Tutorial.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ea8f4471",
   "metadata": {},
   "source": [
    "# Setup\n",
    "## Download the test data and model weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "60fd4f20",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setting up test data and model weights\n",
      "Downloading the test data ...\n",
      "--------------------------------------------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "downloading: 210it [00:00, 375.13it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  test_data.zip\n",
      "   creating: ./test_data/\n",
      "  inflating: ./test_data/labels.csv  \n",
      "   creating: ./test_data/zips/\n",
      " extracting: ./test_data/zips/x000002.zip  \n",
      " extracting: ./test_data/zips/x000003.zip  \n",
      " extracting: ./test_data/zips/x000001.zip  \n",
      "   creating: ./test_data/masks/\n",
      "  inflating: ./test_data/masks/x000001.npy  \n",
      "  inflating: ./test_data/masks/x000003.npy  \n",
      "  inflating: ./test_data/masks/x000002.npy  \n",
      "Downloading the segmentation model weights ...\n",
      "--------------------------------------------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "downloading: 16794it [00:39, 421.25it/s]\n"
     ]
    }
   ],
   "source": [
    "from download import download\n",
    "\n",
    "print(\"Setting up test data and model weights\")\n",
    "download()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "931cf346",
   "metadata": {},
   "source": [
    "## Set up dataloader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8d4f3099",
   "metadata": {},
   "outputs": [],
   "source": [
    "from dataset import UKBB_MRI_LAX_4Ch\n",
    "\n",
    "root_dir = \"test_data\"\n",
    "csv_data = f\"{root_dir}/labels.csv\"\n",
    "image_dir = f\"{root_dir}/zips\"\n",
    "mask_dir = f\"{root_dir}/masks\"\n",
    "\n",
    "dataset = UKBB_MRI_LAX_4Ch(root_dir, csv_data, image_dir,mask_dir,\n",
    "                           image_format=\"zip\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14469cc7",
   "metadata": {},
   "source": [
    "## Initialize the segmentation model with weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bbd4d9cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Device cpu is used.\n",
      "model is loaded\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "from models import UNetModule\n",
    "\n",
    "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "print(f\"Device {device} is used.\")\n",
    "\n",
    "model = UNetModule(num_classes=5)\n",
    "weights = torch.load(\"weights/UNetModule.pt\", map_location='cpu')\n",
    "model.load_state_dict(weights['model_state'])\n",
    "print(\"model is loaded\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a578da4",
   "metadata": {},
   "source": [
    "## Use the model to run segmentation on the test data images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f4b6ea37",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The second test data is used (x000002.zip)\n",
      "The images shape: (50, 3, 256, 256), the masks shape: (50, 256, 256)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "images = dataset[1][0]\n",
    "preds = model(torch.tensor(images).float())\n",
    "masks = np.argmax(preds.detach().cpu().numpy(), axis=1)\n",
    "print(\"The second test data is used (x000002.zip)\")\n",
    "print(f\"The images shape: {images.shape}, the masks shape: {masks.shape}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6bf7d00",
   "metadata": {},
   "source": [
    "## Visualize the segmentation masks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "45ec4ba9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Displaying the image and mask from frame 48\n"
     ]
    }
   ],
   "source": [
    "from utils import display_pair\n",
    "\n",
    "np.random.seed(1234)\n",
    "idx = np.random.randint(50)\n",
    "\n",
    "display_pair(images[idx], masks[idx])\n",
    "print(f\"Displaying the image and mask from frame {idx+1}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7856a4e",
   "metadata": {},
   "source": [
    "## Measure the segmentation masks and output the measurements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "071e4701",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/kexiao/Documents/Github/ukbb_lax_4ch_segmentation/measurements/image.py:77: FutureWarning: The behavior of rgb2gray will change in scikit-image 0.19. Currently, rgb2gray allows 2D grayscale image to be passed as inputs and leaves them unmodified as outputs. Starting from version 0.19, 2D arrays will be treated as 1D images with 3 channels.\n",
      "  image = rgb2gray(image)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from measurements.measure_4ch import get_measurements\n",
    "from measurements.measure_4ch import get_measurement_images\n",
    "from measurements.measure_4ch import process_mask_methods\n",
    "from utils.filepath import secure_folder\n",
    "\n",
    "pid = \"x000001\"\n",
    "mask_dir = \"test_data/masks\"\n",
    "zip_dir = \"test_data/zips\"\n",
    "out_dir = \"outputs/csvs\"\n",
    "fig_dir = \"outputs/figs\"\n",
    "secure_folder(out_dir)\n",
    "secure_folder(fig_dir)\n",
    "\n",
    "df = get_measurements(pid, process_mask_methods[1], \n",
    "                      mask_dir=mask_dir, zip_dir=zip_dir,\n",
    "                      out_dir=out_dir)\n",
    "\n",
    "np.random.seed(123)\n",
    "frame = np.random.randint(50)\n",
    "get_measurement_images(f\"{pid}_{frame}\", process_mask_methods[1], \n",
    "                        mask_dir=mask_dir, zip_dir=zip_dir,\n",
    "                        fig_dir=fig_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b9e0340",
   "metadata": {},
   "source": [
    "## Display the measurement and the segmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a470894d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from imageio import imread\n",
    "\n",
    "length_fig = imread(f\"{fig_dir}/{pid}_F{frame}_length.png\")\n",
    "septal_fig = imread(f\"{fig_dir}/{pid}_F{frame}_septal_masked.png\")\n",
    "\n",
    "display_pair(length_fig, septal_fig, \"length measured\", \"septal masks\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc0f8cd7",
   "metadata": {},
   "source": [
    "## Display the measurements dataframe/csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3ce5a635",
   "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>AtrSepMass</th>\n",
       "      <th>VenSepMass</th>\n",
       "      <th>AtrSepLen</th>\n",
       "      <th>VenSepLen</th>\n",
       "      <th>MitAnnLen</th>\n",
       "      <th>TriAnnLen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>66.752963</td>\n",
       "      <td>367.141294</td>\n",
       "      <td>6.587065</td>\n",
       "      <td>73.014098</td>\n",
       "      <td>36.263389</td>\n",
       "      <td>3.653846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>323.751869</td>\n",
       "      <td>337.102461</td>\n",
       "      <td>44.619582</td>\n",
       "      <td>73.679608</td>\n",
       "      <td>36.538463</td>\n",
       "      <td>38.408859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>243.648313</td>\n",
       "      <td>347.115406</td>\n",
       "      <td>39.236338</td>\n",
       "      <td>74.350385</td>\n",
       "      <td>36.992374</td>\n",
       "      <td>42.610804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>277.024795</td>\n",
       "      <td>347.115406</td>\n",
       "      <td>41.277953</td>\n",
       "      <td>73.128289</td>\n",
       "      <td>35.472431</td>\n",
       "      <td>44.187376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>277.024795</td>\n",
       "      <td>343.777757</td>\n",
       "      <td>41.740296</td>\n",
       "      <td>70.549754</td>\n",
       "      <td>35.472431</td>\n",
       "      <td>46.109455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>303.725980</td>\n",
       "      <td>380.491887</td>\n",
       "      <td>45.755216</td>\n",
       "      <td>75.104097</td>\n",
       "      <td>36.263389</td>\n",
       "      <td>47.147361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>263.674202</td>\n",
       "      <td>390.504831</td>\n",
       "      <td>44.149592</td>\n",
       "      <td>72.446199</td>\n",
       "      <td>36.538463</td>\n",
       "      <td>45.379829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>220.284777</td>\n",
       "      <td>417.206016</td>\n",
       "      <td>44.121234</td>\n",
       "      <td>72.526777</td>\n",
       "      <td>38.015808</td>\n",
       "      <td>43.998135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>233.635369</td>\n",
       "      <td>450.582498</td>\n",
       "      <td>44.982765</td>\n",
       "      <td>71.156252</td>\n",
       "      <td>38.840919</td>\n",
       "      <td>46.577583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>200.258888</td>\n",
       "      <td>460.595442</td>\n",
       "      <td>42.893805</td>\n",
       "      <td>71.156252</td>\n",
       "      <td>39.097862</td>\n",
       "      <td>47.815154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>250.323610</td>\n",
       "      <td>480.621331</td>\n",
       "      <td>47.500001</td>\n",
       "      <td>68.515707</td>\n",
       "      <td>39.522390</td>\n",
       "      <td>46.505870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>246.985962</td>\n",
       "      <td>467.270738</td>\n",
       "      <td>49.898753</td>\n",
       "      <td>66.607573</td>\n",
       "      <td>41.660257</td>\n",
       "      <td>46.577583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>190.245943</td>\n",
       "      <td>487.296627</td>\n",
       "      <td>46.658129</td>\n",
       "      <td>64.604404</td>\n",
       "      <td>39.097862</td>\n",
       "      <td>46.577583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>230.297721</td>\n",
       "      <td>513.997812</td>\n",
       "      <td>49.191411</td>\n",
       "      <td>64.027075</td>\n",
       "      <td>40.564277</td>\n",
       "      <td>45.379829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>216.947128</td>\n",
       "      <td>547.374293</td>\n",
       "      <td>51.104889</td>\n",
       "      <td>63.948834</td>\n",
       "      <td>39.097862</td>\n",
       "      <td>44.225126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>186.908295</td>\n",
       "      <td>574.075478</td>\n",
       "      <td>49.021492</td>\n",
       "      <td>63.312838</td>\n",
       "      <td>42.806177</td>\n",
       "      <td>43.116934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>193.583592</td>\n",
       "      <td>557.387238</td>\n",
       "      <td>48.232155</td>\n",
       "      <td>61.365312</td>\n",
       "      <td>39.097862</td>\n",
       "      <td>42.806177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>230.297721</td>\n",
       "      <td>557.387238</td>\n",
       "      <td>51.882687</td>\n",
       "      <td>60.073555</td>\n",
       "      <td>39.097862</td>\n",
       "      <td>41.660257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>196.921240</td>\n",
       "      <td>554.049590</td>\n",
       "      <td>49.898753</td>\n",
       "      <td>61.365312</td>\n",
       "      <td>40.233808</td>\n",
       "      <td>38.015808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>213.609480</td>\n",
       "      <td>537.361349</td>\n",
       "      <td>51.882687</td>\n",
       "      <td>61.446842</td>\n",
       "      <td>40.233808</td>\n",
       "      <td>35.472431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>223.622425</td>\n",
       "      <td>540.698997</td>\n",
       "      <td>52.291187</td>\n",
       "      <td>60.770944</td>\n",
       "      <td>40.233808</td>\n",
       "      <td>39.097862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>223.622425</td>\n",
       "      <td>550.711941</td>\n",
       "      <td>52.291187</td>\n",
       "      <td>60.729739</td>\n",
       "      <td>41.419212</td>\n",
       "      <td>42.058929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>183.570647</td>\n",
       "      <td>554.049590</td>\n",
       "      <td>49.064027</td>\n",
       "      <td>62.683700</td>\n",
       "      <td>38.840919</td>\n",
       "      <td>39.097862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>226.960073</td>\n",
       "      <td>520.673108</td>\n",
       "      <td>51.882687</td>\n",
       "      <td>64.591487</td>\n",
       "      <td>40.233808</td>\n",
       "      <td>46.792063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>236.973017</td>\n",
       "      <td>500.647220</td>\n",
       "      <td>48.697012</td>\n",
       "      <td>67.848738</td>\n",
       "      <td>40.233808</td>\n",
       "      <td>38.840919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>193.583592</td>\n",
       "      <td>490.634275</td>\n",
       "      <td>43.319657</td>\n",
       "      <td>69.758806</td>\n",
       "      <td>39.097862</td>\n",
       "      <td>47.954557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>220.284777</td>\n",
       "      <td>470.608386</td>\n",
       "      <td>45.462497</td>\n",
       "      <td>71.062378</td>\n",
       "      <td>40.067552</td>\n",
       "      <td>47.954557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>243.648313</td>\n",
       "      <td>443.907201</td>\n",
       "      <td>46.190817</td>\n",
       "      <td>71.699460</td>\n",
       "      <td>37.662985</td>\n",
       "      <td>46.577583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>203.596536</td>\n",
       "      <td>403.855424</td>\n",
       "      <td>42.493148</td>\n",
       "      <td>73.679608</td>\n",
       "      <td>40.109181</td>\n",
       "      <td>43.998135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>200.258888</td>\n",
       "      <td>407.193072</td>\n",
       "      <td>42.581420</td>\n",
       "      <td>70.431382</td>\n",
       "      <td>39.097862</td>\n",
       "      <td>45.379829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>233.635369</td>\n",
       "      <td>390.504831</td>\n",
       "      <td>43.941204</td>\n",
       "      <td>69.866375</td>\n",
       "      <td>39.097862</td>\n",
       "      <td>45.673078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>287.037739</td>\n",
       "      <td>390.504831</td>\n",
       "      <td>44.272270</td>\n",
       "      <td>68.576572</td>\n",
       "      <td>37.662985</td>\n",
       "      <td>47.147361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>253.661258</td>\n",
       "      <td>387.167183</td>\n",
       "      <td>42.893805</td>\n",
       "      <td>68.770978</td>\n",
       "      <td>37.662985</td>\n",
       "      <td>47.147361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>210.271832</td>\n",
       "      <td>397.180127</td>\n",
       "      <td>41.670270</td>\n",
       "      <td>69.260629</td>\n",
       "      <td>38.015808</td>\n",
       "      <td>47.640327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>256.998906</td>\n",
       "      <td>400.517776</td>\n",
       "      <td>43.941204</td>\n",
       "      <td>69.188307</td>\n",
       "      <td>38.840919</td>\n",
       "      <td>47.640327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>267.011850</td>\n",
       "      <td>400.517776</td>\n",
       "      <td>43.941204</td>\n",
       "      <td>69.806635</td>\n",
       "      <td>38.840919</td>\n",
       "      <td>47.147361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>213.609480</td>\n",
       "      <td>430.556609</td>\n",
       "      <td>41.388983</td>\n",
       "      <td>70.431382</td>\n",
       "      <td>38.840919</td>\n",
       "      <td>47.147361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>216.947128</td>\n",
       "      <td>413.868368</td>\n",
       "      <td>42.581420</td>\n",
       "      <td>71.062378</td>\n",
       "      <td>38.840919</td>\n",
       "      <td>46.792063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>206.934184</td>\n",
       "      <td>397.180127</td>\n",
       "      <td>40.902275</td>\n",
       "      <td>71.699460</td>\n",
       "      <td>38.840919</td>\n",
       "      <td>45.379829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>210.271832</td>\n",
       "      <td>413.868368</td>\n",
       "      <td>40.902275</td>\n",
       "      <td>71.699460</td>\n",
       "      <td>38.840919</td>\n",
       "      <td>45.379829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>203.596536</td>\n",
       "      <td>413.868368</td>\n",
       "      <td>40.543701</td>\n",
       "      <td>72.353998</td>\n",
       "      <td>40.067552</td>\n",
       "      <td>45.379829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>196.921240</td>\n",
       "      <td>397.180127</td>\n",
       "      <td>40.543701</td>\n",
       "      <td>71.699460</td>\n",
       "      <td>40.067552</td>\n",
       "      <td>45.379829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>206.934184</td>\n",
       "      <td>413.868368</td>\n",
       "      <td>40.902275</td>\n",
       "      <td>71.699460</td>\n",
       "      <td>38.840919</td>\n",
       "      <td>45.379829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>220.284777</td>\n",
       "      <td>417.206016</td>\n",
       "      <td>42.581420</td>\n",
       "      <td>71.699460</td>\n",
       "      <td>38.840919</td>\n",
       "      <td>45.379829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>216.947128</td>\n",
       "      <td>420.543664</td>\n",
       "      <td>41.670270</td>\n",
       "      <td>72.388587</td>\n",
       "      <td>38.840919</td>\n",
       "      <td>46.577583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>226.960073</td>\n",
       "      <td>420.543664</td>\n",
       "      <td>41.277953</td>\n",
       "      <td>72.388587</td>\n",
       "      <td>38.754892</td>\n",
       "      <td>46.109455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>260.336554</td>\n",
       "      <td>417.206016</td>\n",
       "      <td>42.502965</td>\n",
       "      <td>74.283018</td>\n",
       "      <td>37.485329</td>\n",
       "      <td>44.187376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>317.076572</td>\n",
       "      <td>430.556609</td>\n",
       "      <td>44.936367</td>\n",
       "      <td>75.596878</td>\n",
       "      <td>37.662985</td>\n",
       "      <td>41.700296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>303.725980</td>\n",
       "      <td>410.530720</td>\n",
       "      <td>42.502965</td>\n",
       "      <td>75.574800</td>\n",
       "      <td>38.840919</td>\n",
       "      <td>33.587573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>263.674202</td>\n",
       "      <td>387.167183</td>\n",
       "      <td>40.461295</td>\n",
       "      <td>75.574800</td>\n",
       "      <td>37.485329</td>\n",
       "      <td>31.905841</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    AtrSepMass  VenSepMass  AtrSepLen  VenSepLen  MitAnnLen  TriAnnLen\n",
       "0    66.752963  367.141294   6.587065  73.014098  36.263389   3.653846\n",
       "1   323.751869  337.102461  44.619582  73.679608  36.538463  38.408859\n",
       "2   243.648313  347.115406  39.236338  74.350385  36.992374  42.610804\n",
       "3   277.024795  347.115406  41.277953  73.128289  35.472431  44.187376\n",
       "4   277.024795  343.777757  41.740296  70.549754  35.472431  46.109455\n",
       "5   303.725980  380.491887  45.755216  75.104097  36.263389  47.147361\n",
       "6   263.674202  390.504831  44.149592  72.446199  36.538463  45.379829\n",
       "7   220.284777  417.206016  44.121234  72.526777  38.015808  43.998135\n",
       "8   233.635369  450.582498  44.982765  71.156252  38.840919  46.577583\n",
       "9   200.258888  460.595442  42.893805  71.156252  39.097862  47.815154\n",
       "10  250.323610  480.621331  47.500001  68.515707  39.522390  46.505870\n",
       "11  246.985962  467.270738  49.898753  66.607573  41.660257  46.577583\n",
       "12  190.245943  487.296627  46.658129  64.604404  39.097862  46.577583\n",
       "13  230.297721  513.997812  49.191411  64.027075  40.564277  45.379829\n",
       "14  216.947128  547.374293  51.104889  63.948834  39.097862  44.225126\n",
       "15  186.908295  574.075478  49.021492  63.312838  42.806177  43.116934\n",
       "16  193.583592  557.387238  48.232155  61.365312  39.097862  42.806177\n",
       "17  230.297721  557.387238  51.882687  60.073555  39.097862  41.660257\n",
       "18  196.921240  554.049590  49.898753  61.365312  40.233808  38.015808\n",
       "19  213.609480  537.361349  51.882687  61.446842  40.233808  35.472431\n",
       "20  223.622425  540.698997  52.291187  60.770944  40.233808  39.097862\n",
       "21  223.622425  550.711941  52.291187  60.729739  41.419212  42.058929\n",
       "22  183.570647  554.049590  49.064027  62.683700  38.840919  39.097862\n",
       "23  226.960073  520.673108  51.882687  64.591487  40.233808  46.792063\n",
       "24  236.973017  500.647220  48.697012  67.848738  40.233808  38.840919\n",
       "25  193.583592  490.634275  43.319657  69.758806  39.097862  47.954557\n",
       "26  220.284777  470.608386  45.462497  71.062378  40.067552  47.954557\n",
       "27  243.648313  443.907201  46.190817  71.699460  37.662985  46.577583\n",
       "28  203.596536  403.855424  42.493148  73.679608  40.109181  43.998135\n",
       "29  200.258888  407.193072  42.581420  70.431382  39.097862  45.379829\n",
       "30  233.635369  390.504831  43.941204  69.866375  39.097862  45.673078\n",
       "31  287.037739  390.504831  44.272270  68.576572  37.662985  47.147361\n",
       "32  253.661258  387.167183  42.893805  68.770978  37.662985  47.147361\n",
       "33  210.271832  397.180127  41.670270  69.260629  38.015808  47.640327\n",
       "34  256.998906  400.517776  43.941204  69.188307  38.840919  47.640327\n",
       "35  267.011850  400.517776  43.941204  69.806635  38.840919  47.147361\n",
       "36  213.609480  430.556609  41.388983  70.431382  38.840919  47.147361\n",
       "37  216.947128  413.868368  42.581420  71.062378  38.840919  46.792063\n",
       "38  206.934184  397.180127  40.902275  71.699460  38.840919  45.379829\n",
       "39  210.271832  413.868368  40.902275  71.699460  38.840919  45.379829\n",
       "40  203.596536  413.868368  40.543701  72.353998  40.067552  45.379829\n",
       "41  196.921240  397.180127  40.543701  71.699460  40.067552  45.379829\n",
       "42  206.934184  413.868368  40.902275  71.699460  38.840919  45.379829\n",
       "43  220.284777  417.206016  42.581420  71.699460  38.840919  45.379829\n",
       "44  216.947128  420.543664  41.670270  72.388587  38.840919  46.577583\n",
       "45  226.960073  420.543664  41.277953  72.388587  38.754892  46.109455\n",
       "46  260.336554  417.206016  42.502965  74.283018  37.485329  44.187376\n",
       "47  317.076572  430.556609  44.936367  75.596878  37.662985  41.700296\n",
       "48  303.725980  410.530720  42.502965  75.574800  38.840919  33.587573\n",
       "49  263.674202  387.167183  40.461295  75.574800  37.485329  31.905841"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "db5abdb0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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