7_Results_Visualizations.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0f0aFPtQQcFf",
        "outputId": "d1797ef3-f42f-4215-a4c0-78f12781cc08"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive/\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive/', force_remount=True)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd /content/drive/MyDrive/Gel_Project_Image_Classification"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eqNWrpOIRH1y",
        "outputId": "5c2b6cca-72ce-422f-a32a-81eba53000dd"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/MyDrive/Gel_Project_Image_Classification\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Import necessary libraries\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt"
      ],
      "metadata": {
        "id": "NvtwjW6mQxBv"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Heatmap of each model's performance across different metrics"
      ],
      "metadata": {
        "id": "UH5gSN_6k7fL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Read the CSV file into a DataFrame\n",
        "results_df = pd.read_csv('results.csv')\n",
        "\n",
        "# Sort the DataFrame by model_ids\n",
        "results_df = results_df.sort_values('model_id')\n",
        "\n",
        "# Extract columns\n",
        "model_ids = results_df['model_id']\n",
        "accuracies = results_df['accuracy'].str.rstrip('%').astype(float)\n",
        "precisions = results_df['precision'].str.rstrip('%').astype(float)\n",
        "recalls = results_df['recall'].str.rstrip('%').astype(float)\n",
        "roc_aucs = results_df['roc_auc'].str.rstrip('%').astype(float)\n",
        "hardware_types = results_df['hardware_type']\n",
        "\n",
        "# Convert the hardware_types column to a categorical variable\n",
        "hardware_types = pd.Categorical(hardware_types)\n",
        "\n",
        "# Create a new DataFrame with the numeric columns\n",
        "numeric_data = pd.DataFrame({'Accuracy': accuracies, 'Precision': precisions, 'Recall': recalls, 'ROC AUC': roc_aucs})\n",
        "\n",
        "# Create the heatmap\n",
        "plt.figure(figsize=(7, 5))\n",
        "heatmap = sns.heatmap(numeric_data, annot=True, fmt='.2f', cmap='YlGnBu')\n",
        "\n",
        "# Modify the y-axis tick labels\n",
        "heatmap.set_yticklabels(range(1, len(model_ids) + 1), rotation=0)\n",
        "\n",
        "plt.xlabel('Evaluation Metrics')\n",
        "plt.ylabel('Model IDs')\n",
        "plt.title('Model IDs vs Evaluation Metrics')\n",
        "plt.show()"
      ],
      "metadata": {
        "outputId": "25760bd5-56be-4d68-d67c-8d492f763bba",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "Qsin__1jlBPs"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 700x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Various visualizations to compare the performance of the 24 models:\n"
      ],
      "metadata": {
        "id": "dUjhmjjNiU0_"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Bar chart of model accuracies"
      ],
      "metadata": {
        "id": "Ox1jnH228wqS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Read the CSV file into a DataFrame\n",
        "results_df = pd.read_csv('results.csv')\n",
        "\n",
        "# Sort the DataFrame by accuracy in ascending order\n",
        "results_df = results_df.sort_values('accuracy')\n",
        "\n",
        "# Extract relevant columns\n",
        "model_ids = results_df['model_id']\n",
        "accuracies = results_df['accuracy']\n",
        "precisions = results_df['precision']\n",
        "recalls = results_df['recall']\n",
        "conf_mats = results_df['conf_mat']\n",
        "roc_aucs = results_df['roc_auc']\n",
        "\n",
        "# Define a colormap\n",
        "colormap = plt.cm.get_cmap('RdPu', 25)\n",
        "\n",
        "# Create the bar chart with colored bars\n",
        "plt.bar(model_ids, accuracies, color=colormap(np.arange(len(accuracies))))\n",
        "\n",
        "# Plot accuracies\n",
        "plt.xlabel('Model ID')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.title('Model Accuracies')\n",
        "\n",
        "# Display the chart\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "outputId": "f923aa69-4b16-4a1d-9880-f9f7f780d982",
        "id": "xwqZfA1ffrUq"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-4-e25021624cf7>:16: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n",
            "  colormap = plt.cm.get_cmap('RdPu', 25)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Bar chart of model precisions"
      ],
      "metadata": {
        "id": "DZ7B-LEN6h32"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Define a colormap\n",
        "colormap = plt.cm.get_cmap('YlGnBu', 30)\n",
        "\n",
        "# Plot precisions\n",
        "plt.bar(model_ids, precisions, color=colormap(np.arange(len(precisions))))\n",
        "plt.xlabel('Model ID')\n",
        "plt.ylabel('Precision')\n",
        "plt.title('Model Precisions')\n",
        "\n",
        "# Display the chart\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "outputId": "7e9139f5-4b4b-4695-f94e-e3f607545bca",
        "id": "vK8hGnKRn0UW"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-5-eace42d8e4b6>:2: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n",
            "  colormap = plt.cm.get_cmap('YlGnBu', 30)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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qVWPbtm3s3bs3T/+DBw/i4+NjvmWXn/nz5xMREcGUKVPw9fUlOTmZ8PBwpk6dSq9evcz9rly5wsmTJzl79iyzZs1i7dq1bN68GQ8Pj3zH7dOnD/Xq1aNy5cq89dZbbN68mcmTJ7Nnzx4WLVqUp/+YMWMYO3ZsnnbdChSRh13VTl8UeN/UJT2tWInI3++huRUI4OPjw/r167l8+TLHjh1jy5YtZGdnU6VKlXz7V6lSBTc3N1JTU285ZkREBCNGjKBLly7UqVOHHj16MHToUKKjoy36OTk5UbVqVf7xj3/w+eefU7RoUYvnsv5s3bp1/PLLLwwePJiEhATatGmDk5MTwcHBJCQk5LtPZGQk6enp5uXYsWN3NykiIiLyULL5pwJvcnJywsnJiQsXLrBy5UomT56cb7/jx49z7tw5PD09bznW1atXKVLEMjPa2dmRm5t72xpyc3Mtbt3ddO3aNUJDQ4mLizPfWrx5oS87O5ucnJx8x3NwcLjjJxhFRESk8LD5FauVK1eyYsUKDh06xKpVq3j22WepUaMGffr04fLly0RERLBp0yYOHz7MmjVr6NChA1WrVqVVq1bmMVq2bMmMGTPM6+3atSMqKooffviBw4cPs2TJEqZOnWp+4PzKlSu89dZbbNq0iSNHjrBt2zZCQkL47bff6Ny5c54ax40bR5s2bahfvz4A/v7+LF68mF27djFjxgz8/f3/5lkSERGRh4HNr1ilp6cTGRnJ8ePHKV26NC+99BJRUVHY29vzxx9/sGvXLmJjY7l48SJeXl4EBgYybtw4iytBaWlpnD171rw+ffp0Ro4cyaBBgzhz5gxeXl4MGDCAUaNGATeuXu3bt4/Y2FjOnj1LmTJleOqpp/jPf/6Dr6+vRX179uxhwYIFJCcnm9tefvllEhISaNasGdWrVyc+Pv7vnSQRERF5KNj84fVHid5jJSKFhR5el0fJQ/XwuoiIiEhhoWAlIiIiYiUKViIiIiJWomAlIiIiYiUKViIiIiJWomAlIiIiYiUKViIiIiJWomAlIiIiYiUKViIiIiJWomAlIiIiYiUKViIiIiJWomAlIiIiYiUKViIiIiJWomAlIiIiYiUKViIiIiJWomAlIiIiYiUKViIiIiJWYvNgdenSJcLDw6lYsSKOjo40bdqUrVu3ApCdnc2bb75JnTp1cHJywsvLi549e3LixInbjhkTE0PdunVxcXHBxcWFJk2asHz5cos+M2fOpEWLFri4uGAymbh48aLF9qysLHr06IGLiwvVqlVj9erVFtunTJnC66+/fv8TICIiIoWGzYNVv379WLVqFV9++SW7d+8mMDCQgIAAfvvtN65evcr27dsZOXIk27dvZ/Hixezfv5/27dvfdszHH3+ciRMnsm3bNpKSknjuuefo0KEDv/zyi7nP1atXad26NW+99Va+Y8ycOZNt27axceNGXn31Vbp164ZhGAAcOnSIWbNmERUVZb2JEBERkYeeybiZFmwgMzMTZ2dnvv32W9q2bWtub9CgAUFBQYwfPz7PPlu3bqVRo0YcOXKEChUq3PWxSpcuzZQpU+jbt69Fe0JCAs8++ywXLlygVKlS5vZBgwbh4uLCxIkTyczMpESJEpw5cwZ3d3dat27NgAED6NSp0z2db0ZGBq6urqSnp+Pi4nJP+4qIPEiqdvqiwPumLulpxUpE/n738t/vov+jmvL1xx9/kJOTQ/HixS3aHR0dSUxMzHef9PR0TCaTRQi6nZycHBYuXMiVK1do0qTJXdfm5+fHl19+SWZmJitXrsTT0xM3Nzfi4uIoXrz4XYWqrKwssrKyzOsZGRl3fXwRERF5+Ng0WDk7O9OkSRPGjRtHzZo1KVu2LF999RUbN26katWqefpfu3aNN998k65du94xMe7evZsmTZpw7do1SpYsyZIlS6hVq9Zd1xYSEsKuXbuoVasWbm5uLFiwgAsXLjBq1CgSEhJ45513mD9/Pj4+PsyePZvy5cvnGSM6OpqxY8fe9THlznxemV/gfdPmdbFiJSL/G1UGLS7wvgc/ftGKlYjI3bD5M1ZffvklhmFQvnx5HBwc+PDDD+natStFiliWlp2dTXBwMIZhEBMTc8dxq1evTnJyMps3b2bgwIH06tWLX3/99a7rsre356OPPuLQoUNs3bqVp59+muHDhxMWFsaOHTtYunQpO3fu5B//+AdhYWH5jhEZGUl6erp5OXbs2F0fX0RERB4+Ng9WPj4+rF+/nsuXL3Ps2DG2bNlCdnY2VapUMfe5GaqOHDnCqlWr7ur5pGLFilG1alUaNGhAdHQ0fn5+fPDBBwWuc926dfzyyy8MHjyYhIQE2rRpg5OTE8HBwSQkJOS7j4ODg/mTiTcXERERKbxsHqxucnJywtPTkwsXLrBy5Uo6dOgA/F+oSklJYfXq1ZQpU6ZA4+fm5lo873Qvrl27RmhoKJ9++il2dnbk5OSQnZ1tri8nJ6dA44qIiEjhYtNnrABWrlyJYRhUr16d1NRUIiIiqFGjBn369CE7O5uXX36Z7du3s2zZMnJycjh16hRw41N+xYoVA6Bly5Z06tSJwYMHAzduwQUFBVGhQgUuXbpEfHw8CQkJrFy50nzcU6dOcerUKVJTU4Ebz2Q5OztToUIFSpcubVHjuHHjaNOmDfXr1wfA39+fiIgI+vTpw4wZM/D39//b50lEREQefDYPVunp6URGRnL8+HFKly7NSy+9RFRUFPb29hw+fJjvvvsOgHr16lnst27dOlq0aAFAWloaZ8+eNW87c+YMPXv25OTJk7i6ulK3bl1WrlzJ888/b+7zySefWDxY3rx5cwDmzJlD7969ze179uxhwYIFJCcnm9tefvllEhISaNasGdWrVyc+Pt5KsyEiIiIPM5u+x+pRo/dY3T99KlAeNQ/qpwL1Hit5lNzLf78fmGesRERERB52ClYiIiIiVqJgJSIiImIlClYiIiIiVqJgJSIiImIlClYiIiIiVqJgJSIiImIlClYiIiIiVqJgJSIiImIlClYiIiIiVqJgJSIiImIlClYiIiIiVqJgJSIiImIlClYiIiIiVqJgJSIiImIlClYiIiIiVmLTYJWTk8PIkSOpXLkyjo6O+Pj4MG7cOAzDMPc5ffo0vXv3xsvLixIlStC6dWtSUlJuO+6sWbNo1qwZjz32GI899hgBAQFs2bLFos/djDts2DBKly6Nt7c3cXFxFtsWLlxIu3bt7nMGREREpDCxabCaNGkSMTExzJgxg7179zJp0iQmT57M9OnTATAMg44dO3Lw4EG+/fZbduzYQcWKFQkICODKlSu3HDchIYGuXbuybt06Nm7ciLe3N4GBgfz22293Pe73339PfHw8P/30E5MnT6Zfv36cPXsWgPT0dN5++20++uijv3mGRERE5GFi02C1YcMGOnToQNu2balUqRIvv/wygYGB5qtLKSkpbNq0iZiYGJ566imqV69OTEwMmZmZfPXVV7ccNy4ujkGDBlGvXj1q1KjBZ599Rm5uLmvWrLnrcffu3UuLFi1o2LAhXbt2xcXFhUOHDgHwxhtvMHDgQCpUqPA3z5CIiIg8TGwarJo2bcqaNWs4cOAAADt37iQxMZGgoCAAsrKyAChevLh5nyJFiuDg4EBiYuJdH+fq1atkZ2dTunTpux7Xz8+PpKQkLly4wLZt28jMzKRq1aokJiayfft2wsLC7njcrKwsMjIyLBYREREpvIra8uAjRowgIyODGjVqYGdnR05ODlFRUXTv3h2AGjVqUKFCBSIjI/n0009xcnLi/fff5/jx45w8efKuj/Pmm2/i5eVFQEDAXY/bqlUrXnnlFZ566ikcHR2JjY3FycmJgQMHMnfuXGJiYpg+fTpubm7MnDkTX1/fPMeNjo5m7NixVpgpEZH7V3nEDwXe99DEtlasRKTwsukVqwULFhAXF0d8fDzbt28nNjaW9957j9jYWADs7e1ZvHgxBw4coHTp0pQoUYJ169YRFBREkSJ3V/rEiROZP38+S5YsMV+huttxx4wZQ2pqKrt376ZTp05ER0cTEBCAvb0948ePJzExkX79+tGzZ898jx0ZGUl6erp5OXbs2H3OmIiIiDzIbHrFKiIighEjRtClSxcA6tSpw5EjR4iOjqZXr14ANGjQgOTkZNLT07l+/Tru7u40btyYhg0b3nH89957j4kTJ7J69Wrq1q1rse1ex923bx/z5s1jx44dzJ49m+bNm+Pu7k5wcDAhISFcunQJZ2dni30cHBxwcHAoyNSIiIjIQ8imV6yuXr2a58qTnZ0dubm5efq6urri7u5OSkoKSUlJdOjQ4bZjT548mXHjxrFixYrbhrC7GdcwDAYMGMDUqVMpWbIkOTk5ZGdnA5j/zcnJueP5ioiISOFm0ytW7dq1IyoqigoVKuDr68uOHTuYOnUqISEh5j4LFy7E3d2dChUqsHv3boYMGULHjh0JDAw09+nZsyfly5cnOjoauPEah1GjRhEfH0+lSpU4deoUACVLlqRkyZJ3Pe5Nn332Ge7u7ub3Vvn7+zNmzBg2bdrE8uXLqVWrFqVKlfq7pklEREQeEjYNVtOnT2fkyJEMGjSIM2fO4OXlxYABAxg1apS5z8mTJxk2bBinT5/G09OTnj17MnLkSItxjh49anHlKyYmhuvXr/Pyyy9b9Bs9ejRjxoy563HhxotEo6Ki2LBhg7mtUaNGDB8+nLZt2+Lh4WF+JkxEREQebSbjz685l79VRkYGrq6upKen4+LiYutyHko+r8wv8L5p87pYsRKR/40qgxYXeN+DH79osW7NTwVW7fRFgcdKXZL/B35EHlT38t9vfVegiIiIiJUoWImIiIhYiYKViIiIiJUoWImIiIhYiYKViIiIiJUoWImIiIhYiYKViIiIiJUoWImIiIhYiYKViIiIiJUoWImIiIhYiYKViIiIiJUoWImIiIhYiYKViIiIiJUoWImIiIhYiYKViIiIiJUoWImIiIhYiU2DVU5ODiNHjqRy5co4Ojri4+PDuHHjMAzDot/evXtp3749rq6uODk58dRTT3H06NHbjn3x4kVCQ0Px9PTEwcGBatWq8eOPP5q3V6pUCZPJlGcJDQ019xk2bBilS5fG29ubuLg4i/EXLlxIu3btrDALIiIiUlgUteXBJ02aRExMDLGxsfj6+pKUlESfPn1wdXUlLCwMgLS0NJ5++mn69u3L2LFjcXFx4ZdffqF48eK3HPf69es8//zzeHh48M0331C+fHmOHDlCqVKlzH22bt1KTk6OeX3Pnj08//zzdO7cGYDvv/+e+Ph4fvrpJ1JSUggJCaFVq1a4ubmRnp7O22+/zerVq/+eiREREZGHkk2D1YYNG+jQoQNt27YFblxF+uqrr9iyZYu5z9tvv02bNm2YPHmyuc3Hx+e2486ePZvz58+zYcMG7O3tzWP/mbu7u8X6xIkT8fHx4ZlnngFuXCVr0aIFDRs2pGHDhoSHh3Po0CHc3Nx44403GDhwIBUqVCjwuYuIiEjhY9NbgU2bNmXNmjUcOHAAgJ07d5KYmEhQUBAAubm5/PDDD1SrVo1WrVrh4eFB48aNWbp06W3H/e6772jSpAmhoaGULVuW2rVrM2HCBIsrVH92/fp15s2bR0hICCaTCQA/Pz+SkpK4cOEC27ZtIzMzk6pVq5KYmMj27dvNV9RuJysri4yMDItFRERECi+bXrEaMWIEGRkZ1KhRAzs7O3JycoiKiqJ79+4AnDlzhsuXLzNx4kTGjx/PpEmTWLFiBS+++CLr1q0zX136q4MHD7J27Vq6d+/Ojz/+SGpqKoMGDSI7O5vRo0fn6b906VIuXrxI7969zW2tWrXilVde4amnnsLR0ZHY2FicnJwYOHAgc+fOJSYmhunTp+Pm5sbMmTPx9fXNM250dDRjx461zmTdhYoTVhV43yNvPW/FSixVnL6+wPseeT3//xuLPMhqfv5zgffd27e5FSsRkf81mwarBQsWEBcXR3x8PL6+viQnJxMeHo6Xlxe9evUiNzcXgA4dOjB06FAA6tWrx4YNG/jkk09uGaxyc3Px8PBg5syZ2NnZ0aBBA3777TemTJmSb7D6/PPPCQoKwsvLy6J9zJgxjBkzxrw+duxYAgICsLe3Z/z48ezevZtly5bRs2dPtm3blmfcyMhIhg0bZl7PyMjA29v7nudJREREHg42DVYRERGMGDGCLl26AFCnTh2OHDlCdHQ0vXr1ws3NjaJFi1KrVi2L/WrWrEliYuItx/X09MTe3h47OzuLfU6dOsX169cpVqyYuf3IkSOsXr2axYsX37bWffv2MW/ePHbs2MHs2bNp3rw57u7uBAcHExISwqVLl3B2drbYx8HBAQcHh7ueDxEREXm42fQZq6tXr1KkiGUJdnZ25itVxYoV46mnnmL//v0WfQ4cOEDFihVvOa6/vz+pqanmcW7u4+npaRGqAObMmYOHh4f5Afr8GIbBgAEDmDp1KiVLliQnJ4fs7GwA87+3en5LREREHh02DVbt2rUjKiqKH374gcOHD7NkyRKmTp1Kp06dzH0iIiL4+uuvmTVrFqmpqcyYMYPvv/+eQYMGmfv07NmTyMhI8/rAgQM5f/48Q4YM4cCBA/zwww9MmDDB4h1VcOOW4Zw5c+jVqxdFi9764t1nn32Gu7u7+b1V/v7+rF27lk2bNvH+++9Tq1Yti1c5iIiIyKPJprcCp0+fzsiRIxk0aBBnzpzBy8uLAQMGMGrUKHOfTp068cknnxAdHU1YWBjVq1dn0aJFPP300+Y+R48etbjy5e3tzcqVKxk6dCh169alfPnyDBkyhDfffNPi+KtXr+bo0aOEhITcssbTp08TFRXFhg0bzG2NGjVi+PDhtG3bFg8PD2JjY60xHSIiIvKQs2mwcnZ2Ztq0aUybNu22/UJCQm4bfhISEvK0NWnShE2bNt123MDAwDxvef+rsmXLcvjw4Tzto0aNsgiAIiIiIvquQBERERErUbASERERsRIFKxERERErUbASERERsRIFKxERERErUbASERERsRIFKxERERErUbASERERsRIFKxERERErUbASERERsRIFKxERERErUbASERERsRIFKxERERErUbASERERsRIFKxERERErUbASERERsRKbBqtKlSphMpnyLKGhoQCkpaXRqVMn3N3dcXFxITg4mNOnT9/1+BMnTsRkMhEeHp5n28aNG3nuuedwcnLCxcWF5s2bk5mZCUBWVhY9evTAxcWFatWqsXr1aot9p0yZwuuvv17wExcREZFCyabBauvWrZw8edK8rFq1CoDOnTtz5coVAgMDMZlMrF27lv/+979cv36ddu3akZube1djf/rpp9StWzfPto0bN9K6dWsCAwPZsmULW7duZfDgwRQpcmM6Zs6cybZt29i4cSOvvvoq3bp1wzAMAA4dOsSsWbOIioqy4kyIiIhIYVDUlgd3d3e3WJ84cSI+Pj4888wzrFq1isOHD7Njxw5cXFwAiI2N5bHHHmPt2rUEBATcctzLly/TvXt3Zs2axfjx4/NsHzp0KGFhYYwYMcLcVr16dfPPe/fupX379vj6+lKlShUiIiI4e/Ys7u7uDBw4kEmTJplrEhEREbnpgXnG6vr168ybN4+QkBBMJhNZWVmYTCYcHBzMfYoXL06RIkVITEy87VihoaG0bds23/B15swZNm/ejIeHB02bNqVs2bI888wzFmP6+fmRmJhIZmYmK1euxNPTEzc3N+Li4ihevDidOnW6q3PKysoiIyPDYhEREZHCy6ZXrP5s6dKlXLx4kd69ewPwj3/8AycnJ958800mTJiAYRiMGDGCnJwcTp48ectx5s+fz/bt29m6dWu+2w8ePAjAmDFjeO+996hXrx5ffPEFLVu2ZM+ePTzxxBOEhISwa9cuatWqhZubGwsWLODChQuMGjWKhIQE3nnnHebPn4+Pjw+zZ8+mfPny+R4rOjqasWPH3t/EiIjIXXt947oC7zu9ybNWrMRS259uf0Hgdn4IfNqKlVhq9l3B6/pP+7+vrofZA3PF6vPPPycoKAgvLy/gxm3ChQsX8v3331OyZElcXV25ePEiTz75pPlZqL86duwYQ4YMMV9Zys/N57MGDBhAnz59qF+/Pu+//z7Vq1dn9uzZANjb2/PRRx9x6NAhtm7dytNPP83w4cMJCwtjx44dLF26lJ07d/KPf/yDsLCwW55TZGQk6enp5uXYsWP3M0UiIiLygHsgrlgdOXKE1atXs3jxYov2wMBA0tLSOHv2LEWLFqVUqVKUK1eOKlWq5DvOtm3bOHPmDE8++aS5LScnh59//pkZM2aQlZWFp6cnALVq1bLYt2bNmhw9ejTfcdetW8cvv/zCZ599RkREBG3atMHJyYng4GBmzJhxy/NycHCwuJUpIiIihdsDEazmzJmDh4cHbdu2zXe7m5sbAGvXruXMmTO0b98+334tW7Zk9+7dFm19+vShRo0avPnmm9jZ2VGpUiW8vLzYv3+/Rb8DBw4QFBSUZ8xr164RGhpKXFwcdnZ25OTkmD8hmJ2dTU5Ozj2fr4iIiBRONg9Wubm5zJkzh169elG0qGU5c+bMoWbNmri7u7Nx40aGDBnC0KFDLT7B17JlSzp16sTgwYNxdnamdu3aFmM4OTlRpkwZc7vJZCIiIoLRo0fj5+dHvXr1iI2NZd++fXzzzTd56hs3bhxt2rShfv36APj7+xMREUGfPn2YMWMG/v7+1p4SEREReUjZPFitXr2ao0ePEhISkmfb/v37iYyM5Pz581SqVIm3336boUOHWvS5eavwXoSHh3Pt2jWGDh3K+fPn8fPzY9WqVfj4+Fj027NnDwsWLCA5Odnc9vLLL5OQkECzZs2oXr068fHx93RsERERKbxsHqwCAwPNt9b+auLEiUycOPG2+x8+fPi22xMSEvJtHzFihMV7rPJTu3ZtUlJSLNqKFCnCxx9/zMcff3zbfUVEROTR88B8KlBERETkYadgJSIiImIlClYiIiIiVqJgJSIiImIlClYiIiIiVqJgJSIiImIlClYiIiIiVqJgJSIiImIlClYiIiIiVqJgJSIiImIlClYiIiIiVqJgJSIiImIlClYiIiIiVqJgJSIiImIlClYiIiIiVqJgJSIiImIlNg1WOTk5jBw5ksqVK+Po6IiPjw/jxo3DMIx8+7/22muYTCamTZt223FjYmKoW7cuLi4uuLi40KRJE5YvX27R59SpU/To0YNy5crh5OTEk08+yaJFi8zbs7Ky6NGjBy4uLlSrVo3Vq1db7D9lyhRef/31gp24iIiIFEpFbXnwSZMmERMTQ2xsLL6+viQlJdGnTx9cXV0JCwuz6LtkyRI2bdqEl5fXHcd9/PHHmThxIk888QSGYRAbG0uHDh3YsWMHvr6+APTs2ZOLFy/y3Xff4ebmRnx8PMHBwSQlJVG/fn1mzpzJtm3b2LhxI8uXL6dbt26cPn0ak8nEoUOHmDVrFklJSX/LvIiIiMjDyaZXrDZs2ECHDh1o27YtlSpV4uWXXyYwMJAtW7ZY9Pvtt994/fXXiYuLw97e/o7jtmvXjjZt2vDEE09QrVo1oqKiKFmyJJs2bbI49uuvv06jRo2oUqUK77zzDqVKlWLbtm0A7N27l/bt2+Pr60toaCi///47Z8+eBWDgwIFMmjQJFxcXK86GiIiIPOxsGqyaNm3KmjVrOHDgAAA7d+4kMTGRoKAgc5/c3Fx69OhBRESE+WrTvcjJyWH+/PlcuXKFJk2aWBz766+/5vz58+Tm5jJ//nyuXbtGixYtAPDz8yMxMZHMzExWrlyJp6cnbm5uxMXFUbx4cTp16nTHY2dlZZGRkWGxiIiISOFl01uBI0aMICMjgxo1amBnZ0dOTg5RUVF0797d3GfSpEkULVo0z63BO9m9ezdNmjTh2rVrlCxZkiVLllCrVi3z9gULFvDPf/6TMmXKULRoUUqUKMGSJUuoWrUqACEhIezatYtatWrh5ubGggULuHDhAqNGjSIhIYF33nmH+fPn4+Pjw+zZsylfvnyeGqKjoxk7dmwBZ0ceRaO2rb5zp9t4t0GA+ecG8/9T4HG2dWl2X3WIFAavrF9f4H3nPfOMFSuRh4lNg9WCBQuIi4sjPj4eX19fkpOTCQ8Px8vLi169erFt2zY++OADtm/fjslkuqexq1evTnJyMunp6XzzzTf06tWL9evXm8PVyJEjuXjxIqtXr8bNzY2lS5cSHBzMf/7zH+rUqYO9vT0fffSRxZh9+vQhLCyMHTt2sHTpUnbu3MnkyZMJCwuzePD9psjISIYNG2Zez8jIwNvbuwAzJSIiIg8DmwariIgIRowYQZcuXQCoU6cOR44cITo6ml69evGf//yHM2fOUKFCBfM+OTk5DB8+nGnTpnH48OFbjl2sWDHz1acGDRqwdetWPvjgAz799FPS0tKYMWMGe/bsMd9e9PPz4z//+Q8fffQRn3zySZ7x1q1bxy+//MJnn31GREQEbdq0wcnJieDgYGbMmJFvDQ4ODjg4OBR0ekREROQhY9NgdfXqVYoUsXzMy87OjtzcXAB69OhBQECAxfZWrVrRo0cP+vTpc0/Hys3NJSsry3xc4LbH/rNr164RGhpKXFyc+ZblzVdCZGdnk5OTc0+1iIiISOFk02DVrl07oqKiqFChAr6+vuzYsYOpU6cSEhICQJkyZShTpozFPvb29pQrV47q1aub21q2bEmnTp0YPHgwcOMWXFBQEBUqVODSpUvEx8eTkJDAypUrAahRowZVq1ZlwIABvPfee5QpU4alS5eyatUqli1blqfOcePG0aZNG+rXrw+Av78/ERER9OnThxkzZuDv7/+3zI+IiIg8XAoUrHJycpg7dy5r1qzhzJkzea7yrF279q7GmT59OiNHjmTQoEGcOXMGLy8vBgwYwKhRo+6pnrS0NPOrEADOnDlDz549OXnyJK6urtStW5eVK1fy/PPPAzfC2Y8//siIESNo164dly9fpmrVqsTGxtKmTRuLsffs2cOCBQtITk42t7388sskJCTQrFkzqlevTnx8/D3VKyIiIoVTgYLVkCFDmDt3Lm3btqV27dr3/GD5Tc7OzkybNu2Ob1L/s/yeq/pr2+eff37HcZ544ol8Hzj/q9q1a5OSkmLRVqRIET7++GM+/vjjO+4vIiIij44CBav58+ezYMGCPFd3RERERB5lBXpB6J8/cSciIiIiNxQoWA0fPpwPPvjgll+WLCIiIvIoKtCtwMTERNatW8fy5cvx9fXN8/19ixcvtkpxIiIiIg+TAgWrUqVK3dV35YmIiIg8SgoUrObMmWPtOkREREQeevf1gtDff/+d/fv3Aze+m8/d3d0qRYmIiIg8jAr08PqVK1cICQnB09OT5s2b07x5c7y8vOjbt6/562JEREREHjUFClbDhg1j/fr1fP/991y8eJGLFy/y7bffsn79eoYPH27tGkVEREQeCgW6Fbho0SK++eYbWrRoYW5r06YNjo6OBAcHExMTY636RERERB4aBbpidfXqVcqWLZun3cPDQ7cCRURE5JFVoGDVpEkTRo8ezbVr18xtmZmZjB07liZNmlitOBEREZGHSYFuBX7wwQe0atWKxx9/HD8/PwB27txJ8eLFWblypVULFBEREXlYFChY1a5dm5SUFOLi4ti3bx8AXbt2pXv37jg6Olq1QBEREZGHRYHfY1WiRAn69+9vzVpEREREHmp3Hay+++47goKCsLe357vvvrtt3/bt2993YSIiIiIPm7t+eL1jx45cuHDB/POtlnv5DsGcnBxGjhxJ5cqVcXR0xMfHh3HjxmEYBgDZ2dm8+eab1KlTBycnJ7y8vOjZsycnTpy47bgxMTHUrVsXFxcXXFxcaNKkCcuXL7fo06JFC0wmk8Xy2muvmbefP3+edu3aUbJkSerXr8+OHTss9g8NDeXf//73XZ+riIiIFH53fcUqNzc335/vx6RJk4iJiSE2NhZfX1+SkpLo06cPrq6uhIWFcfXqVbZv387IkSPx8/PjwoULDBkyhPbt25OUlHTLcR9//HEmTpzIE088gWEYxMbG0qFDB3bs2IGvr6+5X//+/Xn33XfN6yVKlDD/HBUVxaVLl9i+fTsxMTH079/ffMxNmzaxefNmPvzwQ6vMg4iIiBQO9/VdgX928eJFSpUqdU/7bNiwgQ4dOtC2bVsAKlWqxFdffcWWLVsAcHV1ZdWqVRb7zJgxg0aNGnH06FEqVKiQ77jt2rWzWI+KiiImJoZNmzZZBKsSJUpQrly5fMfYu3cvXbp0oVq1arz66qvMnDkTuHEV7bXXXuOzzz7Dzs7uns5XRERECrcCvcdq0qRJfP311+b1zp07U7p0acqXL8/OnTvvepymTZuyZs0aDhw4ANx4ZUNiYiJBQUG33Cc9PR2TyXTXIS4nJ4f58+dz5cqVPO/YiouLw83Njdq1axMZGWnxclM/Pz/Wrl3LH3/8wcqVK6lbty4AkydPpkWLFjRs2PCOx87KyiIjI8NiERERkcKrQFesPvnkE+Li4gBYtWoVq1evZsWKFSxYsICIiAh++umnuxpnxIgRZGRkUKNGDezs7MjJySEqKoru3bvn2//atWu8+eabdO3aFRcXl9uOvXv3bpo0acK1a9coWbIkS5YsoVatWubt3bp1o2LFinh5ebFr1y7efPNN9u/fz+LFi821DRw4EB8fHypVqsTnn39OSkoKsbGxbNy4kddee42ffvqJhg0bMmvWLFxdXfPUEB0dzdixY+9qLkREHlVxqSsKvG/3qq2tWIk8CD745e4yxK0M8Q20UiUFU6BgderUKby9vQFYtmwZwcHBBAYGUqlSJRo3bnzX4yxYsIC4uDji4+Px9fUlOTmZ8PBwvLy86NWrl0Xf7OxsgoODMQzjrr6LsHr16iQnJ5Oens4333xDr169WL9+vTlcvfrqq+a+derUwdPTk5YtW5KWloaPjw+urq7Ex8dbjPncc88xZcoU4uLiOHjwIPv37zc/p5Xfg+yRkZEMGzbMvJ6RkWGeNxERESl8CnQr8LHHHuPYsWMArFixgoCAAAAMwyAnJ+eux4mIiGDEiBF06dKFOnXq0KNHD4YOHUp0dLRFv5uh6siRI6xateqOV6sAihUrRtWqVWnQoAHR0dH4+fnxwQcf3LL/zUCYmpqa7/Y5c+ZQqlQpOnToQEJCAh07dsTe3p7OnTuTkJCQ7z4ODg7mTybeXERERKTwKtAVqxdffJFu3brxxBNPcO7cOfMzUTt27KBq1ap3Pc7Vq1cpUsQy29nZ2Vl86vBmqEpJSWHdunWUKVOmICWTm5tLVlbWLbcnJycD4OnpmWfb77//zrvvvktiYiJw47mt7Oxsc333EiZFRESk8CpQsHr//fepVKkSx44dY/LkyZQsWRKAkydPMmjQoLsep127dkRFRVGhQgV8fX3ZsWMHU6dOJSQkBLgRWl5++WW2b9/OsmXLyMnJ4dSpUwCULl2aYsWKAdCyZUs6derE4MGDgRu34IKCgqhQoQKXLl0iPj6ehIQE8/cYpqWlER8fT5s2bShTpgy7du1i6NChNG/e3PyQ+p+Fh4czfPhwypcvD4C/vz9ffvklgYGBzJw5E39//4JMo4iIiBQyBQpW9vb2/Otf/8rTPnTo0HsaZ/r06YwcOZJBgwZx5swZvLy8GDBgAKNGjQLgt99+M7/lvV69ehb7rlu3jhYtWgA3gtLZs2fN286cOUPPnj05efIkrq6u1K1bl5UrV/L8888DN24Trl69mmnTpnHlyhW8vb156aWXeOedd/LUuHLlSlJTU/nyyy/NbYMHDyYpKYnGjRvTqFEjRo8efU/nLSIiIoWTTb/SxtnZmWnTpjFt2rR8t1eqVMn8FvbbOXz4sMX6559/ftv+3t7erF+//q5qbNWqFa1atbJoK1GiBAsWLLir/UVEROTRcdfBqmPHjpw6dQoPDw86dux4y34mk0nPHImIiMgjyaZfaSMiIiJSmBTodQsiIiIikleBglVYWFi+X0A8Y8YMwsPD77cmERERkYdSgYLVokWL8n3FQNOmTfnmm2/uuygRERGRh1GBgtW5c+fy/W48FxcXi9ceiIiIiDxKChSsqlatyooVeb80c/ny5VSpUuW+ixIRERF5GBXoBaHDhg1j8ODB/P777zz33HMArFmzhn//+9+3fCeViIiISGFXoGAVEhJCVlYWUVFRjBs3DrjxMs+YmBh69uxp1QJFREREHhYFClYAAwcOZODAgfz+++84Ojqavy9QRERE5FFV4PdY/fHHH6xevZrFixebv3bmxIkTXL582WrFiYiIiDxMCnTF6siRI7Ru3ZqjR4+SlZXF888/j7OzM5MmTSIrK4tPPvnE2nWKiIiIPPAKdMVqyJAhNGzYkAsXLuDo6Ghu79SpE2vWrLFacSIiIiIPkwJdsfrPf/7Dhg0bKFasmEV7pUqV+O2336xSmIiIiMjDpkBXrHJzc8nJycnTfvz4cZydne+7KBEREZGHUYGCVWBgoMX7qkwmE5cvX2b06NG0adPGWrWJiIiIPFQKFKzee+89/vvf/1KrVi2uXbtGt27dzLcBJ02adNfj5OTkMHLkSCpXroyjoyM+Pj6MGzfO/ClDAMMwGDVqFJ6enjg6OhIQEEBKSsptxx0zZgwmk8liqVGjRp5+Gzdu5LnnnsPJyQkXFxeaN29OZmYmAFlZWfTo0QMXFxeqVavG6tWrLfadMmUKr7/++l2fq4iIiBR+BXrGytvbm507d/L111+zc+dOLl++TN++fenevbvFw+x3MmnSJGJiYoiNjcXX15ekpCT69OmDq6srYWFhAEyePJkPP/yQ2NhYKleuzMiRI2nVqhW//vorxYsXv+XYvr6+FmGoaFHLU924cSOtW7cmMjKS6dOnU7RoUXbu3EmRIjey5syZM9m2bRsbN25k+fLldOvWjdOnT2MymTh06BCzZs0iKSnpXqZNRERECrl7DlbZ2dnUqFGDZcuW0b17d7p3717gg2/YsIEOHTrQtm1b4MbD71999RVbtmwBblytmjZtGu+88w4dOnQA4IsvvqBs2bIsXbqULl263HLsokWLUq5cuVtuHzp0KGFhYYwYMcLcVr16dfPPe/fupX379vj6+lKlShUiIiI4e/Ys7u7uDBw4kEmTJuHi4lLgcxcREZHC555vBdrb23Pt2jWrHLxp06asWbOGAwcOALBz504SExMJCgoC4NChQ5w6dYqAgADzPq6urjRu3JiNGzfeduyUlBS8vLyoUqUK3bt35+jRo+ZtZ86cYfPmzXh4eNC0aVPKli3LM888Q2JiormPn58fiYmJZGZmsnLlSjw9PXFzcyMuLo7ixYvTqVOnO55fVlYWGRkZFouIiIgUXgW6FRgaGsqkSZP47LPP8txiuxcjRowgIyODGjVqYGdnR05ODlFRUearYKdOnQKgbNmyFvuVLVvWvC0/jRs3Zu7cuVSvXp2TJ08yduxYmjVrxp49e3B2dubgwYPAjWex3nvvPerVq8cXX3xBy5Yt2bNnD0888QQhISHs2rWLWrVq4ebmxoIFC7hw4QKjRo0iISGBd955h/nz5+Pj48Ps2bMpX758njqio6MZO3ZsgefHln65sKzA+/o+9oIVK/l7rDz+433t3+pxfUhDRETyKlAq2rp1K2vWrOGnn36iTp06ODk5WWxfvHjxXY2zYMEC4uLiiI+Px9fXl+TkZMLDw/Hy8qJXr14FKQ3AfMULoG7dujRu3JiKFSuyYMEC+vbtS25uLgADBgygT58+ANSvX581a9Ywe/ZsoqOjsbe356OPPrIYt0+fPoSFhbFjxw6WLl3Kzp07mTx5MmFhYSxatChPHZGRkQwbNsy8npGRgbe3d4HPS0RERB5sBQpWpUqV4qWXXrrvg0dERDBixAjzs1J16tThyJEjREdH06tXL/MzUqdPn8bT09O83+nTp6lXr9491VutWjVSU1MBzGPVqlXLol/NmjUtbhn+2bp16/jll1/47LPPiIiIoE2bNjg5OREcHMyMGTPy3cfBwQEHB4e7rlNEREQebvcUrHJzc5kyZQoHDhzg+vXrPPfcc4wZM+aePgn4Z1evXjV/Cu8mOzs78xWlypUrU65cOdasWWMOUhkZGWzevJmBAwfe9XEuX75MWloaPXr0AG48JO/l5cX+/fst+h04cMDiatdN165dIzQ0lLi4OPMty5uvhMjOzs73ZakiIiLy6Lmnh9ejoqJ46623KFmyJOXLl+fDDz8kNDS0wAdv164dUVFR/PDDDxw+fJglS5YwdepU84PhJpOJ8PBwxo8fz3fffcfu3bvp2bMnXl5edOzY0TxOy5YtLa4a/etf/2L9+vUcPnyYDRs20KlTJ+zs7Ojatat53IiICD788EO++eYbUlNTGTlyJPv27aNv37556hw3bhxt2rShfv36APj7+7N48WJ27drFjBkz8Pf3L/AciIiISOFxT1esvvjiCz7++GMGDBgAwOrVq2nbti2fffZZnitPd2P69OmMHDmSQYMGcebMGby8vBgwYACjRo0y93njjTe4cuUKr776KhcvXuTpp59mxYoVFu+wSktL4+zZs+b148eP07VrV86dO4e7uztPP/00mzZtwt3d3dwnPDyca9euMXToUM6fP4+fnx+rVq3Cx8fHosY9e/awYMECkpOTzW0vv/wyCQkJNGvWjOrVqxMfH3/P5y4iIiKFzz0Fq6NHj1p8ZU1AQAAmk4kTJ07w+OOP3/PBnZ2dmTZtmsXX4/yVyWTi3Xff5d13371ln8OHD1usz58//66OP2LECIv3WOWndu3aed70XqRIET7++GM+/vjjuzqOiIiIPBru6TLTH3/8kedt5/b29mRnZ1u1KBEREZGH0T1dsTIMg969e1t80u3atWu89tprFq9cuNvXLYiIiIgUJvcUrPJ7t9Qrr7xitWJEREREHmb3FKzmzJnzd9UhIiIi8tC794/yiYiIiEi+FKxERERErETBSkRERMRKFKxERERErETBSkRERMRKFKxERERErETBSkRERMRKFKxERERErETBSkRERMRKFKxERERErETBSkRERMRKFKxERERErMTmweq3337jlVdeoUyZMjg6OlKnTh2SkpLM20+fPk3v3r3x8vKiRIkStG7dmpSUlDuOe/HiRUJDQ/H09MTBwYFq1arx448/5tt34sSJmEwmwsPDLdqHDRtG6dKl8fb2Ji4uzmLbwoULadeu3b2fsIiIiBRaRW158AsXLuDv78+zzz7L8uXLcXd3JyUlhcceewwAwzDo2LEj9vb2fPvtt7i4uDB16lQCAgL49ddfcXJyynfc69ev8/zzz+Ph4cE333xD+fLlOXLkCKVKlcrTd+vWrXz66afUrVvXov37778nPj6en376iZSUFEJCQmjVqhVubm6kp6fz9ttvs3r1aqvPiYiIiDy8bBqsJk2ahLe3N3PmzDG3Va5c2fxzSkoKmzZtYs+ePfj6+gIQExNDuXLl+Oqrr+jXr1++486ePZvz58+zYcMG7O3tAahUqVKefpcvX6Z79+7MmjWL8ePHW2zbu3cvLVq0oGHDhjRs2JDw8HAOHTqEm5sbb7zxBgMHDqRChQr3OwUiIiJSiNj0VuB3331Hw4YN6dy5Mx4eHtSvX59Zs2aZt2dlZQFQvHhxc1uRIkVwcHAgMTHxtuM2adKE0NBQypYtS+3atZkwYQI5OTkW/UJDQ2nbti0BAQF5xvDz8yMpKYkLFy6wbds2MjMzqVq1KomJiWzfvp2wsLA7nl9WVhYZGRkWi4iIiBReNr1idfDgQWJiYhg2bBhvvfUWW7duJSwsjGLFitGrVy9q1KhBhQoViIyM5NNPP8XJyYn333+f48ePc/LkyduOu3btWrp3786PP/5IamoqgwYNIjs7m9GjRwMwf/58tm/fztatW/Mdo1WrVrzyyis89dRTODo6Ehsbi5OTEwMHDmTu3LnExMQwffp03NzcmDlzpvmK2p9FR0czduxY60yWiPytDl/6vsD7VnLW85byv7P19x8KvO9T7m2tWInkx6bBKjc3l4YNGzJhwgQA6tevz549e/jkk0/o1asX9vb2LF68mL59+1K6dGns7OwICAggKCgIwzBuO66HhwczZ87Ezs6OBg0a8NtvvzFlyhRGjx7NsWPHGDJkCKtWrbK4GvZXY8aMYcyYMeb1sWPHEhAQgL29PePHj2f37t0sW7aMnj17sm3btjz7R0ZGMmzYMPN6RkYG3t7eBZgpEREReRjYNFh5enpSq1Yti7aaNWuyaNEi83qDBg1ITk4mPT2d69ev4+7uTuPGjWnYsOFtx7W3t8fOzs5i3FOnTnH9+nW2bdvGmTNnePLJJ83bc3Jy+Pnnn5kxYwZZWVkW+wLs27ePefPmsWPHDmbPnk3z5s1xd3cnODiYkJAQLl26hLOzs8U+Dg4OODg4FGhuRERE5OFj02es/P392b9/v0XbgQMHqFixYp6+rq6u5k8NJiUl0aFDh9uOm5qaSm5ursW4np6eFCtWjJYtW7J7926Sk5PNS8OGDenevTvJycl5QpVhGAwYMICpU6dSsmRJcnJyyM7OBjD/+9fnt0REROTRY9NgNXToUDZt2sSECRNITU0lPj6emTNnEhoaau6zcOFCEhISOHjwIN9++y3PP/88HTt2JDAw0NynZ8+eREZGmtcHDhzI+fPnGTJkCAcOHOCHH35gwoQJ5nGdnZ2pXbu2xeLk5ESZMmWoXbt2njo/++wz3N3dze+t8vf3Z+3atWzatIn333+fWrVq5fsqBxEREXm02PRW4FNPPcWSJUuIjIzk3XffpXLlykybNo3u3bub+5w8eZJhw4Zx+vRpPD096dmzJyNHjrQY5+jRoxQp8n8Z0dvbm5UrVzJ06FDq1q1L+fLlGTJkCG+++eY913j69GmioqLYsGGDua1Ro0YMHz6ctm3b4uHhQWxsbAHOXkRERAobmwYrgBdeeIEXXnjhltvDwsLu+GqDhISEPG1NmjRh06ZNd11HfmMAlC1blsOHD+dpHzVqFKNGjbrr8UVERKTws/lX2oiIiIgUFgpWIiIiIlaiYCUiIiJiJQpWIiIiIlaiYCUiIiJiJQpWIiIiIlaiYCUiIiJiJQpWIiIiIlaiYCUiIiJiJQpWIiIiIlaiYCUiIiJiJQpWIiIiIlaiYCUiIiJiJQpWIiIiIlaiYCUiIiJiJQpWIiIiIlZi82D122+/8corr1CmTBkcHR2pU6cOSUlJ5u2nT5+md+/eeHl5UaJECVq3bk1KSspdjz9//nxMJhMdO3a0aF+8eDGBgYGUKVMGk8lEcnJynn2HDRtG6dKl8fb2Ji4uzmLbwoULadeu3T2dq4iIiBRuNg1WFy5cwN/fH3t7e5YvX86vv/7Kv//9bx577DEADMOgY8eOHDx4kG+//ZYdO3ZQsWJFAgICuHLlyh3HP3z4MP/6179o1qxZnm1Xrlzh6aefZtKkSfnu+/333xMfH89PP/3E5MmT6devH2fPngUgPT2dt99+m48++ug+zl5EREQKm6K2PPikSZPw9vZmzpw55rbKlSubf05JSWHTpk3s2bMHX19fAGJiYihXrhxfffUV/fr1u+XYOTk5dO/enbFjx/Kf//yHixcvWmzv0aMHcCN85Wfv3r20aNGChg0b0rBhQ8LDwzl06BBubm688cYbDBw4kAoVKhTwzEVERKQwsukVq++++46GDRvSuXNnPDw8qF+/PrNmzTJvz8rKAqB48eLmtiJFiuDg4EBiYuJtx3733Xfx8PCgb9++BarNz8+PpKQkLly4wLZt28jMzKRq1aokJiayfft2wsLC7jhGVlYWGRkZFouIiIgUXja9YnXw4EFiYmIYNmwYb731Flu3biUsLIxixYrRq1cvatSoQYUKFYiMjOTTTz/FycmJ999/n+PHj3Py5MlbjpuYmMjnn3+e73NTd6tVq1a88sorPPXUUzg6OhIbG4uTkxMDBw5k7ty5xMTEMH36dNzc3Jg5c6b5itqfRUdHM3bs2ALXICK3dybzuwLv6+HY3oqViIjcYNMrVrm5uTz55JNMmDCB+vXr8+qrr9K/f38++eQTAOzt7Vm8eDEHDhygdOnSlChRgnXr1hEUFESRIvmXfunSJXr06MGsWbNwc3O7r/rGjBlDamoqu3fvplOnTkRHRxMQEIC9vT3jx48nMTGRfv360bNnz3z3j4yMJD093bwcO3bsvuoRERGRB5tNr1h5enpSq1Yti7aaNWuyaNEi83qDBg1ITk4mPT2d69ev4+7uTuPGjWnYsGG+Y6alpXH48GGLT+zl5uYCULRoUfbv34+Pj88917pv3z7mzZvHjh07mD17Ns2bN8fd3Z3g4GBCQkK4dOkSzs7OFvs4ODjg4OBwz8cSERGRh5NNg5W/vz/79++3aDtw4AAVK1bM09fV1RW48UB7UlIS48aNy3fMGjVqsHv3bou2d955h0uXLvHBBx/g7e19z3UahsGAAQOYOnUqJUuWJCcnh+zsbADzvzk5Ofc8roiIiBQuNg1WQ4cOpWnTpkyYMIHg4GC2bNnCzJkzmTlzprnPwoULcXd3p0KFCuzevZshQ4bQsWNHAgMDzX169uxJ+fLliY6Opnjx4tSuXdviOKVKlQKwaD9//jxHjx7lxIkTAOaAV65cOcqVK2ex/2effYa7u7v5Kpi/vz9jxoxh06ZNLF++nFq1apmPISIiIo8umwarp556iiVLlhAZGcm7775L5cqVmTZtGt27dzf3OXnyJMOGDeP06dN4enrSs2dPRo4caTHO0aNHb/nM1a1899139OnTx7zepUsXAEaPHs2YMWPM7adPnyYqKooNGzaY2xo1asTw4cNp27YtHh4exMbG3tOxRUREpHCyabACeOGFF3jhhRduuT0sLOyOrzZISEi47fa5c+fmaevduze9e/e+Y31ly5bN911Xo0aNYtSoUXfcX0RERB4dNv9KGxEREZHCQsFKRERExEoUrERERESsRMFKRERExEoUrERERESsRMFKRERExEoUrERERESsRMFKRERExEoUrERERESsRMFKRERExEoUrERERESsRMFKRERExEoUrERERESsRMFKRERExEoUrERERESsRMFKRERExEpsGqwqVaqEyWTKs4SGhgJw6tQpevToQbly5XBycuLJJ59k0aJFtx3z0qVLhIeHU7FiRRwdHWnatClbt2616NO7d+88x2zdurV5e1ZWFj169MDFxYVq1aqxevVqi/2nTJnC66+/bqVZEBERkcKiqC0PvnXrVnJycszre/bs4fnnn6dz584A9OzZk4sXL/Ldd9/h5uZGfHw8wcHBJCUlUb9+/XzH7NevH3v27OHLL7/Ey8uLefPmERAQwK+//kr58uXN/Vq3bs2cOXPM6w4ODuafZ86cybZt29i4cSPLly+nW7dunD59GpPJxKFDh5g1axZJSUnWng4RERF5yNn0ipW7uzvlypUzL8uWLcPHx4dnnnkGgA0bNvD666/TqFEjqlSpwjvvvEOpUqXYtm1bvuNlZmayaNEiJk+eTPPmzalatSpjxoyhatWqxMTEWPR1cHCwOPZjjz1m3rZ3717at2+Pr68voaGh/P7775w9exaAgQMHMmnSJFxcXP6mWREREZGH1QPzjNX169eZN28eISEhmEwmAJo2bcrXX3/N+fPnyc3NZf78+Vy7do0WLVrkO8Yff/xBTk4OxYsXt2h3dHQkMTHRoi0hIQEPDw+qV6/OwIEDOXfunHmbn58fiYmJZGZmsnLlSjw9PXFzcyMuLo7ixYvTqVOnuzqnrKwsMjIyLBYREREpvGx6K/DPli5dysWLF+ndu7e5bcGCBfzzn/+kTJkyFC1alBIlSrBkyRKqVq2a7xjOzs40adKEcePGUbNmTcqWLctXX33Fxo0bLfZp3bo1L774IpUrVyYtLY233nqLoKAgNm7ciJ2dHSEhIezatYtatWrh5ubGggULuHDhAqNGjSIhIYF33nmH+fPn4+Pjw+zZsy1uMf5ZdHQ0Y8eOteo8iYiIPIjSr68s8L6uxVpZsRLbemCuWH3++ecEBQXh5eVlbhs5ciQXL15k9erVJCUlMWzYMIKDg9m9e/ctx/nyyy8xDIPy5cvj4ODAhx9+SNeuXSlS5P9OtUuXLrRv3546derQsWNHli1bxtatW0lISADA3t6ejz76iEOHDrF161aefvpphg8fTlhYGDt27GDp0qXs3LmTf/zjH4SFhd2ylsjISNLT083LsWPH7n+iRERE5IH1QASrI0eOsHr1avr162duS0tLY8aMGcyePZuWLVvi5+fH6NGjadiwIR999NEtx/Lx8WH9+vVcvnyZY8eOsWXLFrKzs6lSpcot96lSpQpubm6kpqbmu33dunX88ssvDB48mISEBNq0aYOTkxPBwcHmMJYfBwcHXFxcLBYREREpvB6IYDVnzhw8PDxo27atue3q1asAFleaAOzs7MjNzb3jmE5OTnh6enLhwgVWrlxJhw4dbtn3+PHjnDt3Dk9Pzzzbrl27RmhoKJ9++il2dnbk5OSQnZ0NQHZ2tsWnGkVEROTRZvNglZuby5w5c+jVqxdFi/7fI181atSgatWqDBgwgC1btpCWlsa///1vVq1aRceOHc39WrZsyYwZM8zrK1euZMWKFRw6dIhVq1bx7LPPUqNGDfr06QPA5cuXiYiIYNOmTRw+fJg1a9bQoUMHqlatSqtWee/xjhs3jjZt2phf7+Dv78/ixYvZtWsXM2bMwN/f/2+aGREREXnY2Pzh9dWrV3P06FFCQkIs2u3t7fnxxx8ZMWIE7dq14/Lly1StWpXY2FjatGlj7peWlmZ+FQJAeno6kZGRHD9+nNKlS/PSSy8RFRWFvb09cOOK165du4iNjeXixYt4eXkRGBjIuHHjLN5lBTfeq7VgwQKSk5PNbS+//DIJCQk0a9aM6tWrEx8f/zfMioiIiDyMbB6sAgMDMQwj321PPPHEHd+0fvjwYYv14OBggoODb9nf0dGRlSvv7pMLtWvXJiUlxaKtSJEifPzxx3z88cd3NYaIiIg8Omx+K1BERESksFCwEhEREbESBSsRERERK1GwEhEREbESBSsRERERK1GwEhEREbESBSsRERERK1GwEhEREbESBSsRERERK1GwEhEREbESBSsRERERK1GwEhEREbESBSsRERERK1GwEhEREbESBSsRERERK1GwEhEREbESmwarMWPGYDKZLJYaNWpY9Nm4cSPPPfccTk5OuLi40Lx5czIzM+9q/IkTJ2IymQgPDze3HT58OM8xby4LFy4E4Pz587Rr146SJUtSv359duzYYTFuaGgo//73v+/v5EVERKTQsfkVK19fX06ePGleEhMTzds2btxI69atCQwMZMuWLWzdupXBgwdTpMidy966dSuffvopdevWtWj39va2ON7JkycZO3YsJUuWJCgoCICoqCguXbrE9u3badGiBf379zfvv2nTJjZv3mwR1kREREQAitq8gKJFKVeuXL7bhg4dSlhYGCNGjDC3Va9e/Y5jXr58me7duzNr1izGjx9vsc3Ozi7P8ZYsWUJwcDAlS5YEYO/evXTp0oVq1arx6quvMnPmTACys7N57bXX+Oyzz7Czs7un8xQREZHCz+ZXrFJSUvDy8qJKlSp0796do0ePAnDmzBk2b96Mh4cHTZs2pWzZsjzzzDMWV7RuJTQ0lLZt2xIQEHDHvtu2bSM5OZm+ffua2/z8/Fi7di1//PEHK1euNF/1mjx5Mi1atKBhw4YFPFsREREpzGwarBo3bszcuXNZsWIFMTExHDp0iGbNmnHp0iUOHjwI3HgOq3///qxYsYInn3ySli1bkpKScssx58+fz/bt24mOjr6rGj7//HNq1qxJ06ZNzW0jRoygaNGi+Pj4sGTJEj7//HNSUlKIjY1l5MiRvPbaa1SpUoXg4GDS09NvOXZWVhYZGRkWi4iIiBReNr0VePOZJoC6devSuHFjKlasyIIFC6hZsyYAAwYMoE+fPgDUr1+fNWvWMHv27HyD07FjxxgyZAirVq2iePHidzx+ZmYm8fHxjBw50qLd1dWV+Ph4i7bnnnuOKVOmEBcXx8GDB9m/fz/9+/fn3XffveWD7NHR0YwdO/aOdYg8Sq7+ceerzrdSoujTVqxERMT6bH4r8M9KlSpFtWrVSE1NxdPTE4BatWpZ9KlZs6b5duFfbdu2jTNnzvDkk09StGhRihYtyvr16/nwww8pWrQoOTk5Fv2/+eYbrl69Ss+ePW9b15w5cyhVqhQdOnQgISGBjh07Ym9vT+fOnUlISLjlfpGRkaSnp5uXY8eO3cUsiIiIyMPK5g+v/9nly5dJS0ujR48eVKpUCS8vL/bv32/R58CBAxZXuv6sZcuW7N6926KtT58+1KhRgzfffDPPA+eff/457du3x93d/ZY1/f7777z77rvmZ7tycnLIzs4GbjzM/tew9mcODg44ODjc+oRFRESkULFpsPrXv/5Fu3btqFixIidOnGD06NHY2dnRtWtXTCYTERERjB49Gj8/P+rVq0dsbCz79u3jm2++MY/RsmVLOnXqxODBg3F2dqZ27doWx3BycqJMmTJ52lNTU/n555/58ccfb1tjeHg4w4cPp3z58gD4+/vz5ZdfEhgYyMyZM/H397fSbIiIiMjDzqbB6vjx43Tt2pVz587h7u7O008/zaZNm8xXkMLDw7l27RpDhw7l/Pnz+Pn5sWrVKnx8fMxjpKWlcfbs2Xs+9uzZs3n88ccJDAy8ZZ+VK1eSmprKl19+aW4bPHgwSUlJNG7cmEaNGjF69Oh7PraIiIgUTjYNVvPnz79jnxEjRli8x+qvDh8+fNv9b/UM1IQJE5gwYcJt923VqhWtWrWyaCtRogQLFiy47X4iIiLyaHqgHl4XEREReZgpWImIiIhYiYKViIiIiJUoWImIiIhYiYKViIiIiJUoWImIiIhYiYKViIiIiJUoWImIiIhYiYKViIiIiJUoWImIiIhYiYKViIiIiJUoWImIiIhYiYKViIiIiJUoWImIiIhYiYKViIiIiJUoWImIiIhYiU2DVaVKlTCZTHmW0NBQc5+NGzfy3HPP4eTkhIuLC82bNyczM/OWY/7888+0a9cOLy8vTCYTS5cuzdPn9OnT9O7dGy8vL0qUKEHr1q1JSUmx6DNs2DBKly6Nt7c3cXFxFtsWLlxIu3bt7u/kRUREpNCxabDaunUrJ0+eNC+rVq0CoHPnzsCNUNW6dWsCAwPZsmULW7duZfDgwRQpcuuyr1y5gp+fHx999FG+2w3DoGPHjhw8eJBvv/2WHTt2ULFiRQICArhy5QoA33//PfHx8fz0009MnjyZfv36cfbsWQDS09N5++23bzm+iIiIPLqK2vLg7u7uFusTJ07Ex8eHZ555BoChQ4cSFhbGiBEjzH2qV69+2zGDgoIICgq65faUlBQ2bdrEnj178PX1BSAmJoZy5crx1Vdf0a9fP/bu3UuLFi1o2LAhDRs2JDw8nEOHDuHm5sYbb7zBwIEDqVChQkFPW0RERAqpB+YZq+vXrzNv3jxCQkIwmUycOXOGzZs34+HhQdOmTSlbtizPPPMMiYmJ93WcrKwsAIoXL25uK1KkCA4ODuax/fz8SEpK4sKFC2zbto3MzEyqVq1KYmIi27dvJyws7L5qEBERkcLpgQlWS5cu5eLFi/Tu3RuAgwcPAjBmzBj69+/PihUrePLJJ2nZsmWe56HuRY0aNahQoQKRkZFcuHCB69evM2nSJI4fP87JkycBaNWqFa+88gpPPfUUvXv3JjY2FicnJwYOHMgnn3xCTEwM1atXx9/fn19++eWWx8rKyiIjI8NiERERkcLLprcC/+zzzz8nKCgILy8vAHJzcwEYMGAAffr0AaB+/fqsWbOG2bNnEx0dXaDj2Nvbs3jxYvr27Uvp0qWxs7MjICCAoKAgDMMw9xszZgxjxowxr48dO5aAgADs7e0ZP348u3fvZtmyZfTs2ZNt27ble6zo6GjGjh1boDpFHiTZuTsKvK99kfpWrERE5MH2QFyxOnLkCKtXr6Zfv37mNk9PTwBq1apl0bdmzZocPXr0vo7XoEEDkpOTuXjxIidPnmTFihWcO3eOKlWq5Nt/3759zJs3j3HjxpGQkEDz5s1xd3cnODiY7du3c+nSpXz3i4yMJD093bwcO3bsvuoWERGRB9sDEazmzJmDh4cHbdu2NbdVqlQJLy8v9u/fb9H3wIEDVKxY0SrHdXV1xd3dnZSUFJKSkujQoUOePoZhMGDAAKZOnUrJkiXJyckhOzsbwPxvTk5OvuM7ODjg4uJisYiIiEjhZfNbgbm5ucyZM4devXpRtOj/lWMymYiIiGD06NH4+flRr149YmNj2bdvH9988425X8uWLenUqRODBw8G4PLly6Smppq3Hzp0iOTkZEqXLm3+JN/ChQtxd3enQoUK7N69myFDhtCxY0cCAwPz1PfZZ5/h7u5ufm+Vv78/Y8aMYdOmTSxfvpxatWpRqlSpv2NqRERE5CFj82C1evVqjh49SkhISJ5t4eHhXLt2jaFDh3L+/Hn8/PxYtWoVPj4+5j5paWnmd0wBJCUl8eyzz5rXhw0bBkCvXr2YO3cuACdPnmTYsGGcPn0aT09PevbsyciRI/Mc//Tp00RFRbFhwwZzW6NGjRg+fDht27bFw8OD2NjY+54DERERKRxsHqwCAwMtHhr/qxEjRli8x+qvDh8+bLHeokWL244HEBYWdlevTChbtmye8QFGjRrFqFGj7ri/iIiIPFoeiGesRERERAoDBSsRERERK1GwEhEREbESBSsRERERK1GwEhEREbESBSsRERERK1GwEhEREbESBSsRERERK1GwEhEREbESBSsRERERK1GwEhEREbESBSsRERERK1GwEhEREbESBSsRERERK1GwEhEREbESBSsRERERK7FpsIqOjuapp57C2dkZDw8POnbsyP79+y36tGjRApPJZLG89tprtx3XMAxGjRqFp6cnjo6OBAQEkJKSYtHn/PnzdO/eHRcXF0qVKkXfvn25fPmyefvhw4dp3rw5Tk5ONG/enMOHD1vs/8ILL7Bo0aL7mwAREREpVGwarNavX09oaCibNm1i1apVZGdnExgYyJUrVyz69e/fn5MnT5qXyZMn33bcyZMn8+GHH/LJJ5+wefNmnJycaNWqFdeuXTP36d69O7/88gurVq1i2bJl/Pzzz7z66qvm7cOHD6d8+fIkJyfj6enJv/71L/O2r7/+miJFivDSSy9ZaSZERESkMChqy4OvWLHCYn3u3Ll4eHiwbds2mjdvbm4vUaIE5cqVu6sxDcNg2rRpvPPOO3To0AGAL774grJly7J06VK6dOnC3r17WbFiBVu3bqVhw4YATJ8+nTZt2vDee+/h5eXF3r17mTp1Kk888QS9e/c2B6uLFy/yzjvvsHbtWmtMgYiIiBQiD9QzVunp6QCULl3aoj0uLg43Nzdq165NZGQkV69eveUYhw4d4tSpUwQEBJjbXF1dady4MRs3bgRg48aNlCpVyhyqAAICAihSpAibN28GwM/Pj9WrV5Obm8tPP/1E3bp1AYiIiCA0NBRvb2/rnLSIiIgUGja9YvVnubm5hIeH4+/vT+3atc3t3bp1o2LFinh5ebFr1y7efPNN9u/fz+LFi/Md59SpUwCULVvWor1s2bLmbadOncLDw8Nie9GiRSldurS5z3vvvceAAQOoVKkSdevW5dNPP+Xnn38mOTmZSZMmERwcTFJSEoGBgXz44YcUK1YsTy1ZWVlkZWWZ128Gx4yMjHudnruSe+3KnTvdwl9rupxx6/B6x7HsLMfKzbReXbnZ91HXn8a6cqng4/x1LGvKulzwuQLLunKuWm/es3Mv36LnndkXsRzr6h8Fr+uPopZjXcos+P8di2f/Zaz7+J3IMCzHyrHm7/x16/zOA+RmWXGs7EyrjXX1kvXm6/oVK/7eP6BjXb6f31UHy7H+sOL/TmRcL/hYpmL/N9Y1K/7voLXcHNMwjDt3Nh4Qr732mlGxYkXj2LFjt+23Zs0aAzBSU1Pz3f7f//7XAIwTJ05YtHfu3NkIDg42DMMwoqKijGrVquXZ193d3fj444/zHffatWuGr6+vkZSUZAwdOtQICQkxrl+/bjz33HPGhx9+mO8+o0ePNgAtWrRo0aJFSyFY7pRRDMMwHogrVoMHDzY/QP7444/ftm/jxo0BSE1NxcfHJ8/2m89inT59Gk9PT3P76dOnqVevnrnPmTNnLPb7448/OH/+/C2f5ZowYQKBgYE0aNCA/v37M378eOzt7XnxxRdZu3Ytr7/+ep59IiMjGTZsmHk9NzeX8+fPU6ZMGUwm023PMyMjA29vb44dO4aLi8tt+4p1ae5tR3NvO5p729C82869zL1hGFy6dAkvL687jmvTYGUYBq+//jpLliwhISGBypUr33Gf5ORkAIvQ9GeVK1emXLlyrFmzxhykMjIy2Lx5MwMHDgSgSZMmXLx4kW3bttGgQQMA1q5dS25urjm4/dnevXuJj483HzsnJ4fs7GwAsrOzycnJybcWBwcHHBwcLNpKlSp1x3P8MxcXF/2x2Yjm3nY097ajubcNzbvt3O3cu7q63tV4Nn14PTQ0lHnz5hEfH4+zszOnTp3i1KlTZGbeuHeflpbGuHHj2LZtG4cPH+a7776jZ8+eNG/e3PwwOUCNGjVYsmQJACaTifDwcMaPH893333H7t276dmzJ15eXnTs2BGAmjVr0rp1a/r378+WLVv473//y+DBg+nSpUueNGoYBq+++irvv/8+Tk5OAPj7+zNr1iz27t3LF198gb+///9gtkREROSBd8ebhX8jbnEPc86cOYZhGMbRo0eN5s2bG6VLlzYcHByMqlWrGhEREUZ6enqecW7uYxiGkZuba4wcOdIoW7as4eDgYLRs2dLYv3+/xT7nzp0zunbtapQsWdJwcXEx+vTpY1y6dClPjZ988onx0ksvWbSdPn3aaNmypeHs7Gx07tzZuHLlinUm5E/S09MNIM+5yt9Pc287mnvb0dzbhubddv6uuTcZxt084i7/a1lZWURHRxMZGZnndqL8vTT3tqO5tx3NvW1o3m3n75p7BSsRERERK3mgXhAqIiIi8jBTsBIRERGxEgUrEREREStRsBIRERGxEgWrB9RHH31EpUqVKF68OI0bN2bLli22LqnQGzNmDCaTyWKpUaOGrcsqlH7++WfatWuHl5cXJpOJpUuXWmw3DINRo0bh6emJo6MjAQEBpKSk2KbYQuRO8967d+88fwOtW7e2TbGFSHR0NE899RTOzs54eHjQsWNH9u/fb9Hn2rVrhIaGUqZMGUqWLMlLL73E6dOnbVRx4XE3c9+iRYs8v/evvfZagY+pYPUA+vrrrxk2bBijR49m+/bt+Pn50apVqzxfwyPW5+vry8mTJ81LYmKirUsqlK5cuYKfnx8fffRRvtsnT57Mhx9+yCeffMLmzZtxcnKiVatWXLt27X9caeFyp3kHaN26tcXfwFdfffU/rLBwWr9+PaGhoWzatIlVq1aRnZ1NYGAgV/70xcxDhw7l+++/Z+HChaxfv54TJ07w4osv2rDqwuFu5h6gf//+Fr/3kydPLvhBrfpWLLGKRo0aGaGhoeb1nJwcw8vLy4iOjrZhVYXf6NGjDT8/P1uX8cgBjCVLlpjXc3NzjXLlyhlTpkwxt128eNFwcHAwvvrqKxtUWDj9dd4NwzB69epldOjQwSb1PErOnDljAMb69esNw7jx+21vb28sXLjQ3Gfv3r0GYGzcuNFWZRZKf517wzCMZ555xhgyZIjVjqErVg+Y69evs23bNgICAsxtRYoUISAggI0bN9qwskdDSkoKXl5eVKlShe7du3P06FFbl/TIOXToEKdOnbL4G3B1daVx48b6G/gfSEhIwMPDg+rVqzNw4EDOnTtn65IKnfT0dABKly4NwLZt28jOzrb4na9RowYVKlTQ77yV/XXub4qLi8PNzY3atWsTGRnJ1atXC3wMm34Js+R19uxZcnJyKFu2rEV72bJl2bdvn42qejQ0btyYuXPnUr16dU6ePMnYsWNp1qwZe/bswdnZ2dblPTJOnToFkO/fwM1t8vdo3bo1L774IpUrVyYtLY233nqLoKAgNm7ciJ2dna3LKxRyc3MJDw/H39+f2rVrAzd+54sVK0apUqUs+up33rrym3uAbt26UbFiRby8vNi1axdvvvkm+/fvZ/HixQU6joKVyP8XFBRk/rlu3bo0btyYihUrsmDBAvr27WvDykT+N7p06WL+uU6dOtStWxcfHx8SEhJo2bKlDSsrPEJDQ9mzZ4+e37SBW839q6++av65Tp06eHp60rJlS9LS0vDx8bnn4+hW4APGzc0NOzu7PJ8GOX36NOXKlbNRVY+mUqVKUa1aNVJTU21dyiPl5u+5/gZsr0qVKri5uelvwEoGDx7MsmXLWLduHY8//ri5vVy5cly/fp2LFy9a9NfvvPXcau7z07hxY4AC/94rWD1gihUrRoMGDVizZo25LTc3lzVr1tCkSRMbVvbouXz5MmlpaXh6etq6lEdK5cqVKVeunMXfQEZGBps3b9bfwP/Y8ePHOXfunP4G7pNhGAwePJglS5awdu1aKleubLG9QYMG2NvbW/zO79+/n6NHj+p3/j7dae7zk5ycDFDg33vdCnwADRs2jF69etGwYUMaNWrEtGnTuHLlCn369LF1aYXav/71L9q1a0fFihU5ceIEo0ePxs7Ojq5du9q6tELn8uXLFv/f4KFDh0hOTqZ06dJUqFCB8PBwxo8fzxNPPEHlypUZOXIkXl5edOzY0XZFFwK3m/fSpUszduxYXnrpJcqVK0daWhpvvPEGVatWpVWrVjas+uEXGhpKfHw83377Lc7OzubnplxdXXF0dMTV1ZW+ffsybNgwSpcujYuLC6+//jpNmjThH//4h42rf7jdae7T0tKIj4+nTZs2lClThl27djF06FCaN29O3bp1C3ZQq32+UKxq+vTpRoUKFYxixYoZjRo1MjZt2mTrkgq9f/7zn4anp6dRrFgxo3z58sY///lPIzU11dZlFUrr1q0zgDxLr169DMO48cqFkSNHGmXLljUcHByMli1bGvv377dt0YXA7eb96tWrRmBgoOHu7m7Y29sbFStWNPr372+cOnXK1mU/9PKbc8CYM2eOuU9mZqYxaNAg47HHHjNKlChhdOrUyTh58qTtii4k7jT3R48eNZo3b26ULl3acHBwMKpWrWpEREQY6enpBT6m6f8fWERERETuk56xEhEREbESBSsRERERK1GwEhEREbESBSsRERERK1GwEhEREbESBSsRERERK1GwEhEREbESBSsRkQJKSEjAZDLl+Y6326lUqRLTpk3722oSEdtSsBKRQql3796YTCZee+21PNtCQ0MxmUz07t37f1/YHYwZM4Z69epZrJtMJkwmE0WLFsXNzY3mzZszbdo0srKybFeoiORLwUpECi1vb2/mz59PZmamue3atWvEx8dToUIFG1Z2b3x9fTl58iRHjx5l3bp1dO7cmejoaJo2bcqlS5dsXZ6I/ImClYgUWk8++STe3t4sXrzY3LZ48WIqVKhA/fr1LfpmZWURFhaGh4cHxYsX5+mnn2br1q0WfX788UeqVauGo6Mjzz77LIcPH85zzMTERJo1a4ajoyPe3t6EhYVx5cqV+zqPokWLUq5cOby8vKhTpw6vv/4669evZ8+ePUyaNOm+xhYR61KwEpFCLSQkhDlz5pjXZ8+eTZ8+ffL0e+ONN1i0aBGxsbFs376dqlWr0qpVK86fPw/AsWPHePHFF2nXrh3Jycn069ePESNGWIyRlpZG69ateemll9i1axdff/01iYmJDB482OrnVaNGDYKCgixCo4jYnoKViBRqr7zyComJiRw5coQjR47w3//+l1deecWiz5UrV4iJiWHKlCkEBQVRq1YtZs2ahaOjI59//jkAMTEx+Pj48O9//5vq1avTvXv3PM9oRUdH0717d8LDw3niiSdo2rQpH374IV988QXXrl2z+rnVqFEj36tmImI7RW1dgIjI38nd3Z22bdsyd+5cDMOgbdu2uLm5WfRJS0sjOzsbf39/c5u9vT2NGjVi7969AOzdu5fGjRtb7NekSROL9Z07d7Jr1y7i4uLMbYZhkJuby6FDh6hZs6ZVz80wDEwmk1XHFJH7o2AlIoVeSEiI+XbcRx999Lcd5/LlywwYMICwsLA82/6Oh+X37t1L5cqVrT6uiBScbgWKSKHXunVrrl+/TnZ2Nq1atcqz3cfHh2LFivHf//7X3Jadnc3WrVupVasWADVr1mTLli0W+23atMli/cknn+TXX3+latWqeZZixYpZ9Zz27dvHihUreOmll6w6rojcHwUrESn07Ozs2Lt3L7/++it2dnZ5tjs5OTFw4EAiIiJYsWIFv/76K/379+fq1av07dsXgNdee42UlBQiIiLYv38/8fHxzJ0712KcN998kw0bNjB48GCSk5NJSUnh22+/ve+H1//44w9OnTrFiRMn2L17N9OnT+eZZ56hXr16RERE3NfYImJduhUoIo8EFxeX226fOHEiubm59OjRg0uXLtGwYUNWrlzJY489Bty4lbdo0SKGDh3K9OnTadSoERMmTCAkJMQ8Rt26dVm/fj1vv/02zZo1wzAMfHx8+Oc//3lftf/yyy94enpiZ2eHq6srtWrVIjIykoEDB+Lg4HBfY4uIdZkMwzBsXYSIiIhIYaBbgSIiIiJWomAlIiIiYiUKViIiIiJWomAlIiIiYiUKViIiIiJWomAlIiIiYiUKViIiIiJWomAlIiIiYiUKViIiIiJWomAlIiIiYiUKViIiIiJWomAlIiIiYiX/D1tCCaFbwPVVAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Bar chart of model recalls"
      ],
      "metadata": {
        "id": "1TtFC4rh6sxi"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Define a colormap\n",
        "colormap = plt.cm.get_cmap('BuPu', 30)\n",
        "\n",
        "# Plot recalls\n",
        "plt.bar(model_ids, recalls, color=colormap(np.arange(len(recalls))))\n",
        "plt.xlabel('Model ID')\n",
        "plt.ylabel('Recall')\n",
        "plt.title('Model Recalls')\n",
        "\n",
        "# Display the chart\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "outputId": "08c56e69-9417-45b7-9ddd-8ed2ec8dff6e",
        "id": "qmNBO5xqpxK5"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-6-17d285a97b38>:2: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n",
            "  colormap = plt.cm.get_cmap('BuPu', 30)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Bar chart of model ROC AUCs"
      ],
      "metadata": {
        "id": "iV4ARSgY7BSu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Define a colormap\n",
        "colormap = plt.cm.get_cmap('YlOrRd', 25)\n",
        "\n",
        "# Plot ROC AUCs\n",
        "plt.bar(model_ids, roc_aucs, color=colormap(np.arange(len(roc_aucs))))\n",
        "plt.xlabel('Model ID')\n",
        "plt.ylabel('ROC AUC')\n",
        "plt.title('Model ROC AUCs')\n",
        "\n",
        "# Display the chart\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "outputId": "d7d1deb3-9dcb-460a-a837-9925ec7b45d1",
        "id": "EwnZ9uaInz6T"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-7-21ab1b3c77cb>:2: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n",
            "  colormap = plt.cm.get_cmap('YlOrRd', 25)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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hJCQEVlZWWLt2rayfuro6jIyMZEvdunXfWzs/Px++vr7YsGFDmf0/++wzubpvfjFyamoq+vfvD2tra4waNQqpqakAgKKiIowePRrr1q2DsrJyFY8AERER1SQKDVYvX76EVCpFrVq15NZraGggPj5e9jouLg4GBgawsbHBmDFj8PDhw/fWDggIQPfu3eHm5lZmn+joaOjp6aFZs2aYPn06nj17JmtzcHDAiRMn8PLlSxw5ckR21mvRokXo2LEjWrduXdHdJSIiohpOoZcCtbS00LZtW8ydOxdNmjSBoaEhtm3bhrNnz8LKygrAq8uAffv2hYWFBTIzM/Htt9+ia9euOHv2bJlnjLZv347k5GS5e7XeNmDAAJiZmcHExAQXL17E1KlTkZaWhj179gAApk2bhjFjxsDS0hLm5ubYuHEj0tPTERUVhbNnz2L06NE4evQoWrdujQ0bNkBHR6fENgoLC1FYWCh7nZubW5XDRURERB85iSAIgiInkJmZCT8/P5w+fRrKyspo1aoVrK2tkZSUJLv89qa///4blpaWiI2NRefOnUu037x5E61bt8axY8dkZ5k6duyIFi1aYMWKFWXO48SJE+jcuTMyMjJgaWlZap8vv/wS//nPf3Djxg0cPHgQ//3vfzFy5Ejo6uqWeiN7SEgIQkNDS6zPycmRu+xIRFTdrJHYVHpsgJAm4kyIPrzc3Fzo6OiU699vhX8q0NLSEqdOnUJ+fj5u3ryJ33//HUVFRWjUqFGp/Rs1agQ9PT1kZGSU2p6UlIT79++jVatWUFFRgYqKCk6dOoWVK1dCRUUFUqm01HHOzs4AUGbdyMhI1KlTB7169UJcXBx69+4NVVVV9OvXD3FxcaWOmT59OnJycmTLzZs333M0iIiIqDpT+KcCX9PU1ISmpiYeP36MI0eOYNGiRaX2u3XrFh4+fAhjY+NS2zt37oxLly7JrRs2bBhsbW0xderUMi8fpqSkAECpdf/55x989913svu+pFIpioqKALy6mb2ssKaurl7uTzASERFR9afwYHXkyBEIggAbGxtkZGQgODgYtra2GDZsGPLz8xEaGgovLy8YGRkhMzMTU6ZMgZWVFTw8PGQ1OnfujD59+mDcuHHQ0tJCs2bN5LahqakJXV1d2frMzEzExMSgW7du0NXVxcWLFxEUFARXV9dSH80wYcIETJo0Sfb4BxcXF/z0009wd3dHREQEXFxcPuARIiIioupC4ZcCc3JyEBAQAFtbWwwePBjt27fHkSNHoKqqCmVlZVy8eBE9e/aEtbU1hg8fDkdHR/z2229yZ4IyMzPx4MGDcm9TTU0NsbGxcHd3h62tLSZNmgQvLy/88ssvJfoeOXIEGRkZGDt2rGzduHHj0KhRIzg7O+PFixeYM2dO1Q4CERER1QgKv3n9U1KRm9+IiD5mvHmdPiXV6uZ1IiIiopqCwYqIiIhIJAxWRERERCJhsCIiIiISCYMVERERkUgYrIiIiIhEwmBFREREJBIGKyIiIiKRMFgRERERiYTBioiIiEgkDFZEREREImGwIiIiIhIJgxURERGRSBisiIiIiETCYEVEREQkEgYrIiIiIpEwWBERERGJhMGKiIiISCQMVkREREQiYbAiIiIiEgmDFREREZFIGKyIiIiIRMJgRURERCQSBisiIiIikTBYEREREYmEwYqIiIhIJAxWRERERCJhsCIiIiISCYMVERERkUgUHqzy8vIwYcIEmJmZQUNDA+3atcP58+dl7YIgYPbs2TA2NoaGhgbc3NyQnp5epZoAsGfPHri7u0NXVxcSiQQpKSkl6kycOBH16tWDqakpoqOj5dp27doFT0/Pyu84ERER1TgKD1YjRozAsWPH8NNPP+HSpUtwd3eHm5sbbt++DQBYtGgRVq5ciXXr1uHcuXPQ1NSEh4cHnj9/XumaAPD06VO0b98eCxcuLLXGL7/8gpiYGBw9ehSLFi3CiBEj8ODBAwBATk4OZsyYgTVr1oh4JIiIiKi6kwiCIChq4wUFBdDS0sL+/fvRvXt32XpHR0d07doVc+fOhYmJCSZNmoTJkycDeBVqDA0NsXnzZvTv37/CNefNmyfX//r167CwsMCFCxfQokUL2fpFixYhOTkZ27dvBwAYGhri4MGDcHJygr+/P2xtbREUFFSh/c3NzYWOjg5ycnKgra1dobFERB+TNRKbSo8NENJEnAnRh1eRf78Vesbq5cuXkEqlqFWrltx6DQ0NxMfH49q1a7h79y7c3NxkbTo6OnB2dsbZs2crVbO8HBwckJiYiMePHyMpKQkFBQWwsrJCfHw8kpOTERgY+N4ahYWFyM3NlVuIiIio5lJR5Ma1tLTQtm1bzJ07F02aNIGhoSG2bduGs2fPwsrKCnfv3gXw6mzRmwwNDWVtFa1ZXh4eHhg4cCCcnJygoaGBqKgoaGpqYsyYMdi8eTPWrl2LVatWQU9PDxEREbCzsytRIzw8HKGhoRU4IvQ+O6vwf8ne/L9kqoZOVOE9/yXf80T/OoXfY/XTTz9BEATUr18f6urqWLlyJXx8fKCkVPmpiVUzJCQEGRkZuHTpEvr06YPw8HC4ublBVVUV8+bNQ3x8PEaMGIHBgweXOn769OnIycmRLTdv3qz0PhEREdHHT+HBytLSEqdOnUJ+fj5u3ryJ33//HUVFRWjUqBGMjIwAAPfu3ZMbc+/ePVlbRWtW1pUrV7B161bMnTsXcXFxcHV1hb6+Pry9vZGcnIy8vLwSY9TV1aGtrS23EBERUc2l8GD1mqamJoyNjfH48WMcOXIEvXr1goWFBYyMjHD8+HFZv9zcXJw7dw5t27atVM3KEAQB/v7+WLZsGWrXrg2pVIqioiIAkP0plUorVZuIiIhqDoXeYwUAR44cgSAIsLGxQUZGBoKDg2Fra4thw4ZBIpFgwoQJmDdvHho3bgwLCwvMmjULJiYm6N27t6xG586d0adPH4wbN+69NV979OgRsrKykJ2dDQBIS3t1L4KRkVGJs2E//vgj9PX1Zc+tcnFxQUhICBISEnDo0CE0bdoUderU+YBHiYiIiKoDhQernJwcTJ8+Hbdu3UK9evXg5eWFsLAwqKqqAgCmTJmCp0+fYtSoUXjy5Anat2+Pw4cPy33qLzMzU/aMqfLUBIADBw7IBa3Xj26YM2cOQkJCZOvv3buHsLAwnDlzRrauTZs2mDRpErp37w4DAwNERUWJflyIiIio+lHoc6w+NXyOVdXxU4H0qflYPxXI51jRp6TaPMeKiIiIqCZhsCIiIiISCYMVERERkUgYrIiIiIhEwmBFREREJBIGKyIiIiKRMFgRERERiYTBioiIiEgkDFZEREREImGwIiIiIhIJgxURERGRSBisiIiIiETCYEVEREQkEgYrIiIiIpEwWBERERGJhMGKiIiISCQMVkREREQiYbAiIiIiEgmDFREREZFIGKyIiIiIRMJgRURERCQSBisiIiIikTBYEREREYmEwYqIiIhIJAxWRERERCJhsCIiIiISCYMVERERkUgYrIiIiIhEotBgJZVKMWvWLFhYWEBDQwOWlpaYO3cuBEGQ65eamoqePXtCR0cHmpqacHJyQlZWVpl19+zZg9atW6NOnTrQ1NREixYt8NNPP5Xo9766EydORL169WBqaoro6Gi5sbt27YKnp2cVjwARERHVJCqK3PjChQuxdu1aREVFwc7ODomJiRg2bBh0dHQQGBgIAMjMzET79u0xfPhwhIaGQltbG3/++Sdq1apVZt169ephxowZsLW1hZqaGg4ePIhhw4bBwMAAHh4e5ar7yy+/ICYmBkePHkV6ejr8/Pzg4eEBPT095OTkYMaMGYiNjf3wB4mIiIiqDYnw9umhf1GPHj1gaGiIjRs3ytZ5eXlBQ0MDW7duBQD0798fqqqqpZ5xqohWrVqhe/fumDt3brnqLlq0CMnJydi+fTsAwNDQEAcPHoSTkxP8/f1ha2uLoKCgCs0hNzcXOjo6yMnJgba2dpX251O1U2JT6bHeQpqIMyH6d5yownv+yw/4nl9ThXkF8HeRqpmK/Put0EuB7dq1w/Hjx3H16lUAwB9//IH4+Hh07doVAFBcXIz//ve/sLa2hoeHBwwMDODs7Ix9+/aVexuCIOD48eNIS0uDq6trues6ODggMTERjx8/RlJSEgoKCmBlZYX4+HgkJyfLzqi9S2FhIXJzc+UWIiIiqrkUeilw2rRpyM3Nha2tLZSVlSGVShEWFgZfX18AwP3795Gfn48FCxZg3rx5WLhwIQ4fPoy+ffvi5MmT6NChQ5m1c3JyUL9+fRQWFkJZWRk//PADvvrqq3LX9fDwwMCBA+Hk5AQNDQ1ERUVBU1MTY8aMwebNm7F27VqsWrUKenp6iIiIgJ2dXYk5hIeHIzQ09MMcPCKiCjr/mVWlxzo9yxBxJkQ1l0IvBW7fvh3BwcFYvHgx7OzskJKSggkTJmDZsmUYMmQIsrOzUb9+ffj4+CAmJkY2rmfPntDU1MS2bdvKrF1cXIy///4b+fn5OH78OObOnYt9+/ahY8eOla4bGhqKJ0+eYNiwYXB3d8elS5dw8OBBrF69GklJSSX6FxYWorCwUPY6NzcXpqamvBRYBbwUSJ8aMS8FihmseCmQPiUVuRSo0DNWwcHBmDZtGvr37w8AaN68OW7cuIHw8HAMGTIEenp6UFFRQdOmTeXGNWnSBPHx8e+sraSkBCurV3+JtGjRAqmpqQgPD0fHjh0rVffKlSvYunUrLly4gE2bNsHV1RX6+vrw9vaGn58f8vLyoKWlJTdGXV0d6urqFTomREREVH0p9B6rZ8+eQUlJfgrKysooLi4GAKipqcHJyQlpafL/d3P16lWYmZlVaFvFxcWys0cVrSsIAvz9/bFs2TLUrl0bUqkURUVFACD7UyqVVmg+REREVPMo9IyVp6cnwsLC0LBhQ9jZ2eHChQtYtmwZ/Pz8ZH2Cg4PxzTffwNXVFZ06dcLhw4fxyy+/IC4uTtZn8ODBqF+/PsLDwwG8urepdevWsLS0RGFhIX799Vf89NNPWLt2bYXqvvbjjz9CX19f9twqFxcXhISEICEhAYcOHULTpk1Rp06dD3KMiIiIqPpQaLBatWoVZs2ahbFjx+L+/fswMTGBv78/Zs+eLevTp08frFu3DuHh4QgMDISNjQ12796N9u3by/pkZWXJnfl6+vQpxo4di1u3bkFDQwO2trbYunUrvvnmmwrVBYB79+4hLCwMZ86cka1r06YNJk2ahO7du8PAwABRUVEf4vAQERFRNaPQm9c/NXyOVdXx5nX61PDmdSLFqzbPsSIiIiKqSRisiIiIiETCYEVEREQkEgYrIiIiIpEwWBERERGJhMGKiIiISCQMVkREREQiYbAiIiIiEgmDFREREZFIGKyIiIiIRMJgRURERCQSBisiIiIikTBYEREREYmEwYqIiIhIJAxWRERERCJhsCIiIiISCYMVERERkUgYrIiIiIhEwmBFREREJBIGKyIiIiKRMFgRERERiYTBioiIiEgkDFZEREREImGwIiIiIhIJgxURERGRSBisiIiIiETCYEVEREQkEgYrIiIiIpEoNFhJpVLMmjULFhYW0NDQgKWlJebOnQtBEGR99uzZA3d3d+jq6kIikSAlJaVctVesWAEbGxtoaGjA1NQUQUFBeP78uaw9PDwcTk5O0NLSgoGBAXr37o20tDS5GhMnTkS9evVgamqK6OhoubZdu3bB09Oz8jtPRERENY6KIje+cOFCrF27FlFRUbCzs0NiYiKGDRsGHR0dBAYGAgCePn2K9u3bw9vbGyNHjixX3ZiYGEybNg2bNm1Cu3btcPXqVQwdOhQSiQTLli0DAJw6dQoBAQFwcnLCy5cv8e2338Ld3R1//fUXNDU18csvvyAmJgZHjx5Feno6/Pz84OHhAT09PeTk5GDGjBmIjY39YMeGiIiIqh+FBqszZ86gV69e6N69OwDA3Nwc27Ztw++//y7rM2jQIADA9evXK1TXxcUFAwYMkNX18fHBuXPnZH0OHz4sN2bz5s0wMDBAUlISXF1dkZqaio4dO6J169Zo3bo1JkyYgGvXrkFPTw9TpkzBmDFj0LBhw8ruOhEREdVACr0U2K5dOxw/fhxXr14FAPzxxx+Ij49H165dq1w3KSlJFtD+/vtv/Prrr+jWrVuZY3JycgAA9erVAwA4ODggMTERjx8/RlJSEgoKCmBlZYX4+HgkJyfLzqi9S2FhIXJzc+UWIiIiqrkUesZq2rRpyM3Nha2tLZSVlSGVShEWFgZfX98q1R0wYAAePHiA9u3bQxAEvHz5EqNHj8a3335bav/i4mJMmDABLi4uaNasGQDAw8MDAwcOhJOTEzQ0NBAVFQVNTU2MGTMGmzdvxtq1a7Fq1Sro6ekhIiICdnZ2JeqGh4cjNDS0SvtSEan1zCs9tsmj66LN42236ptWemyD2zdFnAnRv+NBs0aVHqt3+W8RZ0JE/zaFnrHauXMnoqOjERMTg+TkZERFRWHJkiWIioqqUt24uDjMnz8fP/zwA5KTk7Fnzx7897//xdy5c0vtHxAQgMuXL2P79u1y60NCQpCRkYFLly6hT58+CA8Ph5ubG1RVVTFv3jzEx8djxIgRGDx4cKl1p0+fjpycHNly8yZDAhERUU2m0DNWwcHBmDZtGvr37w8AaN68OW7cuIHw8HAMGTKk0nVnzZqFQYMGYcSIEbK6T58+xahRozBjxgwoKf1fnhw3bhwOHjyI06dPo0GDBmXWvHLlCrZu3YoLFy5g06ZNcHV1hb6+Pry9veHn54e8vDxoaWnJjVFXV4e6unql94OIiIiqF4UGq2fPnsmFHABQVlZGcXHxB6kLQPYoB0EQMH78eOzduxdxcXGwsLAos54gCPD398eyZctQu3ZtSKVSFBUVAYDsT6lUWqU5ExERUfWn0GDl6emJsLAwNGzYEHZ2drhw4QKWLVsGPz8/WZ9Hjx4hKysL2dnZACB71pSRkRGMjIwAAIMHD0b9+vURHh4uq7ts2TK0bNkSzs7OyMjIwKxZs+Dp6SkLWAEBAYiJicH+/fuhpaWFu3fvAgB0dHSgoaEhN88ff/wR+vr6sudWubi4ICQkBAkJCTh06BCaNm2KOnXqfLgDRURERNWCQoPVqlWrMGvWLIwdOxb379+HiYkJ/P39MXv2bFmfAwcOYNiwYbLXry8bzpkzByEhIQCArKwsuTNUM2fOhEQiwcyZM3H79m1ZKAoLC5P1Wbt2LQCgY8eOcnOKjIzE0KFDZa/v3buHsLAwnDlzRrauTZs2mDRpErp37w4DA4Mq3xNGRERENYNEePMx5/RB5ebmQkdHBzk5OdDW1ha9/qfwqcCdEptK1/IW0t7fiUgEYn4q8EQV3vNfvvWeP/+ZVaVrOT3LkHu9pgrzCuDvIlUzFfn3m98VSERERCQSBisiIiIikTBYEREREYmEwYqIiIhIJAxWRERERCJhsCIiIiISCYMVERERkUgYrIiIiIhEwmBFREREJBIGKyIiIiKRMFgRERERiYTBioiIiEgk5Q5WUqkUFy9eREFBQYm2Z8+e4eLFiyguLhZ1ckRERETVSbmD1U8//QQ/Pz+oqamVaFNTU4Ofnx9iYmJEnRwRERFRdVLuYLVx40ZMnjwZysrKJdpUVFQwZcoUREREiDo5IiIiouqk3MEqLS0Nn3/+eZntTk5OSE1NFWVSRERERNVRuYPV06dPkZubW2Z7Xl4enj17JsqkiIiIiKqjcgerxo0b48yZM2W2x8fHo3HjxqJMioiIiKg6KnewGjBgAGbOnImLFy+WaPvjjz8we/ZsDBgwQNTJEREREVUnKuXtGBQUhEOHDsHR0RFubm6wtbUFAFy5cgWxsbFwcXFBUFDQB5soERER0ceu3MFKVVUVR48exfLlyxETE4PTp09DEARYW1sjLCwMEyZMgKqq6oecKxEREdFHrdzBCngVrqZMmYIpU6Z8qPkQERERVVvlDlZlfSJQU1Oz1GdbEREREX1qyn3zep06dVC3bt0Si4aGBmxsbLBhw4YPOU8iIiKij165z1idPHmy1PVPnjxBUlISgoODoaKigmHDhok2OSIiIqLqpNzBqkOHDmW29erVC+bm5li1ahWDFREREX2yyn0p8H06dOiAjIwMscoRERERVTuiBaucnBzo6OiIVY6IiIio2hElWBUVFWHx4sVwdnau0Dhzc3NIJJISS0BAAK5fv15qm0Qiwa5du8qcx9SpU9G8eXNoamrCxMQEgwcPRnZ2tqxPXFxcmXXPnz8PALh+/TpcXV2hqakJV1dXXL9+XW47PXr0wO7duyt2kIiIiKjGK/c9Vn379i11fU5ODv78809IJBL89ttvFdr4+fPnIZVKZa8vX76Mr776Cv369YOpqSnu3Lkj1z8iIgKLFy9G165dS6337NkzJCcnY9asWXBwcMDjx4/xn//8Bz179kRiYiIAoF27diXqzpo1C8ePH0fr1q0BAJMmTUL9+vWxceNGzJw5E5MnT8bPP/8MANixYweUlJTg5eVVoX0lIiKimq/cwaqsy3ympqbw8vKCr69vhS8F6uvry71esGABLC0t0aFDB0gkEhgZGcm17927F97e3qhdu3aZczx27JjcutWrV6NNmzbIyspCw4YNoaamJle3qKgI+/fvx/jx4yGRSAAAqampWLZsGRo3boyhQ4di8uTJAF59AnLmzJk4ceJEhfaTiIiIPg3lDlaRkZEfch548eIFtm7diokTJ8oCzpuSkpKQkpKCNWvWVKhuTk4OJBIJ6tSpU2r7gQMH8PDhQ7lPMzo4OCA2Nhbu7u44evQo7O3tAQDBwcEICAiAqalpubZdWFiIwsJC2euyHrJKRERENUOFvtKmLLm5uYiOjsbGjRtll9wqat++fXjy5AmGDh1aavvGjRvRpEkTtGvXrtw1nz9/jqlTp8LHxwfa2tpl1vXw8ECDBg1k65YsWQJ/f3+Ym5vD3t4e69evx+nTp5GSkoKFCxfC29sbiYmJcHd3x8qVK6GmplZq7fDwcISGhpZ7vkTFEV9WabzSqP87m/rU1bpKtTRPX63SeCJFKF72RaXHKk2Uv52leHrF7huWqxV+Tu61dETLStdS/vFCpce+j7SXXaXHKu//U8SZ1BxVunn95MmTGDRoEIyNjTF37twK37z+po0bN6Jr164wMTEp0VZQUICYmBgMHz683PWKiorg7e0NQRCwdu3aUvvcunULR44cKVG3fv36OHjwILKysnDw4EHo6elh7NixWLduHebNmwctLS2kpaUhPT0d69evL3MO06dPR05Ojmy5efNmuedPRERE1U+Fz1jdvn0bmzdvRmRkJJ48eYLHjx8jJiYG3t7epV7CK48bN24gNjYWe/bsKbX9559/xrNnzzB48OBy1Xsdqm7cuIETJ06UebYqMjISurq66Nmz5zvrzZ8/H+7u7nB0dMTIkSMxb948qKqqom/fvjhx4gTGjx9f6jh1dXWoq6uXa85ERERU/ZX7jNXu3bvRrVs32NjYICUlBUuXLkV2djaUlJTQvHnzSocq4FXAMTAwQPfu3Utt37hxI3r27FniZvfSvA5V6enpiI2Nha6ubqn9BEFAZGQkBg8eDFVV1TLrpaamIiYmBnPnzgUASKVSFBUVybb15qcaiYiI6NNW7mD1zTffoGXLlrhz5w527dqFXr16lXlvUUUUFxcjMjISQ4YMgYpKyRNoGRkZOH36NEaMGFHqeFtbW+zduxfAq6Dz9ddfIzExEdHR0ZBKpbh79y7u3r2LFy9eyI07ceIErl27VmZd4FX4GjVqFJYvXw5NTU0AgIuLCzZs2IDU1FRs2bIFLi4uld11IiIiqmHKHayGDx+ONWvWoEuXLli3bh0eP34sygRiY2ORlZUFPz+/Uts3bdqEBg0awN3dvdT2tLQ05OTkAHh1mfLAgQO4desWWrRoAWNjY9ly5swZuXEbN25Eu3btYGtrW+bcIiIiYGhoiB49esjWhYSE4Pnz53B2doaVlRUCAgIqustERERUQ5X7Hqv169djxYoV2LlzJzZt2oQJEybAw8MDgiCguLi40hNwd3eHIAhlts+fPx/z588vs/3Nsebm5u+s9aaYmJj39vH394e/v7/cOgMDA8TGxpZrG0RERPRpqdCnAjU0NDBkyBCcOnUKly5dgp2dHQwNDeHi4oIBAwaUefM5ERER0aeg0o9baNy4MebPn4+bN29i69atePbsGXx8fMScGxEREVG1UuUHhCopKcHT0xOenp64f/++GHMiIiIiqpaq9IDQtxkYGIhZjoiIiKhaETVYEREREX3KGKyIiIiIRMJgRURERCSScgerx48fY9WqVcjNzS3RlpOTU2YbERER0aei3MFq9erVOH36dKlfaKyjo4PffvsNq1atEnVyRERERNVJhb6EefTo0WW2+/v74+effxZlUkRERETVUbmDVWZmJho3blxme+PGjZGZmSnKpIiIiIiqo3IHK2VlZWRnZ5fZnp2dDSUl3gtPREREn65yJ6GWLVti3759Zbbv3bsXLVu2FGNORERERNVSub/SZty4cejfvz8aNGiAMWPGQFlZGQAglUrxww8/YPny5YiJiflgEyUiIiL62JU7WHl5eWHKlCkIDAzEjBkz0KhRIwDA33//jfz8fAQHB+Prr7/+YBMlIiIi+thV6EuYw8LC0KtXL0RHRyMjIwOCIKBDhw4YMGAA2rRp86HmSERERFQtVChYAUCbNm0YooiIiIhKUeFgdf78eWzbtg1Xr14FANjY2MDHxwetW7cWfXJERERE1UmFno8wZcoUODs748cff8StW7dw69YtREREwNnZGVOnTv1QcyQiIiKqFsodrKKiorBq1SqsXLkSDx8+REpKClJSUvDo0SMsX74cK1euxJYtWz7kXImIiIg+auW+FLhmzRrMnz8f48aNk1uvqqqKwMBAvHz5EqtXr8bgwYNFnyQRERFRdVDuM1Z//vknevXqVWZ779698eeff4oyKSIiIqLqqEJfafPixYsy24uKimQPDSUiIiL6FJU7WLVq1QrR0dFltv/0009o1aqVKJMiIiIiqo7KfY/V5MmT0bt3bxQWFmLSpEkwNDQEANy9exdLly7FihUrsHfv3g82USIiIqKPXbmDVY8ePbB8+XJMnjwZS5cuhY6ODgAgJycHKioqWLJkCXr06PHBJkpERET0savQA0LHjx+PPn36YNeuXUhPTwcAWFtbw8vLC6amph9kgkRERETVRYWfvN6gQQMEBQWV2lZQUAANDY0qT4qIiIioOqrQk9fLUlhYiKVLl8LCwqJC48zNzSGRSEosAQEBePToEcaPHw8bGxtoaGigYcOGCAwMRE5OzjtrllZPIpFg8eLFsj49e/ZEw4YNUatWLRgbG2PQoEHIzs6WtV+/fh2urq7Q1NSEq6srrl+/LreNHj16YPfu3RXaVyIiIqr5yh2sCgsLMX36dLRu3Rrt2rXDvn37AACRkZGwsLDAihUryjyTVZbz58/jzp07suXYsWMAgH79+iE7OxvZ2dlYsmQJLl++jM2bN+Pw4cMYPnz4O2u+We/OnTvYtGkTJBIJvLy8ZH06deqEnTt3Ii0tDbt370ZmZia+/vprWfukSZNQv359pKSkwNjYGJMnT5a17dixA0pKSnL1iIiIiIAKXAqcPXs21q9fDzc3N5w5cwb9+vXDsGHDkJCQgGXLlqFfv34Vfo6Vvr6+3OsFCxbA0tISHTp0gEQikTsrZGlpibCwMAwcOBAvX76EikrpUzcyMpJ7vX//fnTq1AmNGjWSrXszAJqZmWHatGno3bs3ioqKoKqqitTUVCxbtgyNGzfG0KFDZcHqyZMnmDlzJk6cOFGh/SQiIqJPQ7mD1a5du7Blyxb07NkTly9fhr29PV6+fIk//vgDEomkyhN58eIFtm7diokTJ5ZZLycnB9ra2mWGqrfdu3cP//3vfxEVFVVmn0ePHiE6Ohrt2rWDqqoqAMDBwQGxsbFwd3fH0aNHYW9vDwAIDg5GQEBAuW/ULywsRGFhoex1bm5uucYRERFR9VTuYHXr1i04OjoCAJo1awZ1dXUEBQWJEqoAYN++fXjy5AmGDh1aavuDBw8wd+5cjBo1qtw1o6KioKWlhb59+5Zomzp1KlavXo1nz57h888/x8GDB2VtS5Ysgb+/P8zNzWFvb4/169fj9OnTSElJwcKFC+Ht7Y3ExES4u7tj5cqVUFNTK3X74eHhCA0NLfd8iYg+RcIvnpUeK/H8RcSZ0MdC2Nal0mMlPodFnEnFlfseK6lUKhcgVFRUULt2bdEmsnHjRnTt2hUmJiYl2nJzc9G9e3c0bdoUISEh5a65adMm+Pr6olatWiXagoODceHCBRw9ehTKysoYPHgwBEEAANSvXx8HDx5EVlYWDh48CD09PYwdOxbr1q3DvHnzoKWlhbS0NKSnp2P9+vVlbn/69OnIycmRLTdv3iz33ImIiKj6KfcZK0EQMHToUKirqwMAnj9/jtGjR0NTU1Ou3549eyo8iRs3biA2NrbUsXl5eejSpQu0tLSwd+9e2eW69/ntt9+QlpaGHTt2lNqup6cHPT09WFtbo0mTJjA1NUVCQgLatm1bou/8+fPh7u4OR0dHjBw5EvPmzYOqqir69u2LEydOYPz48aVuQ11dXXa8iIiIqOYrd7AaMmSI3OuBAweKNonIyEgYGBige/fucutzc3Ph4eEBdXV1HDhwoNQzT2XZuHEjHB0d4eDg8N6+xcXFACB3P9RrqampiImJQUpKCoBXZ+6KiooAvPriaalUWu45ERERUc1W7mAVGRn5QSZQXFyMyMhIDBkyRO6m9NzcXLi7u+PZs2fYunUrcnNzZTd/6+vryz6BaGtri/DwcPTp00du7K5du7B06dIS2zt37hzOnz+P9u3bo27dusjMzMSsWbNgaWlZ4myVIAgYNWoUli9fLjsz5+Ligg0bNsDa2hpbtmyBj4+P6MeEiIiIqidRHhBaFbGxscjKyoKfn5/c+uTkZJw7dw6XLl2ClZUVjI2NZcub9yqlpaWVeGjo9u3bIQhCqaHns88+w549e9C5c2fY2Nhg+PDhsLe3x6lTp0pctouIiIChoaHcdyCGhITg+fPncHZ2hpWVFQICAsQ4DERERFQDVPgrbcTm7u4uu2n8TR07dix1/dtK6zNq1KgyPz3YvHnzcj+Hyt/fH/7+/nLrDAwMEBsbW67xRERE9GlR+BkrIiIiopqCwYqIiIhIJAxWRERERCJhsCIiIiISCYMVERERkUgYrIiIiIhEwmBFREREJBIGKyIiIiKRMFgRERERiYTBioiIiEgkDFZEREREImGwIiIiIhIJgxURERGRSBisiIiIiETCYEVEREQkEgYrIiIiIpEwWBERERGJhMGKiIiISCQMVkREREQiYbAiIiIiEgmDFREREZFIGKyIiIiIRMJgRURERCQSBisiIiIikTBYEREREYmEwYqIiIhIJAxWRERERCJhsCIiIiISicKD1e3btzFw4EDo6upCQ0MDzZs3R2Jioqw9Pz8f48aNQ4MGDaChoYGmTZti3bp176z5559/wsvLC+bm5pBIJFixYkWJPlKpFLNmzYKFhQU0NDRgaWmJuXPnQhAEWZ8lS5bAwMAABgYGWLp0qdz4c+fOwdHRES9fvqzaASAiIqIaQ0WRG3/8+DFcXFzQqVMnHDp0CPr6+khPT0fdunVlfSZOnIgTJ05g69atMDc3x9GjRzF27FiYmJigZ8+epdZ99uwZGjVqhH79+iEoKKjUPgsXLsTatWsRFRUFOzs7JCYmYtiwYdDR0UFgYCAuXryI2bNn4+DBgxAEAT169IC7uzuaN2+Oly9fYvTo0YiIiICKikIPIREREX1EFJoKFi5cCFNTU0RGRsrWWVhYyPU5c+YMhgwZgo4dOwIARo0ahfXr1+P3338vM1g5OTnByckJADBt2rRS+5w5cwa9evVC9+7dAQDm5ubYtm0bfv/9dwDAlStXYG9vjy+//BIAYG9vjytXrqB58+ZYvHgxXF1dZdsgIiIiAhR8KfDAgQNo3bo1+vXrBwMDA7Rs2RIbNmyQ69OuXTscOHAAt2/fhiAIOHnyJK5evQp3d/cqbbtdu3Y4fvw4rl69CgD4448/EB8fj65duwIAmjdvjqtXryIrKws3btzA1atX0axZM2RmZiIyMhLz5s177zYKCwuRm5srtxAREVHNpdAzVn///TfWrl2LiRMn4ttvv8X58+cRGBgINTU1DBkyBACwatUqjBo1Cg0aNICKigqUlJSwYcMGuLq6Vmnb06ZNQ25uLmxtbaGsrAypVIqwsDD4+voCAJo0aYL58+fjq6++AgCEh4ejSZMmcHNzw6JFi3DkyBGEhIRAVVUV33//fanzCQ8PR2hoaJXmqSjC1amVHiuxXijiTD4cIc630mMlHaPFmwh9FIQbYZUeKzGbIeJMiN5NSBpT6bESx7UizoRKo9BgVVxcjNatW2P+/PkAgJYtW+Ly5ctYt26dXLBKSEjAgQMHYGZmhtOnTyMgIAAmJiZwc3Or9LZ37tyJ6OhoxMTEwM7ODikpKZgwYQJMTExk2x49ejRGjx4tGxMVFQUtLS20bdsWNjY2OH/+PG7duoX+/fvj2rVrUFdXl9vG9OnTMXHiRNnr3NxcmJqaVnrORERE9HFTaLAyNjZG06ZN5dY1adIEu3fvBgAUFBTg22+/xd69e2X3Qtnb2yMlJQVLliypUrAKDg7GtGnT0L9/fwCvLv3duHED4eHhsmD1pgcPHiA0NBSnT5/GuXPnYG1tjcaNG6Nx48YoKirC1atX0bx5c7kx6urqJcIWERER1VwKvcfKxcUFaWlpcuuuXr0KMzMzAEBRURGKioqgpCQ/TWVlZRQXF1dp28+ePatQ3aCgIAQFBaFBgwaQSqUoKiqStb18+RJSqbRK8yEiIqLqT6FnrIKCgtCuXTvMnz8f3t7e+P333xEREYGIiAgAgLa2Njp06IDg4GBoaGjAzMwMp06dwpYtW7Bs2TJZncGDB6N+/foIDw8HALx48QJ//fWX7Ofbt28jJSUFtWvXhpWVFQDA09MTYWFhaNiwIezs7HDhwgUsW7YMfn5+JeZ57NgxXL16FVFRUQBeferwypUrOHToEG7evAllZWXY2Nh80GNFREREHz+FBisnJyfs3bsX06dPx3fffQcLCwusWLFCdgM5AGzfvh3Tp0+Hr68vHj16BDMzM4SFhcnd+5SVlSV39ik7OxstW7aUvV6yZAmWLFmCDh06IC4uDsCre7dmzZqFsWPH4v79+zAxMYG/vz9mz54tN8eCggKMGzcOO3bskG2jQYMGWLVqFYYNGwZ1dXVERUVBQ0PjQxwiIiIiqkYU/nTLHj16oEePHmW2GxkZyT3nqjSvw9Jr5ubmck9QL42WlhZWrFhR6lPZ36ShoVHiciUAjBgxAiNGjHjnWCIiIvq0KPwrbYiIiIhqCgYrIiIiIpEwWBERERGJhMGKiIiISCQMVkREREQiYbAiIiIiEgmDFREREZFIGKyIiIiIRMJgRURERCQSBisiIiIikTBYEREREYmEwYqIiIhIJAxWRERERCJhsCIiIiISCYMVERERkUgYrIiIiIhEwmBFREREJBIGKyIiIiKRMFgRERERiYTBioiIiEgkDFZEREREImGwIiIiIhIJgxURERGRSBisiIiIiETCYEVEREQkEgYrIiIiIpEwWBERERGJhMGKiIiISCQKD1a3b9/GwIEDoaurCw0NDTRv3hyJiYmy9pCQENja2kJTUxN169aFm5sbzp07V+W6bxo9ejQkEglWrFghW1dYWIhBgwZBW1sb1tbWiI2NlRuzePFijB8/vnI7TURERDWSiiI3/vjxY7i4uKBTp044dOgQ9PX1kZ6ejrp168r6WFtbY/Xq1WjUqBEKCgqwfPlyuLu7IyMjA/r6+pWu+9revXuRkJAAExMTufURERFISkrC2bNncejQIQwYMAD37t2DRCLBtWvXsGHDhjKDGhEREX2aFBqsFi5cCFNTU0RGRsrWWVhYyPUZMGCA3Otly5Zh48aNuHjxIjp37lzpusCrs1rjx4/HkSNH0L17d7m21NRU9OzZE3Z2dmjUqBGCg4Px4MED6OvrY8yYMVi4cCG0tbUrvM9ERERUcyn0UuCBAwfQunVr9OvXDwYGBmjZsiU2bNhQZv8XL14gIiICOjo6cHBwqFLd4uJiDBo0CMHBwbCzsytRw8HBAfHx8SgoKMCRI0dgbGwMPT09REdHo1atWujTp0/ld5yIiIhqJIUGq7///htr165F48aNceTIEYwZMwaBgYGIioqS63fw4EHUrl0btWrVwvLly3Hs2DHo6elVqe7ChQuhoqKCwMDAUmv4+fnBwcEBTZs2RVhYGHbu3InHjx9j9uzZWLVqFWbOnAkrKyt4eHjg9u3bpdYoLCxEbm6u3EJEREQ1l0IvBRYXF6N169aYP38+AKBly5a4fPky1q1bhyFDhsj6derUCSkpKXjw4AE2bNgAb29vnDt3DgYGBpWqm5SUhO+//x7JycmQSCSl1lBVVcWaNWvk1g0bNgyBgYG4cOEC9u3bhz/++AOLFi1CYGAgdu/eXaJGeHg4QkNDK3VsiKgc7qyq/FhjfviESFSPot7fpyz1hry/TzWh0DNWxsbGaNq0qdy6Jk2aICsrS26dpqYmrKys8Pnnn2Pjxo1QUVHBxo0bK133t99+w/3799GwYUOoqKhARUUFN27cwKRJk2Bubl5qzZMnT+LPP//EuHHjEBcXh27dukFTUxPe3t6Ii4srdcz06dORk5MjW27evPmeI0JERETVmULPWLm4uCAtLU1u3dWrV2FmZvbOccXFxSgsLKx03UGDBsHNzU2u3cPDA4MGDcKwYcNK1Hv+/DkCAgIQHR0NZWVlSKVSCIIAACgqKoJUKi11Hurq6lBXV3/nvhAREVHNodAzVkFBQUhISMD8+fORkZGBmJgYREREICAgAADw9OlTfPvtt0hISMCNGzeQlJQEPz8/3L59G/369ZPV6dy5M1avXl3uurq6umjWrJncoqqqCiMjI9jY2JSY59y5c9GtWze0bNkSwKvgtmfPHly8eBGrV6+Gi4vLhzxMREREVE0o9IyVk5MT9u7di+nTp+O7776DhYUFVqxYAV9fXwCAsrIyrly5gqioKDx48AC6urpwcnLCb7/9JvdJvszMTDx48KDcdSvi8uXL2LlzJ1JSUmTrvv76a8TFxeGLL76AjY0NYmJiKn8QiIiIqMZQaLACgB49eqBHjx6lttWqVQt79ux5b43r169XqG55awBAs2bNkJ6eLrdOSUkJP/zwA3744Ydy1yciIqKaT+FfaUNERERUUzBYEREREYmEwYqIiIhIJAxWRERERCJhsCIiIiISCYMVERERkUgYrIiIiIhEwmBFREREJBIGKyIiIiKRMFgRERERiYTBioiIiEgkDFZEREREImGwIiIiIhIJgxURERGRSBisiIiIiETCYEVEREQkEgYrIiIiIpEwWBERERGJhMGKiIiISCQMVkREREQiYbAiIiIiEgmDFREREZFIGKyIiIiIRMJgRURERCQSBisiIiIikTBYEREREYmEwYqIiIhIJAxWRERERCJRaLAKCQmBRCKRW2xtbUv0EwQBXbt2hUQiwb59+95Zc+jQoSVqdunSRa6Publ5iT4LFiyQtV+/fh2urq7Q1NSEq6srrl+/Lje+R48e2L17d6X3m4iIiGomhZ+xsrOzw507d2RLfHx8iT4rVqyARCIpd80uXbrI1dy2bVuJPt99951cn/Hjx8vaJk2ahPr16yMlJQXGxsaYPHmyrG3Hjh1QUlKCl5dXBfeUiIiIajoVhU9ARQVGRkZltqekpGDp0qVITEyEsbFxuWqqq6u/syYAaGlpldknNTUVy5YtQ+PGjTF06FBZsHry5AlmzpyJEydOlGseRERE9GlR+Bmr9PR0mJiYoFGjRvD19UVWVpas7dmzZxgwYADWrFnz3qD0pri4OBgYGMDGxgZjxozBw4cPS/RZsGABdHV10bJlSyxevBgvX76UtTk4OCA2NhbFxcU4evQo7O3tAQDBwcEICAiAqalpFfaYiIiIaiqFBitnZ2ds3rwZhw8fxtq1a3Ht2jV88cUXyMvLAwAEBQWhXbt26NWrV7lrdunSBVu2bMHx48excOFCnDp1Cl27doVUKpX1CQwMxPbt23Hy5En4+/tj/vz5mDJliqx9yZIluHLlCszNzZGeno4lS5bg9OnTSElJweDBg+Ht7Y1GjRph9OjRePHiRZlzKSwsRG5urtxCRERENZdCLwV27dpV9rO9vT2cnZ1hZmaGnTt3Ql9fHydOnMCFCxcqVLN///6yn5s3bw57e3tYWloiLi4OnTt3BgBMnDhRbrtqamrw9/dHeHg41NXVUb9+fRw8eFDWp7CwEB4eHoiKisK8efOgpaWFtLQ0dOnSBevXr5e7P+tN4eHhCA0NrdD8iT5KL6p4+Vvty//7OX9f5evU7l21eRARfWAKvxT4pjp16sDa2hoZGRk4ceIEMjMzUadOHaioqEBF5VUG9PLyQseOHctds1GjRtDT00NGRkaZfZydnfHy5csSn/57bf78+XB3d4ejoyPi4uLg5eUFVVVV9O3bF3FxcWXWnT59OnJycmTLzZs3yz1vIiIiqn4UfvP6m/Lz85GZmYlBgwbB29sbI0aMkGtv3rw5li9fDk9Pz3LXvHXrFh4+fPjOG99TUlKgpKQEAwODEm2pqamIiYlBSkoKAEAqlaKoqAgAUFRUJHeJ8W3q6upQV1cv91yJiIioelNosJo8eTI8PT1hZmaG7OxszJkzB8rKyvDx8YG+vn6pN6w3bNgQFhYWste2trYIDw9Hnz59kJ+fj9DQUHh5ecHIyAiZmZmYMmUKrKys4OHhAQA4e/Yszp07h06dOkFLSwtnz55FUFAQBg4ciLp168ptSxAEjBo1CsuXL4empiYAwMXFBRs2bIC1tTW2bNkCHx+fD3iEiIiIqDpR6KXAW7duwcfHBzY2NvD29oauri4SEhKgr69f7hppaWnIyckBACgrK+PixYvo2bMnrK2tMXz4cDg6OuK3336TnTlSV1fH9u3b0aFDB9jZ2SEsLAxBQUGIiIgoUTsiIgKGhobo0aOHbF1ISAieP38OZ2dnWFlZISAgoIpHgYiIiGoKhZ6x2r59e4X6C4LwznUaGho4cuTIO2u0atUKCQkJ5dqev78//P395dYZGBggNja2XOOJiIjo0/JR3bxOREREVJ0xWBERERGJhMGKiIiISCQMVkREREQiYbAiIiIiEgmDFREREZFIGKyIiIiIRMJgRURERCQSBisiIiIikTBYEREREYmEwYqIiIhIJAxWRERERCJhsCIiIiISCYMVERERkUgYrIiIiIhEwmBFREREJBIGKyIiIiKRMFgRERERiYTBioiIiEgkDFZEREREImGwIiIiIhIJgxURERGRSBisiIiIiETCYEVEREQkEgYrIiIiIpEwWBERERGJhMGKiIiISCQMVkREREQiUWiwCgkJgUQikVtsbW1l7c+fP0dAQAB0dXVRu3ZteHl54d69e++sKQgCZs+eDWNjY2hoaMDNzQ3p6elyfR49egRfX19oa2ujTp06GD58OPLz82Xt169fh6urKzQ1NeHq6orr16/Lje/Rowd2795d9QNARERENYrCz1jZ2dnhzp07siU+Pl7WFhQUhF9++QW7du3CqVOnkJ2djb59+76z3qJFi7By5UqsW7cO586dg6amJjw8PPD8+XNZH19fX/z55584duwYDh48iNOnT2PUqFGy9kmTJqF+/fpISUmBsbExJk+eLGvbsWMHlJSU4OXlJeJRICIioppAReETUFGBkZFRifU5OTnYuHEjYmJi8OWXXwIAIiMj0aRJEyQkJODzzz8vMUYQBKxYsQIzZ85Er169AABbtmyBoaEh9u3bh/79+yM1NRWHDx/G+fPn0bp1awDAqlWr0K1bNyxZsgQmJiZITU3FsmXL0LhxYwwdOlQWrJ48eYKZM2fixIkTH+pwEBERUTWm8DNW6enpMDExQaNGjeDr64usrCwAQFJSEoqKiuDm5ibra2tri4YNG+Ls2bOl1rp27Rru3r0rN0ZHRwfOzs6yMWfPnkWdOnVkoQoA3NzcoKSkhHPnzgEAHBwcEBsbi+LiYhw9ehT29vYAgODgYAQEBMDU1FTcg0BEREQ1gkLPWDk7O2Pz5s2wsbHBnTt3EBoaii+++AKXL1/G3bt3oaamhjp16siNMTQ0xN27d0ut93q9oaFhmWPu3r0LAwMDuXYVFRXUq1dP1mfJkiXw9/eHubk57O3tsX79epw+fRopKSlYuHAhvL29kZiYCHd3d6xcuRJqamqlzqewsBCFhYWy1zk5OQCA3Nzcch6hiskXiis99u05CfmFZfR8P8lbtfKKxZvXM0hFqyU8Lap0rbf3USzFBS+rNF7pjXk9fVn5YwUA0jf38cXTKtWC2hu18p9Vvk7xW8c9r6DytTTfej/kPS+j4/uVeM9LK/+eV3ur1lMR3/Ni/h1RIObv4jPxfheLn1f+d0jp7VqFld/Ht2tJX1S+lnKJv59fVLrW28dLWiTevJBbhd9HlbffE5X/7/gh/n5+/Z4VBOH9nYWPyOPHjwVtbW3hxx9/FKKjowU1NbUSfZycnIQpU6aUOv5///ufAEDIzs6WW9+vXz/B29tbEARBCAsLE6ytrUuM1dfXF3744YdS6z5//lyws7MTEhMThaCgIMHPz0948eKF8OWXXworV64sc3/mzJkjAODChQsXLly41IDl5s2bZf6b/5rC77F6U506dWBtbY2MjAx89dVXePHiBZ48eSJ31urevXul3pMFQLb+3r17MDY2lhvTokULWZ/79+/LjXv58iUePXpUZt358+fD3d0djo6OGDlyJObNmwdVVVX07dsXJ06cwPjx40sdN336dEycOFH2uri4GI8ePYKuri4kEsk7j0Vubi5MTU1x8+ZNaGtrv7MviYvHXnF47BWHx14xeNwVpyLHXhAE5OXlwcTE5L11P6pglZ+fj8zMTAwaNAiOjo5QVVXF8ePHZZ/AS0tLQ1ZWFtq2bVvqeAsLCxgZGeH48eOyIJWbm4tz585hzJgxAIC2bdviyZMnSEpKgqOjIwDgxIkTKC4uhrOzc4maqampiImJQUpKCgBAKpWiqOjVaeuioiJIpWWfRlVXV4e6urrcurcvbb6PtrY2f9kUhMdecXjsFYfHXjF43BWnvMdeR0enXPUUevP65MmTcerUKVy/fh1nzpxBnz59oKysDB8fH+jo6GD48OGYOHEiTp48iaSkJAwbNgxt27aV+0Sgra0t9u7dCwCQSCSYMGEC5s2bhwMHDuDSpUsYPHgwTExM0Lt3bwBAkyZN0KVLF4wcORK///47/ve//2HcuHHo379/iSQqCAJGjRqF5cuXQ1NTEwDg4uKCDRs2IDU1FVu2bIGLi8u/c7CIiIjoo6fQM1a3bt2Cj48PHj58CH19fbRv3x4JCQnQ19cHACxfvlz2zKjCwkJ4eHjghx9+kKuRlpYmuykcAKZMmYKnT59i1KhRePLkCdq3b4/Dhw+jVq1asj7R0dEYN24cOnfuLKu/cuXKEvOLiIiAoaEhevToIVsXEhKCAQMGwNnZGV26dEFAQIDYh4WIiIiqKYkglOcWd/q3FRYWIjw8HNOnTy9xOZE+LB57xeGxVxwee8XgcVecD3XsGayIiIiIRKLwB4QSERER1RQMVkREREQiYbAiIiIiEgmDFREREZFIGKw+UmvWrIG5uTlq1aoFZ2dn/P7774qeUo0XEhICiUQit9ja2ip6WjXS6dOn4enpCRMTE0gkEuzbt0+uXRAEzJ49G8bGxtDQ0ICbmxvS09MVM9ka5H3HfejQoSV+B7p06aKYydYw4eHhcHJygpaWFgwMDNC7d2+kpaXJ9Xn+/DkCAgKgq6uL2rVrw8vLC/fu3VPQjGuG8hz3jh07lnjfjx49utLbZLD6CO3YsQMTJ07EnDlzkJycDAcHB3h4eJT4Kh4Sn52dHe7cuSNb4uPjFT2lGunp06dwcHDAmjVrSm1ftGgRVq5ciXXr1uHcuXPQ1NSEh4cHnj+v/Bcl0/uPOwB06dJF7ndg27Zt/+IMa65Tp04hICAACQkJOHbsGIqKiuDu7o6nT//vC86DgoLwyy+/YNeuXTh16hSys7PRt29fBc66+ivPcQeAkSNHyr3vFy1aVPmNvvfbBOlf16ZNGyEgIED2WiqVCiYmJkJ4eLgCZ1XzzZkzR3BwcFD0ND45AIS9e/fKXhcXFwtGRkbC4sWLZeuePHkiqKurC9u2bVPADGumt4+7IAjCkCFDhF69eilkPp+a+/fvCwCEU6dOCYLw6j2uqqoq7Nq1S9YnNTVVACCcPXtWUdOscd4+7oIgCB06dBD+85//iLYNnrH6yLx48QJJSUlwc3OTrVNSUoKbmxvOnj2rwJl9GtLT02FiYoJGjRrB19cXWVlZip7SJ+fatWu4e/eu3O+Ajo4OnJ2d+TvwL4iLi4OBgQFsbGwwZswYPHz4UNFTqpFef2NIvXr1AABJSUkoKiqSe9/b2tqiYcOGfN+L6O3j/lp0dDT09PTQrFkzTJ8+Hc+ePav0Nj6qL2Em4MGDB5BKpTA0NJRbb2hoiCtXrihoVp8GZ2dnbN68GTY2Nrhz5w5CQ0PxxRdf4PLly9DS0lL09D4Zd+/eBYBSfwdet9GH0aVLF/Tt2xcWFhbIzMzEt99+i65du+Ls2bNQVlZW9PRqjOLiYkyYMAEuLi5o1qwZgFfvezU1NdSpU0euL9/34intuAPAgAEDYGZmBhMTE1y8eBFTp05FWloa9uzZU6ntMFgR/X9du3aV/Wxvbw9nZ2eYmZlh586dGD58uAJnRvTv6N+/v+zn5s2bw97eHpaWloiLi0Pnzp0VOLOaJSAgAJcvX+Y9nP+yso77qFGjZD83b94cxsbG6Ny5MzIzM2FpaVnh7fBS4EdGT08PysrKJT4Jcu/ePRgZGSloVp+mOnXqwNraGhkZGYqeyifl9fucvwOK16hRI+jp6fF3QETjxo3DwYMHcfLkSTRo0EC23sjICC9evMCTJ0/k+vN9L46yjntpnJ2dAaDS73sGq4+MmpoaHB0dcfz4cdm64uJiHD9+HG3btlXgzD49+fn5yMzMhLGxsaKn8kmxsLCAkZGR3O9Abm4uzp07x9+Bf9mtW7fw8OFD/g6IQBAEjBs3Dnv37sWJEydgYWEh1+7o6AhVVVW5931aWhqysrL4vq+C9x330qSkpABApd/3vBT4EZo4cSKGDBmC1q1bo02bNlixYgWePn2KYcOGKXpqNdrkyZPh6ekJMzMzZGdnY86cOVBWVoaPj4+ip1bj5Ofny/3f4LVr15CSkoJ69eqhYcOGmDBhAubNm4fGjRvDwsICs2bNgomJCXr37q24SdcA7zru9erVQ2hoKLy8vGBkZITMzExMmTIFVlZW8PDwUOCsa4aAgADExMRg//790NLSkt03paOjAw0NDejo6GD48OGYOHEi6tWrB21tbYwfPx5t27bF559/ruDZV1/vO+6ZmZmIiYlBt27doKuri4sXLyIoKAiurq6wt7ev3EZF+3whiWrVqlVCw4YNBTU1NaFNmzZCQkKCoqdU433zzTeCsbGxoKamJtSvX1/45ptvhIyMDEVPq0Y6efKkAKDEMmTIEEEQXj1yYdasWYKhoaGgrq4udO7cWUhLS1PspGuAdx33Z8+eCe7u7oK+vr6gqqoqmJmZCSNHjhTu3r2r6GnXCKUddwBCZGSkrE9BQYEwduxYoW7dusJnn30m9OnTR7hz547iJl0DvO+4Z2VlCa6urkK9evUEdXV1wcrKSggODhZycnIqvU3J/98wEREREVUR77EiIiIiEgmDFREREZFIGKyIiIiIRMJgRURERCQSBisiIiIikTBYEREREYmEwYqIiIhIJAxWRESVFBcXB4lEUuL73d7F3NwcK1as+GBzIiLFYrAiohpp6NChkEgkGD16dIm2gIAASCQSDB069N+f2HuEhISgRYsWcq8lEgkkEglUVFSgp6cHV1dXrFixAoWFhYqbKBGVisGKiGosU1NTbN++HQUFBbJ1z58/R0xMDBo2bKjAmVWMnZ0d7ty5g6ysLJw8eRL9+vVDeHg42rVrh7y8PEVPj4jewGBFRDVWq1atYGpqij179sjW7dmzBw0bNkTLli3l+hYWFiIwMBAGBgaoVasW2rdvj/Pnz8v1+fXXX2FtbQ0NDQ106tQJ169fL7HN+Ph4fPHFF9DQ0ICpqSkCAwPx9OnTKu2HiooKjIyMYGJigubNm2P8+PE4deoULl++jIULF1apNhGJi8GKiGo0Pz8/REZGyl5v2rQJw4YNK9FvypQp2L17N6KiopCcnAwrKyt4eHjg0aNHAICbN2+ib9++8PT0REpKCkaMGIFp06bJ1cjMzESXLl3g5eWFixcvYseOHYiPj8e4ceNE3y9bW1t07dpVLjQSkeIxWBFRjTZw4EDEx8fjxo0buHHjBv73v/9h4MCBcn2ePn2KtWvXYvHixejatSuaNm2KDRs2QENDAxs3bgQArF27FpaWlli6dClsbGzg6+tb4h6t8PBw+Pr6YsKECWjcuDHatWuHlStXYsuWLXj+/Lno+2Zra1vqWTMiUhwVRU+AiOhD0tfXR/fu3bF582YIgoDu3btDT09Prk9mZiaKiorg4uIiW6eqqoo2bdogNTUVAJCamgpnZ2e5cW3btpV7/ccff+DixYuIjo6WrRMEAcXFxbh27RqaNGki6r4JggCJRCJqTSKqGgYrIqrx/Pz8ZJfj1qxZ88G2k5+fD39/fwQGBpZo+xA3y6empsLCwkL0ukRUebwUSEQ1XpcuXfDixQsUFRXBw8OjRLulpSXU1NTwv//9T7auqKgI58+fR9OmTQEATZo0we+//y43LiEhQe51q1at8Ndff8HKyqrEoqamJuo+XblyBYcPH4aXl5eodYmoahisiKjGU1ZWRmpqKv766y8oKyuXaNfU1MSYMWMQHByMw4cP46+//sLIkSPx7NkzDB8+HAAwevRopKenIzg4GGlpaYiJicHmzZvl6kydOhVnzpzBuHHjkJKSgvT0dOzfv7/KN6+/fPkSd+/eRXZ2Ni5duoRVq1ahQ4cOaNGiBYKDg6tUm4jExUuBRPRJ0NbWfmf7ggULUFxcjEGDBiEvLw+tW7fGkSNHULduXQCvLuXt3r0bQUFBWLVqFdq0aYP58+fDz89PVsPe3h6nTp3CjBkz8MUXX0AQBFhaWuKbb76p0tz//PNPGBsbQ1lZGTo6OmjatCmmT5+OMWPGQF1dvUq1iUhcEkEQBEVPgoiIiKgm4KVAIiIiIpEwWBERERGJhMGKiIiISCQMVkREREQiYbAiIiIiEgmDFREREZFIGKyIiIiIRMJgRURERCQSBisiIiIikTBYEREREYmEwYqIiIhIJAxWRERERCL5f/CnD77pb6DDAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Scatter plots of model accuracies vs model architectures"
      ],
      "metadata": {
        "id": "evTGVMgY90_B"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Read the CSV file into a DataFrame\n",
        "results_df = pd.read_csv('results.csv')\n",
        "\n",
        "# Sort the DataFrame by accuracy in ascending order\n",
        "results_df = results_df.sort_values('accuracy')\n",
        "\n",
        "# Extract relevant columns\n",
        "architectures = results_df['pretrained_model']\n",
        "hardware_types = results_df['hardware_type']\n",
        "classifier_heads = results_df['classifier_head']\n",
        "opt_algs = results_df['opt_alg']\n",
        "accuracies = results_df['accuracy']\n",
        "\n",
        "plt.scatter(architectures, accuracies, c='red', alpha=0.5)\n",
        "plt.xlabel('Architectures')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.title('Architecture vs Accuracy')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "outputId": "382af049-5c27-4e65-c824-fbe89a8671f6",
        "id": "0u5NAIk4Vbj2"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Scatter plots of model accuracies vs hardware types"
      ],
      "metadata": {
        "id": "LwpdEOnW9_oT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.scatter(hardware_types, accuracies, c='mediumseagreen', alpha=0.5)\n",
        "plt.xlabel('Hardware Types')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.title('Hardware vs Accuracy')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "outputId": "0b224aaa-60cd-4771-ba2f-693c9e50f395",
        "id": "HQd4V-agXP9Q"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Scatter plots of model accuracies vs classifier head designs"
      ],
      "metadata": {
        "id": "DUQNM8sx-I4s"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.scatter(classifier_heads, accuracies, c='xkcd:sky blue', alpha=0.7)\n",
        "plt.xlabel('Classifier Heads')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.title('Classifier Design vs Accuracy')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "outputId": "eb78d812-b26c-495a-b817-507d12dd0601",
        "id": "mTBsKuAPY-SN"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Scatter plots of model accuracies vs optimizer algorithms"
      ],
      "metadata": {
        "id": "7OqpGcB6-OYJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.scatter(opt_algs, accuracies, c='purple', alpha=0.5)\n",
        "plt.xlabel('Optimizer Algorithms')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.title('Optimizer vs Accuracy')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "outputId": "3b76b12f-a2b1-4ef9-b123-021915674b56",
        "id": "TbS9GdMVw3Ui"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Bar chart of model architectures vs training times and inference times"
      ],
      "metadata": {
        "id": "TUxWfFQIvswr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Read the CSV file into a DataFrame\n",
        "results_df = pd.read_csv('results.csv')\n",
        "\n",
        "# Extract relevant columns\n",
        "architectures = results_df['pretrained_model']\n",
        "training_times = results_df['training_time_mins']\n",
        "inference_times = results_df['inference_time_secs']\n",
        "\n",
        "# Define a colormap\n",
        "colormap = plt.cm.get_cmap('YlGnBu', 15)\n",
        "\n",
        "# Create the bar chart with colored bars\n",
        "plt.bar(architectures, training_times, color=colormap(np.arange(len(architectures))))\n",
        "\n",
        "plt.xlabel('Architectures')\n",
        "plt.ylabel('Training Time (m)')\n",
        "plt.title('Architecture vs Training Time')\n",
        "\n",
        "# Display the chart\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "outputId": "495fb7c1-bbc2-4aaf-c13a-1493f9cd9f5b",
        "id": "90N9CcUa-yht"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-17-be5342616be8>:10: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n",
            "  colormap = plt.cm.get_cmap('YlGnBu', 15)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define a colormap\n",
        "colormap = plt.cm.get_cmap('Oranges', 40)\n",
        "\n",
        "# Create the bar chart with colored bars\n",
        "plt.bar(architectures, inference_times, color=colormap(np.arange(len(architectures))))\n",
        "\n",
        "plt.xlabel('Architectures')\n",
        "plt.ylabel('Inference Time (s)')\n",
        "plt.title('Architecture vs Inference Time')\n",
        "\n",
        "# Display the chart\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "outputId": "380e68ce-cf0b-4f43-db35-532e2d019f0d",
        "id": "g2lzoz7-_QqY"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-13-cbbdd5a81a41>:2: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n",
            "  colormap = plt.cm.get_cmap('Oranges', 40)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}