Fringe_Pattern_Imgs_Generation.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Fringe Pattern Imgs Generation.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyNF2Ig7arYNMAXrXJnudPyP",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/fquinterov/FPP-Blender/blob/main/Fringe_Pattern_Imgs_Generation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Fringe Pattern Imgs Generation.ipynb**\n",
        "---\n",
        "Code by Fernando Quintero.  11 / nov / 2021"
      ],
      "metadata": {
        "id": "_LfrpePhs7Nj"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "tHUONks6iea_"
      },
      "outputs": [],
      "source": [
        "import matplotlib.pyplot as plt;\n",
        "import numpy as np;\n",
        "import math;\n",
        "import cv2\n",
        "\n",
        "resx = 1280 # Projector x resolution\n",
        "resy = 800  # Projector y resolution\n",
        "\n",
        "pitch = [1280, 640, 320, 160, 80, 40, 20] # Pringe pitch\n",
        "\n",
        "phase = [0.0, -2*math.pi/3, 2*math.pi/3] # The phase must be a value in radians (e.g. 2 * math.pi / 3)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 1. Vertical stripes"
      ],
      "metadata": {
        "id": "pG7TLUyExhOS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "i = np.arange(resx) # Sequential vector with coordinates in pixels\n",
        "i = i - resx/2\n",
        "\n",
        "# Here is the equation for generation of fringe patterns\n",
        "for p in range(len(pitch)):\n",
        "    nphase = 0\n",
        "    for ph in range(len(phase)):\n",
        "        nphase = nphase + 1\n",
        "        I = np.uint8((255/2)*(1+np.cos(2.0*math.pi*i/pitch[p] + phase[ph])))\n",
        "        X = np.tile(I,(resy,1))\n",
        "        cv2.imwrite(\"./v_\"+str(pitch[p])+\"_\"+str(nphase)+\".bmp\", X)\n",
        "\n",
        "        plt.imshow(X, cmap = \"gray\")\n",
        "        plt.title(\"Pitch = \" + str(pitch[p]) + \", Phase = \" + str(phase[ph]))\n",
        "        plt.show()"
      ],
      "metadata": {
        "id": "9yW3HXISxOOb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c4a07c30-aef3-4b04-fc5e-21325cef58d4"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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Z2TDKCndJlWTBviEi7k/N+4rLLel6f2rvABaU3H1+ajMzs3FSzqdlBNwNPB8Rny/ZtRFYnbZXAw+WtN+cPjVzBdBVsnxjZmbjoFBGn7cBHwR+Kenp1PbHwB3AvZJuBdqA69O+h4FrgRbgOHDLqFZsZmbDGjbcI+IngIbYvXKQ/gHcdo51mZnZOfA3VM3McsjhbmaWQw53M7MccribmeWQw93MLIcc7mZmOeRwNzPLIYe7mVkOOdzNzHLI4W5mlkMOdzOzHHK4m5nlkMPdzCyHHO5mZjnkcDczyyGHu5lZDjnczcxyqJy/oVoj6aeSfiHpWUmfTu2Nkp6U1CLpO5KqUnt1ut2S9i8e2ymYmdlA5Zy5nwSuiog3A5cBV6c/fP1Z4AsRsQw4BNya+t8KHErtX0j9zMxsHA0b7pE5mm5WpksAVwH3pfb1wHVpe1W6Tdq/UtJQf4PVzMzGQFlr7pIqJD0N7AceAVqBwxHRk7q0Aw1puwHYBZD2dwGzBhlzjaTNkjZ3dnae2yzMzKyfssI9Inoj4jJgPvBW4A3n+sARsS4imiOiua6u7lyHMzOzEiP6tExEHAYeA64EaiUV0q75QEfa7gAWAKT904GDo1KtmZmVpZxPy9RJqk3bk4F3As+Thfz7U7fVwINpe2O6Tdr/aETEaBZtZmZnVhi+C/OA9ZIqyH4Z3BsRD0l6Dvi2pM8APwfuTv3vBv5WUgvwMnDDGNRtZmZnMGy4R8QW4C2DtG8nW38f2H4C+N1Rqc7MzM6Kv6FqZpZDDnczsxxyuJuZ5ZDD3cwshxzuZmY55HA3M8shh7uZWQ453M3McsjhbmaWQw53M7MccribmeWQw93MLIcc7mZmOeRwNzPLIYe7mVkOOdzNzHLI4W5mlkNlh7ukCkk/l/RQut0o6UlJLZK+I6kqtVen2y1p/+KxKd3MzIYykjP3j5L9YeyizwJfiIhlwCHg1tR+K3AotX8h9TMzs3FUVrhLmg/8K+Br6baAq4D7Upf1wHVpe1W6Tdq/MvU3M7NxUu6Z+xeBTwCn0+1ZwOGI6Em324GGtN0A7AJI+7tS/34krZG0WdLmzs7OsyzfzMwGM2y4S3oPsD8inhrNB46IdRHRHBHNdXV1ozm0mdk/eYUy+rwNeJ+ka4EaYBrwJaBWUiGdnc8HOlL/DmAB0C6pAEwHDo565WZmNqRhz9wj4vaImB8Ri4EbgEcj4ibgMeD9qdtq4MG0vTHdJu1/NCJiVKs2M7MzOpfPuf8R8HFJLWRr6nen9ruBWan948DacyvRzMxGqpxlmT4R8TjweNreDrx1kD4ngN8dhdrMzOws+RuqZmY55HA3M8shh7uZWQ453M3McsjhbmaWQw53M7MccribmeWQw93MLIcc7mZmOeRwNzPLIYe7mVkOOdzNzHLI4W5mlkMOdzOzHHK4m5nlkMPdzCyHHO5mZjlUVrhL2inpl5KelrQ5tc2U9Iikbel6RmqXpDsltUjaIunysZyAmZm93kjO3P9lRFwWEc3p9lpgU0Q0AZt47W+lXgM0pcsa4K7RKtbMzMpzLssyq4D1aXs9cF1J+z2ReQKolTTvHB7HzMxGqNxwD+AfJD0laU1qq4+IPWl7L1CfthuAXSX3bU9t/UhaI2mzpM2dnZ1nUbqZmQ2lUGa/t0dEh6Q5wCOSXijdGREhKUbywBGxDlgH0NzcPKL7mpnZmZV15h4RHel6P/AA8FZgX3G5JV3vT907gAUld5+f2szMbJwMG+6Spki6uLgNvAt4BtgIrE7dVgMPpu2NwM3pUzNXAF0lyzdmZjYOylmWqQcekFTs/82I+IGknwH3SroVaAOuT/0fBq4FWoDjwC2jXrWZmZ3RsOEeEduBNw/SfhBYOUh7ALeNSnVmZnZW/A1VM7MccribmeWQw93MLIcc7mZmOeRwNzPLIYe7mVkOOdzNzHLI4W5mlkMOdzOzHHK4m5nlkMPdzCyHHO5mZjnkcDczyyGHu5lZDjnczcxyyOFuZpZDDnczsxwqK9wl1Uq6T9ILkp6XdKWkmZIekbQtXc9IfSXpTkktkrZIunxsp2BmZgOVe+b+JeAHEfEGsj+59zywFtgUEU3ApnQb4BqgKV3WAHeNasVmZjasYcNd0nTgN4G7ASLiVEQcBlYB61O39cB1aXsVcE9kngBqJc0b9crNzGxI5Zy5NwKdwN9I+rmkr0maAtRHxJ7UZy9Qn7YbgF0l929PbWZmNk7KCfcCcDlwV0S8BTjGa0swAEREADGSB5a0RtJmSZs7OztHclczMxtGOeHeDrRHxJPp9n1kYb+vuNySrven/R3AgpL7z09t/UTEuohojojmurq6s63fzMwGMWy4R8ReYJekFalpJfAcsBFYndpWAw+m7Y3AzelTM1cAXSXLN2ZmNg4KZfb7fWCDpCpgO3AL2S+GeyXdCrQB16e+DwPXAi3A8dTXzMzGUVnhHhFPA82D7Fo5SN8AbjvHuszM7Bz4G6pmZjnkcDczyyGHu5lZDjnczcxyyOFuZpZDDnczsxxyuJuZ5ZDD3cwshxzuZmY55HA3M8shh7uZWQ453M3McsjhbmaWQw53M7MccribmeWQw93MLIcc7mZmOTRsuEtaIenpkssrkj4maaakRyRtS9czUn9JulNSi6Qtki4f+2mYmVmpcv5A9taIuCwiLgN+lezvoj4ArAU2RUQTsCndBrgGaEqXNcBdY1G4mZkNbaTLMiuB1ohoA1YB61P7euC6tL0KuCcyTwC1kuaNSrVmZlaWkYb7DcC30nZ9ROxJ23uB+rTdAOwquU97ajMzs3FSdrhLqgLeB3x34L6ICCBG8sCS1kjaLGlzZ2fnSO5qZmbDGMmZ+zXAP0bEvnR7X3G5JV3vT+0dwIKS+81Pbf1ExLqIaI6I5rq6upFXbmZmQxpJuN/Ia0syABuB1Wl7NfBgSfvN6VMzVwBdJcs3ZmY2DgrldJI0BXgn8O9Lmu8A7pV0K9AGXJ/aHwauBVrIPllzy6hVa2ZmZSkr3CPiGDBrQNtBsk/PDOwbwG2jUp2ZmZ0Vf0PVzCyHHO5mZjnkcDczyyGHu5lZDjnczcxyyOFuZpZDDnczsxxyuJuZ5ZDD3cwshxzuZmY55HA3M8shh7uZWQ453M3McsjhbmaWQw53M7MccribmeWQw93MLIcc7mZmOeRwNzPLIYe7mVkOOdzNzHJIETHRNSDpCLB1ousYZbOBAxNdxCjyfM5veZsP5G9OYzGfRRFRN9iOwig/0NnaGhHNE13EaJK0OU9z8nzOb3mbD+RvTuM9Hy/LmJnlkMPdzCyHzpdwXzfRBYyBvM3J8zm/5W0+kL85jet8zos3VM3MbHSdL2fuZmY2iiY83CVdLWmrpBZJaye6nnJIWiDpMUnPSXpW0kdT+0xJj0jalq5npHZJujPNcYukyyd2BoOTVCHp55IeSrcbJT2Z6v6OpKrUXp1ut6T9iyey7sFIqpV0n6QXJD0v6cocHJ8/SD9vz0j6lqSaC+kYSfq6pP2SnilpG/ExkbQ69d8mafVEzKWklsHm9N/Tz90WSQ9Iqi3Zd3ua01ZJ7y5pH/0cjIgJuwAVQCuwBKgCfgFcOpE1lVn3PODytH0x8CJwKfA5YG1qXwt8Nm1fC3wfEHAF8OREz2GIeX0c+CbwULp9L3BD2v4K8B/T9oeBr6TtG4DvTHTtg8xlPfDv0nYVUHshHx+gAdgBTC45Nh+6kI4R8JvA5cAzJW0jOibATGB7up6RtmecZ3N6F1BI258tmdOlKeOqgcaUfRVjlYMTfbCvBH5Ycvt24PaJ/iE8i3k8CLyT7ItY81LbPLLP7wN8FbixpH9fv/PlAswHNgFXAQ+lf1QHSn5I+44V8EPgyrRdSP000XMomcv0FIQa0H4hH58GYFcKtUI6Ru++0I4RsHhAEI7omAA3Al8tae/X73yY04B9/xrYkLb75VvxGI1VDk70skzxB7aoPbVdMNLL3bcATwL1EbEn7doL1KftC2GeXwQ+AZxOt2cBhyOiJ90urblvPml/V+p/vmgEOoG/SctMX5M0hQv4+EREB/BXwEvAHrLn/Cku3GNUNNJjct4fqwF+j+wVCIzznCY63C9okqYCfwd8LCJeKd0X2a/gC+KjSJLeA+yPiKcmupZRUiB7qXxXRLwFOEb2kr/PhXR8ANJa9CqyX1yXAFOAqye0qFF2oR2T4Uj6JNADbJiIx5/ocO8AFpTcnp/aznuSKsmCfUNE3J+a90mal/bPA/an9vN9nm8D3idpJ/BtsqWZLwG1kor/RUVpzX3zSfunAwfHs+BhtAPtEfFkun0fWdhfqMcH4LeAHRHRGRHdwP1kx+1CPUZFIz0mF8KxQtKHgPcAN6VfWjDOc5rocP8Z0JTe8a8ie+Nn4wTXNCxJAu4Gno+Iz5fs2ggU371fTbYWX2y/OX0C4Aqgq+Sl6ISLiNsjYn5ELCY7Bo9GxE3AY8D7U7eB8ynO8/2p/3lzxhURe4FdklakppXAc1ygxyd5CbhC0kXp5684pwvyGJUY6TH5IfAuSTPSq5l3pbbzhqSryZY43xcRx0t2bQRuSJ9kagSagJ8yVjk4kW9EpJ+1a8k+bdIKfHKi6ymz5reTvXzcAjydLteSrWluArYBPwJmpv4Cvpzm+EugeaLncIa5vYPXPi2zJP3wtQDfBapTe0263ZL2L5nougeZx2XA5nSMvkf2yYoL+vgAnwZeAJ4B/pbsUxcXzDECvkX2fkE32aurW8/mmJCtY7ekyy3n4ZxayNbQi9nwlZL+n0xz2gpcU9I+6jnob6iameXQRC/LmJnZGHC4m5nlkMPdzCyHHO5mZjnkcDczyyGHu5lZDjnczcxyyOFuZpZD/x+1TNZNdtDEngAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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Nmzaxfft29u/fz4kTJxg3bhxNTU20tLQwf/78fm02NzczderUvjb3799Pd3c3mzdvpqOjg7Vr19LR0cGWLVvo7u7mwIEDfW1OnTqV5uZmFi5c2Nfm/PnzaW5upqmpiXHjxtHb28u+ffvYtm1bX5vr1q3ra3P79u0cOHCAiGDcuHFMmzaN1tZWFixY0HcszZ8/nzlz5tDU1MTYsWM5fvx4vzbXr1/ft4+2bt3Kjh07OHjwIBHB+PHjmT59Oi0tLf36OW/ePJqbm5kyZQqlUonjx4+zd+9eXnrpJTZt2tRv7Pk2Ac477zxmzJhBa2trX5vt7e3MmzePOXPmMGXKFBoaGujp6WHv3r10dXWxadMm1q9fz9q1a9mwYQMvvvgiO3fu5NChQ0hiwoQJzJgxgwsuuKBfP9va2pg9ezaNjY00NDRw7Ngx9uzZU7XNrVu3snPnTg4fPowkJk6cyPTp02lra2PBggUsXryY9vb2vjYnT55MfX09x44dY/fu3XR1dbFx48a+bblhwwY6OzvZuXMnR44cYcyYMZx//vnMnDmTuXPnvqrNWbNmMXnyZOrq6jh69Cg7d+7kpZdeqtrmrl27OHLkCHV1dUyaNImZM2fS1tbWb3vOnTuXWbNmMWnSJOrq6jhy5Ai7du2is7OTjo6Ovn20ceNGurq62LVrF0ePHqW+vp5JkyYxa9Ys5s6d27ctyzk3c+ZMJk2ahCSOHDnCzp076ezs7Pe7Xm5z9+7dHDt2rC/nZs2axbPPPrtloCAeidsy3wbaJc2TVCL7i69VI/A+ZmY2gGE/c4+IXkm/AnyV7E94PxURI/1vlpiZWc6I3HOP7F+fOzf/DWQzswLwvwppZlZADnczswJyuJuZFZDD3cysgBzuZmYF5HA3Mysgh7uZWQE53M3MCsjhbmZWQA53M7MCcribmRWQw93MrIAc7mZmBeRwNzMrIIe7mVkBOdzNzArI4W5mVkCDhrukT0naIemZXFmTpMclrU8/p6RySbpHUoekpyVdOpKdNzOz6mo5c/80cG1F2Z3A6ohoB1aneYDrgPb0WgHcOzzdNDOzoRg03CPiX4HdFcVLgZVpeiVwQ678gch8E2iUNHu4OmtmZrU51XvuMyNiW5ruBmam6WZga265zlRmZmZn0Gl/oRoRAcRQ15O0QtIaSWt6enpOtxtmZpZzquG+vXy7Jf3ckcq7gNbcci2p7FUi4r6IWBIRS0ql0il2w8zMqjnVcF8FLEvTy4BHcuW3pqdmLgf25W7fmJnZGVI/2AKSHgSuAqZJ6gR+F/gw8JCk5cAW4Ma0+GPA9UAHcBh49wj02czMBjFouEfEzQNUXV1l2QBuP91OmZnZ6fFfqJqZFZDD3cysgBzuZmYF5HA3Mysgh7uZWQE53M3MCsjhbmZWQA53M7MCcribmRWQw93MrIAc7mZmBeRwNzMrIIe7mVkBOdzNzArI4W5mVkAOdzOzAnK4m5kVkMPdzKyABg13Sa2SnpD0nKRnJb03lTdJelzS+vRzSiqXpHskdUh6WtKlIz0IMzPrr5Yz917gNyLiIuBy4HZJFwF3Aqsjoh1YneYBrgPa02sFcO+w99rMzE5q0HCPiG0R8Z9p+gDwPNAMLAVWpsVWAjek6aXAA5H5JtAoafaw99zMzAY0pHvuktqAS4AngZkRsS1VdQMz03QzsDW3Wmcqq2xrhaQ1ktb09PQMsdtmZnYyNYe7pInA3wHvi4j9+bqICCCG8sYRcV9ELImIJaVSaSirmpnZIGoKd0kNZMH+mYj4YireXr7dkn7uSOVdQGtu9ZZUZmZmZ0gtT8sIuB94PiL+JFe1CliWppcBj+TKb01PzVwO7MvdvjEzszOgvoZl3gD8PPB9SU+lsv8NfBh4SNJyYAtwY6p7DLge6AAOA+8e1h6bmdmgBg33iPgGoAGqr66yfAC3n2a/zMzsNPgvVM3MCsjhbmZWQA53M7MCcribmRWQw93MrIAc7mZmBeRwNzMrIIe7mVkBOdzNzArI4W5mVkAOdzOzAnK4m5kVkMPdzKyAHO5mZgXkcDczKyCHu5lZATnczcwKqJb/Q3WcpG9J+p6kZyX9fiqfJ+lJSR2SPi+plMrHpvmOVN82skMwM7NKtZy5HwPeFBE/AlwMXJv+4+u7gY9FxEJgD7A8Lb8c2JPKP5aWMzOzM2jQcI/MwTTbkF4BvAl4OJWvBG5I00vTPKn+akkD/R+sZmY2Amq65y6pTtJTwA7gcWADsDcietMinUBzmm4GtgKk+n3A1CptrpC0RtKanp6e0xuFmZn1U1O4R8SJiLgYaAEuAy483TeOiPsiYklELCmVSqfbnJmZ5QzpaZmI2As8AVwBNEqqT1UtQFea7gJaAVL9ZGDXsPTWzMxqUsvTMtMlNabp8cBbgOfJQv6dabFlwCNpelWaJ9V/LSJiODttZmYnVz/4IswGVkqqI/sweCgiHpX0HPA5SR8Avgvcn5a/H/gbSR3AbuCmEei3mZmdxKDhHhFPA5dUKd9Idv+9svwo8K5h6Z2ZmZ0S/4WqmVkBOdzNzArI4W5mVkAOdzOzAnK4m5kVkMPdzKyAHO5mZgXkcDczKyCHu5lZATnczcwKyOFuZlZADnczswJyuJuZFZDD3cysgBzuZmYF5HA3Mysgh7uZWQHVHO6S6iR9V9KjaX6epCcldUj6vKRSKh+b5jtSfdvIdN3MzAYylDP395L9x9hldwMfi4iFwB5geSpfDuxJ5R9Ly5mZ2RlUU7hLagF+CvirNC/gTcDDaZGVwA1pemmaJ9VfnZY3M7MzpNYz948DvwW8kuanAnsjojfNdwLNaboZ2AqQ6vel5fuRtELSGklrenp6TrH7ZmZWzaDhLultwI6I+M5wvnFE3BcRSyJiSalUGs6mzcz+y6uvYZk3AG+XdD0wDpgE/CnQKKk+nZ23AF1p+S6gFeiUVA9MBnYNe8/NzGxAg565R8RdEdESEW3ATcDXIuIW4AngnWmxZcAjaXpVmifVfy0iYlh7bWZmJ3U6z7n/NnCHpA6ye+r3p/L7gamp/A7gztPropmZDVUtt2X6RMTXga+n6Y3AZVWWOQq8axj6ZmZmp8h/oWpmVkAOdzOzAnK4m5kVkMPdzKyAHO5mZgXkcDczKyCHu5lZATnczcwKyOFuZlZADnczswJyuJuZFZDD3cysgBzuZmYF5HA3Mysgh7uZWQE53M3MCsjhbmZWQDWFu6TNkr4v6SlJa1JZk6THJa1PP6ekckm6R1KHpKclXTqSAzAzs1cbypn7T0bExRGxJM3fCayOiHZgNT/4v1KvA9rTawVw73B11szManM6t2WWAivT9Erghlz5A5H5JtAoafZpvI+ZmQ1RreEewD9J+o6kFalsZkRsS9PdwMw03Qxsza3bmcr6kbRC0hpJa3p6ek6h62ZmNpD6Gpe7MiK6JM0AHpf0Qr4yIkJSDOWNI+I+4D6AxsbGIa1rZmYnV9OZe0R0pZ87gC8BlwHby7db0s8dafEuoDW3eksqMzOzM2TQcJc0QdL55WngGuAZYBWwLC22DHgkTa8Cbk1PzVwO7MvdvjEzszOgltsyM4EvSSov/9mI+EdJ3wYekrQc2ALcmJZ/DLge6AAOA+8e9l6bmdlJDRruEbER+JEq5buAq6uUB3D7sPTOzMxOif9C1cysgBzuZmYF5HA3Mysgh7uZWQE53M3MCsjhbmZWQA53M7MCcribmRWQw93MrIAc7mZmBeRwNzMrIIe7mVkBOdzNzArI4W5mVkAOdzOzAnK4m5kVkMPdzKyAagp3SY2SHpb0gqTnJV0hqUnS45LWp59T0rKSdI+kDklPS7p0ZIdgZmaVaj1z/1PgHyPiQrL/cu954E5gdUS0A6vTPMB1QHt6rQDuHdYem5nZoAYNd0mTgR8H7geIiJ6I2AssBVamxVYCN6TppcADkfkm0Chp9rD33MzMBlTLmfs84GXgryV9V9JfSZoAzIyIbWmZbmBmmm4GtubW70xlZmZ2htQS7vXApcC9EXEJcIgf3IIBICICiKG8saQVktZIWtPT0zOUVc3MbBC1hHsn0BkRT6b5h8nCfnv5dkv6uSPVdwGtufVbUlk/EXFfRCyJiCWlUulU+29mZlUMGu4R0Q1slbQ4FV0NPAesApalsmXAI2l6FXBremrmcmBf7vaNmZmdAfU1LverwGcklYCNwLvJPhgekrQc2ALcmJZ9DLge6AAOp2XNzOwMqincI+IpYEmVqqurLBvA7afZLzMzOw3+C1UzswJyuJuZFZDD3cysgBzuZmYF5HA3Mysgh7uZWQE53M3MCsjhbmZWQA53M7MCcribmRWQw93MrIAc7mZmBeRwNzMrIIe7mVkBOdzNzArI4W5mVkAOdzOzAho03CUtlvRU7rVf0vskNUl6XNL69HNKWl6S7pHUIelpSZeO/DDMzCyvlv8ge21EXBwRFwOvI/t/Ub8E3Amsjoh2YHWaB7gOaE+vFcC9I9FxMzMb2FBvy1wNbIiILcBSYGUqXwnckKaXAg9E5ptAo6TZw9JbMzOryVDD/SbgwTQ9MyK2peluYGaabga25tbpTGVmZnaG1BzukkrA24EvVNZFRAAxlDeWtELSGklrenp6hrKqmZkNYihn7tcB/xkR29P89vLtlvRzRyrvAlpz67Wksn4i4r6IWBIRS0ql0tB7bmZmAxpKuN/MD27JAKwClqXpZcAjufJb01MzlwP7crdvzMzsDKivZSFJE4C3AL+YK/4w8JCk5cAW4MZU/hhwPdBB9mTNu4ett2ZmVpOawj0iDgFTK8p2kT09U7lsALcPS+/MzOyU+C9UzcwKyOFuZlZADnczswJyuJuZFZDD3cysgBzuZmYF5HA3Mysgh7uZWQE53M3MCsjhbmZWQA53M7MCcribmRWQw93MrIAc7mZmBeRwNzMrIIe7mVkBOdzNzArI4W5mVkAOdzOzAnK4m5kVkMPdzKyAFBGj3QckHQDWjnY/htk0YOdod2IYeTxnt6KNB4o3ppEYz9yImF6ton6Y3+hUrY2IJaPdieEkaU2RxuTxnN2KNh4o3pjO9Hh8W8bMrIAc7mZmBXS2hPt9o92BEVC0MXk8Z7eijQeKN6YzOp6z4gtVMzMbXmfLmbuZmQ2jUQ93SddKWiupQ9Kdo92fWkhqlfSEpOckPSvpvam8SdLjktann1NSuSTdk8b4tKRLR3cE1Umqk/RdSY+m+XmSnkz9/rykUiofm+Y7Un3baPa7GkmNkh6W9IKk5yVdUYD98+vpeHtG0oOSxp1L+0jSpyTtkPRMrmzI+0TSsrT8eknLRmMsub5UG9Mfp+PuaUlfktSYq7srjWmtpLfmyoc/ByNi1F5AHbABmA+UgO8BF41mn2rs92zg0jR9PrAOuAj4CHBnKr8TuDtNXw98BRBwOfDkaI9hgHHdAXwWeDTNPwTclKY/Afxymn4P8Ik0fRPw+dHue5WxrAR+IU2XgMZzef8AzcAmYHxu39x2Lu0j4MeBS4FncmVD2idAE7Ax/ZySpqecZWO6BqhP03fnxnRRyrixwLyUfXUjlYOjvbOvAL6am78LuGu0D8JTGMcjwFvI/hBrdiqbTfb8PsAngZtzy/ctd7a8gBZgNfAm4NH0S7Uzd5D27Svgq8AVabo+LafRHkNuLJNTEKqi/FzeP83A1hRq9WkfvfVc20dAW0UQDmmfADcDn8yV91vubBhTRd3PAJ9J0/3yrbyPRioHR/u2TPmALetMZeeMdLl7CfAkMDMitqWqbmBmmj4Xxvlx4LeAV9L8VGBvRPSm+Xyf+8aT6vel5c8W84CXgb9Ot5n+StIEzuH9ExFdwEeBF4FtZNv8O5y7+6hsqPvkrN9XFf4H2RUInOExjXa4n9MkTQT+DnhfROzP10X2EXxOPIok6W3Ajoj4zmj3ZZjUk10q3xsRlwCHyC75+5xL+wcg3YteSvbBNQeYAFw7qp0aZufaPhmMpPcDvcBnRuP9Rzvcu4DW3HxLKjvrSWogC/bPRMQXU/F2SbNT/WxgRyo/28f5BuDtkjYDnyO7NfOnQKOk8j9Rke9z33hS/WRg15ns8CA6gc6IeDLNP0wW9ufq/gF4M7ApIl6OiOPAF8n227m6j8qGuk/OhX2FpNuAtwG3pIzWt50AAAF3SURBVA8tOMNjGu1w/zbQnr7xL5F98bNqlPs0KEkC7geej4g/yVWtAsrf3i8juxdfLr81PQFwObAvdyk66iLirohoiYg2sn3wtYi4BXgCeGdarHI85XG+My1/1pxxRUQ3sFXS4lR0NfAc5+j+SV4ELpd0Xjr+ymM6J/dRzlD3yVeBayRNSVcz16Sys4aka8lucb49Ig7nqlYBN6UnmeYB7cC3GKkcHM0vItKxdj3Z0yYbgPePdn9q7POVZJePTwNPpdf1ZPc0VwPrgX8GmtLyAv48jfH7wJLRHsNJxnYVP3haZn46+DqALwBjU/m4NN+R6uePdr+rjONiYE3aR18me7LinN4/wO8DLwDPAH9D9tTFObOPgAfJvi84TnZ1tfxU9gnZfeyO9Hr3WTimDrJ76OVs+ERu+fenMa0FrsuVD3sO+i9UzcwKaLRvy5iZ2QhwuJuZFZDD3cysgBzuZmYF5HA3Mysgh7uZWQE53M3MCsjhbmZWQP8fVsQYylT/eD0AAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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BBx/0dDrtc+fO9cMPP9z79+/vN9xwg9fW1vqiRYt8woQJnkqlfOrUqb5ixQr/+OOP/dJLL/Xc3Fw/8cQT/fXXX/cNGzb4zTff7AMHDvQRI0b4Y4895ul02h955BE/9NBDvaioyG+99VbfuHGjv/baa37CCSd4Xl6eX3bZZb569Wr/6KOPfMqUKZ5Kpfz000/3t99+22tra/3666/3fv36+ahRo/ypp57ydDrts2bN8gMPPNAHDx7sd955p9fX1/tLL73kxx57rOfn5/tVV13llZWVvnTpUj/vvPM8lUr52Wef7YsXL/bq6mq/5pprvKCgwI8++mh/4YUXPJ1O+z333OP77befDx061O+9915Pp9P+3HPP+ZFHHul9+/b1a6+91teuXevvvfeeT5w40VOplE+aNMk//PBDLy8v9+9///vep08fP/744/2VV17xuro6v+2227y4uNgPPvhgnzNnjqfTaX/yySd95MiR3r9/f7/xxht9/fr1/uabb/opp5ziubm5fskll/jKlSt91apVPm3aNM/NzfWTTjrJFy5c6Bs2bPCbbrrJBwwY4CNHjvQnnnjC0+m0P/TQQ37IIYf4oEGD/Je//KXX1dX5q6++6uPGjfO8vDz/3ve+56tXr/bly5f7hRde6KlUys844wx/9913fd26dX7dddd5YWGhjx492p955hlPp9N+//33+7Bhw3zIkCF+1113eX19vb/44os+duxYz8/P96uvvtqrqqp8yZIlfs4553gqlfJzzjnHlyxZ4lVVVX711Vd7fn6+jx071l988UWvr6/3u+66y4cMGeLDhg3z+++/39PptD/zzDM+evRoLyws9Ouuu87XrVvn77zzjp9xxhmeSqX8wgsv9OXLl/vq1av98ssv97y8PB83bpy/+uqrXldX57/85S990KBBfsghh/hDDz3k6XTan3jiCR85cqQPGDDAb7rpJt+wYYMvXLjQTzrpJM/NzfVp06b5qlWrfOXKlX7JJZd4bm6un3LKKf7mm2/6+vXr/cYbb9wxxk8++aSn02mfM2eOH3zwwV5cXOy/+tWvvK6uzl955RU//vjjvU+fPn7FFVd4eXm5f/jhhz5p0iRPpVI+ceJEf++993zt2rV+7bXXet++fX3MmDH+3HPPeTqd9nvvvdeHDh3q++23n99zzz2eTqf9D3/4gx999NFeUFDg11xzjVdXV/vixYv97LPP9lQq5eedd54vXbrUKysr/aqrrvL8/Hw/9thj/aWXXvL6+nq/8847vbS01A888ECfNWuWp9Npf+qpp3zUqFHer18/v/766722ttbffvttP/300z2VSvmUKVP8o48+8tWrV/tll13meXl5fsIJJ/hrr73mGzdu9FtvvdWLior80EMP9UceecTT6bQ/9thjPmLECB84cKDffPPNvmHDBn/99df9xBNP9NzcXL/00kv9448/9hUrVvjUqVM9NzfXJ0yY4IsWLfLa2lq/4YYbvH///n744Yf73LlzPZ1O+4MPPugHHXSQl5SU+B133OH19fW+YMECP+6447xPnz5+5ZVXekVFhS9btswvuOACT6VSftZZZ/nixYu9pqbGZ8yYsWOMn3/++R3HMbCoubjaHtMybwLDzeyA8Kz0+UR/IEhERDpIm0/LuPv28EeFnif6Nef73b25P5kqIiLtoF3m3N39WeDZ9ti2iIi0TH8VUkQkgRTcRUQSSMFdRCSBFNxFRBJIwV1EJIEU3EVEEkjBXUQkgRTcRUQSSMFdRCSBFNxFRBJIwV1EJIEU3EVEEkjBXUQkgRTcRUQSSMFdRCSBFNxFRBJIwV1EJIFaDO5mdr+Z1ZjZB7G8QjN7wcyWh599Q76Z2R1mVmZm75vZ6PZsvIiINC2bK/dZwKkZedOB+e4+HJgflgEmAMPDaxpwd9s0U0REWqPF4O7urwDrM7InArNDejZwZiz/AY+8ARSYWXFbNVZERLKzu3PuRe5eGdJVQFFIlwKrY/XWhDwREelAOXu6AXd3M/PWrmdm04imbujevfueNkNERGJ298q9unG6JfysCfnlwJBYvcEh70vcfaa7j3H3Md266aEdEZG2tLtRdR4wOaQnA3Nj+ReFp2bGAnWx6RsREekgLU7LmNlDwDigv5mtAf4F+DnwqJldDKwCzg3VnwVOA8qALcDUdmiziIi0oMXg7u4XNFM0vom6Dnx3TxslIiJ7RpPdIiIJpOAuIpJACu4iIgmk4C4ikkAK7iIiCaTgLiKSQAruIiIJpOAuIpJACu4iIgmk4C4ikkAK7iIiCaTgLiKSQAruIiIJpOAuIpJACu4iIgmk4C4ikkAK7iIiCaTgLiKSQC0GdzMbYmYvm9kSM/uzmV0R8gvN7AUzWx5+9g35ZmZ3mFmZmb1vZqPbuxMiIrKzbK7ctwNXufsIYCzwXTMbAUwH5rv7cGB+WAaYAAwPr2nA3W3eahER2aUWg7u7V7r72yGdBpYCpcBEYHaoNhs4M6QnAg945A2gwMyK27zlIiLSrFbNuZvZUOAIYCFQ5O6VoagKKArpUmB1bLU1IS9zW9PMbJGZLWpoaGhls0VEZFeyDu5mlgs8AfzA3evjZe7ugLfmjd19pruPcfcx3brpvq6ISFvKKqqaWQ+iwD7H3X8bsqsbp1vCz5qQXw4Mia0+OOSJiEgHyeZpGQPuA5a6+7/FiuYBk0N6MjA3ln9ReGpmLFAXm74REZEOkJNFna8BFwKLzezdkPdj4OfAo2Z2MbAKODeUPQucBpQBW4CpbdpiERFpUYvB3d3/CFgzxeObqO/Ad/ewXSIisgd0J1NEJIEU3EVEEkjBXUQkgRTcRUQSSMFdRCSBFNxFRBJIwV1EJIEU3EVEEkjBXUQkgRTcRUQSSMFdRCSBFNxFRBJIwV1EJIEU3EVEEkjBXUQkgRTcRUQSSMFdRCSBsvkfqr3N7E9m9p6Z/dnMfhryDzCzhWZWZmaPmFnPkN8rLJeF8qHt2wUREcmUzZX7p8A33P1wYBRwavjH1zcDt7n7QcAG4OJQ/2JgQ8i/LdQTEZEO1GJw98imsNgjvBz4BvB4yJ8NnBnSE8MyoXy8mTX3P1hFRKQdZDXnbmbdzexdoAZ4AfgI2Oju20OVNUBpSJcCqwFCeR3Qr4ltTjOzRWa2qKGhYc96ISIiO8kquLv75+4+ChgMHAUcuqdv7O4z3X2Mu4/p1k33dUVE2lKroqq7bwReBo4BCswsJxQNBspDuhwYAhDK84HaNmmtiIhkJZunZQaYWUFI7wOcBCwlCvLfCtUmA3NDel5YJpS/5O7elo0WEZFdy2m5CsXAbDPrTnQyeNTdnzazJcDDZvYz4B3gvlD/PuBBMysD1gPnt0O7RURkF1oM7u7+PnBEE/kriObfM/O3Aue0SetERGS36E6miEgCKbiLiCSQgruISAIpuIuIJJCCu4hIAim4i4gkkIK7iEgCKbiLiCSQgruISAIpuIuIJJCCu4hIAim4i4gkkIK7iEgCKbiLiCSQgruISAIpuIuIJJCCu4hIAmUd3M2su5m9Y2ZPh+UDzGyhmZWZ2SNm1jPk9wrLZaF8aPs0XUREmtOaK/criP4xdqObgdvc/SBgA3BxyL8Y2BDybwv1RESkA2UV3M1sMHA6cG9YNuAbwOOhymzgzJCeGJYJ5eNDfRER6SDZXrn/CvgR0BCW+wEb3X17WF4DlIZ0KbAaIJTXhfo7MbNpZrbIzBY1NDRkFouIyB5oMbib2d8BNe7+Vlu+sbvPdPcx7j6mWzfd1xURaUs5WdT5GvBNMzsN6A30AW4HCswsJ1ydDwbKQ/1yYAiwxsxygHygts1bLiIizWrxktndZ7j7YHcfCpwPvOTuk4CXgW+FapOBuSE9LywTyl9yd2/TVouIyC7tyXzINcAPzayMaE79vpB/H9Av5P8QmL5nTRQRkdbKZlpmB3dfACwI6RXAUU3U2Qqc0wZtExGR3aQ7mSIiCaTgLiKSQAruIiIJpOAuIpJACu4iIgmk4C4ikkAK7iIiCaTgLiKSQAruIiIJpOAuIpJACu4iIgmk4C4ikkAK7iIiCaTgLiKSQAruIiIJpOAuIpJACu4iIgmUVXA3s7+a2WIze9fMFoW8QjN7wcyWh599Q76Z2R1mVmZm75vZ6PbsgIiIfFlrrtxPcPdR7j4mLE8H5rv7cGA+X/yv1AnA8PCaBtzdVo0VEZHs7Mm0zERgdkjPBs6M5T/gkTeAAjMr3oP3ERGRVso2uDvwBzN7y8ymhbwid68M6SqgKKRLgdWxddeEvJ2Y2TQzW2RmixoaGnaj6SIi0pycLOsd5+7lZjYQeMHM/hIvdHc3M2/NG7v7TGAmQM+ePVu1roiI7FpWV+7uXh5+1gBPAkcB1Y3TLeFnTaheDgyJrT445ImISAdpMbibWcrM8hrTwMnAB8A8YHKoNhmYG9LzgIvCUzNjgbrY9I2IiHSAbKZlioAnzayx/m/c/fdm9ibwqJldDKwCzg31nwVOA8qALcDUNm+1iIjsUovB3d1XAIc3kV8LjG8i34HvtknrRERkt+g3VEVEEkjBXUQkgRTcRUQSSMFdRCSBFNxFRBJIwV1EJIEU3EVEEkjBXUQkgRTcRUQSSMFdRCSBFNxFRBJIwV1EJIEU3EVEEkjBXUQkgRTcRUQSSMFdRCSBFNxFRBIoq+BuZgVm9riZ/cXMlprZMWZWaGYvmNny8LNvqGtmdoeZlZnZ+2Y2un27ICIimbK9cr8d+L27H0r0L/eWAtOB+e4+HJgflgEmAMPDaxpwd5u2WEREWtRicDezfOB44D4Ad//M3TcCE4HZodps4MyQngg84JE3gAIzK27zlouISLOyuXI/AFgL/LeZvWNm95pZCihy98pQpwooCulSYHVs/TUhT0REOkg2wT0HGA3c7e5HAJv5YgoGAHd3wFvzxmY2zcwWmdmihoaG1qwqIiItyCa4rwHWuPvCsPw4UbCvbpxuCT9rQnk5MCS2/uCQtxN3n+nuY9x9TLduemhHRKQttRhV3b0KWG1mh4Ss8cASYB4wOeRNBuaG9DzgovDUzFigLjZ9IyIiHSAny3rfA+aYWU9gBTCV6MTwqJldDKwCzg11nwVOA8qALaGuiIh0oKyCu7u/C4xpomh8E3Ud+O4etktERPaAJrtFRBJIwV1EJIEU3EVEEkjBXUQkgRTcRUQSSMFdRCSBFNxFRBJIwV1EJIEU3EVEEkjBXUQkgRTcRUQSSMFdRCSBFNxFRBJIwV1EJIEU3EVEEkjBXUQkgRTcRUQSqMXgbmaHmNm7sVe9mf3AzArN7AUzWx5+9g31zczuMLMyM3vfzEa3fzdERCQum3+QvczdR7n7KOBIov+L+iQwHZjv7sOB+WEZYAIwPLymAXe3R8NFRKR5rZ2WGQ985O6rgInA7JA/GzgzpCcCD3jkDaDAzIrbpLUiIpKV1gb384GHQrrI3StDugooCulSYHVsnTUhT0REOkjWwd3MegLfBB7LLHN3B7w1b2xm08xskZktamhoaM2qIiLSgtZcuU8A3nb36rBc3TjdEn7WhPxyYEhsvcEhbyfuPtPdx7j7mG7d9NCOiEhbak1UvYAvpmQA5gGTQ3oyMDeWf1F4amYsUBebvhERkQ6Qk00lM0sBJwH/FMv+OfComV0MrALODfnPAqcBZURP1kxts9aKiEhWsgru7r4Z6JeRV0v09ExmXQe+2yatExGR3aLJbhGRBFJwFxFJIAV3EZEEUnAXEUkgBXcRkQRScBcRSSAFdxGRBFJwFxFJIAV3EZEEUnAXEUkgBXcRkQRScBcRSSAFdxGRBFJwFxFJIAV3EZEEUnAXEUkgBXcRkQRScBcRSSAFdxGRBFJwFxFJIAV3EZEEMnfv7DZgZmlgWWe3o431B9Z1diPakPqzd0tafyB5fWqP/uzv7gOaKshp4zfaXcvcfUxnN6ItmdmiJPVJ/dm7Ja0/kLw+dXR/NC0jIpJACu4iIgm0twT3mZ3dgHaQtD6pP3u3pPUHktenDu3PXnFDVURE2tbecuUuIiJtqNODu5mdambLzKzMzKZ3dnuyYWZDzOxlM1tiZn82sytCfqGZvWBmy8PPviHfzOyO0Mf3zWx05/agaWbW3czeMbOnw/IBZrYwtPsRM+sZ8q78jgwAAAQcSURBVHuF5bJQPrQz290UMysws8fN7C9mttTMjknA/rkyHG8fmNlDZta7K+0jM7vfzGrM7INYXqv3iZlNDvWXm9nkzuhLrC1N9enWcNy9b2ZPmllBrGxG6NMyMzsllt/2cdDdO+0FdAc+AoYBPYH3gBGd2aYs210MjA7pPOBDYARwCzA95E8Hbg7p04DnAAPGAgs7uw/N9OuHwG+Ap8Pyo8D5IX0PcFlIfwe4J6TPBx7p7LY30ZfZwCUh3RMo6Mr7BygFVgL7xPbNlK60j4DjgdHAB7G8Vu0ToBBYEX72Dem+e1mfTgZyQvrmWJ9GhBjXCzggxL7u7RUHO3tnHwM8H1ueAczo7INwN/oxFziJ6BexikNeMdHz+wD/CVwQq7+j3t7yAgYD84FvAE+HD9W62EG6Y18BzwPHhHROqGed3YdYX/JDILSM/K68f0qB1SGo5YR9dEpX20fA0IxA2Kp9AlwA/Gcsf6d6e0OfMsrOAuaE9E7xrXEftVcc7OxpmcYDttGakNdlhK+7RwALgSJ3rwxFVUBRSHeFfv4K+BHQEJb7ARvdfXtYjrd5R39CeV2ov7c4AFgL/HeYZrrXzFJ04f3j7uXAL4CPgUqiMX+LrruPGrV2n+z1+yrDt4m+gUAH96mzg3uXZma5wBPAD9y9Pl7m0Sm4SzyKZGZ/B9S4+1ud3ZY2kkP0Vfludz8C2Ez0lX+HrrR/AMJc9ESiE1cJkAJO7dRGtbGutk9aYmY/AbYDczrj/Ts7uJcDQ2LLg0PeXs/MehAF9jnu/tuQXW1mxaG8GKgJ+Xt7P78GfNPM/go8TDQ1cztQYGaNf6Ii3uYd/Qnl+UBtRza4BWuANe6+MCw/ThTsu+r+ATgRWOnua919G/Bbov3WVfdRo9buk66wrzCzKcDfAZPCSQs6uE+dHdzfBIaHO/49iW78zOvkNrXIzAy4D1jq7v8WK5oHNN69n0w0F9+Yf1F4AmAsUBf7Ktrp3H2Guw9296FE++Ald58EvAx8K1TL7E9jP78V6u81V1zuXgWsNrNDQtZ4YAlddP8EHwNjzWzfcPw19qlL7qOY1u6T54GTzaxv+DZzcsjba5jZqURTnN909y2xonnA+eFJpgOA4cCfaK842Jk3IsKxdhrR0yYfAT/p7PZk2ebjiL4+vg+8G16nEc1pzgeWAy8ChaG+Af8R+rgYGNPZfdhF38bxxdMyw8LBVwY8BvQK+b3DclkoH9bZ7W6iH6OARWEf/Y7oyYouvX+AnwJ/AT4AHiR66qLL7CPgIaL7BduIvl1dvDv7hGgeuyy8pu6FfSojmkNvjA33xOr/JPRpGTAhlt/mcVC/oSoikkCdPS0jIiLtQMFdRCSBFNxFRBJIwV1EJIEU3EVEEkjBXUQkgRTcRUQSSMFdRCSB/h924f6BLTNJ1QAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 2. Horizontal stripes"
      ],
      "metadata": {
        "id": "eRJroObrxoEx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "j = np.arange(resy) # Sequential vector with coordinates in pixels\n",
        "j = j - resy/2\n",
        "\n",
        "# Here is the equation for generation of fringe patterns\n",
        "for p in range(len(pitch)):\n",
        "    nphase = 0\n",
        "    for ph in range(len(phase)):\n",
        "        nphase = nphase + 1\n",
        "        I = np.uint8((255/2)*(1+np.cos(2.0*math.pi*j/pitch[p] + phase[ph])))\n",
        "        I = np.matrix(I)\n",
        "        X = np.tile(I.T,(1,resx));\n",
        "        cv2.imwrite(\"./h_\"+str(pitch[p])+\"_\"+str(nphase)+\".bmp\", X)"
      ],
      "metadata": {
        "id": "P4C2rsNwxfHC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import shutil\n",
        "shutil.make_archive('fpp_images', 'zip', './')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "i6MCtw1QeBoL",
        "outputId": "bcd25edf-327e-4c32-cbae-a377e0350645"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'/content/fpp_images.zip'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    }
  ]
}