6Iil8vFCyi/KwpfF8SrgBdUxAtiBTfE7SJuSFtbsDRtkzRp0iVp0qbJTPbJLOd8vn+cOSczySSZ5Uw2+no85pHlzHw+n3Nm5rw+7+317usjPz/fctfm5+enQMoRnM4XgXx0fQGgo6pv4HC8TCRyxYSXyY21oXA6u3A4BpBSQQiJwxFA0zwTTvBmFv1UgFnB8dRTTzFnzhz+8z//k9WrVxOJRGhububss8/+D4x2p+/F6LL2+awsZAYQvBBiJUYyXYihFrsZZHfE4y1J8InaxaaLVAl1NB15O/rBp7Oe0dD9+uv89b778P3tb2hdXQgpUTC+rQ0YNqDD6cRTVUX5lVey8JOfxBXjrs80Bp+RB0BK3J/8F6PmfXgzGQnBT9yFXLA47bVlDCEInXc3nl9eC1pU4EtxGAI0nTWox3egzT931JenFYMPHUPt243Q+0E4o9fDgXQWo7uXj/laMyael5eH1+tl4cKF6LpuWfiHDx9OifCFaEVROpFyFtEdF1Lm4nC8QSRyRfQ5k0/wQmg4HAHMLnhSDmXQh0KZxeBT9VJMJYI31/7kk09y2223cd55Q30ESkpKkFI+FG0T+zTwBHBistY6lSGE+DTwMPF3KVOjvtp8SCl/m+4cM5Lgp2oMvru7m3379lFeXj5CRz6TfvCxyITgBzs7ee2Tn6TtxRdRdB0HQ588Nfq7EvO7CIcZbGjg6EMP0fzQQziKiqi8804W3H67LXK3iV6fzI3f+dRjqG/uGoq7x4ja6BULCH/s3zJalx3QKi9CL6pE8R3EyPgzQkZCG8S56+tjEnw6cHS9aFihOKLeAkAOoHk2IV1VY7420YbCFDnxer1UVlaOSvixLv2hMQoYipuYpWdhdH2kyM5EYHShm5Hfo0wlamPnnKwku0xhXquioiJaW1sB4zOiaRpCCBwOh1NKuVcI8XPgZuAHwGmp2pG4CyNr/nqMZJQzgbXAGmA9Rhc+85abFmYkwcPYLmI7+50nQ/BSSpqammhtbWXVqlUUF4+8kdmpiDdeBvxw9Le18cqHP0zH7t04iCFwc0zixd+GWm4M/S4AurpovvdeWu67D/Vd7yLyyCNQUpLWeaTr4hd1B8j5v/cNxehUhm4EisLgw0/DRLZlHQ2KSmjzneS8/ClEJHrvU52ga6htf0c5dQB9VuIGIClb8FLi6HrJkKYVKqAh1XykyCPifX8SLx9/vkSE39vbS1dXF01NTVa7UzNL3+E4H6fzz4AbKY32q+HwO5M/JxsxmjUtpQNdd0TbwxqfGSF0IhFPxnOm+h5OJYI3ceutt3LPPfdwxRVX8O53v9uqRIhxMR8FVhCvTWwPZkYM3gv8/1LKuujfjcCvzYNCCDeG2l3amJFa9OPB3presS1vU0d+YGCArVu3JiR3c5yJdtFrwSD/e+21PLdoEad27yaZqzL8OWZSusrQxkCVEvGb33B02TKO3nEHMo2C4bQIPjBA7vXvg0hkKPauYbY6J/yhG9DXbkx5LdlCZOkVyNzZRvxbVUCGQdERkX5cu79q2zxq3w7E4DGMd8gB0m1sKoQbPX/8vvfphAQURaGwsJDKykrOPvtstm7dSlVVFbqu09jYyF/+soQjR9YTCnUDnej6LCbrdjS6u1wQChWj6w6E0BBCIxLJIxLJ3FWe6vWczH7wo+GWW27hiiuu4F/+5V+47bbb+Otf/8qJEycQQswSQmwA/g/gtzOmPMPwN2DBaAellINSytczmeAtSfAm7Cj9GSt23trayu7du6msrGT16tWj1tpC5jHr2PUkM86hn/+cJ8vKOPzTnyYkdrNsHIZ6sshh/zcR0yDNsuhNq77jscd4s6yMzmefTek8RrsBhsNhDh06REtLC319fUPvoZR4brwKcap95EIlyFkVBO9/OKU1ZB0ON+GNn0KqbkAaIjeqA4REPfZHRNfhhC9LlXDVrt8gNJ/hmpcDGAaVIFL4XqSjbNzX25H0ZhJ+VVUVZ599Nlu2rGPu3EakdNHdPYu+vqNEIl+itXUPuq7bWpY3HkaPwUdwOnuikrqSUKiAcLiQkdvc1JDquZktrpOVq54oFBYW8q1vfYuPfexjbNu2jQ996EO8//3vB3gBQ2Z1E/CNrC1g+jebuQe4UQhRMe4z08SMJfjxbkh21VknsrzD4TB79+7l+PHjbN682WoFOd567MB4BB8JBvnZe97Db//5n9ETWNax3Bg1fIGR34tEJB/7gBirPhjk+M03U3vmmQQPJyat4Ui04enu7mbnzp04HA4ikQj19fVs376d/fv3E/rX21B3vBq/sOiJSKESePInU8M1PwzhFR8Gt9ew4hVpxOIVidD6cO1+KOPxRbgDR9eLCD2ClG6QbtAFulqOVnBxUmNkI6vd6azB5QrgdC7A651NQUElbjd4PNVomsb27duprq6mubk5fiOXBSQmeInL5UNVB6wkO5erC0XJvKQ71fi7iYksHUwGmqZRUVHBl770JV544QU+85nPsGjRIoA+4PfAJ6SUX8vaAnQbHpOLbwA+YI8Q4uPZIPoZG4MfD2YtvMuVkdTvCII3G9ykoyNvB8Yi+Pbqan580UXIgYG4rA0zDy32VSbBe5csofLqq1n4gQ9QsHQpistFyOeje+dOTvz4x3T94Q/oXV0jVGBjf5pz6UeO0LhiBUUf/Sjljz6KMsZNLva6SSk5evQozc3NrFmzBo/Hg5SSRYsWoWka2je/RslP/mdkxrx53td/gryVa0eda1KRU0ho3Sdw7XoQIUMgHFbZnOPIbwn1tiAL5se9JBXCVbt/i9B6AYmQA4DTsOQdxWj5ySXyZadsTSOeswUOh0ppaSEej4dNmzbR09OD3++noaGBgYEBvF6vlaWfl5dn25oSEbwQYRQliK47MTPoQeJwDBAKZRaDTzWDfqLLBpOFuUlRVZULL7yQCy+8EF3X+fGPf/w+s6OcEELYLlFrYvIt8EwhgblAKUbr2EeFECeAvbEPKWXatfFvaYK3swucrus0NDTQ0dGRto48ZP5lHo3gd37967x2zz0W4cZa6THqrQbZ5+ZSevPNvOsrX0m4FndZGe73vIc573kPAJG+PhrvuAPfs88iNc2y4mNd9bF/9//gBxz+yU+Y89RT5L/vfQnPw/SwhMNh9u3bhxCCLVu24HQ6CYfDlkWX870ncH/1S/FqojGd4nxLV1D7zg+wsL2doqKijDd02UB41Q243vwvCIVBRAWYhEBEenHt/hLBSx5Pb2A9jLP9+witFylyEDIIUkOqhYRLrgUluWuRDYLR9bOAHITwI2UhQvQhpUootBohOlEUhaKiIoqKiqLP1y3Cr6+vJxAI4PV6rSz9TAh/bKGb4cicq1K14AcHB8nJyZlSJN/e3s43v/lNLrnkEpYuXWo1q4lWz1gqYlkj9xkAKeXFAEKIcmB19LEm+vMzQDR2dzqLPmXYVQtvZq3v3LmT4uJitmzZkpb7zRzLboLXwmGevfxyTmzfbn1KhoWnrTw0h9PJBU88wbz3vpf9+/cnvQ5Hfj7Ln3gC/fHHaX3oIU4++KCR6MZIcreM7IEB2q++Gt+yZZT/4he4FsfXpQshCAQC7Nixg8rKypG95aXE9YV7cX3nW0Pkbu5YohPL4lLavvFd3Aj8fj9NTU0oimJlchcVFY2ZFzFh8JQSWvsxct74WvTrHN2lSA1H0y8Jbvx38FZZT0/2M6L2/g0l2AzoRltY4TYS+YSTSNHlSS8vGwQvZRHB4KdwuZ5GUY4gpYdw+H1o2jwUxT/i+bGEb3puenp66OrqGkH4xcXF5ObmJr3mRNK4UjrRdReKEopa8TpCSFsS7MbvPx+P/v5+22RqM4X5WTh16hQPPvgg3/rWtygvL2fJkiWsXLmSNWvWcMMNN2zGULJriyV7exfCVHCx2wIp5QkMrYCXzf8JIRRgGRlm0U+Bu1t2MBG18FJKWlpaCAaDrFq1alRd9mRhrimTWFsswXcdPcqTmzejxbjQE/AgAlh+3XVc+vjjKA4HgUAgrZinoqrMv+ce5t11F9U33YR8/vn4zqzD5lQA6us5edZZuM49l5Knn8YZ7XzW2dlJR0cHGzdupLCwMH4in4/cK/4JtfbASHI3B3flMPCT3+LIKyA/HKaqqgowrCG/3097ezv19fW4XC6LFAoLC9PenGWK8OpbcVU/hoj0gIy+O4oDoQ+Qs+s/Cb79+6kNKCXOtv9CRLqQitNw/8t+UNxEvG9H5lSlMFR2XMS6Ph8pC6Kd5QRO5+9xuUIIsWjc16qqar1vsYTv9/s5ePAggUCAwsJCy6U/FuEnbm4jCIVKcTq7UNXBqHehCF3PPNEtNY/B1MqgN6/hkiVL2L59O4cPH2bXrl3s2bOH5557jv/+7/8G+DmwC2gWQvxBSvnLrCxmmrvohRC/whCz2Rd91ElpiFRIKXWMfvF1o48wPmYswY+HTAk+GAxaVq7L5cqY3MFemdnaX/2KF66+GkXX4yz3WMVWAGdBAVe98gqz16yxbR3C6STvC19Auf12Ip/4BOHq6vjjxAvnCEBu345v6VLUJUs4dd11DJx/PhUVFXHkLjs7EZ/9LHkvPG8kpFkHiCd3VSXw1E+Qy86E48fjNitut5uKigoqKiqQUhIIBPD7/bS2tlJbW4vH47GIw+v1Tlxik6eU0NrbyPnHQ9HdT1S+Vkicx14k3LkPvXS1cbrJ1KX3vYHauwdkBKFrGJ3adKT0ECn955SWli2Cdzh2oCjHkLIC46RDuN1/xO2+KuWxYgkfiCP8uro6BgcHKSwstDw341n4hmKdH0UZRNNUIpFCdN0eKzodmdqpYsGbcLvdbNmyhS1btnDNNddw8uRJjhw5wr59+7j11lv3Y8jUAhQBvxRCOLJmzU9fVACXMuSKDwshDhJP+vvMdrvp4DTBpwFTR37x4sXMnz+fv/zlL7aVEmXqVVAUhb2PPMLR558f4ZIfJurGwn/6J97/wgsJW71mGjoTQqCWlbF41y56fvUr2q6/HgJGc5XhGfcm2QPQ2Mic+++nAhA5OQRKSlB1HcXvxxEK4TQHMKHHvFgCqkLgO0+hXXCxtY6x1pibm0tubq7Z5pL+/n78fj/Hjh2zOqrFtlDNZhw0vPb/w7X/cUTED1JG3ywBMkzO9n8l8J7fY2rGj7kOKXE1f8WIvSsuw3onAMKB7l6GVnDe6K8dBdk4b0U5ArgYekNdSAlud1fGYyci/O7ubrq6uqirq7P6mBcXF1tleUPnKHG52hHCELhRFA2Xq4NgcA5Sjt2DIRmk6qUbGBiYMjK1sQiHw6iqiqIolJeXU15ezpYtW7j11ls/AHwNQ8jlHoCskPs0t+CllBujrnhTwe5sjNLCq4HYvtGnY/DDkYyLPtWOcpqmcfDgQbq7u9m4caP1pTMJMdObYKZyteFAgO9fcgmnqqvjyD02kU5i8Ma7f/ADzrrmmoTj2N2RznvFFeR3dND+iU/Q/8MfWs8ZXlYXS/YqoAaDqG1tIzcB5omZJ2U1kVEJfPeHaO++Im4tyW5WzJ7p+fn5LIiGCnp7e634fX9/f9px3qTgKjCs+D0PRBcUfceEQD21G7XxJ2hnXD3u+Sjdr+Lo/iugIbRIVL3OgVSchCtuszYJkw1dr0JV32DozQwBknC41Pa5VFWlpKSEkqiyokn4fr+fSCTCjh07LJf+rFl5uN1hpDQz6BWECKOq/UQimRN8Oi76qUjwTqcTML5f5r00EokgpewXQjwLPIhBXseykk0/A2LwUVd8TfTxHIAQYjbw30AZkGJsLh4zluDHQ6oWvKkjP2fOHDZv3jxCRz7T2DlkRqyt+/fz+PnnIwOBuERyMIhRw7iF5ni93Lx7N0WVlVlZh4nhXgBFVSl/4gnC995L2/veh6w1Kj9iqSZRQp4Y9hwgoTtCuj0EfvkS+sZNI9aRyTkMl18dHuc1Y7xFRUW21GqH19yG8+D3UQKmV25oF+P++10MzL0Y8Ix+XrpOzuF7QR8ElBhXP0jXIiLF/5TxGu1CJLIVVX0dRTmGEBIpBf39FxMOZ1+T3iT8wsJC2tvbOeeccyzCb2o6QWWliq47ycnJIScnB6cThLCHn6ZzJznTkNmzZw+1tbWcf/75LFiwwCJ78yeG7KoALgf+l6Hb0GmMAylluxDiQxh5DBmRymmCHwdSSg4fPkxLSwurV69OKDVrjhXz4U4L6broX37oIV6+/35LWAZGqtAJYP6WLdzwv/+LOk6pmF0u+kTn4ly4kIV79tD/yiv4r78e2dkZ/7oxxjR5XY39Q4C2ahWBX/0aRpEBtstwSJTJbZLC8ePHCYVC1NbWWhZ+zjgtdRPC4Sa0/m7c2z8bzXiX0V2ORES6yPnrzcit/zP6y1u+jdq3L2r9a9GdngOESmjevxt19lMGeQSDn8blehaHYw+Gu15DVScuVGvWpMdb+DouVyuRyCADA2GCwX4UBU6c6CUnJ0hxcTFutzvtzeN0JnjT+/Db3/6We++9l6qqKhYuXMjKlStZt24dK1as4G1ve9t84O0YbudXsrKQmaFFPyqklJoQ4nmMcrnvpTvOVPq224rxvnzJlMkFAgGqq6vxeDyce+65o5ZU2dUoJlUXfV9nJ49cdBH+hoYRiXQwZLUL4G3/9m+844tfTGpcuwh+tDGklLQvXkzLj3/MitZW9Lvvhra2hDK4MFJdD6Ln6Mkl+PWvo33kI6O6nbMZM48lhcWLF/Paa68xa9YsK4av67pF9sXFxUlvACPLrkOr+x6qb69hgUP0hCWOU6+SX/s1RN7VI14neuvIOfJljBI7osp4AoSG7j6TSFlizYHJhMPxd1R1H7peCijk5r5KRUUnRovs7COx6IxCODwbp9NPUVEQKb0Eg/l4vRErITMUClmbvVQJfzq3ijU3JjfeeCPLly9n//797Nq1i1deeYUXX3zRvEf+L3BFnMxNAAAgAElEQVQGcISh0i/76+GnuYteCPFfwJsYSXX7pZTDZRI9wJJM5pixBD8eVFUlFAqNerytrY36+nqWLVtGRcXYCoKT0SjmlUce4Zd3323Fq4eToHX7UFWu/elPWfbOie3UNVq72FAoxL59+1BVla1btxo3hKuvJlxXR/9996H/4Q8QDTOYt0vTt2duXrR589A++1nkzTcnJT87UVobQgjKysooKzP03UOhEH6/H5/Pl1oNvhAE3/ZtPL++DCH7h+IWAhA63qZvM2euiqGHEcVgK7lvXoHQBoaeqytRS95JsOqL0Vj81ILD8Wq0TM4gsEikhMLCGmAQI7k4u0gcD9dQ1X5AIxLJRdO8gIvSUigtLY2uMxLnvQmHw3HhGo9ndLU7TdNSElyaikl2FRUVXHnllVx55ZX4fD5aWlpoaGjgwIEDfOELX9gB/An4kZTyNbBizfZi+lvw/wzcRvS2LYQ4hKFeVwvkAp8ADmQywVua4BORcjgcpra2lsHBQc4555wxv6jjjZUqknHRH92zh2+/730E2ttHuLNjrVsJ5M2ezad27sQ7d27Ga0sViSx4v9/Pvn37WLRoEfPnz4+zeJxnnknR888DoPt8dP3yl/T/7W/MBlAUxLx5sHUrnH8+mtOZUJxktHVMFlwuF3PmzGHOnDlAajX4eulqwmfdiqvmmyD0ESS/uP0bhHccI7jpMZTOV/HU3IyQ3fF1kMLY6kWKLkUruSStc8j+5ii2aNMoHhBRb8VEYKQ1LXG5TqIoQUBFUYKo6gDB4Fxib5cOh4PS0tI4wu/q6qKrq4uWlhYikYhVlmda+CbS6QVvzjOVYMbjTS/WmjVruPLKK/n85z9/82SvbTpASjkrqj+/JvpYi7Frfz/gxLDsb8lkjtMEHwNTR37BggWsXr06eb1vm2VvE+HEoUM8evXVtB84MCLWbrU7Z8gtf9a73831zz8/aQ0qYpvFmHkMra2tnH322Xi93jFfq5SUIN/7Xnzr17Ng7UgNed3I1E36/ZkqapnJ1uCXlJRQUFBAaP29qG1/RO3eOzIDUYCz7ac4f/NTI3TtYGhnZ4n/CKSjkODS9Pt9ZFsHPRLZisv1a3TdqJNwOHz4fMvxejPvuZ4MhhO8ogyiKEGkNMv3HAgRRFX70bTCUcdxOBxx3huT8P1+v0X4pks/FAql7KJfsGDUrqJZw9/+9jcefvhhPvzhD3P11VeP+BwM7xdhPhwOh9V+ImtStTMkBi+lbAPaMJrzACCMC6vaUVo4Ywk+lTI5Xdc5dOgQ7e3tCQnoD7//PXfdfjvNR48ipMSpqng8HmaXlbF48WLKFyzgwre/nYsvv5z8NDXoYaSLXkrJ3557jufvvZee1lYcMKpojZlMpwjBmjvv5Lok4+1jIZObu+miD4VCVFdX43Q62bJlS9LSsHZ1+5tK+t2xGKsG/+jRo/T29pKfn8+s5V/jjDevRtF8w6x4SJhVGWfBOxhc+g2ke/7w6ZNG9gn+EoQI4nC8CvQTCFTR2XkJ4+wBbcNwghciVjGJYf9PHsMJPxwOWy79jo4OfD4fnZ2dlkt/rFawk6Fk953vfIf/+I//oKuri/POOw9N08Ztd21+Tkw1tqxjmsfgR0N0U2RLpumMJfjxYFrd/f39VFdXU1hYyNatW0e4zl7ftYuPfPCDRhkcUSMpEmGwt5fjvb0cP3wYBfj5D35g1Wq7c3KomDuXM1evZv3b3samCy5g0YoVSWVVtx46xJ++8x12/vSn+A8fRmXoXj4kw5E4ma60spLP/vWv/KM27eZDFjLVxTe15Hfu3JnQJZ/M6+3a/E8VC34sDK/B13Wdvr4+I6wx9z9Z2XInDjEYn5gQK/BjlhdYHwyV0Lxb0Mo/mNG6st/JzImmnYmqvo4QCjk5bVRUvAQsxozLZxPDy1t13fyOahgXVI/+P7N8AKfTaRF+MBikvLwcKSVdXV1WQmasSz/2XjEwMJAWwd9///08+uijzJs3D4CVK1fy7LPPRs9H5zOf+Qy/+c1vEEJw++23c9ttt1nHHnjgAfx+P/PmzSMnJ2dUcjetdtMwEULgcDhiP5mnG86MAyHEBgy9gBBQI6XMKO4ei7cswSuKQn9/P6+//jpnnXXWqFKz33v8cbRoh7TY+mxzG2CJssQc04JBjh8+TOvhw/zlxRfjxFucQqA6HDidTpyqitB1CIcR4TBCyrjxTK/rcGIfLr2uCMEVX/wib//XfzVuxrW1Gd+YTRd7Oi5+KSUnT57E5/OxefPmtDrr2UUqU9WCHw+Kolg1+FReT7CtEmX7NShm0p2J2NIDK5ytECq/ltDSBzNeR/YJPozL9QKgouvlhMN9eDxtqOqrRCLZTwwd/hmX0kEoVIbT6UOIICCIRIpt0aCPndPlcuH1eq37Tjgctlz6JuGHQiHq6+szyqK/9tpreeSRR0b8/5lnnqGmpob6+nq6u7tZt24dF198MStXruSZZ56xnrdkyRI+//nPEw6HOfvss+NyRkwpZyHEsGuYhYS6RJjmLnohRCmwDbiYmNu8EOIo8JCU8olM55ixBD/WTSkUCnHw4EGCwSDnn3/+mJZ1T2/v+HPF/BwuwRqnzIZxw9TDYcLhsNHBLeZ4bJg10T08ltit2vY1a/jMr39NQcwGxXT1Z9I4ZbQs+PEQDAaprq5GSsmsWbPSbpv7VrPgx4OsuJDAO17Fs/0alIH6YaIAWOQulRz6qz4HZ3zWFsW6bBO8EJ0I0YOuz47OJ9D1PFyu+kkhePObpWn5SKmgafnYfZtMlGTndDqZNWtWHOHv27ePXbt2sX37dt544w0uv/xyLrroIi677LKMk+62bdvGLbfcYpV6Xn311Tz33HM88MADbNu2jXvuuYfHHnuMV199FSkld955Jx6PB7fbTW5uLvn5+ZbyX0lJCWVlZcyZM4fS0lI+/vGPXwV0Ad1AH9AP9EkpO8dcVCqYGTH4bwKbMTLpX8NwWS0Fbga+I4TYKqW8MZMJZizBj4ZTp05RU1PDwoULCQaD47rNr7rmGl7+7W/RNS1hXq8Y42eCvKi4Y0rMz+HjDYf5eTaJvaC0lE/86Ecsv/DCEc+1i+BTre03kxQXL16M2+2mtbU17fmnWwx+IuaR3jMYuGwXwdonyT38bTx6G+hhQEE68ukrvIgj3lto9+XArl1W2VYqNfgj5swywRvd5FQM72ROtLPbILo+J2tzxiKe4CVO58loiZwBVQ0QCpUztgRTakgmi97pdLJ+/XqeeOIJ3vOe9/DAAw9w6tQp/vSnPzFv3jwuuOCCpOZ6/vnn+dOf/kRpaSn33XcfF198MQDHjh2jMkbNsqqqip07d1rHzj77bF5//XV+9atf8f3vf59Dhw6xevVqOjo6rByCw4cPEwwGE027LfozBPiBTqBRCPFj4GdSyoQvShnTPwb/buBhKeXjMf/bAfxQCPFh4EdCiO1SyifTnWBGE3wsSZg68l1dXWzYsAGPx0Nzc/O4Y7zvyit58x//4NsPPxzXsMwk5ljLOqW1jfL/RKIuZmgVIG/OHG567DHWvfvdo46dDanZsSClpKmpiba2NtatW0dBQQE+ny8jgj5twY8CRaGv/EM0KRewYvlyCPtByQFHHkIIFgGLGL0G35RnTTbZMfsu+jwikYtxOl9GSgWncwAp3UQi52dxziHEEryiBFDV/pgMeomiDKAoA+i6ffkA6QjdLFy4kPPPP58PfnAop2Lr1q00NDQkfM2ePXv4+Mc/zj333IPT6eS1117jAx/4ALt3744j9rGQk5PDhz70Idrb29m+fTtPPvkkwWCQQCBAIBCgr6+P3t5eK7TQ0dFBe3s7Dz744HeBUqAYo5tcEXARcAXwCSHEE6fj8oBBIQk7xUkpfyKEeAdGLfxpgh8LPT09VFdXM3v2bLZs2WK5n5MpbRNCcP+Xv8wdd99Nzf79HD18mMaDB2k6eJCjjY2caGkh0NNj1GUz5Jo3xWZG2wAMJ3LzNWYSdOzzhKKw6pJLuP7rX2fu8uVJrdmutrPjwXTJ5+TkxGXJZ7oGOy34mXgvEUKAokBOYlftaDX4J0+e5ODBg+Tk5MS1xR3Nosw+wUMkcim6Pgun8xU0rZ3BwZXk5aVfjZIKYslWCDNxOd4fN/R/e2CXVO2OHTuSHuO8885j3bp1vP7661RWVrJw4UKOHj3K1q1bAThy5AgLFy4ESHisqqoKj8eDx+OhqKhozLm+/OUv3woghHBgdJTzYriinwDuxyCszL+U099F/w8Mrf7RCHwnhhhO2pjRBG/WXzc3N7Nq1SqrkxSk7lL1er1sOfdctpx77ohjJ06cwOfz4c3L4+9//jM7//hHGvbu5URzM5H+/jgBGoV4Ihcxv5vHAHIKC1n5trfx4c99jqUbN6a0Vjv7yo+Fzs5ODhw4YLXNHf76qWLBzzSkc11Gq8E/fvw4NTU15ObmxrXFNUlvIggeNByOXShKJ1JCQUE1TqePYPAWDEGv7CE2lGV2jxsKhMmY/9s7Z6rtYtPJom9pabG+lw0NDbz55pusXm2oH1511VU8+eSTXHXVVXR3d7Nt2zZeeumlcY+ZMD+Dw38COBwOIQ1EAJ8wagydGNKEp2xLwpv+LvqvAi8JIT4PfDGBV2MNRv5C2pjRBL9nzx4URWHr1q2jxiDt6uMupWR+ZSXzb7iBK2+4Ie64ruv42ts5fOAAzYcO0dnaSl93N1owiMPpxFtczOz58yldsIABRcGTn8+aNWvSrn3NtoteSkljYyMnTpywXPKpvD7T+SdjnKmGTCskkqnBH67Ali0oSiOKcgxdryAS6UFRnOTkdKCqdWja+qzOHSsbq+tuIpECHI4eTILXtAJ03V7RnVRFmsLhcErStibuuece3njjDRwOB6qq8uijj7Js2TIArrvuOnbv3s3SpUsRQnDHHXdY5D/WMRPm+hOdRyxRRUVb3g78EGgC7kz5RGYopJS/EULcBfxf4OZoi916IAicB9wKPD7GEONiRhP8WWedNWYSnakcl0kymjnOWO5+RVEoKy+nrLycTZdemvA5/f39/OMf/8Ch61YYIV1k04IPBoPs3bsXj8czpnDNVHHRz0TYfV0S1eD39vZaJVt9fX3s27fPsvBzc3NtteqF6MP0ZRnkp0Qla3tsm2M0xFvTAk0rREpHdC050fI4ez0Y6Vy7dF7z9NNPj3rMJPxUj6UKKaUUQuzGyAz/tZSy3Z6BmQkueqSUXxNC/B24B2PzY95QIxg94f89k/FnNMF7PJ4xScYk5mwT/Hg4fvw4hw4doqqqilOnTmUsL5tqV7pESETwpkt+yZIllnjGaMimBT9ZgjlTCdl0myuKQmFhIYWFhZSWltLY2Mj8+fPx+/3U1dURDAbjRFmS6dcwFnR9QfR9MptphRECdH1h5icz7twmwUscDh8Ohz96RBAOl2E09LJ3vlTeu1Sfn22Y6xlvTUIIBYPfpZTyKPCU7YuZAQQPIKV8FXinEMKDUSYngUYp5UCmY89ogh8PdmrIpzNOJBKhpqaGYDDI5s2b0TSNEydOZLweu130UkpLynf9+vVJhQ5Ox+Czh4m8LkbZ2lAXPBjZSc3UWU+kwpbcHLMJhd6F0/l7nM5unE4X4fCl6PqibJxSHEyCV5RBHA4/uu7E7OrgcJxC1z3RrHp750sWAwMDtntMUkVdXR3XXnstTz31FGvWrIk7pmma9XlUVTVWrlYHEELMA2ZJKd+c2FVPDwghNgE3YRS/DGB0k/uZHeQOM5zgk9Gjn+g2rya6u7uprq5m3rx5VmObwcFBW/rK2+miHxwcpLq6mtzcXLZs2ZK0t+N0DD67mKgbfqJ48fBOarEqbEePHgWIa4ubTA2+pm0GIkj5IuBAUU4gRAdSJlaYtAsm4Qpheg9M8lURIoKiDKJp9hG8XRn0E4mysjKWLVvG1q1bOfvss7nuuuu46KKLOPPMM0ecS1SzfiFQBawCrsQgriuEEKqtOvXTPMlOCHEN8CwQBg5inNG7gM8LIX4JfExKeSqTOWY0wY+HybDgpZQcOXKElpYWVq9eHVdyYgcx2zWOEIKuri4OHDjA0qVLmZtiy9mpEoOfSu5NuzDRFvx413C4ClswGKSrq4vOzk4OHTqEw+GIkzhNlLehKI24XH+itzcXp7MEt7sZl+uFaCZ99m5TQxa1qTYRm0Evo/F4+5BOq9ipQPBPP/00O3bs4Jvf/Cb33HMPuq5TVVXF3LlzKSsrw+PxIKWks7MT4HlgDsZF/QPwCNjchGZmxOC/ANQBl0spWwCibvqbMGLvf4+q2Z1Md4K3PMGbHeUyHScZgjdrxl0uF1u2bBlh2STTDz4ZZEquuq7T09NDZ2cnGzZsSCubP5su+p6eHgYGBiguLk5KsGWmWfATU7qW/lw5OTlxNfhmSd6JEydG1OAXFhaiKAqqegApnWiaAyEcSDkLIU6iKG3oevZapZpJtpqWh6rmRFvFKgiho+seWzXozflScdH39fWRm5vdUsFk4HK5uPDCC1m3bh2HDh3ir3/9K6+99hr19fUcOHAATdPweDyUl5eDkQn+P8DPpZTHs7ao6U/wC4B/N8kdQEoZAB4VQvwE2AU8iEH4aWFGE/xEueiTGceUyDUT1BKtbSpY8IODg+zduxdd1znjjDPSLtWzwwIf/nopJUePHqW5uZn8/HwaGhrIycmhpKTE6qE+/OY5Ey34iYQdmwlTIGXu3LlIKRkYGLD6pJs1+EuWdFNcHEJKR0wJFkiZWcLpeIi14EOhClS1B0UJoeseNK2AeCHpzDEdXfSx8Hq9rF+/nvXr1/PRj36Urq4u+vv70TTN0looKCi4zny+EEKZsOYz0w+7MVT+RkBKeUoI8SjwuUwmmNEEPx7sIvixyEzXderr6/H5fONaw5lavbHjpEPw5iZk6dKl9Pb2Zlxrncm5DL8WkUiEffv2IaVk06ZN1hwDAwP4fL64+u2SkhKKi4utG+NpC37qzCWEIC8vj7y8PObPn4+Ukr6+PgYGQrjdB5BS0t0dIj8/hKIsRNfL7eiZMyrMdrGK0ovT6cPIA8iJ1r5nVl0z2nzTzUUPhj69pmksWrSISCSCw+GgqKgooapdNINeAbSskvs02zYIIe4G9gMHpJSHMcj7x0KIH0opE+mm95NhjeZbmuAdDkdWCd7sNV9UVJRxbXsqSJXgdV3n0KFDdHR0sHHjRvLy8mhoaMjIm2CHN8K8pr29vezdu5d58+ZRVVWFruuEw+E4soit3/b5fNTX1xMIBMjPzycYDDI4ODghoi0zDWYWfbYghKCgoICCgs0oSjGBwDaKigIMDJTR2LgMv38nXq/X2rR5PB5bNxy6ruNwhHG5OtB1B5CDEGFcrhMEgwuw24JPVXdjsgne3JD84Ac/4Gc/+xkvv/wys2bNIhwO43Q6R9s8i6iKXZYXl/UZ7MYDRAlbCDEA1AIB4B9CiAeAZ6WUHdHji4BPA8+MMlZSmNEEP1Eu+kRobW2loaFhzF7z2UIq5Gq65PPz89m8ebN188mUoO3IogdDI6CxsXGE1HAixNZvm5ZGW1sbzc3NVFdXo+u61XAl2ezuqYjpbMGPPVcRiqKjql4KCyOsW3eAwcEP0NWVh9/vp7a2lmAwGFeSl+mmTdd1nM5BjI+qI7oOF4oyGO1qZ2/82/QYJIu+vr5JJXjzvV+zZg1f/epXueyyy3jmmWdYuXJlnDdCSmltBqWUmhAiD3BIKbsnbfFTD/nAWcDqmMd8jMY83wAeFkK0Ymxd5gF7gO9mMuGMJvjxYCfBm4ltuq7H1banegMyiTGTm6qiKEklD5ou+WXLllFRUTFiHZNJ8KaVfvz4cTZv3pxybTVgZW/7fD7Wrl1LKBTC5/PR0dFBQ0MDLpcrrsPaRHlYphMmkuCdzr+gqiF0fSFCKAjhIyfnzxQXX5uwBr+lpYVIJGKRfXFxccqSrkYMXo3G+4f+n62oznSLwZvfife///384he/4KabbuId73gH27Zt4/zzz48TvhFC0NbWxty5c98PfBxDnvZHWYnDx7bbnCAIIW4Evg98QEr5CyHEn4FKjL73AE9LKb8x2uuloeT0j+gjdtxSjJLCWOIvATZikHzasaK3PMGHQiHbxjLLymJr21OFmUmfbDvP0cYYi5x1XaehoYHOzk7LJZ9ojMmKXQ8MDPDmm4YuxsaNGzMmXvM8XC4X5eXllJeXxzVcMZO98vLyLMLPz8+fsgl6M9OClyhKM8Ggx4q5S+lFUU5gqHYa3paxavCPHDkCpFaDb2zK85GyByFCSKkiRBgpXbZn0JvzTUSjmWzg0ksv5cUXX+T666/nne98J9/73ve45pprAHj11Vd5+eWX+c1vfgPwI4z48TezuqAJdNELIaqAWzA6vMXis1LKX6QxXg5G+eBPpJR/Av4SfQyfc/WIF6eAtzzB21EmJ6UkEomwf/9+1qxZM247xfHWlM1OcIFAgL179+L1euNc8sMhhMha+GIstLe3U1tby4oVK6ipqUl4M0zFOzAaOSVquGLqrx86dIiBgQFLjrWkpCRjOdbpiomTShXo+mwcjrqYLPp+pCxhrNtUohp8szf58Br8oqKiEZ93YwPjJhSqwOHwoyghNC0fTSvB7vg7pJdkN9y7NplYu3Ytv/vd7/jkJz/J3XffzY4dO+ju7ubFF18kHA5zwQUXANwFPG/Wb2ct0W6Cbk/RpMHvAp8Cvm7HmFLKoBDiBgxr/k+jPOcIcCSTeWY0wU9EDD4YDLJv3z50XWfDhg14vd6MxstmoxiTPBO55BONMZEWfKxXYdOmTeTm5lJTUzPq81MhnWTOQwiB1+vF6/VSWVmJpmmWK3j//v0Zu4LtxMy04CESuRAhalAUU9fDQTh8EakkEufk5FheGhi/Bh9AUQZQ1U4UJYKm5RGJjL2pyASapqWU+zHZLvpE6OrqQtM0jh07xre+9S0A7rrrLq644gpT7fLbk7xEu3EH8JqU8o0E34WHhBBfBGqAz0kpm1IYdxeGRG3WMKMJfjxkSvCxte12WTp2iN0MJ/hkXPLjjZFNmB3qcnNz47wKk6lkp6qqVV+/ZMkSwuEwfr8fv9/P4cOHURTFyuxOZBnOFEwkwev6Aurrz6WkpBNFaUXXy8jUih6vBt/hCDE4eBCXy4PT6cbh6EGIIOHwfOzuIgfpueinAsEPDAzwwgsv8OSTT7Jr1y68Xi+f/vSn0TSN7373u4RCIc477zwAhBBOKWU464uy5/aUL4Roifn7YSnlw+YfQghTbveCBK+9TkrZHG2J+0ngJYwkumRxL/BzIcRTUsqGNNY+Lt7SBJ9umVyi2vb29nZbCNFuF32sSz6VUr1Mk+yShc/nY//+/Ul1qEsXdmwUnE4ns2fPZvbs2UC8ZVhXV4fH47ESwBIJ7tiJmWrBg2TOnEMoShhdL0WIXlyunxMKfRhdz/yzMbwGX9d1mppeQwhBZ2cvoVAnOTkuvF4n4XAubneJ7eeeTpLdZMbgzfVedtllbN++ndWrV/Pggw9y4YUXsmzZMoQQLFq0iDvvvJNjx47x6KOPMiHkbp9UbZ+Ucv4Yx8/H0NVviH4WyoEnhBAVUsrHwWiZB3xbCPE1IUSplLIzybkfAjqB14UQX8KIxx9J8zwSYkYTfDZc9KPVtk9m45rRxjBd8suXL7dclqmMkSkxjlURYGryHz9+nHXr1lFQUJDw9ZkiW+Q03DLs7+/njTfe4MiRI/T19VFQUGBZ+JPdDSwTTCTBC+GjsLAdXV8BKEiZB3SgKNW2EPxwSClxOFTy8wvIy8tBSkkwGETTejly5Ag+X92ItriZXovpJnRjrvWiiy7ivvvuY8OGDZSVlcU954477qC4uJhbb72V/v5+fve7350ppaybjPXajSiJP27+Hc2cfwR4SQgxx8wzEEJcCZxMgdzBqIEvAgowyP5BIUQbRkc581EtpaxNd/0zmuDHQ6qkbNa2r1ixwrLk0h1rNNilR9/d3U1/f78Vz05nHXa1nB1+UwyHw+zbtw8hBFu2bBm1YsCuHIBs5xIIIcjPz8fhcLB27VpLy9/n81n904uKiizCT6fkLxYz14I3E15j51MRwp5Kl+HQdZ2+PqMXPEQQQsXjEUhZwooVC9A0ab2PNTU1hEKhjGvwUxW6mSox+Pvvvz/uezr8c3HjjTdSWFjITTfdBPC0EOLTUsq/Z3VRkyt0kwP8OpoNrwMdwHtTGUBK+Q4AIcQsYA1Gxvya6ON2wI3x4TxdJjcaxsq4TpaUh/dtT/TFtouYM3XRBwIBamtrkVJmpJ5nh5Z8ojF6enrYu3cvCxYsoLKyckzysEMTYDIsZ0VR4mQ8I5EIXV1dlqQuECe4k0lJZLaRbSW7WOh6KYOD+QjRGc2eDyNEAE1bnqX5dAIBlUhkFqrqQ4gguu4hEpkFKKjqUMkdDL2Pfr+f5uZmdF2PI/xkEi9TFbqZKmVywz+jw79XUko++MEPUlBQwGWXXVYC/EwIsVxK2Ze1RU2CVK2U8qKYPzfaNOYp4JXoA7Ay95dh1Menjal7Z5kAJEPwifq2jzbWZDeKOXnyJHV1dVRWVnLq1KmMbsx2hgpMi6WlpYWmpiZWr15t3TTHgh0ED5OvRe9wOCgrK7Ncm2YpV3t7O/X19VZmd0lJCV6vd9z3bSJJd2KT7ATHjm1k7twOFOUoQuhEIhvR9aVZmk+noAAUpRvQiUTy0bRZjGYwDX8fhydeCiHGrcFPx0U/FQh+PJg5O+94xzsArgG+x5BL5jRGQdQD8C5gMdAL/ExK2RktLayLPtLGW5rgx7K6zRhxor7tiTCZLnpd1zl48CBdXV1s2rQJKSUnT6bdQthah10uek3TqKmpYXBwMCVVOru8CFMNsaVcsZndx44dsxrmmISfl5c3qecw0eGAcNiLrrtQlJPouoKq1iOlh0jkfOzOahdigHnzIlFhGxWHowdFiRAOz0tqruGJl4lq8M2wTGFhoXWPSIXgJ88kX9AAACAASURBVFuqNhWYeTvRcrJLo8pt2cEM6AcvhFgMvIxRKhfG4ONG4I9CiCKMjPx/ZHIdZzzBj0USprzicJi17Q6HI2Hf9kSws/VsKsQ6MDDA3r17KSoqYvPmzSiKQiAQsI2cMx2jv7+f2tpaZs2axapVq1IiCzvWAJNvwY+FRJndpuCO2TDHdAOXlJTgdrtnbAxe13Xy8vw4HA3oegWgImUEh2MvmnYGUs61dT6Ho5dwWCClKzq/G0UZiCrapZ4nMVoNfltbG3V1dbjdbgYHB+nt7cXpdCblqZkuFrwJ87OSYrJZephm3eQS4JsYEo1rgTagPeZYL7ANeAL4YroTzHiCHw9mkwTzg5lM3/ZESFb/PZlxkt0omC75M888kzlz5sSNkSmp2WHBRyIR9u7dy8qVK9NquDNTLfixENswp6qqCk3TrLhvS0tLtPuZg7y8PKujVzYx0ZsJj8fskGlauQ5AoCidaJq9BG94QROdmz0bwkQ1+G+88Qatra0cPHjQkkYuLi6moKAg4XU23+/TSIBpbsED5wIPSin3RfXoLUQb9vwceDcZEPxbvruGaTHruk5dXR0NDQ1s2LCB+fPnp3RjsysGn8w4uq5TW1tLU1MTmzZtiiN3sM+9nu4Y5rUMBoOsWbMmo256M92CHw+qqlJaWsoZZ5zBOeecw/r168nJyWFgYIDXX3+d3bt309jYiM/ny4q08ERb8JFILgbBmu+Z0VVEyswUIhMhGHRjeMs1QEaT7NxpWe/jwfTUKIrC6tWrOffcc1myZAlCCA4fPsz27duprq6mubmZvr4+6zOb7LX/9a9/zYYNG8jJyeH222+PO6brOp/61KdYsmQJZ5xxBt/+9rczPnYatkABBsY43oARm08bM35rmEwtfG9vL7W1tRn1bZ+oGLzpki8uLrZc8onGsCNBLh1iNNvPFhQU4PV6MyoJs6sWfybB5XKRn5+Py+Vi3rx5BAIBfD4fra2t1NbWkpuba8V9R7MKU8FEE3wgMBtNi6Cqh5FSQYgImnYGuj6WFkl6CAZdDA66KSqKIIRE13OjGfTZPV/zehYUFFBQUMDChQut0IzP56O+vp4nn3yStrY2cnNzOXToEGecccaY78PSpUv5/ve/z/PPP09fX3zi+jPPPENNTQ319fV0d3ezbt06Lr74YlauXJn2sUnHDIjBA9uB9wCPjXJcAzLqV/yWt+A1TePNN99kyZIlrFixIu3s5Ikg+BMnTrB7926WLFnCmWeeOepas6lnPxY6Ozv5+9//zoIFCzjrrLNsIei3ugWfCLGk6/F4mDdvHqtWreLcc8+1iKCpqYnt27ezb98+jh8/zsDAQFrXYeLj/U7C4XcRiSxFiAGMe5xAiH67Z8Pl6qaoKIgQGrqeQyQyy4rHZwNjXUszNLNo0SLWr1/PV7/6VT7ykY8QDAa5/vrrWbJkCTfeeOOo94Zly5axdu3ahO78bdu2ccstt1jyy1dffTXPPfdcRsemBHQbHpOLrwKXCSE+R+Jd5buAw5lMMOMt+NFg1raHQiHWrVtntZ9MF9msgzdd3j09PZxzzjnjdjbLVg37aJBS0tTURFtbmyXdC5lvNMYilthrPdambKZZ8GNBCDHCKuzu7o4TajFjviUlJUnVbU+0BS+EQFGOoarH0PUqwIWitOF0/pFQ6H3YZV0rSg+5uT309yvougchBnE4ThAOL7BtjuFIpV9Ffn4+5513HrNmzWLHjh309PTwxhtvpNXz4NixY1RWVlp/V1VVsXPnzoyOnUbmkFL+WQjxf4DvAB/F8EtsFkIUYujf/xPwH5nM8ZYk+Nja9nA4bEsSi5118LHkZfZGLykp4Zxzzpmw+udkyTkcDlNdXY2qqiNU6TLdaCTKA9B13bo+mqZZBGQQg5Lw+sxkC34sKIoSJ9QyvHe6ebykpITCwsKE34OJtuAVxSiNAw+GkBdIOQtFaUcIf1QAJ3Ooai+Dg2Yyn0BKN4oSwOwFnw2kqmIXK1N7+eWX09CQuB/Jnj17WLBggS1rnFaY/i56pJQ/EEK8DnwemAd8yTwEPAc8PNprk8GMJ/jYm5NZ297c3Gz1bd+7d68t2e/Z0KI3W1wmksbNNpIheHOjtHDhQhYuXDiCCOwgeBNSSisZUgiB2+1G13Wrzt4kfpP0VVUdtQzyrYrhvdMHBwdHNMwxCd9smDMZFrxRORT72ZMYHyP7OvZJaZ5b7IZQIGX2zjWdGnhTZnrHjh1pz7tw4UKOHj3K1q1bAThy5AgLFy7M6NiUwAwgeAAp5X7gw0IIF0ZSXQFwJKpwlxFmPMGbiK1t37p1q1VeNNU05M311NTUJO2ST4RMVeDGImcpJc3NzRw5csTaKI02RqYuerOMMZbczXOKbfQDQ9a9+fzh5G9a+dMddpGu2+2moqKCiooKq2GO3+/n6NGj9Pb2UlBQQDAYpLCwcEKI3rTgNW0FqtoE9CClEyG60PVFSFlo21y6XogQrTgchg69ogTRNC/G5iI7SFWm1q5OcldddRVPPvkkV111Fd3d3Wzbto2XXnopo2OTDqO4YkZBShkiQ+W64XhLEHxHRwcHDhxIWNtup0CNHeOEQiFOnTrFggULMnLJZ0rwo1nwsbkLW7ZsGTOOm2mSnblBGO6KH2s+83rpuk4oFKKuro7S0lKL8GOfNxPI3i6YDXPy8/NZsGCBldVdV1dnbeYybbQyHswNnK7PIxS6FKfzlWg2fQm6Phfjjm7Pe6brbvr63OTnBxEiQiRShqaNL5+c2Zypu+iTbRT1yiuvcMMNN9DT04OUkhdeeIHHHnuM9773vVx33XXs3r2bpUuXIoTgjjvuYPXq1QBpHzsNeyCEeBdwLbAA6AeqgReklK/bMf6MJ/hTp05RX18fl/wVi3R7wg+HHTF4U/EqNzeX5csza7BhErSdzWb6+vrYu3cvc+bMGVOXf6wxkoX5ur6+PnJyclAUJaXNSl9fH/v27aOyspJ58+ZZngBzs6BpmhWaMd3504XwJ8KaNrO6TYW9/Pz8EY1WzHK84uJiW/JYYj+vQvQAKpq2ApA4HLsAJ5p2ZsbzQBinsxmPpx8hHAihR+Pu9oUAEiGbOvSXXnopLS0tCY+pqsqjjz5q67EpgWnuohdC3A58HRgEaoE84NPAvwkhfgfcLKU8kckcM57gy8rKxqxtnwoWvKZp1NXV0dfXx5o1a2hqasp4PXaUysXCzAdYuXLliH7QoyFdgjdd7HPnzuXIkSPU19dTXFxMaWlpUtnfra2tNDU1sWrVKit8YBJirDs/9hFr3ccm7U1VTLRU7fBGK6FQCJ/PR0dHBw0NDbhcrjjd9XSu3dDGRUNVa6MJdTnRYwJV3W8LwRud48IEgw6EcKPrDhyOdkKhfLJZOZyOi3666NBPCqa/i/4zwJvA5VLKDrCaz9wE3A3sEkJslVIeT3eCGU/w47lis5Eclwr6+/vZu3cvZWVlbNq0icHBwUldz3CYjWy6u7tTzgdIZw2x8fY5c+ZQXl5ude3y+Xw0NjZa6m6lpaUUFRXFueXr6+vp7e1l06ZNY4rsDP9cmKGARIQ/1dz5E1kVMJq3wOVyxTXMMXXXW1paqKmpIS8vzyL8/Pz8pDYkQxa8RIgIUsZecwW7mpMpSgApHTHn5gQGonNmrw5+uvaCP42sYQ7wFZPcAaSUQeBxIcQLwOvAVzBc+GlhxhN8Mkp2oVDIlnlSvfG2trbS0NDAWWedZWU2T4W2syaklOzatYvCwsK08gFSvSaxLvTYePvwrl2BQIDOzk6am5vZv38/+fn5FBYWcurUKYqKitiwYUPKax0ev5/q7vyp1GxGCEFubi65ublWOMRUZTt06BADAwMUFhZaGfqjbRKH5nKgaUtQ1YNIWYZB+F1EIutsOSdd96CqXTFZ+0YjLymzeztM1UVvV5LdjMTMULI7iEHyIyClPCWEeAzDkk8bM57gx4OqqraUyUHyN11N06itraW/v5/NmzfHJSzZZXlnOk5HRwehUIgVK1ZQUVGR1hjJEnys1Q5jC9eAod42f/585s+fj5SS48ePW27iU6dOEYlELHd+OlK5ibLzYx8wVIM/GYQ/FSz4sSCEwOv14vV6rYY53d3d+P1+9u/fTyQSsci+qKjICrnExuAjkY3AIA7HHhSlH02bi5Tp9zSIhaaVoCi9uN0hnM4QQihEIhVkW9gzVRf9wMBA0uGwtySmP8F/BfiWEOJZKWUikYMBMux8dJrgbXLRmxjvhmgmqs2aNcuSc83GetIleCkljY2NnDx5EpfLNaKRTSpIhuBHK4FLdq0tLS0cO3aMjRs3UlBQQCQSwe/309nZyeHDhxFCxLnz01ECG82dH1uOF3su5muyialkwY8HU+q0pKSEJUuWWCEXv99PU1MTqqpSXFxMJBKJ2ew6EUJDytmEw16EiOB0/o1Q6DKkzER1Urdi8Mb4gnB4PlJm3xWejov+tAU/o/GvGNuUXUKIB4FnpJStAEKIJcAngeczmeA0wdtI8GYt/GgZxaZLfqxEtUxrx2PXkuo4oVCI6upqXC4XmzdvZvv27RlZi+OtYTSXfDIwExODwSDnnHOOpWvgcDhGiLl0dnZy/PhxampqyM3NtQg/2dhwovOKdeeHw2Fqa2spLi62zif2eXaT/VS34MdDopCLGb9vb2/H5/MxZ47C/PnHcTjmYgjQAHSiKEfQtPQJXlG6UNVOpMylt9dBbq5EVTuJRLJP8GPdGxIhVsnuNBJg+ifZtQIlQBnwEPCgEMKHQfqzMErmnhBCOKWU4XQmmPEEP97Nya4yORg9fj6WS3447LqZpiq809XVRXV1NVVVVSxYsMByO6dqdcRiLAs+VnI2VXIPBAJUV1dTWlrKWWedNeZr3W438+bNi4sNd3Z2cvDgQQKBgOUqLi0tTcudHwwGrdLBqqqqCSnHm/gGMNmdy+ybHgwGcTqdFBUV0dt7iJ6eHrq7w7jdOeTm5pKXF0FRMvuuqmpPNJFOiXpcPChKP0YcPnsiN2DcB5LR/zeRSpncWxLT3EUvpXwvgBAiH1gJrIn+XA2sAtYCuwBNCNGEUUpXI6W8J9k5ZjzBw9hEY6cFn2gs0yU/e/bshC75bCFZC15KybFjxzh27Bhr166lsHBILcyOZjHDr3smLnkwOtbV1taybNmylOV7Y2PDixYtQtM0y51/9OhRAIvsi4uLx93YmE1cli9fbnkMEpXjJXLnT5dyPFNdbiLnMgR3VuN0tlBS0ksg4CIU8tHV1cvhw2W4XDVWhn6qmzIpFRTFkL7VdYmiCIzmMtk/x9NZ9DZiZiTZASCl7AP+Hn1YEELMZojszZ+XAqcJPllkk+CPHz/OoUOHUqodN5Gp5ZSMilwkEmH//v1omsbmzZtHWBeZaskP3yCYJGcmG6Uabz969ChtbW2sW7fOlhufqqpxtd2Dg4P4fD7a2triequXlpbG9VY3pXpbWlrGXctwdz5gSzneTLLgTcQLM6lEIufjdP4Or7cOKQW6PpeCglX4fB58Pp+1KYtN2BvPBa7rJSjKMYTQUFUNhyOIps0m2yI3kF4W/WmCn9lIoGS3F/iplPJ1KWU78Er0kRZOE3wWYvCmlnwgEBjXJT/aOHYQ/FjWd19fH2+++SYVFRUsXrw44Vx2WvCxbutUyT0SiXDgwAEANm3aZItqWiK43W7mzp3L3LlzkVLS19dHZ2cnDQ0NcaVefr8fTdPYtGmTFftPBiZ5ZVqON91j8GPNFX++Ri/4cHgtRne5QdzuXZSVvcvalAWDQfx+P+3t7dTX15OTk2MRvtfrHTaejhBGvbsQg3g8YcLhMoSYmEz1dLLoT7vox8A0j8GPomT3GeCu00p2NsFuC96USJ0zZw6rVq1K6+ZorikT1+hY5Gwm+61atYrS0tETluxoFmNueNLNLu/v76e6upry8nKqqqomjGyEGOqtbpZ6mSQCRqJYY2Oj5c5PZ9ORTDleJBJJ6M6fqRZ87FyK0h79zbRic4F+FKUTXTc02nNycuIEdwYGBvD7/Rw7doze3l7y8/NjOuQFUdUOdD0f8DI42E1RUQhdn5gQRDpa9KcJfgxMfxf9aSU7OzCWq9muLnBguHjr6+tZs2bNmMQ5HuyohU80hq7r1NXV0dvbm5Rnwa5mMenG201CXbFiRUbX0w709vbS2NjI8uXLKS8vJxgM4vP5OHnypNVq1ay993q9GWfnw0h1PTAIP9a1n21MnoueaCc5s1WsASEko922hBDk5eVZ+vlmwxy/3099fT1lZT7y8ty43QXk5eUxMCBQ1T50PTLqmHbitNDNaQzDaSW7bMOOm5fZYS0QCLB06dKMyciOTcdwgg8EArz55psUFxezadOmpCzpTDYaUko8Hg+NjY10d3dTVlZGSUkJubm5415zKSVNTU2cOnWKDRs2pNUu104cP36cI0eOsHbtWgoKCgDDchzearWzs5PGxkb6+vooKiqy4vfprj+Rul5HRwc9PT1UVlYSDoet52UrWW+4VZ1NDN9M6PpcpMxDiFaECCFEP7o+F11PzqVuNswpLCykqqoKRWkiGOyltzeEz+dH1yP4fH4GBzsoKipNKdySDlIheFP+d7I/+1Ma09xFz2klu4lDupZKb28ve/fupby8HKfTactN1g652lhyPnXqFDU1NZx55pkpCdekm2RnWp5FRUWcd955VmnagQMH/h97bx4dx1Xnj35uL9p3qWXJlrVZkhctLVmyY+IQEocQ28OEBMgLw5L4R8g5hGQGCI9hwAQY5s2EQGKWITAwD5LwMoQMZJKJFWdCICEGzjg4idQtWbIta2ntSy9qqaXequq+P1r3urqllnqpXmz15xyfOGq5uqqX+t7v934WeDweFBUVoaSkBIWFhatuql6vF729vdBqtdi3b1/EEj0lwLztHQ4H9u3bF1TiJI9araqq4s5tFosFBoMBoijy7r6oqCiicT4hBOPj4xgfH8fevXuRmZkZF3e9RHbwQCYEoRVa7ctQqZZBaQ4AAWr1EEQxkrTFIuTkLCI7OxOU5mNiYhhAMSyWeVy6NAyNRuMXmKP0Zy+SdMdEfv6TGlcHiz7lZKcEQvGjD3d/jFmkDg0NobGxEcXFxRgYGEgKm1l2DEEQMDAwgNnZWXR0dITNyA33PIJJ4AoKClBQUMBdzFgKGSNFsYJPCEFvby+2b9+OioqKuBWWtcBMf3JycrB3796wbsxy57b6+np4PB5YLBbMzc3hwoULyMjI4N39aiLYarDAH6fT6Ufs28hdj70H0crxEkeyAwiZAaVbIAgsq90LtfoiRLEGQDjBMAJUqnn4fO0dUKkAu12D0tIG7Nrle06n0wmr1YrJyUk/FUVhYaGfiiJShNvBp7ABrvwCn3KyiwcYqS3ULx8bybvdblxzzTVci6ukzWy0x5EkCePj4ygqKsKBAwci6gTCIdmFqm/XarXYsmULtmzZwklRFosFfX19WFpa4ulwbrc7bPWBUlhcXOSmP9u2bYv6eGlpaavG+VarFcPDw1hcXER+fj7v8LOysvz+rXyh0draGrRIrzXODxaHm2zpeAxrbQeoVI6AhDcNAAGEeMJKflOrrVCpnBDFopWfuJCevgSfBt6HzMxMP1Mkh8MBq9WKoaEhLC0tIS8vjxf8zMzMsAt+OMRZj8cDrVab0EVuCjFHyskuHginMLORfHl5OZqbmwNYv8oQ9qId0dtsNgwPDyMvLw/Nzc0RHydUkl2klrOEEGRmZsLpdEKtVuPaa6/l1rJjY2OQJInbyoZiPKMEpqencenSJb8seSUhH+dXVlZCkiTMz8/DarWip6cHgiDw7j4tLQ19fX2orKxERUVFyM+xFjs/2dPxgLU7eEkqg1rdC0o1KxK3ZUhSASjNCnKUtaFSOSBJl01xJEkL3/pRxFq3QbmKgm27LCwscHMjj8fD2fmFhYUhOdSFYxqU0sCHgCt8D34NJ7tAU5uUk10oCGVEv1FhZsEmw8PDaGpqQlFR0arfUavVnPgUDaIJijGZTBgbG0N1dXXUMbiheMnL94DDZcqz7jQ7OxsdHR1QqVR8LFpfX8+Z6tPT03xkGq2P/HrXcunSJdhsNnR0dMRteqBSqfg4v66uDh6Ph/uyW61WZGVlwe12Y35+PqRxfrDnAJLfXW+tDl4Ua6BSmaDRGECIBEnSgJBMELIESnPDOHYGVKpFHglLqbAijwvtOlkgTmGhb6vA6/Xyhdnw8DBUKpWf4U60i9FUgd8AV8cePICUk13MsVFkLDNa8Xq9OHDgQNDVupJZ7uFOAgRBQE9PDyilOHDgAKxWK1wuV1TnsR7JLlrLWbvdjt7eXtTU1GDr1q1r/k4gU50Zz1y8eBHLy8soLCyMKhaWgRH70tLS0N7enlBik1arhcvlgtvtxrve9S4APnvekZERLCwsIC8vz2+cr0RYDhDcXS/epjqrFxYaAFqIYh0ozQCQBULsUKkuQBQ7Qj0yABXUaisACZRmQBS1mJ/PQFlZZAsZrVa7KtTIZrNhenqayyYv6+9zw/6OpIJmUkg52SmE9Tr4hYUFGI3GdR3fQjlOuOcTzkKBbRts27aNm8HESksPRF/cx8fHYTKZ0NzcjLy8vJD+zVrGM1ar1a+DksfChjMKNRgMqKio4CE7iYIkSejv74fH4/Fz7MvOzubjfMbOlysSWMGPROa1nrve3NwcNBoNnwTFepy/tiTPC0IWQWkJ2H45pdlQqawI9aumUtmhUlkhCMUgxAOVyg1BSIfTqVwLmJGRsYpnYbPZMDIyAofDgZycHEiShKWlpZAWZuz3UlgHV3gHTwg5CZ81bS+AHgDnKaWKXlWqwGPtwhzKSD4QSu3Bh1OcJyYmMDg4uOocY1Xgo4l4ZUY7jA0eTrJWINRqtV8H5XQ6+d59b28vcnNzecEPdkNlrPY9e/aE9P7GEh6PBwaDAfn5+UET8tgYWD4mtlqt3E5Xq9Xya87Pz494nM+89qenp9HW1gatVrvKbAdQvuCvLSPTrsjjluB7SZZBiAuCUB3ycVWq+RVCXtpK9y6BEDti5Hjsx7PYvn07JEmC1WrF4uIijzguKCjgHf5a06eUyU0IuML34AGUwzdyz4BvzOQlhFyAj1zXw/5QSscjfYJNUeDD3YNnISyCIKw7kt/oOJEilIUCy0NnEbSBNwklCrycRR+43x7uTd3lcsFoNKKwsBC7du1SvAvMzMxERUUFKioqQCldt9PVaDQYGRnBzMxMUhjpsMTBcFn7ckUCAK5IGB0dhd1uD2mREwi2CHO73ejo6Fil2Q901wtk57O/R4K1NfcqCEIT0tJeBiEWAASEqKFSlUAU3QBC25ohhEnP2PHjl5KnUqmQnZ2NzMxMtLe3QxAEzM/Pw2azYWxsDJRSvnBjtsehdvAvvfQSvva1r6G3txf33Xcfvve97/HHvvGNb+Dxxx/nn6nGxkb8x3/8BwDf+/jZz34Wp06dAiEEn/vc5/DAAw9s+FgKyoFS2kEIUQHYBR+hrhXAPgB3Avio7Fcj3jPcFAV+I8gz4RcWFvi4u6amJqwOVak9+I2Os7y8jO7ubhQXF3NyWiCU6uBZvnk0I3nGPK6vrw/LaCdSEELW1N6zTlcQBKSlpWHXrl1R7d0rATZFaGxs5J15pMjKykJWVhbvGhcWFrgE0e12+3EW1lq0er1eTnrU6/VBP1fB5HiBk51w5XjBjGAozYYk5YOQIgAaSFLuyth9CpJUvcFRKSgl0GimQakKlGYCSIPbnQ0gOhJqOJBfm0aj8Usx9Hg83BtiYGAA//zP/4ySkhIuF13vM1pfX4+f//zn+PWvfw2Hw7Hq8Y997GN+RZ/h6aefRl9fHy5evAi73Y62tjbceOONaGxsXPexpMFVQrKjlEoA+lb+PANwct1P4JPP/Tya4ydeG5MEYCS70dFRdHd3o6mpacP99mDHifWIfnZ2FmfPnkVdXR127ty5ri5aqQ6edWzhFnfG6j9//jxaW1vjUtzXAut0a2pqoFarUV5ejoqKCphMJvzpT3+CwWDA+Pg4nE5n3M6JUoqRkRFcunQJ7e3tURf3QKhUKr7A2bdvH6655hrodDrYbDacPXsWZ86cwcDAAKxWKyRJwvLyMt566y3odLqQJywqlQpqtRparRbp6elIS0tDWloaXxiKogiv1wuPx+MXOBQMwVzzCHECSIMklUKSCgGoV3zqF0M4RztUKgdEsQCABirVEiglWF4OnaehBNbz2UhLS0NZWRl2796Nd73rXXjkkUeQm5uL3t5e1NXV4ciRI/j1r9f2O2loaIBerw/bHfHZZ5/Fvffey02Z7rzzTjzzzDMbPpZUkBT4k4RYIdd9GL50pag+pJuigw+lKI2PjyMzMzOskXwglNyDDzyOJEkYGBiAxWLBvn37NhzfKVXgrVZrRIxtFpkbSaxqLMCmCDt37uT79nIdeqCtbDQpcRtBFEX09/dDEISYxt/KodVqUVpaitLSUgD+nAWj0QhRFFFeXo6ioqKI7WmVkOOt9byU5sA3ybSBECsIcYMQAZJUFcI52Vf239MhinnwRca6QKkQV7VEqEZahBA0NTWhsbERdXV1+MpXvoKuri643e6InvfXv/41Xn/9dRQXF+Ohhx7CjTfeCAAYHR1FVdXl16+6uhpnzpzZ8LGkwlXQwQcDpVQkhPwavsS5n0V6nE1R4NeD3W6HyWRCdnY29u7dGxWLOlYjerfbDYPBgKysLFxzzTUh3SiiDYqRJAmlpaXweDzc2IMVvo381JeXl2E0GlFaWhr2NofSYISx8fFxtLW1rZIeyXXoclvZwJS44uJiRexK2XtZWFiIxsbGhL02jLOgVquxuLiInTt3wul0or+/Hy6XSxEJYrjuesGRAUGoRVoaUwtpQGkGVKpJiGItgPUWjxSEuAGIK4WenU/89uB9zxeeD/3y8jLy8/Nx3XXXYWBgLZtyoKurC9u3bw96jE9/+tM4fvw4tFot/vznP+P2sj8REgAAIABJREFU22/H2bNn/Yp3CokDIeQH8MXFGgH0UkoDdc2ZAHZE8xybtsBTSjE6OgqTyYTt27fD6/VGfbONBcnOarWit7cXO3bsCIuAFY1ZDuu80tLSsGPHDr6PLfdTD1b4zGYzzp8/79cpJwpMduZ2u0OeIgTayjLt/cDAAJaXl1FQUMCvO9zCxyxwa2trUV5eHullKQKW2Gc2m7Fv3z5+LbW1tRAEATabDRaLBcPDwyCE+EkQI+l8N3LXW15eBqUUHo8nCDs/E6JYCR/hWANKs0CIDYTYQGlpkGf1gpBlqNXmFYMbAkqzIIplEIT4Fvhwo2IdDgfKy8vxv//7vxE/Z1lZGf/7wYMH0dbWhrfeegtVVVWorKyEyWTiXgsjIyOorKwEgHUfSypc+R383wB4AD5GgUQIuQSfbK4fvvH8fQDORfMEm7LAM2MTSZJw4MABzM/PY3Z2NurjKqmDF0URw8PDmJiYQFtbG48pDRWRFHj5DZeNURm0Wi3KyspQVlbGdb6MFMQKH9P57t27N+EaXjlrP5jsbCOspb1nhW9kZCSswsey7WNlgRsO2PaJJEno6OhYdd4ajWaViYvFYsHExAT6+voUcRSUF/zFxUX09PSgvr6eT68Cx/mABI1GC0rTVsb0ZqzcF9d5DhsAClEsAyGLIEQAIEEUSyBJM0ld4JeXl8P+zgdifHycWxwPDAygu7ubW1ffcccd+Pd//3fccccdsNvtePbZZ9HZ2bnhY0mD9d/6KwKUUh0hpBxAy8ofPXyOdbfBN5YyArg3mufYFAVefgOy2+0wGo2oqKjgpjByFn20z6OE85ckSbBYLBBFEQcOHIhojzacAh+uBE6u862urobL5YLBYOD66J6enqj12NHAbrejp6cHdXV1fl1MtFCr1X7sZ3nhO3fuHHJycvh1Z2dn88/D8PAwT/RLVIAOA9PbFxQUoK6uLqTinJGR4RfCwuJ/WcId03NHMtWwWCzo7+9ftfAJlONJUgHUajc0GhN80jgRhEhQqSwQxbXfY1/ELIGPlFcCQA1CHACkiKJbo0EkI/pQFsm///3vcffdd2NhYQGUUvzmN7/Bj370I9x66604fvw43n77bWg0GqjVajz++ONoaGgAAHziE5/A2bNnUV9fD0IIHnzwQV7813ssBWVBKZ0CMAXgFfYz4vtSqimlwe1VQ8SmKPAMJpMJJpMJLS0tfjcTpTpvJbCwsID+/n5otVq0trZGvG0QaoGPVgLncDhgNBqxbds2VFZWghDC9dgmkwkLCws8La24uDjmmvOJiQmMjIygpaUlZJe8SBFY+JgsjW0LFBQUYHl5OSmy7YHLrn1VVVURp+QRQpCXl4e8vDzU1NSsOdVgxX6jgKDJyUmMjIwE5Ub4799rQekWUDoPSgFK8yCKJVCrpyFJtVCpAj9XIghxQK2eA6VpoFQFScpfGdVrIElSXMiN/Gwi6OBDMbq56aabMD6+tg/KU089FfTfsYIf7mNJheS4ZSsO6usSoy7uwCYp8JRSdHV1cZ/2QJa80gU+Uhby+Pg4hoaGUFdXh6mpqag4AaH8W0op77ojKe4zMzMYGBhY5QQXqMeWs9RjlRAnSRIuXrwIh8MRtUteJCCEID8/H/n5+aitrYXD4UB3dzc0Gg2XoCVyqsEWHkq79q011bBarZiamvLLVJdzNdj+v8ViQUdHx4bv1WUDnQwAtSupcjaoVNMrhdsFQVDz8/FN5ezwdepZIEQEIV6o1WZ4vU0A1HHv4BmnJVSkwmZCwBVW4AkhffDFwv6KUhqSCQMhJB0+05svUkr3hPucm6LAE0JQXV2NgoKCNYvYRmEz4YDtIYZTuNieqMvlwjXXXANBEIKuypUCG4EC4Rd3SZIwODgYUvJaIEvd7XbDYrHwApCdnb1qrB0u5Jnpe/fuTXj0KcsvkG8RBE41WGgMc5mLJSYmJmAymdbslJVGRkYGtm7diq1bt65JUszPz4fb7YZarQ472IfSLVCrL4IQ94p0bhmAgPT0BXi9+X5yPN8+vQeEaAGkwXef9K4Y3YQ/Mo8W4T5fyqo2BFx5e/BPAjgB4PuEkBcB/A7AOwCGKaXLAEAIyQZQA6ADwHsB/DV8jkzfieQJN0WBB4Di4uKgI2slO3jGgA/1xsXGpjqdDk1NTbzDUUJutxYfINqRvMfjQU9PDzIzM4O66K2H9PR0vwIQONYONzyFMdPDtXmNFViefHNzM/Lz8/nPA6cazEo3MAN+IwliOGARuPPz8yF1ykojkKTocrnQ3d0NwGcH/eabb/JrDsVzwMeWTwfgASELAFSQpBKo1ePw3RPJSoH3QKu1QaVagCj69utFMQs+Jr4KKhXCXoRHi1iN6FO4ckAp/TYh5McA7gFwDMAn4KMLgvgYoMDlmkzgC6H5OoCfU0oXInnOTVPg14OSBT4cLTzTWu/Zs8dPUqaESQ2DfLsg2uK+sLCAnp4eVFVVcXZuNAgcawdayqanp/MuNy8vb9X5si2CZGCmy2VnoUw1mO84y4C3Wq1cgpiRkbHudYcCURTR29vLO+VETzVcLhe6uro4VwPweQJYrdZVngNFRUVBrlsFSdKBkHQQMg+fM50dlC6s+NJnrLDuF1f+mwa1WgKghlpth9u9BaKogiB44PV6+fchHq9NJAU+NaJfH1fYhJ6hmFL6PQDfI4RUA7gWPi/64pXHLQDOA/hfSulwtE+WKvBQtqCGslhg+8U2mw379+9fRTxT0hGPFfhoUuAAHyGKJevJO1MlIQ9PYVI8i8WCwcFBLC0tcQ16UVERxsfH+R5uopnpoiji3DmfXHUt2dlGYFalcgmi/LrlJMVQrtXtdqO7uxs6nS7hRkPA5TjjhoYG7qQH+KY5gZ4DVqsVg4ODcDgcKCgo4JMN33dEtTKmv7SSMCcAWAaluVCpJiBJOwBIUKnGQYgdgAaEeEBpNoBiaDQ6EJKGmZkZLCwsoKqqim/NreeupwRSI3rlcYUW+EFCyMcopb+ilI4AGInlk6UKPEIjpIWKjQo8k5Tl5ubimmuuiVlQDDuO3CoUiGy//cKFC1haWooreU0uxauqquJs7bm5OZw/fx6EEGzbtg3Ly8vc/zwRYGNnpVz71rpuRlIcHR0FgHVZ6mzLYseOHYpKBCNFMBlcIOTjfPl1W61WPwvhkpJ0lJbmQ6OZByEuSFI2CPFCpRqAJFWt6N3tIMS74lyXu/J7eaA0A1NTUzCZTGhvb0d6evqG7npKfa7C6eAppRuGzKRwxYIgjhkwm6bAb3TjZV1utDfo9bpvFl9aV1eHrVu3rnsMJfT0hBAIggCNRhNR187MYvLz8xNOXlOr1cjMzITNZsOOHTug0+lgtVp5/jsjrZWUlMQt/pXp7WOZkqdWq3n3DqzNUmePO53OpDHTAS6T+yIxPpJft9xCeHZ2Dk6nHQUFTmi12cjM9EKrdcNnSTsBlWoOvhAaApXKuiKvS4MkFWFoaJRvocgXqsHc9URR5B3+2u56oSPcET0QeezuZsBV4HMTF2yaAr8RWNccLfFmrT14ZnYyOTmJvXv3xmX0RimFRqPB8PAwSktLkZ+fH1aBt9lsOHfuHHbs2JFwW1Xgcqzq7t27ebHLyspCRUWFH2nNaDRCEAQ/3/xYkKmmpqYwNDQUF729HIEsdWY6YzAY4HK5oNPp4HQ6kZWVFXdSHQOlFIODg7BarYqR++QWwoTkgJA3IEnz8Hq9cLkoNBon1OqXQUgeCFEDyIAksbF+Hi5etMDhkNZl7q9lpyv/A/jIgZGM88MZ0SvRaGwGXKEj+rgiVeBXwEbrShR4eQfPMrbVanXErnThgnUfTU1NMJvNGBkZweLiop+PerC9XEopxsfHMTY2Br1eH7VdZrRgsarT09NBO8G1SGvywBjW5ZaUlEQsxZOfj7x4JXKMysb5k5OTyMzMRHt7O5elDQ0NcY16UVERCgriE48qSRJPEQxXBhcqKC2DWl0KtVqL9HQ3KBVAqRMqlRuSZIXbrQUh6VCpMqBSZWJkBPB6c6HX7w7rNQgc0Qe66wGXC/5G4/xw7i1OpxOZmZmpIn/14pOEkC0AegAYV+JhY4JNU+A3+rIwLXy03Ya8wDNb3MrKSu7yFs75hruSD7SczczMxPbt27k0izmOsb3ckpIS7qPOthb6+/vh8XiSIuKVkdcopWHFqgYGxrAu9/z583A6nSgqKuKFL5xrFAQBvb290Gg0MSte4UAQBBiNRmRkZKCtrQ0qlQqZmZlckSGPhO3t7UVubi6/7nDjf0MBW8zm5uZym9PYIAuStB0azRQo9YIQLwjxfTZUKg3S09UQBDWcTi/sdhFjYznQ6dK5/0CkC5210vHk43z297XG+eFKZxOd5XAlIN4jekLI/wHwcwC3U0pfIISUAvgFfIlvbgCfoZSeDuFQh1b+MIncHHy+8z0r/zUC6KOURpYRLMOmKfAbQckkOEEQMDY2huHh4VW2uOEcRxTFkIvaRhI4lUrlt5cbePPPycmBw+HAli1bEhpjyuB0OmEwGKImrwVaqwqC4CfFS0tL4939epI0dj5btmzhGQaJhNPpRHd3N7Zu3Rp08cgiYdk2BvMcOHfuHDweD1/oFBYWRr2YY+cjl8HFEpJUD0kyQaWago+zJMLHXyIgBPDVUhEazU60tDRyK125yVA0C51Qxvnygh/OiD7lYhca4jmiX5G03QvgjOzH3wJwhlJ6mBCyD8DzhJAaSql3g8PdC19MbIvsTyt8xjaAr/CLLF2OUvo3kZ53qsCvQKkCTwjB+Pg4tFrtmra44ZxPOGEx4Urg5Df/ubk59PX1oaCgAFarFWfOnOFFL16jXTmsViv6+vpWyaqUgEajQWlpKUpLS3lMKRtpOxwO5Ofn8y6XbWPMz8+jt7c3JucTCRi5L5zzUalUKCgoQEFBAY//tVqtMJvNuHjxItLT03nBD1d7z5z74vv6ZEIU94KQ11dIdWr49ttVoJTA4XCC0noUFbUDUCM7OxuVlZV+fA35Qiccc6W1EGycz+R/zBZa3tkH+16lOviNQRG/Ak8IUQH4fwH8LYDHZA/9XwDqAIBSepYQMgngPfA51K0HJ6X0bQBvBzxPGXzFvhmX0+Vui+bcN02B3+iGpUSi3NLSEsbHx5GTk4P29vaourxQpXLRWM7K97c7Ojp418BS0uLNUKeUYmxsDOPj42htbY05GZEQguzsbH7zl0vSTCYTAJ9W2+FwQK/Xx0z/Hw6YuU+05L5AzwH5QidUvgYAmM1mnD9/fpVzXzxA6TYIwruh0fwFKpUdAIEoAg6HALW6Aenp18JX+C9DztcAsMpcSavVKpIZwAq+3W5HX18fGhsb+aKdFX7578mfJ+Vil3R4EMCfKaVvs/srIaQYgJZSOi37vREAEY+vVo41DeC37GfExxiNGJumwG+EaDv46elpXLhwAWVlZdBqtTGV2wHRu9IJgsDNWQL3t+UpafKORx4Ww7p7JcNimF1tovb/5dIsSin6+/thtVqRl5fHvQsYbyHeHRZbjM3MzChu7hO40JEHBI2OjoJSumZA0Pj4OEZHRyOSwSkFSqvg9ZZCpRqHwzGK6el5lJe3Iy2tCr6R/fqQL3SAy5kBo6OjsNvtyM3N9csMCOd7xiZRgYuxjeR4DocjNaIPAQrtwecQQuTBHycopSfY/xBCmgB8CMD1yjxdeKCURtV1pgr8CiIt8MwIxm63Y//+/bBarXA4HIqcT7AOnhV3URS5ZCccLC0twWg0ory8HFVVVev++0CGOguLYRno7AZYUlIS8U3e7XbDYDCgsLAQe/bsSfj+tiAI6OnpQVpaGq699lo+TWF72HL/eLaHHUt1BFv8eDwedHR0xFyJESwgaHp6mmvv2ciZGcYkFpkwmTIwPp6FtraDUS1+AjMD2Hve19cHt9uNwsJCPs5fb/ttZmYGly5dChqFC/jv38sNqf74xz9iaGgo4mvYLFBoRO+glK7nu/1uANUABlbuS2UAfgqfR7xACCmTdfHVAEY3eL5K+Ah5cQEJwVAleseVJIAkSfB6g3MfBgYG+L50qGAuZvn5+di5cydUKhWmp6dhs9mwe/fuqM73nXfewY4dO1aNPaO1nJ2dncXFixf99OSRglLKu3uz2RyR/pztJyeL3n55eRkGg2HDxQ/zj7dYLLBardxHvaSkBDk5OYotUrxeL58eNDQ0JHzxI4oiDAYD3G43tFotnE6nX9GLd7FnskWbzYbW1taYTn68Xi9XolitVr+Jj5yrMjExgdHRUbS1tYW12KCU4le/+hUeeeQRPPHEEzh48GCsLiXWiPmHdCsh9B0FjlMOTGxQ4P1ACPkDgO+tsOifBDBCKf3GCsnuBQDVIZDs4oZN08GHKpMLFWazGefOnUNDQ4NfYVKSjS8/TqAELty9QXYjtFgsaG9vV2QvnRDiR9wK1J+zKFjW3Qe+B8zfPt5mMcHAzH127tzpF/6zFgL945n+/OLFi1heXkZhYSEn60VKtFxeXkZ3dzeXOiYabLGRl5eHtrY2EEIgiiJf6AwPD/upNWJN0GSTDUEQsHfv3pjLFrVaLSdoAmsrUQghcLlc2Lt3b1iLHUopfvrTn+Kpp57CG2+8kRSL3WRGPEl26+BLAP4/QsgAfJGuH0+m4g5sog6eUgqPxxP0cZPJBEEQsGPHjg2PMzg4iJmZGej1+lVkGGafqtfrozrfnp4elJeXo6SkJOr9dq/Xi56eHqSnp2PXrl1x0W/Lo2DNZjM8Hg8v9vn5+RgeHsbCwgL0en3CHNfkGB8fh8lkWvM9DReCIPBOz2KxQKPR+EnxQil6bLGhxKRFCTAZXEVFxbqLDVb0LBZL1HvY60EURe4BsGvXroRPNiRJwrlz52C325GWlrZqnL9esZckCd/5znfw6quvorOzE0VFRXE885gg5m9GOSH0LwocpzLMDv5Kw6bp4DeCWq2G273+1ojH44HRaERaWhquueaaNfdClQyKYWQcNlmIpLiz8JHKykpUVFTE7Ua4VhSsxWLB1NQUjEYjtFottm/fDo/HowgpMVJIkoSBgQEsLi4qFqaj0Wig0+n4FIARt4aHh7G4uMileMEY6swGNx5KglDAZHChTDZC0d5HK0nzeDw8LS8ZPAnYJEGSJM7ZkC/yhoeHQQjxm2zI99+PHz+Ovr4+/Pa3v02K9/tKQRJ08EmPTVPgo5XJzc/Pw2g0orq6Gtu3bw96PKUNc6Ip7lNTUxgcHEyK8BGtVovs7GwsLi6ioaEB+fn5PGnM7Xb7ucvFw84XuDzZyMjIiGmYTiBxay2GOptsjIyMJIUNLgPLAIhEBhdMex9oMsRy70N5/Z1OJ7q6ulBVVYVt27ZFelmKQRRF9Pb2QqvVoqWlhX9HAxd5THrKyKnPP/88cnNzMTIyAkmS0NnZmRTvdwpXFzZNgd8IwQoz02aPjIyEpIVWosBTSqFSqTAzM4P09PSwg2JYV7qwsIB9+/YlxY2D6bfliw3mLsdu/KyYxIqwJgcj023btm3dBZvSCGSos3S48fFxdHd3Q6PR8JzytLS0hHanTAanFGcjmPZePtlgBX+t52O58qFMEuIBQRDQ3d3NFzDrvVdy6SmlFJRSPProo7hw4QLUajU+9alP4dZbb8Udd9wRxyu4spFKk9sYm6rAM3/3tbBWYWZacUEQQnali7bAs/327du3Y2ZmBkNDQ1haWkJBQQEf6653Hm63m/uBt7e3JzxyUk7uC6bfDrzxM8LahQsXovKODwamT06G/e2MjAyUlJRgfHwclZWV0Ol0a9rJxnOyQSnFpUuXMD8/HzNPgvW09/L8d6a9X1hYQF9fX0IMddaCx+NBV1cXysrKUFVVFda/XVpawqOPPgq9Xo9XX30VTqcTp0+fxuTkZIzO9upDkpDskh6bhmQH+L6Uwa7XbrdjcHAQe/fuBQA4HA50d3ejvLwctbW1IXdSXq8Xb775Jq677rqwzy+YBE7OVDabzUhLS0NJSQlKSkqQm5vLf49ZqtbW1q6bNx8vMD25VqvF7t27IyL3Me94s9kMq9WK9PR03t3Lrz1UjI2NcRJkMpiJOBwOGAwG1NTUrHrP5HayVquVLwaKi4sjuvZQIEkSent7AYC7ryUCTJHBPvOiKKKiogLl5eUxu/ZQwbYJqqurw/6e2Ww2fPjDH8bRo0dx/PjxhC/AY4SYvzllhNA/KnCchhTJbnNA3nlPTU3h4sWLaGpqCrvDi6SDD5TABe63q9Vqvp/HRptmsxkDAwNckqVSqWC1WpNGcsbMdNYLQwkFgd7xS0tLfA+XXTvr9NabbEiShIsXL2JpaSkpkvIAcA5CY2Mjt06VI3CysbS0tOp9D+XaQ4XX6+Uj57q6uoQWUZYI6PF4OG9jcXGRX7vcSjeeW1Bs4R+J7/709DQ++MEP4p577sEDDzyQcHLglY5UB78xNlUH7/V6gzLc2aq8oKAAi4uL0Ov1ETtivf7667jxxhtD+t1oJXButxu9vb1YWloCIYR3ebHcv94IzJ881iNwNtkwm82wWCxBk+FYjGl2djYaGhqSomti+9uRThLkUx2r1QqVSsW7+0g81EOVwcULlFKubtDr9X7bE6Io+skQgzHUlQYzZdqzZ0/YUjaTyYTbb78dx48fx8c//vGrvbjHpYN/TYHjNKY6+M0Br9cLh8OBoqIi7Nu3L6oiEOqXN9ri7nQ6YTQaUVRUxLcWWJcXuH9dXFwc8z1cSilMJhOmpqbi4k++1mTDYrFgcHCQ8xZyc3MxMTGBysrKpCpcjAAZ6SRBfu2A77NgNpthMpmwsLCwIWFNDla4koW8JkkS+vr6IEkSz7mXQ61W80UssJqhnpOTw689OztbkWLKpi2RTMj6+vrwkY98BI899hg+8IEPRH0uKaT24ENFqoMHeFyqKIo4dOhQ1M/z+uuv44Ybblj3xhKt5SwjitXX1/OgjEAIgsC7HIvFgszMTH5jVOrGxyCKIr8pNzY2xo0Qtt75mEwmjIyMQKPR+O3dh6tKUPKc5JyEWE0S5IQ1i8XCA4ICw2KA6GRwsYAgCH7TlnDfJ7nBksVigcvl8tPeR7KVwXzlW1tbw562vP3227jrrrvws5/9TJF7yxWCmH+5thBCN8pkDQUtV3kHv6kLPGMLz87OQq/X4+zZsyGP1tfDG2+8gXe/+91r3sCVsJwdHR3FxMQEWlpaQjbGYOx0s9kMs9msqPbc6XTCYDBAp9OFRUiMFZi0cWJiAnq9HllZWby7N5vNPA6VTTbisYfLcgu2bNkSd3MWFhZjsVgwPz/PLYS9Xi9mZ2fR1tYW0xjgcM5T/hopAbl/vMViCTsOdnx8HGNjY2H7ygPA6dOn8ZnPfAa/+tWvsH///mgu40pDXAr8Kwocp+0qL/CbakQvv6l6PB4YDAZkZGTgwIEDiu7bMaJd4M0j2pG8KIo4d+4cJEnC/v37wyrKhBDk5uYiNzeXa88tFgvv4LKysnh3H46lKJskREI6igUkScL58+fhcrnQ0dHBR+BysxmW+242mzEyMsL901l3r3RnzZzg1pu2xBLp6enYunUrtm7dyjvcixcvwuFwQKPRYHh4OGp3uWjBfPdramoU9WEP9I9nCz22lZGXl+dnpcvA4nnn5ubQ3t4eduf/0ksv4ctf/jJOnjyJxsZGxa4nhctI6eA3xqYq8Aw2mw09PT2ora1dlR7HRubRgBV4+c2SjeQlSYoo4pUZs5SVlSnSAWq1Wr+wlMXFRR6g4/F4eHcbLBWOUsq7m2SxVGVWwrm5uWhtbQ1aqOUpYMBl//TA/euSkpKoc9eTbQQuSRJMJhMyMjLQ3t7uR9YbGBjgWxnMXS4ekwbGAYiHL0GgqyBLQ5RHABcVFcFms2FpaQl79+4NayHNEuEeffRR/Pa3v0VtbW0MryaFFNbHphvRDw0NcR10IFnm9OnTOHjwYNTd/Jtvvonm5maem72eBC4UsCKxa9cuTiyKJeQaZJvNhuzsbL/uXt4lNzc3J4XkzOFw+HnuRwq2f82Y+QB4sQ8nHY1tpUxOTqK1tTUpRuBMBldYWLim85pchmixWDhRMZZyNKa4SAZ5p8fjgdlsxtDQENxut193H8pih1KKn/zkJ/jFL36Bl19+eTMnwsVlRN+pwHH2p0b0Vw+Yz/eBAwfWLEqs8462wLPjRDuSp5RiaGgIc3NzcWGlMzANcnl5OR/pms1m9PT0wOv1QhRFFBQUoKWlJeFkOuDyAigS+VIg5FaywGWGNosEzcvL49ONYEVbkiSuYti3b19SvEZsBL7eAogQgpycHOTk5KCqqspPjibfylAqCnZychIjIyNx/WyvB7VajdnZWRQVFWHXrl2rVBlyZULgZEeeCPfaa69dDYlwSQ2K1Ig+FGyqDt7j8fBiuxbOnDmDlpaWqG82zOUqLy8vqojX3t5eaDQa7NmzJ2GOYnLY7XYYjUYUFxdDEATMz88jNzeXd/fx7lLlsrx4dMlspMu6e8ZOLykp4WZDLMAmMzMTO3fuTArNPRuBRzsBCoyCDbZ/vRHY+zYzM4O2trakiAveyFee8TbY9QNAYWEhzp8/j0OHDuHhhx9Gf38//uu//isptqsSjJh38KWE0JMKHOfAVd7Bb6oCL4oiT2dbC2fPnsWuXbuQm5sb1fMYDAZs2bIFxcXFERV3Nm5mpiOJZqUDvm5reHgYzc3NfJTK4kAZM1+SJF7slejw1gOL6PR4PGhubk5Il8zY6WazGfPz88jKysLS0hK2bdu2YfhIvDA7O4uLFy8qPgKX719bLBYIgsCLfTDeBuAr7sxRMFkmQB6PB++88w7Ky8tD9pV3uVwYGxvDF7/4Rbz99tvQaDR48MEH8Vd/9VdobGxMivc+gYhLgX9BgeMcTBX4q6fAS5IEr9cb9PGuri7U1NREHK3KRvLT09MYGhqCSqWCTqdb5ay2Hqanp3Hp0qWg9qXxhjyZrqWlZd19WDbONpvNvMNjBT9aspocTAGRn5/eWYVaAAAgAElEQVSP+vr6pLiZ2mw2GI1GFBYWwul08oLHuvtETGDGxsYwPj4el+lGIG8jKyuLF3zmqMh87lUqFfbs2ZMU041ofOVdLhfuuece5Ofn47777sNrr72GV155BR/4wAfw+c9/PkZnfEUgLgX+OQWOc32qwG+eAm80GrFt27aImLxr7bc7nU7Mzc3BbDZjaWkJhYWFfP82kAMgSRJP8GppaVG0IEYKj8eDnp4eZGVlhT1ulputmM1mAODFPhop2uLiIoxG45rhLInC9PQ0BgcH0dLSwqc/rOCx7p4RFdk4O5aLErlbnl6vjzsJkqkyWMF3Op3cArqoqAg7d+5MikUZ85WPxMHP4XDgb/7mb6DX6/Hoo4/GZLHidrvxhS98Aa+88goyMjKg1+vx9NNPY2BgAHfffTfMZjPy8/Px5JNPJpsUL+Zvro4Q+hsFjnNDqsBvngJ/7tw56HS6sPXcobjSBfqmp6en8+5eq9Wit7c3okIaKywuLqKnpydqVjqDy+Xio3wmRWMFP1R2Nhs3yzPlEwlKKYaHhzE3N7dudoGcqGixWOD1ev1MhpTs7plXQjJ1yQ6HA11dXcjIyIDb7eaZAcxsJhHFnvESIpmUWa1WfPjDH8b73/9+HD9+PGbn//nPfx6CIOAHP/gBCCGYnp5GWVkZDh06hLvuugvHjh3Db37zGzzyyCM4e/ZsTM4hQqQKfJIgVeBlOH/+PPLz88OSt0iSxNPjQt1vl7vKTU9PczlSVVWV4jf8SDAzM4OBgYGYbRNIksTZ2WazmQelBLORZaYjMzMz0Ov1SSE5Y37pgiCgubk5rPfM4/HwxR4bZ7PuPhoLYbZ1EUwGlwgsLS2hu7sbdXV1PBWPsdMtFgscDse67PRYgPnK6/X6sPk28UqEW1paQnl5OcbHx/24E7Ozs6irq4PVaoVGowGlFOXl5fjTn/6Eurq6mJxLBIhLgX9WgePcdJUX+MQzXOKIjb6M4US9RiOBY65yCwsLEEURbW1t8Hq9mJmZwfnz55GTk5MQZjqlFIODg7BYLOjo6IjZzVYut2poaOBBKcPDw342siUlJVCr1ejv74cgCOjo6EgaUhbjAERCqEpLS1vTZKi/vz9iC2Emg6uqqsK2bdsiuSzFMT8/j97eXj/5IiEE2dnZyM7ORmVlpR87fXR0FAD8fPOVnkAwX/lIpHkmkwkf/OAH8ZWvfCXmiXCDg4MoKirCv/zLv+B3v/sdMjMz8Y1vfAMFBQUoLy/nnwtCCCorKzE6OppMBT4uSIXNbIzE3y2TCGq1el2WPUO0+namk15aWsL+/fu5TIjd8JkUy2AwgFKqyN71RhAEgcvyOjo64jpFyMzMxPbt27mNLOvuh4aG4PF4kJubi/r6+oRPNgBfZ2UwGBTbuiCEIC8vD3l5eaitrYXX64XVauXafhYQJCerBUIpGZySYOe/UZcc6CoYmAyXm5vrJ8WLpqgy58X29vawF6/xToQTBAEmkwl79uzBt771LXR1deHmm2/GSy+9FPPnTuHqQarAyxBKgY82Bc7lcsFoNKKgoAB79+5dVbAJISgoKEBBQQHq6ur43jWzUZV3t0rph5eWlmA0GrlMKJGjXRYFmpaWBrPZjNraWqhUKgwNDXGiIrvhx1s/zXz3Y2mpqtVqsWXLFj7OZls5gfG/zDee8RIiGTfHChMTEzCZTGhvbw97ApWRkYFt27Zh27ZtXIZpsVhw7tw5zl1gUrxQpxtyX3l5PkGoeOutt3D33Xfj5z//uSJhVKGgsrISKpUKH/vYxwAAbW1tqKmp4b4PgiDwEf3o6CgqKyvjcl7JhJTRzcbYVAU+lBG92+1e8zElLGdtNhvOnTuHuro6lJWVhfRvMjIyUFFRgYqKCr53zcbZWq2WF/vc3NyICjOzCo2HD3ioYBwAuX87G+eyvevBwUGkpaVFff2hgvkAxNN3PzAgSBAEfv0DAwMAfKS6xsbGpDBXYaRDs9mMjo6OqBdgKpWKL3Z37NjBuQvy6QaTIgabbsh19+3t7WFPgU6fPo37778f//mf/4l9+/ZFdT3hoKSkBDfddBNeeeUVHD16FMPDwxgeHsbBgwexd+9ePP300zh27Biee+45VFRUbLrxfCoPPjRsKpIdgKAFHPARaGw2G3bv3u33cyUsZ5kmOZyI142wtLTEmenLy8u8uysuLt6wu5G7wLFI1USDFYjZ2Vm0trauO0ZlZK21rl/JVDTGS7BarWhtbU0K1zVKKS5cuAC73Q6dTgebzYbl5eV1ZZjxOCeWT9DS0hLz7RQ23WBkPXb98ukOI0JKkoSmpqawt7dYItx///d/J0SGNjQ0hHvuuYcTUb/2ta/hQx/6EC5cuIBjx47BYrEgLy8PTzzxBJqbm+N+fusg5iPAEkLokwoc56+vcpLdpivwHo8Hwa55bm4OMzMzaGpq4j+LdiQviiL6+/vh9XrR1NQUsxuvvLuzWCzrxr+Kooi+vj6IooimpqakIK4xeRelFE1NTWEXCPn1W61WpKen8+sP1t2Fek6EkKSxCxZFEb29vVCr1X4yOEEQ+HTHYrHw6UY8UuFEUURPTw/S0tKwa9euhEjz2PWzgs+223JycsJWOVBK8cwzz+Cxxx7DSy+9lEqECx+pAp8kSBV4GaxWK0+aA6Iv7svLyzAajdDpdKitrY3b3racmW02m+H1elFcXAydToeMjAz09PTE/ZzWg8vlgsFgQElJiSLnxFLR2PW7XK6wmelutxsGgwHFxcVJ8zp5PB50d3dveE7y6YY8FY4VfCWnECyhrqioKGleJ6/Xi7fffhtpaWkghGBxcTHkCOBUIpwiiEuB/5kCx7ktVeA3T4G32+0YHBxEW1ub3357JB0J29uOxCVLaTBXtcnJSdhsNuTm5mLbtm2KW8hGAsYAD4eXEC4YM51198xGtaSkZE3ducPhgMFgQG1tbdLc4KORwckz3y0WCzQaDS/20RjNuFwudHV1Yfv27YooCpSA2+1GV1cXtm7dyolnga6KlFK/CGDW3UuShG9/+9v43e9+h87OzlQiXOSIeYEvJoT+uwLH+VCqwF9dBd7r9fLCHQiHw4G+vj60t7dHtd8+MjKC6elptLS0IDs7W4nTjhpjY2MYGxtDc3MzBEHg3S0A7qgXb1cx5rsvJ9PFGnJmutlshtvt5jf7oqIi2Gw2nD9/PmmyAIDLenKliJDy7l7uOxBO5jtbBNXX14ft/BgrMF/5mpqadRdm8pAgu92OkydPIjc3FzMzMxgbG8MLL7yQNN/bKxSpAp8kSBV4GZxOJ958803s3r07ooAQQRD89myTYW9bkiScP38eTqcTLS0tqzgAzGTGbDbD4XD4yfBixReQG+qsZ/EaD3i9Xn6zn5ubA6UUlZWVKC8vj7lnfChgioJYyeCY0Qwr+MxVkHX3a02vmBokmRZBkfrKU0px+vRpPPbYY+jp6UFOTg5uvvlmHDlyJC5696sUcSnwP1HgOHekCvzVX+DlLPnp6WnMzc3BbrcjPz+fd7cb7VuyiNetW7cmXEvO4Ha7YTQakZ+fj7q6ug23GpjJDCv4ShDV1nqO3t5eEELQ2NiYFMQ1JqVaXFxETU0NH+cy7kKiEuHkWffxWgSxBZ/FYvHLDGA2sswJTq/XJ4U0D7g84YhkwcES4QoLC/HTn/4Ui4uL+P3vf4/+/n489NBDipxfdXU10tPTuSfAl7/8Zdx5551Bf34VIC4F/kcKHOcjqQJ/dRV4QRD87GiDSeDYvh1Lg2Oac51Ot6rYMbMRuSVnomG329Hb2xvxPvJ6RLXi4uKIip3L5UJ3dzdKS0tRU1OTFIsgQRA4A3z37t1+i6DARLicnBxe8GMpK2QyOJaZHm/JGwP7DshDciRJwq5du1BaWpoUQTaM6xLJhIMlwrW2tuI73/lOzK6nuroaL7zwAlpbW0P6+VWAVIFPEiR+hpxArKdvV6lUKCoq4vGWrNhduHDBr9jZbDbMz89H5NoVK0xNTWFoaAhNTU0R720TQpCTk4OcnBxUV1evslBl8aehFjvWZdXX12PLli0RnZPSYAuOsrKyNacuaWlpKC8vR3l5uZ+FsNFohCRJft29UsWBSc60Wi3a2toSWkTZd4Bdn8ViQVlZGWZmZnDx4kXk5eXxz0AitllYTG8kvvLxSoRLITZIGd2Ehk3bwUcjgWPBMIODgxBFEQUFBdDpdFyGlihIksRzwFtaWkImTIULefyp2WyGKIpchldQULCqKLEFhzwvPdFYWFiA0WiMeMEhJ2rNz88jLy+PF/xIF3qhyuDiCUmSeNiP3J9gLWY6m+7EIiQmEMw4au/evWF/zqenp3H77bfj3nvvxf333x/z17m6uhp5eXmglGL//v341re+BZ1OF/TnVwFi/sEtIoT+QIHjfOIq7+A3XYH3er1++/CR3IgWFhbQ09ODqqoqbN26FQsLC3yUDySGle71emE0GpGZmRl3sxFW7OTcBXazHxsbg81mg16vj9mCI1ywLRWl2PuSJPHuXl7smAwrlPeChdhUV1dj69atUZ+TEhBFEUajERkZGdi1a9e6n2UWEmOxWDA/P4/c3NyYJCLK7XDb2trC3r4YGRnBBz/4QRw/fjzmiXAMzCve6/Xiq1/9Knp6enDq1KmgP78KEJcC/10FjnMsVeCvrgJ/4sQJ1NTU4Prrr4/oxjM1NYXBwUE0NTWhoKBg1eOMpDQ3N8fDUXQ6XUj2sZGCEfxYIlsiwTq72dlZTE5OQqVSYdu2bSgtLY25o9pGYPa809PTMSWusWLHZFgbmawoLYNTAmyawDrNcN43FhLDFjxsO4N195GSFeW+8nq9Puzj9PX14c4778SJEycSxpCfmppCQ0MDFhcXQ/r5FYpUgU8SbLo9+LKyMvzyl7/E3/7t36K9vR2HDx/G4cOHUVpauu5NTJIkzrTet29f0G40MPqU3egvXrzI7WN1Op1iJC3WjSaLZEmlUiEzMxPz8/Oora2FTqeDxWLB4OAgX/Akwi+dyQXdbnfMc+UDE9EYUa2rqwsA/OJ/5+bmOCs9WbYvmJ480mx5eUhMXV0dn/BMTU2hr68POTk5/DMQqt6c+cpTStHa2hr2hCoRiXCAbzLj9Xp5M/DMM8+gra0t6M9TCB2pNLmNsek6eAaPx4PTp0/j5MmTePnll5Gfn48jR47gyJEjaG5u9ruBMLlZXl4e6uvrIxp/M/tYNsoXRTHsMW7g8YaGhjA3Nwe9Xp80BD+mkW5oaFhlgMIc1ebm5mC1WpGRkcFfg7Uc5ZQC277Izs5GQ0NDQolrTqeTb2fMz88DAGpra1FWVpYUWxiLi4swGAwxc2AM5G8IgsC7+6KiojW7crZVkJmZiZ07d4b9OXnjjTdw//3349lnn41rIhzgC4z50Ic+xPk+tbW1+P73vw9Jktb8eXV1dVzPL0aIeQdfSAj9jgLHufcq7+A3bYGXgyVhvfjii3xv7L3vfS+OHDkCSil+/OMf4yc/+YmitqVut5vf5Ox2OyfqheIVLgiCX+BIMmjJgcuRqqGQ6dZylGNdXbAbfSRYXl6GwWDAtm3bkiYzWy6D2759Ow9JYSYziXAVBC7n3cfTWZBJES0WC2w226qQJEEQovK67+zsxFe+8pWEJcJtUqQKfJIgVeADQCmF1WrFqVOn8P3vfx8DAwN497vfjSNHjuDw4cMoKytT/MbLct5Zd88MZnQ63arOlhWs8vLypDHUoZRiYGAAdrsder0+ojATr9fLiz3TnEdL0mJ727t27UJJSUlEx1AachlcoO5+eXmZb+ksLi76bWfEOqaWSc5aW1sTZtPKunv2GrjdboiiiNLSUjQ0NIS1rZJKhEso4lLgv6XAcT6dKvCbq8ADvq7i05/+NCYnJ/HUU0+hr68PJ0+exKlTp5CdnY3Dhw/j6NGj0Ov1io975QYzc3NzvLMtKSnhnV8yFaz1jGIihVxzHshKD2afGohklOa53W5OXNvI6EfuKmixWKDVajlRT2myInPMa2trS4ptAsC3lfHOO++guLiYb+1sFBLEQCnFv/3bv+Hpp5/Gyy+/HLMQoxSCIi4F/l8UOM5nUgV+8xV4SZLwi1/8Ap/4xCf8RsWMxXvy5El0dnZiZGQEN910Ew4fPowbb7wxJu5mrLMdGRnhJLUtW7ZAp9Ml/GbMpgksuStW0wSXy8WL/cLCgp9ffmBny7gJZrMZra2tCX+NGJaWltDd3Y2ampqIZHBLS0u8s1WKrMgmL4uLi9Dr9UmRnQCszQNYa0unqKiIb+mw14Alwv3+97/HyZMnk8ZZcpMhLgX+nxQ4zt+mCvzmK/Chwmaz4eWXX8ZLL72E06dPo6mpiRP1tm7dqph3e19fH0RRxJ49e7C0tMRH+SqVimvu4y1BY/u18Z4msO0MdqNnFsKsq+vv74coin6mLIkGIx4qZWXMOlrW3bMtneLiYuTm5ob0OZCz0hsbG5PCdha4vK0STIbKwJwV2f79c889h6ysLNhsNkxOTqYS4RKLVIFPEqQKvEIQBAF//vOf0dnZiVOnTiEtLQ233HILjh49ira2toi92w0GA0pKStYkGLHYz7m5OSwvL6OoqAg6nQ5FRUUx7cbGx8cxOjqKlpaWhAeOsO2M2dlZLCwsICsrC7W1tTH1HQgHbG87VuEs8i0di8XCPwcs/nat7l4QBD9VQTLwOIDIfeUppTh79iwefvhhzm+46aabcOTIEXz4wx9OmuvbRIj5C15ACP1HBY7zuVSBTxX4cEEpxaVLl9DZ2YnOzk5cunQJN954Iw4fPoxDhw6FdKNnXV+oVqqCIPARrtVqRXZ2Nu/ulZLQMS8Ah8OBlpaWmBO/QgVzgauoqEBGRgaX4ckZ2fHu5uJlqhMIQRD8uvvMzEze3efk5HADmy1btiSVJGtqagrDw8NobW0Ne6vL5XLhk5/8JIqKivDTn/4UTqcTr732Gt5++21885vfVOT8giW/DQwM4O6774bZbEZ+fj6efPLJFFs/TgX+6woc58FUgU8V+Ghht9vxP//zP+js7MQbb7yBXbt28VH+9u3bV3UYrENubm6OiCDG2MhslB8JSS0QXq8XPT093LY0WUa6bKsgcPzNfAfYKN/r9fLXINZe6ZIk4cKFC3A6nWhpaUnYJCFw39rpdEIURWzduhU7duxIigkH4POVn5iYiIjkl+hEuEOHDuGuu+7CsWPH8Jvf/AaPPPIIzp49G5NzuIKQKvBJglSBjzMEQcCZM2c4K58Qwkf5TU1N+NKXvoTbbrsN73nPexRzemMktbm5OS6/Ypr7UJ5D3iGvtSBJFCYmJmAymaDX6zfs0D0ej58ML1ZJaMyUJT09PakWQna7HUajEeXl5XC73X4TDuYoF+/3lREirVYrWltbw/68W61WfOhDH8Jf//VfxzwRbq0CPzs7i7q6OlitVmg0GlBKUV5ejj/96U+oq6uL2blcAYhLgf+qAsf5YqrApwp8rMCCMzo7O/Hcc8+hp6cHTU1N+NSnPoVbbrklJvKuQIIWc5Nj9rmBN0mLxYL+/v6k8klnWyDz8/MR6e4Dw2EIIYoYzDAZXGlpadj+7bEE29tuaWlBXl4egNUTDo/HwyVoShoNBQOTfLIpR7jPlwyJcKOjo/joRz+KCxcu8N9jjx06dCim55PkiPkHP58QelyB43zpKi/wyTGj26QghKC2thYHDx7ED3/4Qzz88MMoLi5GZ2cnHnroIdTX1+Pw4cM4cuSIYgVDrVbzaFv5CPfcuXOrxtgTExMYGxtDW1tb0jCSRVHkLn7t7e0RdcgqlQqFhYUoLCxEfX09DwgaHh6Gw+Hwk+GF2lU6HA4YDAbU1tYq6ngYLSYnJzEyMrIqM50Qgry8POTl5aG2thZerxcWiwUzMzM4f/48srOzw/aLDxWSJOHcuXMghETkJcES4b761a/iYx/7WFwWUqdPn/ZLfrv77rvxT/+kBI87hRRih1QHnwT47ne/i4MHD2L//v38Z6Io4s033+SsfEEQeDDO/v37Y7J/ysbYc3Nz3DqV+aQnA6EuHKOYSCE3mJG7CpaUlCAnJ2fN51RaBqcEGMlvZmYGbW1tYb1/wfzi2cIvmu4+Wl/5vr4+fOQjH8GJEydw6623Rnwe0YAlvw0ODqZG9GsjLh38PyhwnK9c5R18qsBfAaCUYnR0FCdPnsRLL72E3t5ebp/73ve+V1HfcBbMkpWVxZPg5HpznU4XtNDFEouLizAajdixY0fcnMnkEjSz2QyXy+UnRVSr1dwxL1YyuEggj1VVguTH/OLNZjNsNlvEWe9erxfd3d0oLi6OaIHGEuGeeOIJ3HDDDWFeReQITH47ceIEXnjhBZw+fRo33HADjh07xkl23/rWt/DWW2/F7dySFHEp8F9U4DgPpQp8qsAnGxwOB373u9/hxRdfxGuvvYba2lpO1IskkEN+3GC58nL7XJfLFdf92rm5OVy4cGFD85NYg5mrzM3NwWazQaVSQRRFtLS0JPS85JAkCb29vVCpVNizZ09MrJTl/AWW9b6ROsHtduOdd97hRM1w8cYbb+CBBx7Ar371q6RJhKuursaFCxdw7NgxWCwW5OXl4YknnkBzc3Nczy8JEZcC/wUFjvP1VIFPFfhkhiRJeOutt3h373Q6+Sj/wIEDIe8hMyJWKGNmtl/LOrqcnByuuVda7z06OoqJiQm0trYmTSSuJEno7+/nlrEWiwWSJEUV/6sEvF4vDAYD8vPzUVdXF5cpC8t6X0+dsLy8jK6uroinLywR7sUXX8SePXuUvoQUlMdVVeAJIb8FUAZfBP0igL+jlHYRQkYAuAE4V371YUrpswqclmJIFfirCJRSjI+Po7OzEy+99BIMBgOuvfZaHDlyBDfffDMKCgpW3fQppVyHrNfrwzYZYR0d09wD4CS+aOxzmakOGzMrJRmMFixcJ1AGFxj/m5+fzwtdPPzwXS4Xuru7eS5AIhCoTgCA3NxcWCwW7NmzJ+x8eUopfvnLX+LEiRM4deoUampqYnHaKSiPmBf4PELo5xU4zjdDK/AFlNL5lb/fDuAblFL9SoG/jVLarcCpxASpAn8VY2lpCa+99hpOnjyJV199FZWVlZyVX19fD7fbjWeeeQZ6vR7Nzc2KFFHGSJ+bm8PS0hK3TQ3HOpZZqSabqU6oMjhJkjA/P88LnVqt5sU+FpkBLMimrq4uJNfDeGFmZgb9/f3Izs6G0+nki57i4uINJz2pRLgrGnEp8H+nwHH+OcwRPSHkGIDPUUpbUwU+haSBJEno6urio3ybzQZCCJqbm/Gzn/0sJl2mKIp8fGuxWDhxr6SkJOikwOl08rz7WCbUhYtoZHAsM0CeBMeIetEuqlg4SzIx+IHLvInW1lbk5OSsWvSoVCq/RY98ESdJEh555BG+OE2m60ohJFxJBd4OwCH70QlK6YnA3yOE/ALAjSv/e5RS2rNS4Bfgu96/APgHSumcAqelGFIFfhOip6cHt99+Ow4ePIj5+Xm8/fbbOHDgAI4cOYL3ve99KCoqUrywMmMVNsoXRXHVnrXdbkdPTw8aGhpQWlqq6PNHA2aH29jYiMLCwqiOxYyGmF8+MxraKON8LbAiGm44S6zBfOXb2tqC8ibYpMdsNmNxcRH5+fk4c+YMjhw5gscffxwXLlzA888/nzT+CymEhbgU+AcUOM7D4XfwdwO4k1J6lBBSSSkdJYRoAfw/AJoppUcVOC3FsOkK/Pve9z5MT09DpVIhNzcXP/jBD9DW1rZpQiO8Xi8OHjyIRx99FNdffz0A38329ddfx4svvohXX30V5eXlfJS/c+fOmIzIA/esMzIysLy8jObm5qRxzAMQUxncWhnncqOh9dQJzKZ3vSKaCIyOjmJycjIsX3lRFDE9PY2vf/3r+MMf/gCXy4X77rsPt956Kzo6OpIm9jeFkBHzAp9LCP2MAsf5dgQsekKIE0AFpdQi+1k5gIuU0uRZaWMTFvj5+XkuaXr++efxjW98AwaDYVOFRoiiGPSmKUkSjEYjH+VbLBa8733vw9GjR3HttdcqPspndr2Tk5MoLCyEzWbj5jI6nS4hHunsvEZGRjA7O4vW1ta4EOXkevP5+Xnk5OSs0puz18tsNqO1tTUpDIiA6H3lWSJccXEx/v7v/x6vvvoqTp06hV27duHEiVUT06jwxBNP4JOf/CSef/553HbbbbjhhhtgMpm4n8Tdd9+Nz39eCQrXpkVcCvynFTjOoxsUeEJIAYAsSunkyv/fBuCHAHYC0MrIdw/Ctx9/vQKnpRg2XYGX48knn8T3vvc9/Pa3v005Uq0BSilmZ2c5K/8vf/kLrrnmGtxyyy04fPgwiouLoyq+TG7m8XjQ3NzMX3u55j6crlYpSJKE8+fPw+12R+STrgTkevO5Od+2XnFxMZaXlyFJEvR6fdJ0ttH6yjscDnzkIx/B3r178e1vfzumpMqRkRF89KMfBaWUBzvdcMMN+NznPofbbrstZs+7yXA1FfgqAL8GkAmfTG4OwP8N3977cwDU8F3vEIDPUkpHFDgtxbApvejvuusuvP766wCAU6dOYWxsDOXl5ZzlTQhBZWUlRkdHN3WBJ4Rgy5YtuOeee3DPPffA7XbjD3/4A1588UV8+9vfhk6n47G3u3fvDuvGzDTbubm52LNnD18oEEKQk5ODnJwcVFdXw+v1wmw2Y2pqCn19fcjLy+NEvVh01YzBn5mZGZFPulIghKCgoAAFBQWoq6vD0tISjEYjBEEApRTnzp3jC59EdvHR+srHMxFOkiR86lOfwr/+67/iC19QQkWdQiIhxuE5KKUmAPuDPNwWh1OICpuywP/iF78AADz11FP40pe+lAqNCBHp6em45ZZbcMstt/Ab+4svvojPfvazmJmZwc0334yjR4/iuuuuW1cGtby8jO7u7jUd8wKh1WpRXl6O8vJyrrOem5uDyWTi8jOdTofc3NyoiwPTkpeVlaGqqippGPxerxd9fX0oLdOJMrMAABnFSURBVC1FbW0tKKWw2WyYm5vD8PAwtxEuKSlR5HUIFaIowmAwIDs7Gw0NDWE/b7wT4U6cOIGDBw+ivb191WP/8A//gIceegh79uzBww8/jNra2pieSwrRgSI+Bf5Kx6Ye0QNAZmYmRkZGUF9fnxrRRwhKKebm5nDq1Cl0dnbizJkz6OjowOHDh3HLLbegtLSU37ynp6dx6dIlReJnmfxsbm4Oy8vL3DK1uLg4ojGxwWCIq9d9KHC5XOjq6sL27dtRUbH2JFHuly9/HYqKimISSgT4Fh1dXV0oKSmJyFc+3olwvb29uPfee3H69GlotVq/sfzY2Bi2b98OSikef/xx/OhHP0JfX19Mz+cqR8xXmDmE0HsUOM4PUla1V0+Bn5+fx/LyMrZu3QoAeOGFF/DAAw9gbGwMN954Yyo0QiF4PB688cYbOHnyJF5++WUUFhbiyJEj8Hq9OHXqFF555RXFZV2CIHCCmtVqRXZ2Nh/lb8QyV1IGpyTYoqO+vj5k2WDg65CVleUnw1MCbNERqa98X18f7rzzTnz3u9+NWyLcj3/8Y3zzm9/k2zrT09PIy8vDP/7jP+K+++7z+92MjAxMTEwklZrjCkNcCvz/UeA4P0wV+KunwJtMJtxxxx1wOp1QqVTQ6XR49NFH0dramgqNiBEYke7v/u7vYDQaUVJSguuuuw5Hjx7F9ddfHxOJF4s7ZZp7Sikf5efn5/t1i5OTkxgeHkZra2tSaa5ZBG00ATvMe4B1916v14+wGAm/IFpf+bNnz+LYsWNxT4QLBOvg3//+98NisXAHwOeeew4PPvggTCZTws7tKkBcCvxdChznx6kCf/UU+HgjmOa+uroa6enpvLh9+ctfxp133pngs40NKKX4+Mc/DkEQ8MQTT2B5eRkvv/wyOjs78ec//xltbW1cc79ly5aYjGpdLhcf5TscDhQWFqK4uBgOh4PLuuIhgwsVMzMzuHTpkuLae4/H4+c9II99DSUkaHFxEQaDIeLtlTfeeAP3338/nn322bgnwgWCFfibb74Z73nPe+B2u7m73okTJ6DX6xN6flc4UgU+SZAq8DFEMM19dXU1XnjhBbS2tib4DOOD119/He95z3tWdYxerxd//OMf0dnZiVOnTiE7O5uz8mPFYGf2uQMDA3C5XJyVr9PpkJWVlXBi3djYGMbHx9HW1qZ4Mp8cgcEwhBBe7AOnHED0E4VUItymQlwK/McUOM5Pr/ICvylZ9PGC/EZot9sTXjwShRtvvHHNn2u1Whw6dAiHDh3CY489hgsXLuDkyZM4fvw4TCYTDh06hCNHjuCGG24IO+UuGFjiXnFxMRoaGjhB7dy5c4qMsKM5r8HBQdhsNnR0dMQ8Pe//b+/eg6qu8waOv38oiiI34WBgHNEEiiLF8ZY+3gE5uuxUbDW7+wi4bbY2zjPd1rUd12x2cm1b3dopd7KZTRrXlp7cSM45I7jltdrSNM10FYmbCgIHjyAKnMP5PX/Y+T1iIIjnxuHzmnEmDvg7Xyt/n/P7fj+XgIAAIiIiiIiIICEhQWsdW15eru1yOBMWrVZrp77yt8I5Ee7Pf/4zu3btkolwwiVUrhWli5uTJ3g3u7HmPiUlhfj4eEJDQ1FVlalTp7J+/fpbHqXpz5xlYDt37sRoNLJ//35SUlLIzMxk0aJFxMTE9OnDkrMMrrtBNtdvYVutVsLCwrREPXfWmjvzFOx2O/fdd5/XG9g4++U3NDRQV1eH3W4nLi6OmJgYRowY0et/96qq8te//pW///3vMhFuYHH7k0ywoqiuONR8x8+f4CXAe0h+fj4FBQWYzWaqqqrQ6/XYbDZWr17NN998g9ls9vYSfZbdbufAgQOYTCZMJhNBQUEsXLgQg8FAampqrwKi8/w4ISGhVyNVndPPnIl6zlpznU53S0GuJx0dHVpjnaSkJJ/a5amqquLcuXMkJSXR1NREQ0MDra2tncrwbtby2N8mwq1Zs6bHnhnDhg2jubnZ6x/SvEwCvI+QAO9Bw4YN07aHnWpqakhMTKS5udmLK+s/VFXlzJkzWq/8srIy5s2bR2ZmJvPnz+8yE95isXDy5Mnbyki/vn1ub4NcT9rb2/n666/R6XQ3nS/vac7jAqvVyoQJEzodF9hsNq0M7+LFiwQHB2sffJxJow6HgxdeeIHTp0/zz3/+06eqE27Hm2++2e18iuLiYmpra5k1axb79u3z8Mp8jkcC/CMuuE6+BHgJ8H3RXc39qVOnsNlsWqDZuHEjhYWFclPoI6vVys6dOzGZTOzZs4fk5GQMBgOZmZnExcWxefNm7rjjDtLS0lwWaG4MciNGjNC28nubGHf16lWOHDnCmDFjGD16tEvW5Qqqqmp9+FNSUm764cVZjuj84PPGG28QHByM1WplyJAhbNu2zaeqE9zl5ZdfZvXq1SQmJrJr1y70er23l+RtHgnwD7vgOlslwEuA74vuau5DQ0PJzs6mo6MDVVUZN24cr7/+OvHx8d5ecr9nt9v5/PPPtaf71tZWFEXhj3/8I+np6W7ZNnUOhXFu5Tuz0XU6HaGhoV0+lTuPC5KSknwq98LhcHD8+HECAgJITk6+5STD0tJSVq5cSVlZGW1tbUyfPp3FixezZMkSv92yXrlyJa+++ioTJ06kuLi41w2J/JwEeB8hAV74HZvNxrJlyzh//jxpaWmUlJRw6tQp5s6dS2ZmJgsWLHB5Jz0nZzZ6fX09LS0tjBw5UstGHzx4sNY1LyUlRRtP6gtut698c3MzP/3pT7WJcM68iX379vHiiy+6/PjhxpGvdXV15OTkUFZWxtChQ9m0aROzZ7tvcqfD4WD58uVs3ryZmTNnYjKZfOq/p5e5PcAPVxTVFbP/3pMALwG+P/H2jc8XbN26lUOHDrFhwwbtybGpqYni4mKMRiO7d+8mMTFRq7l312AZZ819Q0MDFouFwYMHa1vfvtQG1dlXvq+5AM6JcD/+8Y/57W9/6/Zcgq5Gvv7iF79Ar9ezdu1aDh48yEMPPaQN4nE1m81GTk4O//jHP8jIyODDDz90WRmnn/BIgHdFk+MCCfAS4PsLb9/4fIWqqjcNMh0dHXzxxRcUFRVhNpvp6OjQuulNmTLFLQNaKioqOHfuHDqdjosXL9LR0aHV3IeHh3ttLG1vhtncjKcnwjkcDjIyMnjllVd47rnntIExI0aM4MyZM1op3tSpU1m3bh1paWkuff+rV6/yk5/8BLPZTHZ2Ntu2bfPquF4f5ZEAv9gF1/nAzwO8NLrxE93Nun7//fc5c+YMAFOmTCE2Npa9e/e6/MbnS3oKMoMGDWLGjBnMmDGDdevWUVlZidFo5NVXX+Xbb79l9uzZZGZmkpaWdtvbrqqqUlpaSnNzM9OmTdM+PLS1tdHQ0EB1dTXHjx8nPDwcnU5HZGSkxwJGS0sLX3/9NePHj+9V6eCNysvLyc7O5ne/+x0/+9nPPFIF0NXIV4vFgs1m61RnHx8fT1VVlUvfu7m5maysLPbu3cvSpUt5++23/Ta3QPgHCfB+wps3vv5MURTi4+NZsWIFK1asoLm5mV27dmE0Glm9ejV33XWX9nQ/bty4WwpiDoeDEydOoKoqqampnZ7Shw4dyujRoxk9ejQOh0Ob7+48SnEm6gUHB7slcDY1NXHs2LE+95V3ToR77bXXyMrKcvn6unL8+HG2b9/ulYoTi8VCZmYmhw4d4plnnmHDhg0+U9Y4EMk8+N6RAO8HvHnj8zchISE8/PDDPPzww3R0dHDo0CGKiorIzc2ltbVVa7Azffr0m27l2+12jh071quktYCAACIjI4mMjERVVa3m/uTJk7S1tXVqn+uKJ0ZnX/m+JvodPHiQpUuX8re//c2jE+H2799PRUUFCQkJwLXjgWXLlvHSSy8xePBgamtrtQ+zFRUVLitXO3/+POnp6Zw4cYK1a9fy4osvuuS64vZIq9qeyRm8H7jZrOvnn3+esrIyt59N+jtVVamursZkMmE0Gjl27BgzZ87EYDCQnp7eaUDL1atXOXbsGKNGjbrt8sf29vZONffO4ThRUVF9qjGvq6vj9OnTfeorD9cmwq1YsYKCggImT558y7/flZwT4R588EHy8vKIj4/Xck0efPBBKioqXJJrsmDBAj755BOio6MxGAzd/tymTZsk2e4at29tDFMUdaELrvORn5/BS4D3Q5668Q1kLS0tfPzxxxQVFfGvf/2LMWPGsHDhQu6++25WrVpFQUEBiYmJLn1P5wQ4Z839oEGDtK38kJCQHreMz58/T0VFBampqVrXuVtRVFTE6tWr+eijj3xiItz1/59fuHCBJUuWUF5ezpAhQ3jjjTe6HXJ0KxwOB2FhYVy+fPmmPzdq1Chqa2tv+/38hEcCvCseUYwS4CXA9zeeuPGJ/+dwODh8+DBvvfUW27ZtIyUlhWnTpmEwGHjggQfc9mHqypUrWs39lStXtPa5kZGRP9jKr6yspKamhkmTJt1yEt/1E+FMJpNMhBM98UiAn++C65glwEuAFzd3Y+393Llzqays1M53c3NzeeaZZ7y8SvcqKSlh+fLlFBQUEBsbq3XTO3z4MA888AAGg4GMjAwiIiLckpxlt9u1rfzGxkaCg4O1rPzz589jtVqZOHHiLZcAOifCbdu2DbPZLBPhRG9IgPcREuDFbemq9v76HYSBoqioiOTkZO66665Or1+5coXdu3dTVFRESUkJo0eP1rLyExMT3VL/7uwRX19fz9mzZ3E4HNx5551ER0d3yhXoiXMinHP9ERERLl+r8EtuD/BBiqLOdcF1iv08wEsWveiz7mrvB6LuSsWGDx/O4sWLWbx4MQ6Hg6NHj1JUVMTy5cu5ePEiGRkZGAwGZs6c6bL6d0VRCAkJoaKiAp1Ox9ixY2lsbKS8vJzLly8TERGhbeV3d3zgcDhYtWoVpaWlFBcX+81EOOE/pEyuZ/IEL/rsT3/6E83Nzbz00kudntrnzp1LbW0tgYGBJCcn84c//IFx48Z5e7k+RVVVLly4gNFoxGQycfDgQaZNm0ZmZiYLFy4kMjKyz1v5drudo0ePEhISQkJCQqfrdHR00NjYqLXPDQoK0hL1hg8fjqIo2Gw2VqxYQWtrK1u3bh0QE+GES3nkCX6mC67ziZ8/wUuAF31y/PhxnnjiCfbt20dgYGCnAF9dXU1cXByqqvLmm2+yadMmTpw44e0l+7TW1lb27NnDjh07KCkpITo6mszMTBYtWsTdd9/d661854z56OjoHkv0VFXl8uXLWqLeyy+/TFRUFHV1dej1et5++223tO0Vfk8CvI+QAC/65Ga198uXL+/0s0FBQZw7d86nBqz4MufYVmeiXl1dHenp6RgMBmbNmtXtE/Xt9pUvLS3l2WefpaamRmutm5WVxZIlS1yaK5CRkUFtbS0BAQGEhITwl7/8hdTUVOLj4xk6dKhWwvfCCy/w2GOPuex9hce4PcAPVRT1ARdcZ68EeAnwomfOJ/gf/ehHWCwWrbf59u3befbZZ6msrPTyCvsnVVWpr6/HZDJhMpn497//zeTJk8nMzCQzMxOdToeiKJw+fZra2lqSkpL61Ff+xolwNpuNAwcOcODAAdasWePSP5PVaiU8PByADz/8kLVr13L06FHi4+MpLCxk4sSJLn0/4XEeCfBTXXCdA34e4GX/TbhUW1sbixcvpq2tjYCAAKKiotixY4e3l9VvKYpCdHQ0S5cuZenSpbS1tbFv3z527NjBhg0bGDlyJFOmTGH79u28++67fQruNTU1PPTQQzz55JM89dRTKIrCkCFDmD9/PvPnu6IYqTNncAe4dOmS9HQXwk3kCV6IfsrhcJCfn8/zzz/PfffdR3V1NWlpaSxatIjZs2cTFBTU4zW+++47srOzWbNmjccmwgHk5OSwe/duAMxmMykpKcTHxxMaGoqqqkydOpX169ej0+k8sh7hUh55gndFo+TP/PwJXgK86De6O6MtLS0lNzeXhoYGwsLC2LJlC/fee6+XV+t+e/fu5YknnmDHjh0kJSVhsVgwm80YjUY+++wzJk2apG3ljxo16gfB2xsT4W6Un59PQUEBZrOZqqoq9Ho9NpuN1atX880332A2m72yLnFb3B7ghyiKOskF1/lCArwEeOEbujujnT9/Pjk5OeTl5fHBBx/wyiuvcPDgQS+t0nMuXbpEU1MTcXFxP/hee3s7+/fvx2g0YjabCQkJwWAwYDAYuP/++/nqq6+8MhGuK8OGDePs2bOdkjBrampITEykubnZiysTfeSRAO+KTI2DEuAlwAvf0FWAr6urY/z48TQ2NjJ48GBUVSUmJoYDBw4wfvx4L67Wd6iqyn/+8x8tK7+0tJT29nZ27tzp8YlwVquVK1euEBsbC0BhYSErVqzg1KlT2Gw27Xx+48aNFBYWygjk/kkCvI+QJDvRr+Tk5HQ6o62uriYmJkar11YUBb1eT1VVlQT47ymKwj333MM999zDr3/9a2pqajh58qRXxr1eunSJRx55hKtXrxIQEIBOp8NoNHLhwgWys7Pp6OhAVVXGjRvHu+++6/H1if5DOtn1TAK86Df27dvX6Yw2NzeX3//+995eVr+iKAqxsbHaE7SnjRkzhi+//LLL7x05csTDqxH9mQT4nkmAF73mcDgA3DIgpTf0ej0AgYGBPP300yQmJhIXF0dNTQ12u13boncmawkhxEDmnTu16HfOnDlDQECA14J7S0sLVqtV+/q9994jNTWV6OhoJk2axNatW4FrjXXuvPNO2Z4Xwo+pgMMFv/ydJNmJHn366afMmjWLlStXsm7dOq8EeWe99vVntK+//jrx8fGcOnWKvLw8LBYLoaGhvPPOO6SkpHh8jUIIwANJdoGKoia64Don/DzJTgK86JHFYiE5OZnw8HD27t3LHXfc4e0leUx3tffSN12IbkmA9xFyBi96VF1dTX19PZGRkTcN7g6Hw2tb+O5UUFDQZX/07l4XQrifJNn1zP/uxsLldDodERERREZGYrVa6ejo/Ffr+uQ75z8LIYQ7yRl8zyTAix5VV1dz8eJFmpqaCA8PZ9CgQQBUVVVRUFDAU089xa9+9SttwIy/ycnJISUlhccff5z6+voeX/d3GRkZ3H///UycOJFZs2Zp5W2lpaXMmDGDxMREpkyZwrfffuvllQp/pXLtCf52f/k72aIXXVJVVetdHhsbS2RkJKNHj2bPnj0cO3aMkpISdu3ahc1mAyAsLIyxY8eycuVKv5oO1lXtvdls7vb1geD999/vNO41Ly+Po0eP8uSTT7Js2TKtZXBeXt6AaBkshK+SJDuhuT6oO5WVlWEymXj66acJCgqitbUVgKCgIObNm0d6ejrz5s1jwoQJtLe3M2TIEG8s3SO6648+kPumb9myhddee42SkhJpGSyc3P4Jf7CiqD+cwHDrKiTJTgwUiqJgs9k4fPgwn376Kdu3b+fzzz/Xvh8YGMijjz7K/PnzmTNnDnFxcZ225P0tuLe0tHTqj+6sve/u9YHkxnGv0jJYeNpA2GK/XRLgBQBGo5HNmzfz1VdfUVNTA1xLrsvJySEwMJD8/HwmTZrEli1bvLtQD+quP7r0TUf78+bn5/Ob3/xGWgYL4YNki14A0NDQwC9/+UtOnjxJWloac+bMYfr06ej1ek6cOMHs2bOZOnUqRUVFOBwOAgMDvb1k4SOGDRtGRUUFCQkJskUvwANb9IMURXVFN47zskUvBoKoqCgKCwuxWCyd5nLDtTPmxsZGmpqaGDRokJZFL9yjra2N5557juLiYoKCgpgwYQJbt26ltLSU3NxcGhoaCAsLY8uWLdx7770eXVtX414jIyM7tQzOy8uTlsHC7QZCmdvtkgAvOnEG9+ub1gQHBxMUFIRer8fhcKCqqgR5N1q1ahWKonD69GkURaG2thbAJ7LUuxv3qigKb731Fnl5eaxbt05rGSyEu8gZfM9ki170yGQykZWVxZw5c7TEKuEeLS0txMTEcPbsWUJDQ7XX6+rqJEtd9Bce2aKP7PnHelTv51v0/teVRLjctGnTyMrKYvjw4djt9h90shOuU1ZWxsiRI1m3bh2TJ09m1qxZfPzxxzfNUhdioJFGN70jW/SiR1FRUXz00UdUVlZqAUa4h91up7KykuTkZNavX8+RI0dIT0/HZDJ5e2lC+BRPncErilIC3PH9WzYD/6Oq6hFFURKAfCAKuATkqarqU+0b5Qle9NqYMWO8vQS/p9frCQgI4Oc//zkAqampjB07lsrKSmpqarDb7cC1pkRVVVXo9XpvLleIgeBRVVXvV1V1IrAR2PL9628Bm1VVTQReue51nyEBXggfEhUVxYIFCyguLgagvLyc8vJyZs6cqWWpA5KlLgY8T23Rq6pqve7LMEBVFCUamAxs/f717UCcoig+9RdSkuyE8DHfffcdjz/+OA0NDQQEBLBmzRqys7M5deoUeXl5WCwWLUs9JSXF28sV4kZuT7ILUBR1uAuu09LLJDtFUd4F5n3/5SJgCLBNVdWk637mS2CVqqqfuGBpLtGbAC+EEEL4DEVRDgIxLriUg8472RtVVd14k/fNBR4DfocEeCGEEMJ/KIpyFYgHSoGRqqralWtTumqA/1JV9Yw313c9OYMXQgghuqAoSriiKLHXff0gYAHqgMPAf3//rWzgrC8Fd5AneCGEEKJLiqKMAf4XGMa17fx64HlVVb9WFCWJa5nzkUATsFRV1W+8tdauSIAXQggh/JBs0QshhBB+SAK8EEII4YckwAshhBB+SAK8EEII4YckwAshhBB+SAK8EEII4YckwAshhBB+SAK8EEII4YckwAshhBB+6P8A/J0lLq2GgYQAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IoYeyuoE65ZX"
      },
      "source": [
        "LINEAR int w = Z"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 97
        },
        "id": "hzRjA3Kx68en",
        "outputId": "ed6fd3c4-472f-47e6-a6ab-3fbcb1dccef4"
      },
      "source": [
        "%%latex\n",
        "Z = \\int_{0}^{T} w \\,dt \\\\\n",
        "Z = -\\dfrac{367875\\sinh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\left(\\cos\\left(\\frac{60x-469t}{500}\\right)-\\cos\\left(\\frac{3x}{25}\\right)\\right)}{219961\\cosh\\left(\\frac{24}{25}\\right)}"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "Z = \\int_{0}^{T} w \\,dt \\\\\nZ = -\\dfrac{367875\\sinh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\left(\\cos\\left(\\frac{60x-469t}{500}\\right)-\\cos\\left(\\frac{3x}{25}\\right)\\right)}{219961\\cosh\\left(\\frac{24}{25}\\right)}",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F0SXNpIi7E9N"
      },
      "source": [
        "# Math fucntion of Z\n",
        "# -(367875*sinh((3*(z+8))/25)*(cos((60*x-469*t)/500)-cos((3*x)/25)))/(219961*cosh(24/25))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 404
        },
        "id": "LCxuydY0-dWA",
        "outputId": "110b33cb-f271-4a81-939b-00378a5dcd5c"
      },
      "source": [
        "fig = plt.figure(figsize=(8, 6), dpi=80)\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "plt.title('$Z (\\int wdt)$ Plot', fontsize=20)\n",
        "x = np.arange(30,60,0.1)\n",
        "z = np.arange(30,60,0.1)\n",
        "t = np.arange(30,60,0.1)\n",
        "Z = np.arange(30,60,0.1)\n",
        "for i in range(len(x)):\n",
        "  Z[i] = -(367875*math.sinh((3*(z[i]+8))/25)*(math.cos((60*x[i]-469*t[i])/500)-math.cos((3*x[i])/25)))/(219961*math.cosh(24/25))\n",
        "\n",
        "ax.set_xlabel('$x$', fontsize=20, rotation=150)\n",
        "ax.set_ylabel('$z$', fontsize=20)\n",
        "ax.set_zlabel(r'$Z (\\int wdt)$', fontsize=15, rotation=60)\n",
        "img = ax.scatter(x, z, Z, c=t, cmap=plt.hot())\n",
        "colorbar = fig.colorbar(img)\n",
        "colorbar.set_label('$T (upper bound)$', fontsize=15)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dIOGL1gr3Oy4"
      },
      "source": [
        "## 4. STOKES FUNCTION (int udt = X)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 90
        },
        "id": "mv-0DjCYFcth",
        "outputId": "615d2a08-f02e-4d59-dd94-4ce96eca0044"
      },
      "source": [
        "%%latex\n",
        "X = \\int_{0}^{T} u \\,dt \\\\\n",
        "X = \\dfrac{73575\\left(1407\\operatorname{csch}^4\\left(\\frac{24}{25}\\right)\\cosh\\left(\\frac{6\\left(z+8\\right)}{25}\\right)\\left(\\sin\\left(\\frac{469t-60x}{250}\\right)+\\sin\\left(\\frac{6x}{25}\\right)\\right)-2560\\operatorname{sech}\\left(\\frac{24}{25}\\right)\\cosh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\left(\\sin\\left(\\frac{469t-60x}{500}\\right)+\\sin\\left(\\frac{3x}{25}\\right)\\right)\\right)}{112620032}"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "X = \\int_{0}^{T} u \\,dt \\\\\nX = \\dfrac{73575\\left(1407\\operatorname{csch}^4\\left(\\frac{24}{25}\\right)\\cosh\\left(\\frac{6\\left(z+8\\right)}{25}\\right)\\left(\\sin\\left(\\frac{469t-60x}{250}\\right)+\\sin\\left(\\frac{6x}{25}\\right)\\right)-2560\\operatorname{sech}\\left(\\frac{24}{25}\\right)\\cosh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\left(\\sin\\left(\\frac{469t-60x}{500}\\right)+\\sin\\left(\\frac{3x}{25}\\right)\\right)\\right)}{112620032}",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ri7ERMwq3Sxh"
      },
      "source": [
        "# Math function of u (stokes)\n",
        "# (73575*(1407*csch(24/25)^4*cosh((6*(z+8))/25)*(sin((469*t-60*x)/250)+sin((6*x)/25))-2560*sech(24/25)*cosh((3*(z+8))/25)*(sin((469*t-60*x)/500)+sin((3*x)/25))))/112620032"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "J8VU7W0TAIIv"
      },
      "source": [
        "import mpmath"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 404
        },
        "id": "G5RsyFRD_L3o",
        "outputId": "4b3f3d99-2bad-4c67-88bf-57ada885d608"
      },
      "source": [
        "fig = plt.figure(figsize=(8, 6), dpi=80)\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "plt.title('$X (\\int udt)$ (Stokes Func.) Plot', fontsize=20)\n",
        "x = np.arange(30,60,0.1)\n",
        "z = np.arange(30,60,0.1)\n",
        "t = np.arange(30,60,0.1)\n",
        "X = np.arange(30,60,0.1)\n",
        "for i in range(len(x)):\n",
        "  X[i] = (73575*(1407*mpmath.csch(24/25)**4*math.cosh((6*(z[i]+8))/25)*(math.sin((469*t[i]-60*x[i])/250)+math.sin((6*x[i])/25))-2560*mpmath.sech(24/25)*math.cosh((3*(z[i]+8))/25)*(math.sin((469*t[i]-60*x[i])/500)+math.sin((3*x[i])/25))))/112620032\n",
        "\n",
        "ax.set_xlabel('$x$', fontsize=20, rotation=150)\n",
        "ax.set_ylabel('$z$', fontsize=20)\n",
        "ax.set_zlabel(r'$X (\\int udt)$', fontsize=15, rotation=60)\n",
        "img = ax.scatter(x, z, X, c=t, cmap=plt.hot())\n",
        "colorbar = fig.colorbar(img)\n",
        "colorbar.set_label('$T (upper bound)$', fontsize=15)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "s83wodn16NZU"
      },
      "source": [
        "STOKES \\int w = Z"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 90
        },
        "id": "ySc_cHTw5anJ",
        "outputId": "3bae9aee-1983-4d69-e0e1-81de1a73feaf"
      },
      "source": [
        "%%latex\n",
        "Z = \\int_{0}^{T} w \\,dt \\\\\n",
        "Z = \\dfrac{73575\\left(1407\\operatorname{csch}^4\\left(\\frac{24}{25}\\right)\\sinh\\left(\\frac{6\\left(z+8\\right)}{25}\\right)\\left(\\cos\\left(\\frac{469t-60x}{250}\\right)-\\cos\\left(\\frac{6x}{25}\\right)\\right)-2560\\operatorname{sech}\\left(\\frac{24}{25}\\right)\\sinh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\left(\\cos\\left(\\frac{469t-60x}{500}\\right)-\\cos\\left(\\frac{3x}{25}\\right)\\right)\\right)}{112620032}"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "Z = \\int_{0}^{T} w \\,dt \\\\\nZ = \\dfrac{73575\\left(1407\\operatorname{csch}^4\\left(\\frac{24}{25}\\right)\\sinh\\left(\\frac{6\\left(z+8\\right)}{25}\\right)\\left(\\cos\\left(\\frac{469t-60x}{250}\\right)-\\cos\\left(\\frac{6x}{25}\\right)\\right)-2560\\operatorname{sech}\\left(\\frac{24}{25}\\right)\\sinh\\left(\\frac{3\\left(z+8\\right)}{25}\\right)\\left(\\cos\\left(\\frac{469t-60x}{500}\\right)-\\cos\\left(\\frac{3x}{25}\\right)\\right)\\right)}{112620032}",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gKYMu2mJ6eWO"
      },
      "source": [
        "# Math function of Z (stokes)\n",
        "# (73575*(1407*csch(24/25)^4*sinh((6*(z+8))/25)*(cos((469*t-60*x)/250)-cos((6*x)/25))-2560*sech(24/25)*sinh((3*(z+8))/25)*(cos((469*t-60*x)/500)-cos((3*x)/25))))/112620032"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 404
        },
        "id": "yRRA1XNd6iiz",
        "outputId": "b5306182-42c8-487b-db59-74a186b1959a"
      },
      "source": [
        "fig = plt.figure(figsize=(8, 6), dpi=80)\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "plt.title('$Z (\\int wdt)$ (Stokes Func.) Plot', fontsize=20)\n",
        "x = np.arange(30,60,0.1)\n",
        "z = np.arange(30,60,0.1)\n",
        "t = np.arange(30,60,0.1)\n",
        "Z = np.arange(30,60,0.1)\n",
        "for i in range(len(x)):\n",
        "  Z[i] = (73575*(1407*mpmath.csch(24/25)**4*math.sinh((6*(z[i]+8))/25)*(math.cos((469*t[i]-60*x[i])/250)-math.cos((6*x[i])/25))-2560*mpmath.sech(24/25)*math.sinh((3*(z[i]+8))/25)*(math.cos((469*t[i]-60*x[i])/500)-math.cos((3*x[i])/25))))/112620032\n",
        "\n",
        "ax.set_xlabel('$x$', fontsize=20, rotation=150)\n",
        "ax.set_ylabel('$z$', fontsize=20)\n",
        "ax.set_zlabel(r'$Z (\\int wdt)$', fontsize=15, rotation=60)\n",
        "img = ax.scatter(x, z, Z, c=t, cmap=plt.hot())\n",
        "colorbar = fig.colorbar(img)\n",
        "colorbar.set_label('$T (upper bound)$', fontsize=15)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "inghM1r6BXiQ"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9jdLNch7W-iM"
      },
      "source": [
        "## 5. Check if the flows are irrotational."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 40
        },
        "id": "6DVZv-JGXBJn",
        "outputId": "c6809ddd-d2a0-4aa7-9271-a4897ecc41c5"
      },
      "source": [
        "%%latex\n",
        "{w}_{x} = \\frac {1}{2} [ \\frac {\\partial w}{ \\partial y} - \\frac {\\partial v}{\\partial z} ]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/latex": "{w}_{x} = \\frac {1}{2} [ \\frac {\\partial w}{ \\partial y} - \\frac {\\partial v}{\\partial z} ]",
            "text/plain": [
              "<IPython.core.display.Latex object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "37R8qABGX73Y"
      },
      "source": [
        "Of Wx is equal to 0 that means the flow is irrotational."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lkvhOLkpYGOr"
      },
      "source": [
        "In both functions we don't have y component, therefore the flows are irrotational."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "v4oRk4aVZC7L"
      },
      "source": [
        "## 6. Stream Function"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X_c2vgAQZv0Z"
      },
      "source": [
        "Plot the streamlines using appropriate intervals for stream function ψ"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1nxE9p6mXCIO"
      },
      "source": [
        "# Streamline equation\n",
        "# (24525*sinh((3*(z+8))/25)*cos((3*x)/25-(469*t)/500))/(1876*cosh(24/25))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GSYujwUSZCig"
      },
      "source": [
        "x = np.arange(0,10,0.1)\n",
        "z = np.arange(0,10,0.1)\n",
        "t = np.zeros(100) # To eliminate time variable\n",
        "STR = np.arange(0,10,0.1)\n",
        "for i in range(len(x)):\n",
        "  STR[i] = (24525*math.sinh((3*(z[i]+8))/25)*math.cos((3*x[i])/25-(469*t[i])/500))/(1876*math.cosh(24/25))\n",
        "# STR is the stream function"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "jDuJiO3LjtgI",
        "outputId": "db46478b-ce7e-437f-b4f9-d29b26338647"
      },
      "source": [
        "import plotly.figure_factory as ff\n",
        "\n",
        "# Source: https://plotly.com/python/streamline-plots/\n",
        "Y, X = np.meshgrid(x, STR)\n",
        "u = -1 - X**2 + Y\n",
        "w = 1 + X - Y**2\n",
        "\n",
        "# Create streamline figure\n",
        "fig = ff.create_streamline(x, STR, u, w, arrow_scale=.1)\n",
        "fig.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
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