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PneumoniaDetectionPublic
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.8/site-packages/apex/pyprof/__init__.py:5: FutureWarning: pyprof will be removed by the end of June, 2022\n",
      "  warnings.warn(\"pyprof will be removed by the end of June, 2022\", FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    import fastkaggle\n",
    "except ModuleNotFoundError:\n",
    "    !pip install -Uq fastkaggle\n",
    "try:\n",
    "    import tqdm\n",
    "except ModuleNotFoundError:\n",
    "    !pip install tqdm\n",
    "try:\n",
    "    import pydicom\n",
    "except ModuleNotFoundError:\n",
    "    !pip install pydicom\n",
    "\n",
    "from fastkaggle import *\n",
    "from fastai.vision.all import *\n",
    "from fastai.medical.imaging import *\n",
    "from fastai.data.all import *\n",
    "from tqdm.notebook import tqdm\n",
    "import pydicom\n",
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /root/.kaggle/kaggle.json'\n"
     ]
    }
   ],
   "source": [
    "comp = \"rsna-pneumonia-detection-challenge\"\n",
    "path = setup_comp(comp, install='fastai \"timm>=0.6.2.dev0\"')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_path = Path(\"data\")\n",
    "bs = 64\n",
    "epochs = 8\n",
    "# arch = 'convnext_tiny.fb_in22k'\n",
    "# arch = 'resnet26d'\n",
    "arch = 'resnet50'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>patientId</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>width</th>\n",
       "      <th>height</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0004cfab-14fd-4e49-80ba-63a80b6bddd6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00313ee0-9eaa-42f4-b0ab-c148ed3241cd</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00322d4d-1c29-4943-afc9-b6754be640eb</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>003d8fa0-6bf1-40ed-b54c-ac657f8495c5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00436515-870c-4b36-a041-de91049b9ab4</td>\n",
       "      <td>264.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>379.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              patientId      x      y  width  height  Target\n",
       "0  0004cfab-14fd-4e49-80ba-63a80b6bddd6    NaN    NaN    NaN     NaN       0\n",
       "1  00313ee0-9eaa-42f4-b0ab-c148ed3241cd    NaN    NaN    NaN     NaN       0\n",
       "2  00322d4d-1c29-4943-afc9-b6754be640eb    NaN    NaN    NaN     NaN       0\n",
       "3  003d8fa0-6bf1-40ed-b54c-ac657f8495c5    NaN    NaN    NaN     NaN       0\n",
       "4  00436515-870c-4b36-a041-de91049b9ab4  264.0  152.0  213.0   379.0       1"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels = pd.read_csv(path/\"stage_2_train_labels.csv\")\n",
    "labels = labels.drop_duplicates(\"patientId\")\n",
    "labels.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preprocess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.path.exists(train_path):\n",
    "    os.makedirs(train_path)\n",
    "    os.makedirs(train_path/\"0\")\n",
    "    os.makedirs(train_path/\"1\")\n",
    "\n",
    "# Only process if no files in folder\n",
    "files = get_image_files(train_path)\n",
    "if len(files) == 0:\n",
    "    for c, patient_id in enumerate(tqdm(labels.patientId)):\n",
    "        label = labels.Target.iloc[c]\n",
    "        dcm = pydicom.read_file(path/f\"stage_2_train_images/{patient_id}.dcm\").pixel_array #/ 255\n",
    "        # dcm = cv2.resize(dcm, (224, 224))#.astype(np.float16)\n",
    "        img = Image.fromarray(dcm).convert(\"L\")\n",
    "        if label == 0:\n",
    "            img.save(train_path/f\"Negative/{patient_id}.jpg\")\n",
    "        elif label == 1:\n",
    "            img.save(train_path/f\"Positive/{patient_id}.jpg\")\n",
    "\n",
    "files = get_image_files(train_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "dls = ImageDataLoaders.from_folder(train_path, \n",
    "                                   valid_pct=0.2,\n",
    "                                   item_tfms=Resize(192),\n",
    "                                   batch_tfms=aug_transforms(size=128, min_scale=0.75))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21348"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 648x648 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dls.show_batch()\n",
    "len(dls.train_ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = vision_learner(dls, arch, metrics=error_rate, path='.').to_fp16() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.8/site-packages/torch/nn/modules/module.py:1402: UserWarning: positional arguments and argument \"destination\" are deprecated. nn.Module.state_dict will not accept them in the future. Refer to https://pytorch.org/docs/master/generated/torch.nn.Module.html#torch.nn.Module.state_dict for details.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "SuggestedLRs(valley=0.005248074419796467, slide=0.0063095735386013985)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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krMYbInImUNvWA0TkRREpFJEtbZwzRUQ2iMhWEfmyg7EopVSPUFhZR73T+FX3UUdbCj8F/i0i8Z7bpcBN7TxmPvAU8O+W7hSRBOAfwAxjzCERSetgLEop1SPkNi1c84+ZR9Dx2UcbgTEiEue5XSEi9wKb2njMchHJauNpfwy8aYw55Dm/sKNBK6VUT/B9UoiyOJLvdWoOlDGmwrOyGeC/u3jtIUCiiHwhIutE5MYuPp9SSgWU3NLGzXUCrKXQiq4W/g4DJgBTgUjgGxFZZYzZdcKFRGYDswH69+/fxcsqpZR/yCurJS4ijNgI/9nIsiurJbpa5iIH+NAYU22MKca9u9uYFi9kzDxjTLYxJjs1NbWLl1VKKf+QW1brN9VRG7XZUhCRSlp+8xfcn+674h3gKREJA8KB04HHuvicSikVMPLKasn0o5lH0E5SMMbEnuwTi8irwBQgRURygAcBm+d5nzXGbBeRD3APVruAfxpjWp2+qpRSPU1eWS0Ts5KsDuMYXRlTaJMx5toOnPMI8Ii3YlBKKX9VVddAhb3B77qP/KMCk1JKBZn8Mv+beQSaFJRSyhK5TUlBWwpKKRX08svdO65pUlBKKUVeWS0hAr1je1kdyjE0KSillAXyyuz0josgzE8212nkX9EopVSQyPPDhWugSUEppSyRX15LHz/Zl7k5TQpKKeVjLpchr9y/dlxrpElBKaV8rKTagaPBpS0FpZRS7q4j8L/pqKBJQSmlfC7PTxeugSYFpZTyubwy/1y4BpoUlFLK5/LKaomwhZAY5T+b6zTSpKCUUj6WX26nb3wkIl3dwLL7aVJQSikf88cd1xppUlBKKR/LL6/1u5LZjTQpKKWUDzkaXBRW1tEnXlsKljLGUF5bj9PV0pbTSinlG0cq7BiDX65mhiBKCks25jHm9x+xv7ja6lCUUkGscY1CH+0+slZCVDgAZTUOiyNRSgWzPD9ezQxBlBQa5wOX1tRbHIlSKpg1LVzTMQVrJXpaCqXV2lJQSlknr6yWxCgbkeGhVofSouBJCtGepKDdR0opC+WX2/226wiCKClEh4diCxXtPlJKWSqvrNZvp6NCECUFESExKly7j5RSlsotqyXDT2ceQRAlBXCPK2j3kVLKKpX2eirtDdp95C8SomyUafeRUsoi+eXumUd9NCn4h6TocI5qS0EpZZGc0hoA7T7yFwlR4bp4TSllmc05FYjAaelxVofSqqBKColRNkpr6jFG6x8ppXxvY04Zp6bFENMrzOpQWhVUSSEpOhyny1Bhb7A6FKVUkDHGsPFwGWMyE6wOpU1BlRS0/pFSyio5pbWUVDsY0y/B6lDaFFRJQesfKaWssjGnDICxmhT8R1OpC13AppTysY2HywgPC+G09FirQ2lTcCWFKK1/pJSyxsbD5YzoG4ct1L/fdv07um6W1JQUtPtIKeU7DU4Xm3PL/X6QGYIsKcRGhBEi2n2klPKt3YVV1NY7/X48AbyYFETkRREpFJEt7Zw3UUQaRORKb8XSKCRESND6R0opH9t4uAzA72cegXdbCvOBGW2dICKhwP8DPvJiHMdI1PpHSikf25hTRlxEGFnJUVaH0i6vJQVjzHLgaDun3QW8ARR6K47jJUaFc1S7j5RSPrThcDlj+iUgIlaH0i7LxhREJAO4DHimA+fOFpG1IrK2qKioS9fV7iOllC/VOBrYdaQyIMYTwNqB5r8DDxhjXO2daIyZZ4zJNsZkp6amdumiSdHafaSU8p2teRU4XSYgZh4BWFmVKRtY6GlOpQAXiEiDMeZtb140McpdPtsYExBNOaVUYGscZB7dL97aQDrIsqRgjBnQ+L2IzAfe9XZCAHf3kaPBRW29k6hw/61UqJTqGTYcLiMjIZK0WP/dQ6E5r70risirwBQgRURygAcBG4Ax5llvXbc9SdHf1z/SpKCU8iZjDOsPljK2f4LVoXSY194VjTHXduLcm70Vx/EaK6WWVjvIaLYlXoW9nrgIm6/CUEoFgW35FeSV27lnSNfGQn0pqFY0Q8v1jw6V1DD+oY/5ek+xVWEppXqgj7YeQQSmDuttdSgdFnRJoXn3UaPvDpfS4DJsyS23KiylVA/08bYjZJ+SSEpML6tD6bCgSwrNu48abcuvAODQ0RpLYuqs3LJa3VJUKT93+GgN2/IrmDY83epQOiX4kkJkY0vh+6SwPb8S8P+kUO908du3N3Pmnz/jmS/3Wh2OUqoNH287AsB/DQ+criMIwqQQFhpCXETYMQvYtntaCof9OCmUVNVx/T9X8/KqQwxKjebRD3eycu+JYyCl1Q5tRSjlBz7aVsBpvWPJSom2OpROCbqkAO4d2BrrHxVV1lFUWUdMrzBySmtxuvzvDXV7fgWXPPU1Gw6X8fdZY1ny87MYmBrD3a9+R0G5HQCny/D053vI/uMn/M9bm1tMDPZ6Jy4//PmU6mlKqx18u/9owLUSIEiTQvP6R42thPOGptHgMuSX11oZ2gmq6xq45aU1NLhcLLp9MjPHZRDdK4xnrx9PjcPJz19ZT05pDTe8sJpHPtzJwJRoXv32MC+vPnTM82zPr+Dsv3zOzfPXUO9st7KIUqoLPt1RiMvAtBGaFAJCUrPy2Y1JYbrnP8/fxhWe/GwPBRV2/nHdhGNqsQ9Oi+XPV4xm7cFSpjzyBd8dKuMvV4zmw3vPYerQNH6/ZCvf7ncXqd1wuIxr5q3C0eBi+a4ifr90q3YxKeVFH20tID0uglEZgVHaormgTArNy2dvz68gPS6iqViVP40r7C2q4oWv9nHlhEwmnJJ4wv2XjOnLz88bzLj+CSy96yyuntiPkBDhsWvG0j85ijsWrOOdDblc9/wq4iLDePeus7j93IG8vOoQ/1p5oNXrNjhdvLcpn692F1OmFWWV6pRah5Plu4uYNqJ3QNZXC8o6DwlR4U1vdtvzKxnWJ5Y+8RGEhojftBSMMcxdspUIWygPzBja6nn3Tz/thGNxETbm3ZDNzKe/5p6FGxicFsPLt55OenwED0wfyr6iah56dxtZKdFMOS3tmMcWVtq5+9XvWLXv+60w+iVFMnlgMndMGRxwg2ZK+dpXe4qx17sCbipqo6BMCknRNqodTirt9ewtqmLqsDTCQkPISIjk0FH/GFP4cGsBK3YX8+DFw0mN7fzCl8FpMTxz/XgWrc1h7sXDSfYsngkJEf4+ayxXPvsNdy5YzzWT+nPR6D6M7ZfA2oOl3LlgPRX2ev5yxWj6JESwObecLbnlLN2Yz5vrc7lmUj/u/uGppMUFRnEvpXxt+a4iosJDmTQgyepQTkpQJoXGBWxrD7hXMg/rEwdA/6Qoy1sKLpfh4NEa/vDudoamx3LDGaec9HOdfWoqZ596Ys2V6F5hvHhzNg++s5X/fHOQF77aT0ZCJAUVdvonRfHvWycxND2u6TkACivsPPnZHl799hCL1+Vw7/lDmH32QEJCAq95rJQ3rdpXwsSsJMLDArN3PiiTQmP9o8Z5/o1JoV9SFB9uLbAkpn+u2McHWwrYnl9BtcNJiMBjsyYTFuqdF1af+Ejm3ZhNhb2ej7ce4f0t+Zw1OIXfXDSsxcKAaXER/GHmSG47ewD/d9l2/vz+DpbvKuKxWWPp3azVUFhpJyo8jJheQfnS6hbGGD7ZXshnOwpJj4ugf3Ik/ZOiGJkRT6+wUKvDU20oqqxjd2EVl4/PtDqUkxaUf7mJnvpHX+8pIcIWwgBPP3n/pCiOVjuoqmvw6ZvappwyHn5vO8P7xHHlhEyG941jwimJDE6L9fq14yJsXDEhkysmdOxFfEpyNM9eP4FFaw8zd8k2Zvx9OfdMPZUDJTV8taeYPYVVxEaEcdtZA7nlrCytPNtJOwoqePjd7Xy1p5jo8FCqHc6m+4amx/LizRPp26y6r/Ivq/eXADB5ULLFkZy84EwKnpbCtvwKxmTGE+rpAumfFAW4ZyA1th584dkv9xIXEcZrt59BbAC8iYoIsyb2Jzsribtf/Y65S7cRYQth0oBkrpyQyfqDpTz2yS5e/Ho/s88ZyK1nDSDC1rlPuI4GF2EhYln3VIPTRW5ZLZX2BirtDVTVNVBeW09ZjYOK2npsoSGcNzSNEX3jujzDxF7vZPX+oyzblM/r6w4TG2Fj7sXDue6MU3C6DDmltWzKKePBd7Yy8+mveeGmiYzKDLypjsHgm70lRIeHMrKv794/ultQJwXgmDf/xqRwyIdJYW9RFe9vKeDOKYMDIiE0Nyg1hrfuOJNdRyoZnBZzzBv/5pxyHvtkF498uJOFaw7x0CUjOW9oWhvP5lbjaODFr/bz3Jf7OPe0VJ68dlyX3nRrHU4aXC5ieoV1+Hn2FlXxs5fXsetIVYv3Nz7NXz/eRWZiJNNHpDOibxwpMb1IielF77heJEWHt3q96roGtuSWsymnnG/2lbByr3u2SnhYCDeccQr3nj+ExGj3a9QW6p40MDgthpEZ8dzy0hqufu4bHr9mLNNGnNzsFnu9ky92FrF0Ux4bD5fRNyGSgSnRDPDMRjst3fst1J5q1b4SJg5I8lq3ry8EZVJIiPr+zbelpODLtQrzvtxHeGgIN5+Z5bNrdqfwsBBGtrBAZ1RmPC/ePJGVe4v537e3cMv8NcwYkc5V2ZnsPFLJltxydhZU0tuzwGdkRjxlNQ6e+GwPRZV1jOgbx7ub8hnRN56fTRl0UrF9tbuYn768jqq6BsJDQ0iMtpGREMll4zO5bFxGi12EyzbnM+f1jfSyhfKHmSPpHduLmAj3GElCZDjxkTZiI8IorXHwyfYjfLj1CP/55iCO41aJJ0WHM6R3DKf1jiUiPLSpnEp+uZ19RVU0VhvJSo5iVnY/ppyWxhkDk4kMb71FNaR3LG/d+QN+8q+1zP7POiacksjMsX25cHRfkqLDjznXGHcLY2NOGfuLqqmw11Npb6Ck2sE3e0uoqmsgOTqcMwYmc6TCzsfbjlBS7eAvH+5k9jkDuWfqqcck+aLKOhxOl3tjqk2L4NOHoDyH91IzeTwxgYL6CtKj07ln/D1cOPDCk/r/CnSFlXb2FlVzdXY/q0PpEgm0la3Z2dlm7dq1XX6e4b/7gBqHk0W3Tz5m6tjouR8yc1wGD106ssvXaE9+eS3n/OVzfjypP7/3wfWs4mhw8fyKfTzx6W7qGtxvnv2TohjSO5YjFXZ2FlQ2valOzErkgRlDmXBKIncv3MC7m/KYf8skzu3kzlXLNudz78INDEyN5vLxGZTW1HO0ysGm3HK251cQHR7KzHEZZGclEuL5RP/doTLmrzzA2H4J/OO68R3uu691OCmosFNUWUdxlfuNf09hJTsLKtl1pAqH00VqTC9SY3uRFtuLYX3iGNMvntGZCSdVZ7/W4WT+ygO8/V0uO49UEhYiDE6LoZctlF6hISCw+0jlMXuGRNpCiY0IIzYijPH9E7lkbF8mD0w+5hNtUWUdj3y4g0Vrc8hKjuJXPxpGTmkNH24tYO3BUoyBX/TewJ1VTxDmtPNedBRzU5Kwh3z/HBGhEcz9wdygTAxLNuZx96vf8c6dZx5TfcBfiMg6Y0x2u+cFa1I488+fkVtWy6a5044ZDL3oyRWkxPRi/i2TunyN9jz87jZeWnmAL+6fQj9PK6Unyy+v5WBJDcPS44hv1lpzNLjYdaSSugYn4/snNnW71DgauPwfK8kvt7P052fRP7ljv6MFqw/y27e3MKF/Ii/cNPGYaxlj2HC4jJdXHeLdTXlNSarRTZNP4TcXDu+26YSNf1/eWtm6Pb+CdzbksafQnXzqG1w4XYaBqdGMyoxnTGYCp/aO6dSspa/3FPM/b23mYIm7xTysTxwzRqQTFipcsXwG6aYIgGmZfcm3ndja6hPdh4+u/Kh7fsAA8j9vbWbphjy++91/+WX3UUeTQlB2H4F7BpIIJ8yO6Z8UxY6CSq9fv7TawSvfHuKSMX2DIiGAexpsn/gTP3231gUVFR7GvBuyufipr7jhxdWcmhbj+TTuIDI8lDGZCYztn8Cw9Fhyy2rZnl/J1rxyVuwu5odD03j6x+NP6I4REcb1T2Rc/0TmXjKc4ip3qXGXgQhbCJmJ3ft/4e0yB8P6xHX7+NeZg1P44J5z+GJnISP6xh+TjM2X35drL2gl0eRXF1BcVUdZjYPSmnoq7fWEiBAWEkJIiPt1kJUcFZAlINqyam/gjydAECeFmWMzaKmR1C8pik+2FeJyGa/OfHl51UFqHE5+eu7J9ZcHi/7JUTz94/H8bskWcsvspMb2YlBaDOU19Xyxs5A31uc0nWsLFQalxnD7uQO5f9pp2Nr544yNsAXc4L6vRIaH8qNRfU44LvGZUH4YgPQGZ4stBZcjnuyHP2nz+dPjIjhjYBKTByUzaUBywCeJIxV29hVXc82kwB5PgCBOCredPbDF4/2TonA4XRyptLf4qbY7NDhdLFh9iLNPTdGZHh1w1qkpfHbflBOONw6m7iyopG9CJIPTYgJ2FWnAmPo7WHo31NdyT2lZi2MKFw2aTdaIESRE2UiMCic2IgyDe7V+vdOwt6iKVftK+GpPMW9vyAMgJaYXE7MS+cGgZC4Y1aepLEugWLXPsz5hYIrFkXRd0CaF1jRNSy2p8VpS+HRHIQUVdh66dIRXnj9YiAj9kqKCpvvNL4y+2v3vpw9xYXkORAmPJ8Z3avbR5EHJXH/GKRjjThDf7i9l7YGjfHvgKO9vKeD3S7dx7pBULhufwbTh6QGR6FftKyE2IozhAbw+oZEmheM0X6tw+kDvrEp8edVB+sRH8MMOzNtXyu+MvropOVzo+ToZIsLgtFgGp8Xy49P7A+4V3W+tz+XtDbl8uqOQwWkx/HHmSK/9LXaXVfuOcvqApKaFsIHM/1Owj/VNiCREvLdWYX9xNSt2F/PjSf0DfkBKqe42ND2OX18wjJW/mspzN0zAXu9k1rxV3P/6Rkqq6qwOr0Xvb85nf3F1p6dN+yt9VzqOLTSEvgmRHaqWaq938q+VB1jt6U/siAWrDhIWIszqAQNSSnlLaIgwfUQ6H//iXO6YMoi3v8tlyqNf8Kdl28kt84/y9uCuHvzrtzYzOjOeayb1tzqcbqHdRy1or4R2g9PFG+tzeOzj3RRU2EmODuez+6cQH9n2TBZ7vZPX1+UwfWQ6abG6H4FS7YkMD+WXM4Yyc1wGj3+ym39+tZ9/frWf6SN6c83E/kwelNzuLDNvMcYwZ/Em7PVOHps11rI4upsmhRZkpUTzyupDXPaPr7lgZB+mj0in3uViR34lOwsqeH9LAbsLqxjbL4F7zj+V37y1mb99tLPdVclLN+ZRXlvP9aef/B4JSgWjIb1jefq68eSW1fLvbw7w6upDLNtcQHykjfOH9Wb6iN5MHpTs0ynGL68+xJe7injo0hEMSo3x2XW9LWhXNLeluKqO19YcZtnmfLbmVRxzX4i4Fwz9/LzBzBiZjojwu3e28PKqgyy96yxG9G29euWlT39NdV0DH//inICek62U1ez1TpbvKuKDrQV8su0IFfYGQgRGZcRzxsBkJg9K5oyByZ2uzttR+4qquOCJFUwakMy/bpkYEH/PWuaimxwqqeGzHUeI7hXGsD5xJ1QDBSivqeeHf/2CrJRoXr99couL3jbnlHPxU18x9+Lh3HzmAF+Fr1SP52hwsfbAUVbtK2HVvqN8d7iUeqchwhbCmYNSOG9oGtNHpJ/UtrYtySur5drnV1FeW8+H955zzCZT/kyTgo+9vvYwcxZv4pErR3NVC1USH1i8iSUb81j9m6m68YxSXlTrcLJqfwlf7Cjks52FHD5aS2iIcObgFGaO7cv0EelEn+QmWrlltVw7bxWl1Q7m/59JTDglsZuj9x5NCj7mchmufHYlB0tq+Oy+KccUYSuvqef0P33CZeMy+NPloy2MUqngYoxh15EqlmzM5e3v8sgtqyU+0sZvLxzGlRMyO9Xtc/hoTVML4T+3ns5YP6yE2paOJoWeMVzuB0JChIcuHUlpjYO/fbzzmPveWJ+Dvd7F9WfoALNSviQinJYey5zpQ1nxy/NYdPtkhvSOYc7iTdz44rcdXo+060gl18xbRUVtPQtuC7yE0BmaFLrRyIx4rj/jFP6z6iBb88oB9yeVl1cfZFz/hDYHoZVS3hUSIkwakMRrsyfzh0tHsP5gKdMeW+4ueb0xj8JKe4uP+2BLAZc9/TV1DS5e+ckZjM5M8G3gPqZTUrvZff91Gu9tyud372zl9dsns2pfCfuKqvnb1WOsDk0phTs53DA5i6nDevOn93ewZEMer6w+BLi3Pj1rcArnDElhYlYSz6/YzxOf7mZMvwSeu34C6fGBMajcFZoUull8lI0HfjSUXy7exJvf5fLp9iMkRtm4oIUyxEop6/RNiOTJa8fR4HSxLb+CVftK+HpPCQvXHGL+ygOIgDFw5YRMHp450mvTW/2NDjR7gctluMIz6FxeW89tZw3g1xcMszospVQH2OudrD9Yyld7ihmUGsPl4zMCYh1CeywfaBaRF0WkUES2tHL/dSKySUQ2i8hKEekx/SshIcIfLh1JWY0Dp8s0VYBUSvm/CFsoPxicwi9nDOWKTs5Q6gm82X00H3gK+Hcr9+8HzjXGlIrIj4B5wOlejMenRmbEc+/5Qzha7eCU5Girw1FKqQ7xWlIwxiwXkaw27l/Z7OYqINNbsVjl7qmnWh2CUkp1ir9MSb0VeL+1O0VktoisFZG1RUVFPgxLKaWCi+VJQUTOw50UHmjtHGPMPGNMtjEmOzW1Z2xkoZRS/sjSKakiMhr4J/AjY0zHd6pRSinlFZa1FESkP/AmcIMxZpdVcSillPqe11oKIvIqMAVIEZEc4EHABmCMeRb4HZAM/MMz5auhI3NolVJKeY83Zx9d2879twG3eev6SimlOs/ygWallFL+Q5OCUkqpJgFX+0hEioCDQDxQ7jnc3veN/6YAxSdx2ebP2dH72zsWCDG3dbu7Yz6ZeE825paOBUrM/vC6aC3G9mIPlpj99bV8ijGm/Tn9xpiA/ALmdfT7Zv+u7eq1Onp/e8cCIea2bnd3zCcT78nG3MqxgIjZH14XHXktBHPMgfhabv4VyN1HSzvxffNjXb1WR+9v71ggxNzW7e6O+WTibel4R2Ju7efoLCti9ofXxfHHAuG1fPwxfS23IuC6j7pCRNaaAJv2qjH7RqDFHGjxgsbsK12NOZBbCidjntUBnASN2TcCLeZAixc0Zl/pUsxB1VJQSinVtmBrKSillGqDJgWllFJNNCkopZRqoknBQ0TOFpFnReSfIrKy/UdYT0RCROSPIvKkiNxkdTwdISJTRGSF53c9xep4OkJEoj2bPF1kdSwdISLDPL/fxSLyM6vj6QgRmSkiz4vIayIyzep4OkJEBorICyKy2OpYWuN57f7L87u9riOP6RFJQUReFJFCEdly3PEZIrJTRPaIyK/aeg5jzApjzE+Bd4F/eTNeT2xdjhm4FPc2pvVAjrdibRZbd8RsgCogAi/H3E3xgnsDqEXeifJY3fRa3u55LV8NnOnNeD2xdUfMbxtjfgL8FJjlzXg9sXVHzPuMMbd6N9ITdTL2y4HFnt/tJR26QFdWvvnLF3AOMB7Y0uxYKLAXGAiEAxuB4cAo3G/8zb/Smj1uERAbCDEDvwJu9zx2cYDEHOJ5XG9gQQDE+1/ANcDNwEWB8Dv2POYS3Fvc/jhQYvY87q/A+ACL2et/e12I/dfAWM85r3Tk+S3dea27GGOWi0jWcYcnAXuMMfsARGQhcKkx5k9Ai90Ano1/yo0xld6MF7onZs8+FQ7PTacXwwW67/fsUQr08kqgHt30O54CROP+A6sVkWXGGJc/x+x5niXAEhF5D3jFW/F6rtUdv2cB/gy8b4xZ7814odtfyz7Vmdhxt8YzgQ10sGeoRySFVmQAh5vdzgFOb+cxtwIveS2i9nU25jeBJ0XkbGC5NwNrQ6diFpHLgelAAvCUVyNrWafiNcb8BkBEbgaKvZkQ2tDZ3/EU3N0GvYBl3gysDZ19Ld8FnA/Ei8hg496Iy9c6+3tOBv4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      "text/plain": [
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      ]
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   ],
   "source": [
    "learn.lr_find(suggest_funcs=(valley, slide))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "    \n",
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       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
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       "      <th>error_rate</th>\n",
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       "      <td>0</td>\n",
       "      <td>0.461772</td>\n",
       "      <td>nan</td>\n",
       "      <td>0.208021</td>\n",
       "      <td>03:16</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0.379568</td>\n",
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       "      <td>02:54</td>\n",
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   "source": [
    "learn.fine_tune(epochs=epochs, base_lr=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.export('models/model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "TensorBase(0.1629)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tta_preds, targs = learn.tta(dl=learn.dls.valid)\n",
    "error_rate(tta_preds, targs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
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       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
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      "text/plain": [
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    },
    {
     "data": {
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     "data": {
      "text/html": [
       "\n",
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       "    /* Turns off some styling */\n",
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       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
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     "metadata": {},
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    {
     "data": {
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      "text/plain": [
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
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       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
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     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "    Negative       0.85      0.96      0.90      4190\n",
      "    Positive       0.70      0.37      0.49      1146\n",
      "\n",
      "    accuracy                           0.83      5336\n",
      "   macro avg       0.77      0.66      0.69      5336\n",
      "weighted avg       0.82      0.83      0.81      5336\n",
      "\n"
     ]
    },
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      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "interp = ClassificationInterpretation.from_learner(learn)\n",
    "interp.plot_confusion_matrix()\n",
    "interp.print_classification_report()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Submission"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Write .csv in following format:\n",
    "\n",
    "patientId,PredictionString  \n",
    "0004cfab-14fd-4e49-80ba-63a80b6bddd6,0.5 0 0 100 100  \n",
    "00313ee0-9eaa-42f4-b0ab-c148ed3241cd,  \n",
    "00322d4d-1c29-4943-afc9-b6754be640eb,0.8 10 10 50 50 0.75 100 100 5 5\n",
    "\n",
    "Sort file names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import csv\n",
    "\n",
    "# example data\n",
    "data = [\n",
    "    ['0004cfab-14fd-4e49-80ba-63a80b6bddd6', '0.5 0 0 100 100'],\n",
    "    ['00313ee0-9eaa-42f4-b0ab-c148ed3241cd', ''],\n",
    "    ['00322d4d-1c29-4943-afc9-b6754be640eb', '0.8 10 10 50 50 0.75 100 100 5 5']\n",
    "]\n",
    "\n",
    "# write data to CSV file\n",
    "with open('predictions.csv', 'w', newline='') as csvfile:\n",
    "    writer = csv.writer(csvfile)\n",
    "    writer.writerow(['patientId', 'PredictionString'])\n",
    "    for row in data:\n",
    "        writer.writerow(row)"
   ]
  }
 ],
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