[637b40]: / results / bland_altman.ipynb

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{"cells":[{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[],"source":["from pathlib import Path\n","\n","import matplotlib.pyplot as plt\n","import matplotlib.ticker as ticker\n","import matplotlib.transforms as transforms\n","import numpy as np\n","import pandas as pd\n","from pyCompare import blandAltman\n","\n","test_path = \"../results/hold-out-test.csv\"\n","val_path = \"../results/internal-val-data.csv\"\n","\n","external_all_path = \"../results/external-data.csv\"\n","prospective_all_path = \"../results/prospective-data.csv\"\n","\n","figureSize = (4, 4)\n","figureDPI = 300\n","\n","\n","def dice_plot(\n","    x,\n","    y,\n","    title,\n","    figureSize=figureSize,\n","    x_label=\"Reference htTKV (mL)\",\n","    y_label=\"Dice Similarity Coefficient\",\n","):\n","\n","    dpi = 300\n","    fig, ax = plt.subplots(figsize=figureSize, dpi=dpi)\n","    draw = True\n","    medianColour = \"#6495ED\"\n","    loaColour = \"coral\"\n","    pointColour = \"#6495ED\"\n","\n","    ax.scatter(x, y, alpha=0.5, c=pointColour)\n","\n","    median = np.median(y)\n","\n","    # First quartile (Q1)\n","    Q1 = np.percentile(y, 25, interpolation = 'midpoint')\n","    # Third quartile (Q3)\n","    Q3 = np.percentile(y, 75, interpolation = 'midpoint')\n","\n","    iqr = Q3 - Q1\n","    trans = transforms.blended_transform_factory(ax.transAxes, ax.transData)\n","\n","    print(f\"lenth={len(y)} \\n{np.sort(y)} \\nQ1={Q1:.4f}, Q3={Q3:.4f}\")\n","\n","\n","    offset = 0.03\n","    ax.text(\n","        0.97,\n","        Q1 - 2 * offset,\n","        f\"median {median:.2f}\",\n","        ha=\"right\",\n","        va=\"bottom\",\n","        transform=trans,\n","    )\n","    ax.text(\n","        0.97,\n","        Q1 - 3 * offset,\n","        f\"IQR (Q1 to Q3)= {iqr:.2f}\",\n","        ha=\"right\",\n","        va=\"bottom\",\n","        transform=trans,\n","    )\n","    ax.text(\n","        0.97,\n","        Q1 - 4 * offset,\n","        f\"IQR in coral\",\n","        ha=\"right\",\n","        va=\"bottom\",\n","        transform=trans,\n","    )\n","\n","    ax.axhspan(Q1, Q3, facecolor=loaColour, alpha=0.2)\n","\n","    # Hide the right and top spines\n","    ax.spines[\"right\"].set_visible(False)\n","    ax.spines[\"top\"].set_visible(False)\n","\n","    ax.set_xlabel(x_label)\n","    ax.set_ylabel(y_label)\n","    ax.set_title(title, pad=10)\n","    ax.set_ylim([0.7, 1.02])\n","    ax.axhline(np.median(y), color=medianColour, linestyle=\"--\")\n","\n","    ax.set_yticks(np.arange(0.7, 1.0, 0.05))\n","\n"]},{"cell_type":"code","execution_count":2,"metadata":{},"outputs":[],"source":["def calc_IQR(data):\n","    # First quartile (Q1)\n","    Q1 = np.percentile(data, 25, interpolation = 'midpoint')\n","    # Third quartile (Q3)\n","    Q3 = np.percentile(data, 75, interpolation = 'midpoint')\n","    # Interquaritle range (IQR)\n","    IQR = Q3 - Q1\n","    \n","    print(f\"IQR, Q1, Q3 = ({IQR:.2f}, {Q1:.2f}, {Q3:.2f})\")\n","    print(f\"Median = {np.median(data):.2f}\")\n","\n","    return IQR, Q1, Q3"]},{"cell_type":"code","execution_count":3,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# QQ Plot\n","from numpy.random import seed\n","from numpy.random import randn\n","from statsmodels.graphics.gofplots import qqplot\n","from matplotlib import pyplot\n","# seed the random number generator\n","seed(1)\n","# generate univariate observations\n","data = 5 * randn(30)\n","# q-q plot\n","qqplot(data, line='s')\n","plt.title(\"QQ Plot from Sample with Normal Distribution\")\n","pyplot.show()"]},{"cell_type":"code","execution_count":4,"metadata":{},"outputs":[],"source":["import scipy.stats as st\n","\n","def confidence_int(data):\n","    return st.t.interval(alpha=0.95, df=len(data)-1, loc=np.mean(data), scale=st.sem(data)) \n"]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[],"source":["# external_ds = pd.read_csv(external_path)\n","# prospective_ds = pd.read_csv(prospective_path)\n","prospective_ds = pd.read_csv(prospective_all_path)\n","prospective_ds.TKV_Pred /= 1000  # corrects units to mL\n","prospective_ds.TKV_GT /= 1000  # corrects units to mL\n","\n","test_ds = pd.read_csv(test_path)\n","test_ds.TKV_GT /= 1000  # corrects units to mL\n","test_ds.TKV_Pred /= 1000  # corrects units to mL\n","\n","\n","external_ds = pd.read_csv(external_all_path)\n","\n","val_ds = pd.read_csv(val_path)\n","val_ds.TKV_GT /= 1000  # corrects units to mL\n","val_ds.TKV_Pred /= 1000  # corrects units to mL\n","\n"]},{"cell_type":"markdown","metadata":{},"source":["# IQR of Measured and Predicted TKV"]},{"cell_type":"markdown","metadata":{},"source":["## Prospective"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (1581.21, 553.15, 2134.36)\n","Median = 972.80\n"]},{"data":{"text/plain":["(1581.2115703124998, 553.146, 2134.3575703125)"]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(prospective_ds.TKV_GT)"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (1574.09, 522.68, 2096.76)\n","Median = 968.80\n"]},{"data":{"text/plain":["(1574.0889470661, 522.6760451214, 2096.7649921875)"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(prospective_ds.TKV_Pred)"]},{"cell_type":"markdown","metadata":{},"source":["## External"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (1493.70, 763.70, 2257.40)\n","Median = 1276.30\n"]},{"data":{"text/plain":["(1493.7, 763.7, 2257.4)"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(external_ds.TKV_GT)"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (1330.70, 781.10, 2111.80)\n","Median = 1206.60\n"]},{"data":{"text/plain":["(1330.7000000000003, 781.0999999999999, 2111.8)"]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(external_ds.TKV_Pred)"]},{"cell_type":"markdown","metadata":{},"source":["## Hold-out Test"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (1652.88, 671.34, 2324.22)\n","Median = 1564.63\n"]},{"data":{"text/plain":["(1652.8772619000001, 671.3431476000001, 2324.2204095)"]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(test_ds.TKV_GT)"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (1629.98, 703.93, 2333.91)\n","Median = 1584.40\n"]},{"data":{"text/plain":["(1629.9814662499998, 703.92934775, 2333.910814)"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(test_ds.TKV_Pred)"]},{"cell_type":"markdown","metadata":{},"source":["## Internal Val"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (1771.63, 843.49, 2615.12)\n","Median = 1585.92\n"]},{"data":{"text/plain":["(1771.6331661218246, 843.487957835895, 2615.1211239577196)"]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(val_ds.TKV_GT)"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (1730.01, 826.49, 2556.50)\n","Median = 1538.78\n"]},{"data":{"text/plain":["(1730.009942810065, 826.489630016855, 2556.49957282692)"]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(val_ds.TKV_Pred)"]},{"cell_type":"markdown","metadata":{},"source":["# Bland-Altman Plots"]},{"cell_type":"markdown","metadata":{},"source":["## Prospective"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1200x1200 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["\n","blandAltman(\n","    prospective_ds.TKV_GT,\n","    prospective_ds.TKV_Pred,\n","    percentage=True,\n","    title=\"BA Plot - Prospective dataset\",\n","    figureSize=figureSize,\n","    dpi=figureDPI, \n","    confidenceInterval=None\n",")"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Mean difference (Prospective)= 3.629\n","SD (Prospective)= 5.650\n","1.96 * SD (Prospective)= 11.07\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["mean = np.mean([prospective_ds.TKV_GT, prospective_ds.TKV_Pred], axis=0)\n","diff = ((prospective_ds.TKV_GT - prospective_ds.TKV_Pred) / mean) * 100\n","\n","abs_diff = ((prospective_ds.TKV_GT - prospective_ds.TKV_Pred))\n","\n","md = np.mean(diff)\n","sd = np.std(diff)\n","print(f\"Mean difference (Prospective)= {md:.3f}\")\n","print(f\"SD (Prospective)= {sd:.3f}\")\n","print(f\"1.96 * SD (Prospective)= {1.96 * sd:.2f}\")\n","\n","qqplot(diff, line='s')\n","plt.title(\"QQ Plot of Prospective Data - Percent Difference of Methods\")\n","pyplot.show()"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (6.18, 0.79, 6.97)\n","Median = 1.98\n"]},{"data":{"text/plain":["(6.176276078835489, 0.7914468838494497, 6.967722962684938)"]},"execution_count":16,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(diff)"]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[{"data":{"text/plain":["(2.0570455788989217, 5.2013535763903604)"]},"execution_count":17,"metadata":{},"output_type":"execute_result"}],"source":["confidence_int(diff)"]},{"cell_type":"code","execution_count":18,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Mean abs diff = 71.52075947952832\n"]},{"data":{"text/plain":["(28.52027829727932, 114.52124066177733)"]},"execution_count":18,"metadata":{},"output_type":"execute_result"}],"source":["print(f\"Mean abs diff = {np.mean(abs_diff)}\")\n","confidence_int(abs_diff)"]},{"cell_type":"markdown","metadata":{},"source":["## External"]},{"cell_type":"code","execution_count":19,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1200x1200 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["blandAltman(\n","    external_ds.TKV_GT,\n","    external_ds.TKV_Pred,\n","    percentage=True,\n","    title=\"BA Plot - External dataset\",\n","    figureSize=figureSize,\n","    dpi=figureDPI,\n","    confidenceInterval=None\n",")"]},{"cell_type":"code","execution_count":20,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Mean difference (External)= 2.598\n","SD (External)= 3.260\n","1.96 * SD (External)= 6.39\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYUAAAEWCAYAAACJ0YulAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAA0UElEQVR4nO3dd5gUVdbH8e8RUEZEMa0KqIAiKiYUXdO6CCpm0DXiroqrrq45oCCumFhRVMwBMYsZFnnRFXHNioEgIiqCgMKAisAQR+J5/7g1QzNM9/TMdHdND7/P88wz3RVPha5TdavqXnN3REREANaLOwAREak5lBRERKSUkoKIiJRSUhARkVJKCiIiUkpJQURESikpiIhIKSWFMsysmZm5mdWNO5bawsxuNLPn4o5DKmZmE8ysXfTZzOxJM5tnZp9H3S40s1/MbJGZbR5nrNlgZq3M7EszW2hml+Zwvmeb2UcZmlY7M5tR1fFrfFKIVtZ4M1tiZj+b2UNmtkmZYXY1s6FmNj/amO+Y2f4pptnOzFZFO/ZCM5toZl2rEFvODnYJyWpRmb9Ta1KclVVmWywysxlm9rKZ7VuJaWR1+cpZ99PMrHu25lcVZvaemZ2bon/ZZfjFzIaZ2eGJw7l7a3d/L/p6MHA40NTd9zOzesDdwBHuvpG7z8nW8sToGuBdd2/o7veV7RmtZzezPct0/0/UvV1FM6jpJ541OimY2VXA7UA3YBNgf6AZ8Fa0g2JmOwAfA+OB5kBjYAgwwsz2SzH5me6+EbAxcC3wmJntmp0lyahG0Q+y5O+lbM8wBztvybZoSNjG3wEfmlmHLM+3shpFcZ4O3GBmR1Zm5BpyEChZhj2BEcB/zOzsJMNuD0xz98XR962A+sCEqszYzOpUZbwc256Kl+974MySL9EV0wHA7CzGlTvuXiP/CAfrRcApZbpvRFj5Z0XfnwXeKGf8hwkZv7xptwNmlOk2GziJkHQcqBt1bwwMBeYCk4Hzou5HAsuA5VGc45LMaxfgPaCIsLMdn9DvKeBB4HVgIfAZsEOS6awRV5l+6wNfApdE3+sQEuUNyeIkJNnHgVlAIXArUCfqd3Y0fj9gTtQvZazAvcB0YAEwGvhTQr8bgefS3RZR9weAURVNP8XydQW+jWKdAvyjGvviWuse+AK4Ovp8TjSvecBwYPuE4Ry4CJgETI26dYq21wLgB+DINLfJR8Cd0XymAkdF/XoDK4Hfo3XwQLr7D3A18AuwXvR9GnAY8Pdoeiujab4ALI6msQh4Jxp+Z0JymQtMJOH3Gu0zDwNvROMeRvg9DSL83qYCl5bZT14Gnom22wSgbUL/bYHB0bhzEpcz1TYoZ10cH027iPDb3CXq/k6Z9bhTOeO+R/hdzUjYNhdHyzkDaBd1Ww/oHm3fOdFybRb1+ylhPS4iJJSk2zfVcSjqVxCt63nAN4ST6BkJ/a8l7E8Lo23UIeX+XtUfSrb/CD/2FWV34qjf08DA6PPPQNdyhjk0Gr9+Of3alay0aOOdQDiotGLtpPAB8BDhDGmvaIdsn7ATl3uwi/rXizbgdYQDd/tow7RK+NHMAfYD6gIDgRfTPTCV6b9btFPsAvQEPk3YadeKE/gP8CjQAPgD8DnRgTPaQVcAl0Rxlex0SWMF/gpsHvW7Ktou9StaTyRPCu2BVUCDqkwfOAbYATDgz8ASYO8q7oul6z6a3kHR9DoQDvCTo/VeF7ge+CRhXCccNDeL1uN+wHxCscx6QBNg5zS3yXLgPELSvxCYCVjCwercdJahTPcWUfeSA+M04LCEeX6UbBpRnNMJCbgu0Ab4Ddg1Yf+eH62v9YANCQn9BsLvoQUhYXdM2I6/A0dHy3gb8GnUrw4wjnCi0oDwezw46pdyG5RZ3p0ICepwwu/zmmjc9dNcj+8B5wJvsTopf044sCcmhcsIv8GmwAbRdn0h2bZIY/umOg71AT4k7GPbAl+z+vjWKtpGjRPmXe6JZ2ksVfmR5OKPcBD4OUm/PsBb0ecVRGdaZYbZOVrxjZMciFYRzhTmEs7aTivnALAt4cyhYcK4twFPJTsYlZnPnwgHr/USur0A3JjwoxmQ0O9o4LsKftRFZf52SRjmKsKZwDygZUL3NeIkFAMsBQoSup1OdGUV7aA/lZl/2rFG/ecBe1a0nkieFEq2X5PqTD9h+CHAZVXcFxPX/TzCGemlUb//An9PGHY9QsLYPvruRD/e6PujQL9y5pHONpmc0G/DaNpbR9/fo2pJoX7U/aDo+zTSTwqnAh+Wmd6jQK+EfeaZhH5/LGe/6gE8mbAd307otytQHH0uKZ4p7yQx5TYoM+y/gJfLDFvI6oN5RevxPUJS+Cvht7wz8H3ULzEpfEvCGTmwDeGgX7e8bZFq+1LxcWgKCcdA4HxWJ4UdgV8JV2n10tnfa0IZZzK/AVuYWV13X1Gm3zZR/5Lhtiln/G0IKzXZzbCZ7t60ghgaA3PdfWFCtx+BthWMlzj+dHdfVWb8Jgnff074vIRQPJbKFuWsjxJPE4oSBrn7pBTT2J5wljTLzEq6rUc4oygxvexIqWI1s6sJRQ6NCet9Y2CLFDFUpAmrD8SVnr6ZHQX0IpwZlpyljk8y7ATCOoFw9vdhksmWt+63B+41s7sSJxnF/2P0PXFdbksoTikrnW1Suv7dfUk0XEX7S0VK9sW5VRh3e+CPZlaU0K0uoUi3xPQywzcuM3wdwlluibL7WP3oXsy2wI9J9v10tkGJxond3H2VmU1nzd9kOgYDdxGOL8+W0397wv2axN/+SkLyTybZ9t2c1Mehxqy5nhOXb7KZXU5IuK3NbDhwpbvPTBZETb7RPJJw5nRiYkcz2wg4ipCxAd4GTi5n/FMIl55LqxHDTGAzM2uY0G07wpkFhINTReNva2aJ6zlx/Ex7CBgGdDSzgxO6l41zOmHdbuHujaK/jd29dYpxkjKzPxEuw08BNnX3RoRiA0s1XgVOAMa4++I0pr9GrGa2AaHc+k5gq2j4N5LF4+GJm5Ib98kSQjLTCUU8jRL+Ctz9k8RZlBl+hyTTqWibpJL29irjBMKZ5MQqjDsdeL/Msm/k7hcmiWs64b5K4vAN3f3oNOe1XZKb9elsgxIzWX0CgIUj77ZU8jfp7ksIVygXUn5SmE44wUiMqb67F1L5bVXRcWhWtAyJ/RJjfd7dDyYstxMe3kmqxiYFd58P3ATcb2ZHmlk9M2tGuGHzG6FMm2iYA82st5ltZmYNzewSQjnnDdWMYTrwCXCbmdU3sz0IZ6sljz/+AjQrc9BP9BnhbOeaKP52wHHAi9WJqzxm9jdgH8Jl6KXA01ECXStOd59FKBO9y8w2NrP1zGwHM/tzFWffkFCMNxuoa2Y3EM7kK7sMZmZNzKwX4RL9ujSnX3Y7rE8ox50NrIiuGo6o/GKl5RGgh5m1jpZhEzMr7ySlxONAVzPrEK33Jma2cwa2yS+EMvq0mNlWZnYx4WqqR5mr2XQNA3Yys79F+3c9M9vXzHZJMvznwEIzu9bMCsysjpntlubjx58TDn59zKxB9Hs8KOpXmW3wMnBMtP7rEYpclxJ+55V1HfBnd59WTr9HgN5mtn0U05Zm1inqN5tQfJ3W9krjOPQyYfk3NbOmhHuBRPNtZWbtoxOl34HiaN5J1dikAODudxBW/J2EG7RTCcUAh3n0mFxUTHIw4RG7aYTihluAE9z97QyEcTqhDHAm4UZgr4TpvhL9n2NmY8qJfxkhCRxFSGQPAWe6+3fViKfI1nxP4Uoz2w64J5r2Ind/HhhFuCmXLM4zCQfPbwjl5K9SfjFcOoYDbxIe1fuRsPOVV/yUTGMzK3kS4wtgd0LZ7FtpTn+N5Ysusy8l/FjmAV0IT25knLv/h3Dm9aKZLSDc5DsqxfCfE05Y+hGudt5n9ZlrdbbJvcBJFl40W+v5+gRFZraYUJR2NHCyuz+R5jzWEK3nI4DTCL+PnwnrYoMkw68EjiXcKJ1K+E0MIDx1VdG8VhJ+SzsSnt6ZQbinUalt4O4TCfcD7o/mfxxwXPRbrRR3n+nuyV44u5ewz71lZgsJN53/GI23hFDM+7GZFVmKd6oSpDoO3UT4XUwlnFgkXrlsQLgH+xth+/yBcB8nqZI723nBwgtmNxNuiv2UZJimhA3Qy90fz2V8IiL5ribfaF6Luz9pZiuAAwlnC+UNMyMqLuhkZhu5+6KcBikiksfy6kpBRESyq0bfUxARkdzKq+KjLbbYwps1axZ3GCIieWX06NG/ufuW6QybV0mhWbNmjBo1Ku4wRETyipmVfYkvKRUfiYhIKSUFEREppaQgIiKllBRERKSUkoKIiJTKq6ePRERkTUPGFtJ3+ERmFhXTuFEB3Tq2onObytYEvpqSgohInhoytpAeg8dTvHwlAIVFxfQYHJoNqWpiUPGRiEie6jt8YmlCKFG8fCV9h1eleYxASUFEJE/NLCquVPd0KCmIiOSpxo0KKtU9HUoKIiJ5qlvHVhTUq7NGt4J6dejWsVWVp6kbzSIiearkZrKePhIRESAkhuokgbJUfCQiIqWUFEREpJSSgoiIlFJSEBGRUrEmBTO7wswmmNnXZvaCmdWPMx4RkXVdbEnBzJoAlwJt3X03oA5wWlzxiIjkrZkz4aGHMjKpuIuP6gIFZlYX2BCYGXM8IiL54+ef4fLLoUULuOwymDq12pOMLSm4eyFwJ/ATMAuY7+5vlR3OzM43s1FmNmr27Nm5DlNEpOb55Re46qqQDB54ALp0gYkToXnzak86zuKjTYFOQHOgMdDAzP5adjh37+/ubd297ZZbbpnrMEVEao7ffoNrrw3J4J574OST4bvv4IknQrcMiLP46DBgqrvPdvflwGDgwBjjERGpmebMgeuug2bNoG9fOOEE+OYbePpp2HHHjM4qzmoufgL2N7MNgWKgAzAqxnhERGqWefOgX79wVbBoEZx6KtxwA+yyS9ZmGVtScPfPzOxVYAywAhgL9I8rHhGRGmP+/JAI+vULn086CXr1gt12y/qsY60Qz917Ab3ijEFEpMZYsADuuw/uuguKikIx0Y03wh575CwE1ZIqIhK3RYvCU0R9+8LcuXDccSEZ7L13zkNRUhARicvixeGlszvuCE8WHX10SAb77htbSEoKIiK5tmQJPPII3H47/PordOwIN90Ef/xj3JHF/kaziMi64/ffwz2DHXYIL5/tsQd8/DG8+WaNSAigKwURkexbuhQGDIB//zvUU9SuHbz0EhxySNyRrUVJQUQkW5YtgyefhN69Yfp0OPhgeO45OPTQuCNLSsVHIiKZtnw5PP447LQTXHABNG0KI0bABx/U6IQASgoiIpmzYgU89RTsvDOcey5stVW4X/Dxx3DYYWAWd4QVUlIQEamulSvh2WdD9RNdu8Kmm8KwYfDpp+HJojxIBiWUFEREqmrlSnjhBWjdGs48EzbaCF57Db74Ao45Jq+SQQklBRGRylq1is9vf4SpjXeALl2YPH8Zn935GIweDccfn5fJoISSgohIulatgkGDmN9qV/brfiHLVzr/7NSdw8+8l7OLmjJk3Ky4I6w2PZIqIlIRdxg6NNRUOm4cRVtuy/XHdeP1nQ9m1Xp1AChevpK+wyfSuU2TmIOtHiUFEZFk3OH110MyGDMGWraE556j/biGrIySQaKZRcUxBJlZKj4SkVppyNhCDurzDs27v85Bfd5hyNjC9Ed2h//+N1Q9cdxxoRrrp54KrZ2dcQZbb7ZRuaM1blSQkdjjpKQgIrXOkLGF9Bg8nsKiYhwoLCqmx+DxFScG9/CS2YEHhhpLZ88OL6F99x2cdRbUDYUr3Tq2oqDemlcKBfXq0K1jqywtUe4oKYhIrdN3+ESKl69co1tJmX9S774b6iI64ggoLIRHH4WJE+Gcc6BevTUG7dymCbeduDtNGhVgQJNGBdx24u55fz8BdE9BRGqhZGX75XZ///1wz+D996FJk9C+wTnnwAYbpJxH5zZNakUSKEtXCiJS6yQr21+j+8cfQ4cOocbS778PVVpPngwXXlhhQqjNlBREpNZJWeZfUvXEwQfD119Dv37www9wySVQv35MEdccKj4SkVqnpFin7/CJzCwqpnGjAno3LaZdz/PCU0VbbBHaQ77wQmjQIOZoa5ZYk4KZNQIGALsBDpzj7iPjjElEaofSMv8xY8I9g2HDYLPNoE8fuOiiUE+RrCXuK4V7gTfd/SQzWx/YMOZ4RKS2GDcObrwRhgyBRo3g1ltDEdHGG8ccWM0WW1Iws02AQ4CzAdx9GbAsrnhEpJb4+uuQDAYNgk02CZ8vvzx8lgrFeaO5OTAbeNLMxprZADNbq3DPzM43s1FmNmr27Nm5j1JE8sO338Jpp8Eee8Bbb8ENN8C0aaHoSAkhbXEmhbrA3sDD7t4GWAx0LzuQu/d397bu3nbLLbfMdYwikmOVrp5i4kQ444zQpsGwYdCjR0gGN90Uio2kUuK8pzADmOHun0XfX6WcpCAi+WXI2MI1nvrp1rFV2i95lVRPUfI2ckn1FMDa05g8GW6+GQYODI+SXnMNXH11eLJIqiy2KwV3/xmYbmYllYV0AL6JKx4Rqb4q1zkUSat6iilTwhvHO+8Mr74KV1wBU6eGp4qUEKot7qePLgEGRk8eTQG6xhyPiESqcsaf6qCeztVCyuoppk2D3r1DbaV16oQnia69FrbeOt1FkjTEmhTc/UugbZwxiMjaKlWMk6BSdQ6Vo3GjAgrLDLvNgtlcO3oQ3D08NHN54YXQvTs0bpzWNKVyVM2FiKylSrWMkmadQykkVk+x1cLfuGnEw7zf/zyOHzMczj03VEdx331KCFkUd/GRiNRAVT3j79ax1RpXGFC5dgY6t2nCBrN/YeFNt9Lps2HU8VVM73waze/uDdtvn/4CSJUpKYjIWsorxinpnkp5dQ6l/fTRL7/A7bdz1MMPw/LloVGb66+nefPmVVoGqRolBRFZS3XO+CvdzsDs2aFyugcegKVL4W9/g3/9C3bYoSqhSzUpKYjIWqp1xp+uOXPgrrvCPYLiYujSJSSDnXbK3Dyk0pQURKRcWWtZbN48uPtuuPdeWLQoVE1xww3hvQOJnZKCiOTG/Plwzz0hISxYACefHOolat067sgkgZKCiGTXggWhiOiuu6CoCE48MSSDPfaIOzIph5KCiGTHokXh5nHfvjB3Lhx/fKjGuk2buCOTFCp8ec3MdjCzDaLP7czs0qjFNBGRtS1eHBJB8+ahxtIDDoAvvoDXXlNCyAPpvNE8CFhpZjsC/YFtgeezGpWI5J8lS8L9ghYtQo2l++wDn30WqrNuq9ps8kU6xUer3H2FmZ0A3O/u95vZ2GwHJiKZU53qrCv0++/Qvz/cdhv8/DMcdlhoy+DAAzMzfcmpdJLCcjM7HTgLOC7qVi97IYlIJlW1crsKLV0KAwbAv/8NM2fCoYfCyy/Dn/6UibAlJukUH3UFDgB6u/tUM2sOPJvdsEQkU6pauV1Sy5bBI4/AjjvCxReHN4/feSf8KSHkvQqvFNz9GzO7Ftgu+j4VuD3bgYlIZlS3OutSy5fD00/DrbfCjz+G4qGnnoL27UOV1lIrpPP00XHAl8Cb0fe9zGxoluMSkQypbnXWrFgRDv6tWsF554VGbd58Ez76CDp0UEKoZdIpProR2A8ogtKGcVpkLSIRyajENgpKpFW53YoV8OyzsMsu0LUrbLYZvP46jBwJHTsqGdRSad1odvf5tuYOsCpL8YhIhlW6cruVK+Gll8ITRN9/D3vtBUOHwrHHKhGsA9JJChPMrAtQx8xaApcCn2Q3LBHJpLQqt1u1Cl59Nbx1/O23oRqKwYOhc2clg3VIOsVHlwCtgaXAC8AC4PIsxiQiubRqFQwaBHvuCaeeGhLAK6/A2LFwwglKCOuYdJ4+WgL0jP5EpLZwD1VP3HgjjBsXqq5+4YVQe2mdOhWOLrVT0qRgZv8HeLL+7n58JgIwszrAKKDQ3Y/NxDRFJAX3cMO4Vy8YMwZatoTnngvtGigZrPNSXSncmaMYLgO+BTbO0fxE1k3u4VHSXr1CBXUtWoT3Drp0gbqqMFmCpHuCu7+f7ZmbWVPgGKA3cGW25yeyTnKHESNCMvj0U2jWDB5/PLSFXE811siaUhUfvezup5jZeMopRnL3TLSQcQ9wDdAwRRznA+cDbLfddhmYpcg6wj1UPdGrF3z8MWy7LTz6KJx9Nqy/ftzRSQ2V6prxsuh/Vsr5zexY4Fd3H21m7ZIN5+79CVV207Zt26T3OEQkwfvvh3aPP/gAmjSBhx6Cc86BDTaIOzKp4ZI+kurus6KP/3T3HxP/gH9mYN4HAceb2TTgRaC9mT2XgemKrLtKqp5o1w4mTYL774fJk+HCC5UQJC3pvKdweDndjqrujN29h7s3dfdmwGnAO+7+1+pOV2SdNHIkHHFEqKV0wgTo1w9++CHUYlq/ftzRSR5JdU/hQsIVQQsz+yqhV0Pg42wHJiJp+PzzcM/gzTdhyy3hzjvDVcGGG8YdmeSpVPcUngf+C9wGdE/ovtDd52YyCHd/D3gvk9MUqdVGjw4vnQ0bBptvDn36wEUXwUYbxR2Z5LlUj6TOB+YDp0cvmG0VDb+RmW3k7j/lKEYRKfHllyEZvPYabLop9O4Nl1wCDZM+wCdSKRW+sWJmFxOqz/6F1bWjOpCJR1JFJB3jx4daSwcNgk02gZtvhksvDZ9FMiid1xgvB1q5+5wsxyIiZX3zTUgGL78crgZuuAGuuAIaNYo7Mqml0kkK0wnFSCKSKxMnhquBF16ABg2gZ0+48srQ0I1IFqWTFKYA75nZ64TqswFw97uzFpXIumrSJLjlFhg4MDxKes01cPXVsMUWaww2ZGxh+o3miFRCOknhp+hv/ehPRDJtyhS49VZ45plQBcWVV0K3bvCHP6w16JCxhfQYPJ7i5SsBKCwqpsfg8QBKDFJt6bSncFMuAhFZJ02bFp4geuqpUG31xRdD9+6w9dZJR+k7fGJpQihRvHwlfYdPVFKQakvn6aMtCZXWtQZKX4109/ZZjEukdvvpJ/j3v+GJJ0LLZhdeGJJB48YVjjqzqLhS3UUqI51qLgYC3wHNgZuAacAXWYxJpPYqLAwvmbVsGRLCeefBDz8wpOu1HPTMdzTv/joH9XmHIWMLk06icaOCSnUXqYx0ksLm7v44sNzd33f3cwBdJYhUxqxZcNllsMMO0L9/qL568mR48EGGzDZ6DB5PYVExzup7BMkSQ7eOrSiot2YLaQX16tCtY6vsL4fUeukkheXR/1lmdoyZtQH0XJxIOn75Jdw0btECHnwQ/vpX+P770K5B1D5IqnsE5encpgm3nbg7TRoVYECTRgXcduLuup8gGZHO00e3mtkmwFXA/YRmM6/IalQi+W72bOjbFx54AJYuhTPPhOuvD1cKZVTlHkHnNk2UBCQr0nn6aFj0cT5waHbDEclzc+aEmkrvvx+Ki+H008NbyDvtlHSUxo0KKCwnAegegcQhnaePnqT85jjPyUpEIvlo3jy4+2645x5YvBhOOy0kg513rnDUbh1brfHeAegegcQnneKjYQmf6wMnADOzE45InikqComgXz9YsABOOSUkg9at055ESTGQ3lCWmiCd4qNBid/N7AXgo6xFJJIPFiyA++6Du+4KieHEE0NjN3tUrfJg3SOQmiKdK4WyWgJrv3svsi5YuDDcPL7zTpg7Fzp1Cu0b7LVX3JGJZEQ69xQWEu4pWPT/Z+DaLMclUrMsXhweKe3bF377DY49NiSDffaJOzKRjEqn+EhNOsm6a8kSeOQRuP12+PVXRu60L7cf1YPZu+5Ft/W2pnOS0VSLqeSrlEnBzAqAM4Bdo06jgFfdfVm2AxOJVXFxePO4Tx/4+Wd+3f8QLju6OyO3ih4tTVEzqWoxlXyW9I1mM9sd+Ab4E6G+o2lAR+BjM2tkZrfmIkCRbBkytpCD+ryzZn1DS5eGewY77giXXw677AIffMAJnXqtTgiRZG8dV/YNZZGaJNWVwn3A+e4+IrGjmR0GfA1MqM6MzWxb4BlgK8K9iv7ufm91pimSrrJn87/OWcCXPftwxJhBbPjLLPjTn0JDN+3aATDz9dfLnU55bx2rFlPJZ6mSwjZlEwKAu79tZssJ7ytUxwrgKncfY2YNgdFmNsLdv6nmdEUqVHI2X3flCk4a/zYXj3yJpgtm89X2rdnj7WehfftQpXWkMm8d6w1lyWepKsRbz8w2KNvRzOoTakxdUp0Zu/ssdx8TfV4IfAuowFVy4pe5izj5qxG889g/6DP8AWY32IwzT76JTqf2gQ4d1kgIULmaSVWLqeSzVFcKzwCDzOwid/8RwMyaEYqVns1kENF02wCfldPvfOB8gO2iWiVFqmzFCnj+ed57vAdN587kq613pNfhF/Bui7ZgRpMkZ/OVeetYbyhLPjP3tao1Wt3T7GJCq2sbRp0WA3e6+/0ZC8BsI+B9oLe7D041bNu2bX3UqFGZmrWsS1auhJdegptugu+/p6hVa67b8yTeaNa29KqgoF4dVUEttZKZjXb3tukMm7I9BXd/wN23I7S61tzdt89wQqgHDAIGVpQQRKpk1aqQDHbfHc44A+rXh8GDafTteI7ofh5NNt1QbRKIJEirmouozD+jzMyAx4Fv3f3uTE9f1nGrVsHgweGt4wkTQgV1r7wS6ihaL5wLqb4hkbWl0/JathwE/A1ob2ZfRn9HxxiP1AbuMGQItGkDJ58cio1efBG++gpOOqk0IYhI+apSIV5GuPtHhPqURKrPHYYNC1cGY8aERm0GDoRTT4U6dSocXUSCCk+bzGxDM/uXmT0WfW9pZsdmPzSRNLjDG2/AfvvB8cfD/Pnw1FOhyKhLFyUEkUpK51r6SWApcED0vRBQFRcSL3d46y044AA45phQc+kTT8C338JZZ0Hd2C6CRfJaOklhB3e/A1gOEL20pmIfiYc7/O9/cPDB0LEjzJoVKq6bOBG6doV69eKOUCSvpZMUlkW1pTqAme1AuHIQya333w91ER12GPz0Ezz8MEyaBOedB+uvH3d0IrVCOtfYvYA3gW3NbCDhqaGzsxmUyBo++ii0e/zuu7DNNnD//XDuueGdgwRqw0Ck+tJpZGeEmY0B9icUG13m7r9lPTKRkSNDu8cjRsBWW8E998D550PB2lVRqA0DkcxI1Z7C3iV/wPbALGAmsF3UTSQ7Pv8cjjoKDjwQvvwyNIE5ZQpcdlm5CQHUhoFIpqS6UrgrRT8H2mc4FlnXjR4drgxefx023zw0gXnRRdCgQYWjqg0DkcxImhTc/dBcBiLrsC+/DMlg6FDYdFPo3RsuuQQapt88uNowEMmMdF5eq29mV5rZYDMbZGaXR20qiFTP+PHwl7+EKinefx9uvhmmTYPrrqtUQgC1YSCSKek8ffQMsBAoqR21C6E9hZOzFZTUchMmhCqsX3kFNt44XCVcfjk0arTGYJV5mkhtGIhkRjpJYTd33zXh+7tmpiYzpfK++y5cDbz4YrhP0LMnXHklbLbZWoNW5Wki1XoqUn3pvLw2xsz2L/liZn8E1NKNpG/SJKYf8xdW7tqaxa/+h2cPOY03XvsEbr213IQAeppIJC7pXCnsA3xiZj9F37cDJprZeMDdfY+sRSf5bcoUuOUWVj37LFtYXQbs25n++53InAaNKHi3kGWbbpb0zF5PE4nEI52kcGTWo5CUMvmmbnWnldb406aFq4CnnoJ69Xh5/87ctVdnZm+0aekgJWf9yeatp4lE4lFh8ZG7/wgsADYBNi/5c/cfo36SRSVl64VFxTiry9aHjC3M+bQqHP+nn+Af/4CWLeG558I7BlOm0OPgrmskhBKpzvr1NJFIPCq8UjCzWwh1Hf1AVCkeenktZ1KVrVf2aqG600o2/lMvf0TnAR/AY4+FjuefDz16QNOmQNXO+vU0kUg80ik+OoVQffaybAcja8tk2Xp1p1V2uD8snMOFn71Kly/fBHP4+9/DOwbbbbfGcN06tlrjSSJI76xfTxOJ5F46SeFroBHwa3ZDkfJksmy9utMqGX/LRfO44LNXOePL/1J35QreaHskx7/8IDRrVu54OusXyR/pJIXbgLFm9jUJ7Si4+/FZi0pKVfUsOxvT6rnfFszqeTNdRg1j/ZXLGdy6PY8dcjr/PLcjNEt9gNdZv0h+SCcpPA3cDowHVmU3HCkrk2fZVZ7WnDlw550cff/9eHExw/doz+37nsyyFjvqjF+kljF3Tz2A2Rfuvm9WZm52JHAvUAcY4O59Ug3ftm1bHzVK783lzNy5cPfdcO+9sHgxnH56aOymlZ4AEsknZjba3dumM2w6VwofmtltwFDWLD4aU8X4ADCzOsCDwOHADOALMxvq7qpCI25FRaFBm379YMECOOWUUD/RrrtWNKaI5Ll0kkKb6P/+Cd0y8UjqfsBkd58CYGYvAp0AJYW4LFgQrgruvjskhr/8JSSD3XePOzIRyZF0muPMVrsKTYDpCd9nAH8sO5CZnQ+cD7BdmUcdJUMWLgztHt95J8ybB506wY03wl57xR2ZiORYOlcKmNkxQGugtB0Fd785W0Elcvf+QH8I9xRyMc91xuLF8OCDcMcd4WbysceGZLDPPnFHJiIxSeeN5keADYFDgQHAScDnGZh3IbBtwvemUTfJtiVL4OGHQ3OXs2eH9pBvvBH22y/uyEQkZulUnX2gu58JzHP3m4ADgJ0yMO8vgJZm1tzM1gdOI9zMlmwpLg73DFq0gKuvDsVDn3wCb7yhhCAiQHrFRyWvwC4xs8bAHGCb6s7Y3VeY2cXAcMIjqU+4+4TqTlfK8fvvMGAA/PvfMGsWtG8Pr74KBx8cd2QiUsOkkxSGmVkjoC8whvDk0WOZmLm7vwG8kYlpSTmWLoUnngjJYMYMOOQQeP55aNcu7shEpIZK5+mjW6KPg8xsGFDf3ednNyypluXLQ1sGt94aqrM+6CB4+mk49FAwizs6EanBkt5TMLN9zWzrhO9nAi8Dt5hZ+W0oSryWLw9XBq1aheqrt9kGhg+HDz8MRUZKCCJSgVQ3mh8FlgGY2SFAH+AZYD7RI6JSQ6xYAc88A7vsEqqv3nzzcPN45Eg44gglAxFJW6riozruPjf6fCrQ390HEYqRvsx6ZFKxlSvhxRfhpptg0iRo0waGDg3vGygRiEgVpLpSqGNmJUmjA/BOQr+0XnqTLFm1KiSD3XaDv/4VCgrgP/+B0aPhuOOUEESkylId3F8A3jez3wiPpX4IYGY7EoqQJNdWrYLBg8OLZhMmQOvW8MorcOKJsF46r5yIiKSWNCm4e28z+x/hnYS3fHUd2+sBl+QiOIm4w5AhIRl89RXsvHO4Ujj5ZCUDEcmolMVA7v5pOd2+z144sgZ3+L//C8lg7Fho2RIGDoRTT4U6deKOTkRqIZ1m1kTuq6ue6NQpVGn99NPwzTfQpYsSgohkjZJCTeIe3is44AA45hj47bfw3sG338KZZ0Jd3d8XkexSUqgJ3OHtt0NdREceGeoneuwx+P576NoV6tWLO0IRWUcoKcTtvffgz3+Gww8PVVI8/HB45+Dcc5UMRCTnlBTiUlL1xKGHwuTJoeWzSZPgggtg/fXjjk5E1lFKCrn2ySfhquCQQ8KN43vugR9+gIsvhvr1KxxdRCSblBRy5bPPwv2Cgw6CcePgrrtgyhS47LLwRrKISA2gx1mybfRo6NULXn89VFR3++1w0UXQoEHckYmIrEVJIVvGjg0vnQ0dCptuGhq6ufhiaNgw7shERJJSUsi08eNDMhg8GBo1gltugUsvhY03jjsyEZEKKSlkyoQJoQrrV14JCaBXL7j88pAYRETyhJJCdX33XUgGL70U7hP07AlXXgmbqXE6Eck/SgpVNWkS3HwzPP98eHqoe3e46qpwM1lEJE/FkhTMrC9wHKG5zx+Aru5eFEcslfbDD+E+wbPPwgYbhETQrRtsuWXckYmIVFtc7ymMAHZz9z2A74EeMcWRvqlTQ/vHrVqFoqLLLw/d7rhDCUFEao1YrhTc/a2Er58CJ8URR1p++gl69w61ldapE94x6N4dttkm7shERDKuJtxTOAd4KVlPMzsfOB9gu+22y1VMMGNGeLdgwIDQ5vE//gE9ekCTJrmLQUQkx7KWFMzsbWDrcnr1dPfXomF6AiuAgcmm4+79gf4Abdu29WTDZczMmdCnDzz6aKjS+pxz4LrrIJcJSUQkJllLCu5+WKr+ZnY2cCzQIaH95/j8/HOoguKRR2D58tCOQc+e0KxZ3JGJiORMXE8fHQlcA/zZ3ZfEEUOpX38NN4sfegiWLQstnF1/PbRoEWtYIiJxiOuewgPABsAIMwP41N0vyGkEv/0Gd94Z2jH4/Xc44wz417+gZcuchiEiUpPE9fTRjnHMF4C5c0O11ffdB4sXw+mnww03hEdNRUTWcTXh6aPcKCqCfv3C36JFcMopIRnsumvckYmI1Bi1PynMnw/33gt33x0+n3RSqKxut93ijkxEpMapvUlh4cJQRHTXXTBvHnTuHKq03nPPuCMTEamxal9SWLQIHnwQ+vaFOXPguONCMth777gjExGp8WpPUliyJDxWescdMHs2HHVUqNJ6333jjkxEJG/EVSFe5hQXwz33hPcKunWDNm1g5Eh44w0lBBGRSsr/K4Unn4QrroAOHWDQIDjooLgjEhHJW/mfFLp2DU8SHXJI3JGIiOS9/C8+KihQQhARyZD8TwoiIpIxSgoiIlJKSUFERErl/43mGmLI2EL6Dp/IzKJiGjcqoFvHVnRuo1baRCS/KClkwJCxhfQYPJ7i5SsBKCwqpsfg8QBKDCKSV1R8lAF9h08sTQglipevpO/wiTFFJCJSNUoKGTCzqLhS3UVEaiolhQxo3KigUt1FRGoqJYUM6NaxFQX16qzRraBeHbp1VGtuIpJfdKM5A0puJuvpIxHJd0oKGdK5TRMlARHJeyo+EhGRUrEmBTO7yszczLaIMw4REQliSwpmti1wBPBTXDGIiMia4rxS6AdcA3iMMYiISIJYkoKZdQIK3X1cGsOeb2ajzGzU7NmzcxCdiMi6K2tPH5nZ28DW5fTqCVxHKDqqkLv3B/oDtG3bVlcVIiJZlLWk4O6HldfdzHYHmgPjzAygKTDGzPZz95+zFY+IiFQs5+8puPt44A8l381sGtDW3X+r7LRUXbWISGbl7ctrqq5aRCTzYn95zd2bVeUqQdVVi4hkXuxJoapUXbWISOblbVJQddUiIpmXt0lB1VWLiGRe3t5oVnXVIiKZl7dJAVRdtYhIpuVt8ZGIiGSekoKIiJRSUhARkVJKCiIiUkpJQURESpl7/tRGbWazgR+zNPktgEpXt1GDKP545Xv8kP/LoPiT297dt0xnwLxKCtlkZqPcvW3ccVSV4o9XvscP+b8Mij8zVHwkIiKllBRERKSUksJq/eMOoJoUf7zyPX7I/2VQ/BmgewoiIlJKVwoiIlJKSUFEREqts0nBzE42swlmtsrMkj4GZmbTzGy8mX1pZqNyGWMqlYj/SDObaGaTzax7LmNMxcw2M7MRZjYp+r9pkuFWRuv+SzMbmus4y4kn5fo0sw3M7KWo/2dm1iyGMJNKI/6zzWx2wjo/N444kzGzJ8zsVzP7Okl/M7P7ouX7ysz2znWMqaQRfzszm5+w/m/IdYy4+zr5B+wCtALeA9qmGG4asEXc8VYlfqAO8APQAlgfGAfsGnfsUWx3AN2jz92B25MMtyjuWCuzPoF/Ao9En08DXoo77krGfzbwQNyxpliGQ4C9ga+T9D8a+C9gwP7AZ3HHXMn42wHD4oxxnb1ScPdv3X1i3HFUVZrx7wdMdvcp7r4MeBHolP3o0tIJeDr6/DTQOb5Q0pbO+kxcrleBDmZmOYwxlZq8P6TF3T8A5qYYpBPwjAefAo3MbJvcRFexNOKP3TqbFCrBgbfMbLSZnR93MJXUBJie8H1G1K0m2MrdZ0Wffwa2SjJcfTMbZWafmlnn3ISWVDrrs3QYd18BzAc2z0l0FUt3f/hLVPTyqpltm5vQMqYm7/PpOsDMxpnZf82sda5nntctr1XEzN4Gti6nV093fy3NyRzs7oVm9gdghJl9F2X7rMtQ/LFJFX/iF3d3M0v2bPT20fpvAbxjZuPd/YdMxyql/g94wd2Xmtk/CFc97WOOaV0yhrDPLzKzo4EhQMtcBlCrk4K7H5aBaRRG/381s/8QLsFzkhQyEH8hkHim1zTqlhOp4jezX8xsG3efFV3e/5pkGiXrf4qZvQe0IZSLxyGd9VkyzAwzqwtsAszJTXgVqjB+d0+MdQDh3k8+iXWfry53X5Dw+Q0ze8jMtnD3nFX0p+KjFMysgZk1LPkMHAGU+9RADfUF0NLMmpvZ+oQbn7E/wRMZCpwVfT4LWOvKx8w2NbMNos9bAAcB3+QswrWlsz4Tl+sk4B2P7iDWABXGX6b8/Xjg2xzGlwlDgTOjp5D2B+YnFFPWeGa2dck9KDPbj3CMzu1JRdx34+P6A04glDcuBX4BhkfdGwNvRJ9bEJ7QGAdMIBTbxB57uvFH348GviecXdek+DcH/gdMAt4GNou6twUGRJ8PBMZH63888PcaEPda6xO4GTg++lwfeAWYDHwOtIg75krGf1u0r48D3gV2jjvmMvG/AMwClkf7/9+BC4ALov4GPBgt33hSPFlYQ+O/OGH9fwocmOsYVc2FiIiUUvGRiIiUUlIQEZFSSgoiIlJKSUFEREopKYiISCklBck5M9s8oRbIn82sMPpcZGY5fQ/BzDqb2a4J3282s0q/NGhmzVLUfNnazN6Jaif9wcxuMrOM//ZSLYuZvWcpatMVKaGkIDnn7nPcfS933wt4BOgXfd4LWJXp+UVvFifTGSg9kLr7De7+dgbnXUB4oaqPu7cCdie8FX9ZpuaRoDNZXBZZNygpSE1Tx8wes9BWxFvRQRUz28HM3owqJvzQzHaOujeLzsK/MrP/mdl2UfenzOwRM/sMuKO88c3sQMJbu32jK5UdovFOiqaxr5l9ElVO9rmZNYzm96GZjYn+DqxgeboAH7v7WwDuvoTwglK3aB43mtnVJQOb2dcWtcFgZkOieCdYQmWMZrbIzHpHcX1qZltVtCyJzOwIMxsZxf+KmW0Ude9jZt9E6/LOym86qQ2UFKSmaQk86O6tgSLgL1H3/sAl7r4PcDXwUNT9fuBpd98DGAjclzCtpoQ3Qq8sb3x3/4RwFt8tunIprVMpqgbiJeAyd98TOAwoJtTRdLi77w2cWmZ+5WkNjE7sEM2nwMwaVTDuOVG8bYFLzaykttUGwKdRXB8A56ValkRRdSHXA4dFyzAKuDKa9glA62hd3lpBbFJL1eoK8SQvTXX3L6PPo4Fm0ZnsgcArtrppgg2i/wcAJ0afn2XNCtxecfeVFYyfTCtglrt/AasrKovqwHrAzPYCVgI7VXYBK+FSMzsh+rwtIWHOAZYBw6Luo4HDKzHN/QlFTB9H62J9YCShiu/fgcfNbFjC9GUdo6QgNc3ShM8rgQLCFW1RdN+hMhZH/6s6fnmuINQ1tWc03d8rGP4bQmtbpSxUAz7H3YvMbAVrXrHXj4ZpR7g6OcDdl1ioIbZ+NMxyX10/zUoq9zs2YIS7n75Wj1ABWwdCRX4Xoyqz10kqPpIaLzpLn2pmJ0NpO7x7Rr0/IdT2CXAG8GElx18INCxnthOBbcxs32ichra6KuxZ7r4K+BuhictUBgIHJzwFVEAocuoV9Z9GaJ4RC+0JN4+6bwLMixLCzoQz/IokW5ZEnwIHmdmO0TwbmNlO0dXUJu7+BiHx7ZlqIlJ7KSlIvjgD+LuZldRYW9KM5CVAVzP7inCQTvZUT7LxXwS6mdlYM9uhZGAPzVWeCtwfjTOCcKb+EHBW1G1nVl+NlMvdiwk3gHua2ffAb4QbzwOjQQYBm5nZBMLZ+fdR9zeBumb2LdCHcDCvSLnLUiae2YR2mF+I1tnIaDkaAsOibh8BV6YxP6mFVEuqSA5ZaFL0buBQd/8x5nBE1qKkICIipVR8JCIipZQURESklJKCiIiUUlIQEZFSSgoiIlJKSUFEREr9PwhAva3VtyT5AAAAAElFTkSuQmCC","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["mean = np.mean([external_ds.TKV_GT, external_ds.TKV_Pred], axis=0)\n","diff = ((external_ds.TKV_GT - external_ds.TKV_Pred) / mean) * 100\n","abs_diff = ((external_ds.TKV_GT - external_ds.TKV_Pred))\n","\n","md = np.mean(diff)\n","sd = np.std(diff)\n","print(f\"Mean difference (External)= {md:.3f}\")\n","print(f\"SD (External)= {sd:.3f}\")\n","print(f\"1.96 * SD (External)= {1.96 * sd:.2f}\")\n","\n","qqplot(diff, line='s')\n","plt.title(\"QQ Plot on External Data - Percent Difference of Methods\")\n","pyplot.show()"]},{"cell_type":"code","execution_count":21,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (5.08, 0.54, 5.61)\n","Median = 2.18\n"]},{"data":{"text/plain":["(5.075929515350197, 0.5381587662140377, 5.614088281564234)"]},"execution_count":21,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(diff)"]},{"cell_type":"code","execution_count":22,"metadata":{},"outputs":[{"data":{"text/plain":["(1.0321184291487318, 4.16307855656116)"]},"execution_count":22,"metadata":{},"output_type":"execute_result"}],"source":["confidence_int(diff)"]},{"cell_type":"code","execution_count":23,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Mean abs diff = 29.558000000000014\n"]},{"data":{"text/plain":["(1.7957586940780565, 57.32024130592197)"]},"execution_count":23,"metadata":{},"output_type":"execute_result"}],"source":["print(f\"Mean abs diff = {np.mean(abs_diff)}\")\n","confidence_int(abs_diff)"]},{"cell_type":"markdown","metadata":{},"source":["## Internal Hold-out Test"]},{"cell_type":"code","execution_count":24,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1200x1200 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["blandAltman(\n","    test_ds.TKV_GT,\n","    test_ds.TKV_Pred,\n","    percentage=True,\n","    title=\"BA Plot - Hold-out-test dataset\",\n","    figureSize=figureSize,\n","    dpi=figureDPI,\n","    confidenceInterval=None\n",")\n","\n"]},{"cell_type":"code","execution_count":25,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Mean difference (Hold-out)= 0.461\n","SD (Hold-out)= 3.235\n","1.96 * SD (Hold-out)= 6.34\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["mean = np.mean([test_ds.TKV_GT, test_ds.TKV_Pred], axis=0)\n","diff = ((test_ds.TKV_GT - test_ds.TKV_Pred) / mean) * 100\n","abs_diff = ((test_ds.TKV_GT - test_ds.TKV_Pred))\n","\n","md = np.mean(diff)\n","sd = np.std(diff)\n","print(f\"Mean difference (Hold-out)= {md:.3f}\")\n","print(f\"SD (Hold-out)= {sd:.3f}\")\n","print(f\"1.96 * SD (Hold-out)= {1.96 * sd:.2f}\")\n","\n","qqplot(diff, line='s')\n","plt.title(\"QQ Plot on Internal Test Data - Percent Difference of Methods\")\n","pyplot.show()"]},{"cell_type":"code","execution_count":26,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (4.80, -1.73, 3.07)\n","Median = 0.77\n"]},{"data":{"text/plain":["(4.800138588356711, -1.734910576964183, 3.065228011392528)"]},"execution_count":26,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(diff)"]},{"cell_type":"code","execution_count":27,"metadata":{},"outputs":[{"data":{"text/plain":["(-0.7455820843924439, 1.6672087446663952)"]},"execution_count":27,"metadata":{},"output_type":"execute_result"}],"source":["confidence_int(diff)"]},{"cell_type":"code","execution_count":28,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Mean abs diff = 18.13834125806451\n"]},{"data":{"text/plain":["(-1.9265841987816579, 38.20326671491068)"]},"execution_count":28,"metadata":{},"output_type":"execute_result"}],"source":["print(f\"Mean abs diff = {np.mean(abs_diff)}\")\n","confidence_int(abs_diff)"]},{"cell_type":"markdown","metadata":{},"source":["## Internal Val"]},{"cell_type":"code","execution_count":29,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1200x1200 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["blandAltman(\n","    val_ds.TKV_GT,\n","    val_ds.TKV_Pred,\n","    percentage=True,\n","    title=\"BA Plot - Internal val dataset\",\n","    figureSize=figureSize,\n","    dpi=figureDPI,\n","    confidenceInterval=None\n",")\n"]},{"cell_type":"code","execution_count":30,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Mean difference (Internal Val)= 0.855\n","SD (Internal Val)=  3.420\n","1.96 * SD (Internal Val)= 6.70\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["mean = np.mean([val_ds.TKV_GT, val_ds.TKV_Pred], axis=0)\n","diff = ((val_ds.TKV_GT - val_ds.TKV_Pred) / mean) * 100\n","abs_diff = ((val_ds.TKV_GT - val_ds.TKV_Pred))\n","\n","md = np.mean(diff)\n","sd = np.std(diff)\n","print(f\"Mean difference (Internal Val)= {md:.3f}\")\n","print(f\"SD (Internal Val)=  {sd:.3f}\")\n","print(f\"1.96 * SD (Internal Val)= {1.96 * sd:.2f}\")\n","\n","qqplot(diff, line='s')\n","plt.title(\"QQ Plot on Internal Val Data - Percent Difference of Methods\")\n","pyplot.show()"]},{"cell_type":"code","execution_count":31,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (3.94, -0.78, 3.15)\n","Median = 0.79\n"]},{"data":{"text/plain":["(3.9368765293212515, -0.7830718766789224, 3.153804652642329)"]},"execution_count":31,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(diff)"]},{"cell_type":"code","execution_count":32,"metadata":{},"outputs":[{"data":{"text/plain":["(-0.49548351328945117, 2.205567132770493)"]},"execution_count":32,"metadata":{},"output_type":"execute_result"}],"source":["confidence_int(diff)"]},{"cell_type":"code","execution_count":33,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Mean abs diff = 19.88657915783682\n"]},{"data":{"text/plain":["(3.9821435360272, 35.79101477964644)"]},"execution_count":33,"metadata":{},"output_type":"execute_result"}],"source":["print(f\"Mean abs diff = {np.mean(abs_diff)}\")\n","confidence_int(abs_diff)"]},{"cell_type":"markdown","metadata":{},"source":["# Dice Plots"]},{"cell_type":"markdown","metadata":{},"source":["## Prospective\n"]},{"cell_type":"code","execution_count":34,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["lenth=53 \n","[0.79800983 0.90494795 0.91011701 0.91889837 0.91931908 0.92143764\n"," 0.9215194  0.92390174 0.92900675 0.9311488  0.93223751 0.93385743\n"," 0.93616875 0.9367174  0.93801304 0.94869632 0.94889126 0.95300649\n"," 0.95347923 0.95947051 0.95998746 0.96049446 0.96450358 0.96732084\n"," 0.96741238 0.96971307 0.97081322 0.97176903 0.97244007 0.97252493\n"," 0.97460467 0.97570051 0.97655521 0.97887356 0.97921155 0.98081061\n"," 0.98147983 0.98249536 0.98408875 0.98425069 0.98553753 0.98637077\n"," 0.98666073 0.98871064 0.99105194 0.99130425 0.99146448 0.99174941\n"," 0.99192493 0.99232368 0.99440742 0.9949051  0.99652141] \n","Q1=0.9367, Q3=0.9843\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x1200 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["dice_plot(\n","    prospective_ds.TKV_GT,\n","    prospective_ds.patient_dice,\n","    title=\"Dice by TKV - Prospective dataset\",\n","    figureSize=figureSize,\n",")"]},{"cell_type":"code","execution_count":35,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (0.05, 0.94, 0.98)\n","Median = 0.97\n"]},{"data":{"text/plain":["(0.04753329015797192, 0.936717399101702, 0.984250689259674)"]},"execution_count":35,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(prospective_ds.patient_dice)\n"]},{"cell_type":"markdown","metadata":{},"source":["## External"]},{"cell_type":"code","execution_count":36,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["lenth=20 \n","[0.89260231 0.90881927 0.95366038 0.96186072 0.96412663 0.96555127\n"," 0.96756603 0.96839013 0.9710493  0.97227819 0.98272089 0.9833348\n"," 0.98861437 0.98883498 0.98916972 0.99017556 0.99018741 0.9945441\n"," 0.99585999 0.99788788] \n","Q1=0.9648, Q3=0.9897\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x1200 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["dice_plot(\n","    external_ds.TKV_GT,\n","    external_ds.patient_dice,\n","    title=\"Dice by TKV - External dataset\",\n","    figureSize=figureSize,\n",")"]},{"cell_type":"code","execution_count":37,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (0.02, 0.96, 0.99)\n","Median = 0.98\n"]},{"data":{"text/plain":["(0.02483369049999995, 0.9648389470000001, 0.9896726375)"]},"execution_count":37,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(external_ds.patient_dice)"]},{"cell_type":"markdown","metadata":{},"source":["## Hold-Out Test"]},{"cell_type":"code","execution_count":38,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["lenth=31 \n","[0.82657147 0.87560976 0.91879124 0.93063009 0.93177122 0.9335795\n"," 0.93460387 0.93818039 0.93972212 0.94179243 0.94186872 0.94359148\n"," 0.94426328 0.94482636 0.94640189 0.94658738 0.94692731 0.94930077\n"," 0.9494375  0.95211929 0.95345038 0.9548415  0.95790404 0.95833278\n"," 0.9630397  0.96421957 0.96492755 0.96528    0.96601415 0.96613389\n"," 0.9832921 ] \n","Q1=0.9390, Q3=0.9581\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x1200 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["dice_plot(\n","    test_ds.TKV_GT,\n","    test_ds.patient_dice,\n","    title=\"Dice by TKV - Hold-out-test dataset\",\n","    figureSize=figureSize,\n",")"]},{"cell_type":"code","execution_count":39,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (0.02, 0.94, 0.96)\n","Median = 0.95\n"]},{"data":{"text/plain":["(0.01916715499999999, 0.938951254, 0.958118409)"]},"execution_count":39,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(test_ds.patient_dice)"]},{"cell_type":"markdown","metadata":{},"source":["## Internal Val"]},{"cell_type":"code","execution_count":40,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["lenth=28 \n","[0.89370698 0.92839074 0.92984551 0.93112946 0.93285096 0.93437773\n"," 0.93448436 0.93570805 0.93678617 0.93760186 0.94232631 0.94456857\n"," 0.95010048 0.95246571 0.95329368 0.95379746 0.95669061 0.95768982\n"," 0.95959389 0.95968825 0.96000874 0.96185243 0.96454376 0.96518075\n"," 0.96563059 0.96809256 0.97292078 0.97377849] \n","Q1=0.9351, Q3=0.9609\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x1200 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["dice_plot(\n","    val_ds.TKV_GT,\n","    val_ds.patient_dice,\n","    title=\"Dice by TKV - Internal val dataset\",\n","    figureSize=figureSize,\n",")"]},{"cell_type":"code","execution_count":41,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["IQR, Q1, Q3 = (0.03, 0.94, 0.96)\n","Median = 0.95\n"]},{"data":{"text/plain":["(0.02583438158035256, 0.9350962042808535, 0.960930585861206)"]},"execution_count":41,"metadata":{},"output_type":"execute_result"}],"source":["calc_IQR(val_ds.patient_dice)"]},{"cell_type":"markdown","metadata":{},"source":["# Model Assisted vs. Manual"]},{"cell_type":"code","execution_count":42,"metadata":{},"outputs":[],"source":["annotation_time_path = \"../results/annotation_time_secs.csv\"\n","\n","annotation_time_ds = pd.read_csv(annotation_time_path)"]},{"cell_type":"code","execution_count":43,"metadata":{},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>model_assist</th>\n","      <th>manual</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1153</td>\n","      <td>2681.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>887</td>\n","      <td>1378.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1495</td>\n","      <td>3329.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1879</td>\n","      <td>3928.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>523</td>\n","      <td>784.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   model_assist  manual\n","0          1153  2681.0\n","1           887  1378.0\n","2          1495  3329.0\n","3          1879  3928.0\n","4           523   784.0"]},"execution_count":43,"metadata":{},"output_type":"execute_result"}],"source":["annotation_time_ds.head()"]},{"cell_type":"markdown","metadata":{},"source":["## Descriptive Stats"]},{"cell_type":"code","execution_count":44,"metadata":{},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>model_assist</th>\n","      <th>manual</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>28.000000</td>\n","      <td>28.000000</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>723.285714</td>\n","      <td>1724.017857</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>433.962608</td>\n","      <td>904.518713</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>29.000000</td>\n","      <td>611.000000</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>462.500000</td>\n","      <td>1144.500000</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>555.000000</td>\n","      <td>1462.000000</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>909.250000</td>\n","      <td>2502.500000</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>1879.000000</td>\n","      <td>3928.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["       model_assist       manual\n","count     28.000000    28.000000\n","mean     723.285714  1724.017857\n","std      433.962608   904.518713\n","min       29.000000   611.000000\n","25%      462.500000  1144.500000\n","50%      555.000000  1462.000000\n","75%      909.250000  2502.500000\n","max     1879.000000  3928.000000"]},"execution_count":44,"metadata":{},"output_type":"execute_result"}],"source":["annotation_time_ds.describe()"]},{"cell_type":"markdown","metadata":{},"source":["## Confidence Intervals"]},{"cell_type":"markdown","metadata":{},"source":[]},{"cell_type":"code","execution_count":45,"metadata":{},"outputs":[{"data":{"text/plain":["(555.0125818141545, 891.5588467572742)"]},"execution_count":45,"metadata":{},"output_type":"execute_result"}],"source":["confidence_int(annotation_time_ds.model_assist)"]},{"cell_type":"code","execution_count":46,"metadata":{},"outputs":[{"data":{"text/plain":["(1373.2821153581583, 2074.7535989275557)"]},"execution_count":46,"metadata":{},"output_type":"execute_result"}],"source":["confidence_int(annotation_time_ds.manual)"]},{"cell_type":"markdown","metadata":{},"source":["## Plot"]},{"cell_type":"code","execution_count":47,"metadata":{},"outputs":[],"source":["plt.rcParams['figure.figsize'] = [6.0, 6.0]\n","plt.rcParams['figure.dpi'] = 300\n","\n","SMALL_SIZE = 8\n","MEDIUM_SIZE = 10\n","\n","plt.rc('xtick', labelsize=SMALL_SIZE)\n","plt.rc('ytick', labelsize=MEDIUM_SIZE)"]},{"cell_type":"code","execution_count":48,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1800x1800 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["fig, ax = plt.subplots()\n","plt.style.use('tableau-colorblind10')\n","plt.xticks(rotation=45)\n","\n","ax.set_xlabel('Sample Index', labelpad=20)\n","\n","ax.set_ylabel('Time (sec)', labelpad=20)\n","ax.set_title(\"Model Assisted vs. Manual Time\", pad=10)\n","annotation_time_ds.plot(kind='bar', ax=ax)\n","plt.show()"]}],"metadata":{"interpreter":{"hash":"cb92a5f378cee31b388ed8ab0d9e651c06aa26aa602d6e366f2f5ea6b6c2799c"},"kernelspec":{"display_name":"Python 3.8.2 64-bit ('env': venv)","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.2"},"orig_nbformat":4},"nbformat":4,"nbformat_minor":2}