generate_icd10_embeddings.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "import torch\n",
    "import argparse\n",
    "import pyhocon\n",
    "import random\n",
    "import pandas as pd\n",
    "import pickle\n",
    "from src.dataCenter import *\n",
    "from src.utils import *\n",
    "from src.models import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "outpath = './embs/icd10_node_embs_mean.csv'\n",
    "\n",
    "args_seed = 824\n",
    "args_config = './src/experiments.conf'\n",
    "args_dataSet = 'icd10'\n",
    "args_gcn = False\n",
    "args_agg_func = 'MEAN'\n",
    "args_b_sz = 20\n",
    "args_unsup_loss = 'normal'\n",
    "args_epochs = 100\n",
    "args_patience = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "if torch.cuda.is_available():\n",
    "    if not args.cuda:\n",
    "        print(\"WARNING: You have a CUDA device, so you should probably run with --cuda\")\n",
    "    else:\n",
    "        device_id = torch.cuda.current_device()\n",
    "        print('using device', device_id, torch.cuda.get_device_name(device_id))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DEVICE: cpu\n"
     ]
    }
   ],
   "source": [
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "print('DEVICE:', device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "random.seed(args_seed)\n",
    "np.random.seed(args_seed)\n",
    "torch.manual_seed(args_seed)\n",
    "torch.cuda.manual_seed_all(args_seed)\n",
    "config = pyhocon.ConfigFactory.parse_file(args_config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = args_dataSet\n",
    "dataCenter = DataCenter(config)\n",
    "dataCenter.load_dataSet(ds)\n",
    "features = torch.FloatTensor(getattr(dataCenter, ds+'_feats')).to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GraphSage(\n",
       "  (sage_layer1): SageLayer()\n",
       "  (sage_layer2): SageLayer()\n",
       ")"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graphSage = GraphSage(config['setting.num_layers'], features.size(1), \n",
    "                      config['setting.hidden_emb_size'], features, \n",
    "                      getattr(dataCenter, ds+'_adj_lists'), \n",
    "                      device, gcn=args_gcn, agg_func=args_agg_func)\n",
    "graphSage.to(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "64\n",
      "128\n",
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12131: {12128}, 12132: {12133, 12069, 12134, 12135}, 12133: {12132}, 12134: {12132}, 12135: {12132}, 12136: {12069, 12137, 12138, 12139, 12140, 12141, 12142, 12143, 12144, 12145, 12146}, 12137: {12136}, 12138: {12136}, 12139: {12136}, 12140: {12136}, 12141: {12136}, 12142: {12136}, 12143: {12136}, 12144: {12136}, 12145: {12136}, 12146: {12136}, 12147: {12069, 12148, 12149, 12150, 12151, 12152, 12153, 12154, 12155, 12156}, 12148: {12147}, 12149: {12147}, 12150: {12147}, 12151: {12147}, 12152: {12147}, 12153: {12147}, 12154: {12147}, 12155: {12147}, 12156: {12147}, 12157: {12160, 12161, 12162, 12163, 12164, 12069, 12165, 12166, 12167, 12158, 12159}, 12158: {12157}, 12159: {12157}, 12160: {12157}, 12161: {12157}, 12162: {12157}, 12163: {12157}, 12164: {12157}, 12165: {12157}, 12166: {12157}, 12167: {12157}, 12168: {12069, 12169, 12170, 12171, 12172, 12173}, 12169: {12168}, 12170: {12168}, 12171: {12168}, 12172: {12168}, 12173: {12168}, 12174: {12069, 12175, 12176, 12177, 12178, 12179, 12180, 12181, 12182}, 12175: {12174}, 12176: {12174}, 12177: {12174}, 12178: {12174}, 12179: {12174}, 12180: {12174}, 12181: {12174}, 12182: {12174}, 12184: {12192, 12264, 12201, 12234, 12243, 12212, 11349, 12275, 12183, 12281, 12254, 12223}, 12183: {12184, 12185, 12186, 12187, 12188, 12189, 12190, 12191}, 12185: {12183}, 12186: {12183}, 12187: {12183}, 12188: {12183}, 12189: {12183}, 12190: {12183}, 12191: {12183}, 12192: {12193, 12194, 12195, 12196, 12197, 12198, 12199, 12200, 12184}, 12193: {12192}, 12194: {12192}, 12195: {12192}, 12196: {12192}, 12197: {12192}, 12198: {12192}, 12199: {12192}, 12200: {12192}, 12201: {12202, 12203, 12204, 12205, 12206, 12207, 12208, 12209, 12210, 12211, 12184}, 12202: {12201}, 12203: {12201}, 12204: {12201}, 12205: {12201}, 12206: {12201}, 12207: {12201}, 12208: {12201}, 12209: {12201}, 12210: {12201}, 12211: {12201}, 12212: {12215, 12213, 12216, 12214, 12184, 12217, 12218, 12219, 12220, 12221, 12222}, 12213: {12212}, 12214: {12212}, 12215: {12212}, 12216: {12212}, 12217: {12212}, 12218: {12212}, 12219: {12212}, 12220: {12212}, 12221: {12212}, 12222: {12212}, 12223: {12224, 12225, 12226, 12227, 12228, 12229, 12230, 12231, 12232, 12233, 12184}, 12224: {12223}, 12225: {12223}, 12226: {12223}, 12227: {12223}, 12228: {12223}, 12229: {12223}, 12230: {12223}, 12231: {12223}, 12232: {12223}, 12233: {12223}, 12234: {12235, 12236, 12237, 12238, 12239, 12240, 12241, 12242, 12184}, 12235: {12234}, 12236: {12234}, 12237: {12234}, 12238: {12234}, 12239: {12234}, 12240: {12234}, 12241: {12234}, 12242: {12234}, 12243: {12244, 12245, 12246, 12247, 12184, 12249, 12250, 12251, 12252, 12253, 12248}, 12244: {12243}, 12245: {12243}, 12246: {12243}, 12247: {12243}, 12248: {12243}, 12249: {12243}, 12250: {12243}, 12251: {12243}, 12252: {12243}, 12253: {12243}, 12254: {12256, 12257, 12258, 12259, 12260, 12261, 12262, 12263, 12184, 12255}, 12255: {12254}, 12256: {12254}, 12257: {12254}, 12258: {12254}, 12259: {12254}, 12260: {12254}, 12261: {12254}, 12262: {12254}, 12263: {12254}, 12264: {12265, 12266, 12267, 12268, 12269, 12270, 12271, 12272, 12273, 12274, 12184}, 12265: {12264}, 12266: {12264}, 12267: {12264}, 12268: {12264}, 12269: {12264}, 12270: {12264}, 12271: {12264}, 12272: {12264}, 12273: {12264}, 12274: {12264}, 12275: {12280, 12276, 12277, 12278, 12279, 12184}, 12276: {12275}, 12277: {12275}, 12278: {12275}, 12279: {12275}, 12280: {12275}, 12281: {12288, 12289, 12184, 12282, 12283, 12284, 12285, 12286, 12287}, 12282: {12281}, 12283: {12281}, 12284: {12281}, 12285: {12281}, 12286: {12281}, 12287: {12281}, 12288: {12281}, 12289: {12281}, 12291: {12290, 12329, 12298, 12336, 11349, 12309, 12345, 12319}, 12290: {12291, 12292, 12293, 12294, 12295, 12296, 12297}, 12292: {12290}, 12293: {12290}, 12294: {12290}, 12295: {12290}, 12296: {12290}, 12297: {12290}, 12298: {12291, 12299, 12300, 12301, 12302, 12303, 12304, 12305, 12306, 12307, 12308}, 12299: {12298}, 12300: {12298}, 12301: {12298}, 12302: {12298}, 12303: {12298}, 12304: {12298}, 12305: {12298}, 12306: {12298}, 12307: {12298}, 12308: {12298}, 12309: {12291, 12310, 12311, 12312, 12313, 12314, 12315, 12316, 12317, 12318}, 12310: {12309}, 12311: {12309}, 12312: {12309}, 12313: {12309}, 12314: {12309}, 12315: {12309}, 12316: {12309}, 12317: {12309}, 12318: {12309}, 12319: {12320, 12321, 12322, 12291, 12323, 12324, 12325, 12326, 12327, 12328}, 12320: {12319}, 12321: {12319}, 12322: {12319}, 12323: {12319}, 12324: {12319}, 12325: {12319}, 12326: {12319}, 12327: {12319}, 12328: {12319}, 12329: {12291, 12330, 12331, 12332, 12333, 12334, 12335}, 12330: {12329}, 12331: {12329}, 12332: {12329}, 12333: {12329}, 12334: {12329}, 12335: {12329}, 12336: {12291, 12337, 12338, 12339, 12340, 12341, 12342, 12343, 12344}, 12337: {12336}, 12338: {12336}, 12339: {12336}, 12340: {12336}, 12341: {12336}, 12342: {12336}, 12343: {12336}, 12344: {12336}, 12345: {12352, 12353, 12291, 12346, 12347, 12348, 12349, 12350, 12351}, 12346: {12345}, 12347: {12345}, 12348: {12345}, 12349: {12345}, 12350: {12345}, 12351: {12345}, 12352: {12345}, 12353: {12345}, 12355: {12418, 12428, 12439, 12450, 12460, 12470, 12480, 12354, 12490, 12366, 12373, 11349, 12501, 12510, 12383, 12392, 12521, 12398, 12529, 12534, 12409}, 12354: {12355, 12356, 12357, 12358, 12359, 12360, 12361, 12362, 12363, 12364, 12365}, 12356: {12354}, 12357: {12354}, 12358: {12354}, 12359: {12354}, 12360: {12354}, 12361: {12354}, 12362: {12354}, 12363: {12354}, 12364: {12354}, 12365: {12354}, 12366: {12355, 12367, 12368, 12369, 12370, 12371, 12372}, 12367: {12366}, 12368: {12366}, 12369: {12366}, 12370: {12366}, 12371: {12366}, 12372: {12366}, 12373: {12355, 12374, 12375, 12376, 12377, 12378, 12379, 12380, 12381, 12382}, 12374: {12373}, 12375: {12373}, 12376: {12373}, 12377: {12373}, 12378: {12373}, 12379: {12373}, 12380: {12373}, 12381: {12373}, 12382: {12373}, 12383: {12384, 12385, 12386, 12355, 12387, 12388, 12389, 12390, 12391}, 12384: {12383}, 12385: {12383}, 12386: {12383}, 12387: {12383}, 12388: {12383}, 12389: {12383}, 12390: {12383}, 12391: {12383}, 12392: {12355, 12393, 12394, 12395, 12396, 12397}, 12393: {12392}, 12394: {12392}, 12395: {12392}, 12396: {12392}, 12397: {12392}, 12398: {12355, 12399, 12400, 12401, 12402, 12403, 12404, 12405, 12406, 12407, 12408}, 12399: {12398}, 12400: {12398}, 12401: {12398}, 12402: {12398}, 12403: {12398}, 12404: {12398}, 12405: {12398}, 12406: {12398}, 12407: {12398}, 12408: {12398}, 12409: {12416, 12417, 12355, 12410, 12411, 12412, 12413, 12414, 12415}, 12410: {12409}, 12411: {12409}, 12412: {12409}, 12413: {12409}, 12414: {12409}, 12415: {12409}, 12416: {12409}, 12417: {12409}, 12418: {12355, 12420, 12419, 12421, 12422, 12423, 12424, 12425, 12426, 12427}, 12419: {12418}, 12420: {12418}, 12421: {12418}, 12422: {12418}, 12423: {12418}, 12424: {12418}, 12425: {12418}, 12426: {12418}, 12427: {12418}, 12428: {12355, 12429, 12430, 12431, 12432, 12433, 12434, 12435, 12436, 12437, 12438}, 12429: {12428}, 12430: {12428}, 12431: {12428}, 12432: {12428}, 12433: {12428}, 12434: {12428}, 12435: {12428}, 12436: {12428}, 12437: {12428}, 12438: {12428}, 12439: {12448, 12449, 12355, 12440, 12441, 12442, 12443, 12444, 12445, 12446, 12447}, 12440: {12439}, 12441: {12439}, 12442: {12439}, 12443: {12439}, 12444: {12439}, 12445: {12439}, 12446: {12439}, 12447: {12439}, 12448: {12439}, 12449: {12439}, 12450: {12355, 12452, 12451, 12454, 12453, 12455, 12456, 12457, 12458, 12459}, 12451: {12450}, 12452: {12450}, 12453: {12450}, 12454: {12450}, 12455: {12450}, 12456: {12450}, 12457: {12450}, 12458: {12450}, 12459: {12450}, 12460: {12355, 12461, 12462, 12463, 12464, 12465, 12466, 12467, 12468, 12469}, 12461: {12460}, 12462: {12460}, 12463: {12460}, 12464: {12460}, 12465: {12460}, 12466: {12460}, 12467: {12460}, 12468: {12460}, 12469: {12460}, 12470: {12355, 12471, 12472, 12473, 12474, 12475, 12476, 12477, 12478, 12479}, 12471: {12470}, 12472: {12470}, 12473: {12470}, 12474: {12470}, 12475: {12470}, 12476: {12470}, 12477: {12470}, 12478: {12470}, 12479: {12470}, 12480: {12481, 12482, 12355, 12484, 12483, 12485, 12486, 12487, 12488, 12489}, 12481: {12480}, 12482: {12480}, 12483: {12480}, 12484: {12480}, 12485: {12480}, 12486: {12480}, 12487: {12480}, 12488: {12480}, 12489: {12480}, 12490: {12355, 12491, 12492, 12493, 12494, 12495, 12496, 12497, 12498, 12499, 12500}, 12491: {12490}, 12492: {12490}, 12493: {12490}, 12494: {12490}, 12495: {12490}, 12496: {12490}, 12497: {12490}, 12498: {12490}, 12499: {12490}, 12500: {12490}, 12501: {12355, 12502, 12503, 12504, 12505, 12506, 12507, 12508, 12509}, 12502: {12501}, 12503: {12501}, 12504: {12501}, 12505: {12501}, 12506: {12501}, 12507: {12501}, 12508: {12501}, 12509: {12501}, 12510: {12512, 12513, 12514, 12355, 12515, 12516, 12517, 12518, 12519, 12520, 12511}, 12511: {12510}, 12512: {12510}, 12513: {12510}, 12514: {12510}, 12515: {12510}, 12516: {12510}, 12517: {12510}, 12518: {12510}, 12519: {12510}, 12520: {12510}, 12521: {12355, 12522, 12523, 12524, 12525, 12526, 12527, 12528}, 12522: {12521}, 12523: {12521}, 12524: {12521}, 12525: {12521}, 12526: {12521}, 12527: {12521}, 12528: {12521}, 12529: {12355, 12530, 12531, 12532, 12533}, 12530: {12529}, 12531: {12529}, 12532: {12529}, 12533: {12529}, 12534: {12355, 12535, 12536, 12537, 12538, 12539, 12540, 12541}, 12535: {12534}, 12536: {12534}, 12537: {12534}, 12538: {12534}, 12539: {12534}, 12540: {12534}, 12541: {12534}, 11350: {10195, 10158, 12542}, 10158: {10183, 10159, 10161, 11350, 10172}, 10159: {10160, 10158}, 10160: {10159}, 10161: {10158, 10162, 10163, 10164, 10165, 10166, 10167, 10168, 10169, 10170, 10171}, 10162: {10161}, 10163: {10161}, 10164: {10161}, 10165: {10161}, 10166: {10161}, 10167: {10161}, 10168: {10161}, 10169: {10161}, 10170: {10161}, 10171: {10161}, 10172: {10176, 10177, 10178, 10179, 10180, 10181, 10182, 10158, 10173, 10174, 10175}, 10173: {10172}, 10174: {10172}, 10175: {10172}, 10176: {10172}, 10177: {10172}, 10178: {10172}, 10179: {10172}, 10180: {10172}, 10181: {10172}, 10182: {10172}, 10183: {10184, 10185, 10186, 10187, 10188, 10189, 10158, 10190, 10191, 10192, 10193}, 10184: {10183}, 10185: {10183}, 10186: {10183}, 10187: {10183}, 10188: {10183}, 10189: {10183}, 10190: {10183}, 10191: {10183}, 10192: {10183}, 10193: {10183}, 10195: {10208, 10216, 10194, 11350, 10201}, 10194: {10195, 10196, 10197, 10198, 10199, 10200}, 10196: {10194}, 10197: {10194}, 10198: {10194}, 10199: {10194}, 10200: {10194}, 10201: {10195, 10202, 10203, 10204, 10205, 10206, 10207}, 10202: {10201}, 10203: {10201}, 10204: {10201}, 10205: {10201}, 10206: {10201}, 10207: {10201}, 10208: {10209, 10210, 10211, 10212, 10213, 10214, 10215, 10195}, 10209: {10208}, 10210: {10208}, 10211: {10208}, 10212: {10208}, 10213: {10208}, 10214: {10208}, 10215: {10208}, 10216: {10195}})\n",
      "tensor([[ 1.0585,  1.0549,  1.0464,  ...,  0.7764,  0.9988,  1.0252],\n",
      "        [ 0.3305,  0.4452,  0.3713,  ...,  0.1375,  0.4216,  0.4182],\n",
      "        [ 0.2328,  0.2129,  0.1648,  ..., -0.0560,  0.0861,  0.1488],\n",
      "        ...,\n",
      "        [ 0.2745,  0.1989,  0.2595,  ..., -0.0428,  0.0554,  0.1404],\n",
      "        [ 0.2104,  0.2606,  0.2680,  ..., -0.2475, -0.0035,  0.1700],\n",
      "        [ 0.2104,  0.2606,  0.2680,  ..., -0.2475, -0.0035,  0.1700]])\n",
      "cpu\n",
      "False\n",
      "MEAN\n"
     ]
    }
   ],
   "source": [
    "model = GraphSage(config['setting.num_layers'], features.size(1), \n",
    "                      config['setting.hidden_emb_size'], features, \n",
    "                      getattr(dataCenter, ds+'_adj_lists'), \n",
    "                      device, gcn=args_gcn, agg_func=args_agg_func)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "unsupervised_loss = UnsupervisedLoss(getattr(dataCenter, ds+'_adj_lists'), getattr(dataCenter, ds+'_train'), device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "for epoch in range(args_epochs):\n",
    "    print('----------------------EPOCH %d-----------------------' % epoch)\n",
    "    graphSage, loss = apply_unsup_training(dataCenter, ds, graphSage, unsupervised_loss, args_b_sz, args_unsup_loss, device)\n",
    "\n",
    "    if loss < min_loss:\n",
    "        min_loss = loss\n",
    "        early_stop = 0\n",
    "        torch.save(graphSage.state_dict(), f'./models/unsup_graphsage_epoch_{epoch}')\n",
    "        print(f\"Saved model state at epoch {epoch}: f'./models/unsup_graphsage_epoch_{epoch}\")\n",
    "    else:\n",
    "        early_stop += 1\n",
    "\n",
    "    if early_stop >= args_patience:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = GraphSage(config['setting.num_layers'], features.size(1), \n",
    "                  config['setting.hidden_emb_size'], features, \n",
    "                  getattr(dataCenter, ds+'_adj_lists'), \n",
    "                  device, gcn=args_gcn, agg_func=args_agg_func)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.load_state_dict(torch.load(f'./models/unsup_graphsage_epoch_{0}'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min: 0\n",
      "Max: 12542\n",
      "Num nodes: (12543,)\n"
     ]
    }
   ],
   "source": [
    "train_nodes = getattr(dataCenter, ds+'_train')\n",
    "print(f\"Min: {train_nodes.min()}\")\n",
    "print(f\"Max: {train_nodes.max()}\")\n",
    "print(f\"Num nodes: {train_nodes.shape}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate Embeddings for all Nodes in Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape: (12543, 3)\n"
     ]
    },
    {
     "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>icd</th>\n",
       "      <th>encd</th>\n",
       "      <th>leaf</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A00-A09</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A00.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A00.1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A00.9</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       icd  encd  leaf\n",
       "0      A00     0     0\n",
       "1  A00-A09     1     0\n",
       "2    A00.0     2     1\n",
       "3    A00.1     3     1\n",
       "4    A00.9     4     1"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open(r\"icd10-data/encdmapper.pickle\", \"rb\") as input_file:\n",
    "    encd_mapper = pickle.load(input_file)\n",
    "node_lst = []\n",
    "encd_lst = []\n",
    "for k, v in encd_mapper.items():\n",
    "    node_lst.append(k)\n",
    "    encd_lst.append(v)\n",
    "\n",
    "df_nodes = pd.DataFrame({'icd': node_lst, 'encd': encd_lst})\n",
    "\n",
    "# Load leaf nodes\n",
    "leaf_nodes = pd.read_csv('icd10-data/lbls.csv')['icd'].tolist()\n",
    "\n",
    "df_nodes['leaf'] = 0\n",
    "df_nodes.loc[(df_nodes['icd'].isin(leaf_nodes)), 'leaf'] = 1\n",
    "\n",
    "print(f\"Shape: {df_nodes.shape}\")\n",
    "df_nodes.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(12543, 128)\n",
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      "text/plain": [
       "   emb_0     emb_1  emb_2     emb_3     emb_4     emb_5  emb_6  emb_7  \\\n",
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       "\n",
       "      emb_8     emb_9  ...   emb_118   emb_119   emb_120  emb_121  emb_122  \\\n",
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       "4  0.077638  0.396076  ...  0.000000  0.000000  0.385337      0.0      0.0   \n",
       "\n",
       "    emb_123  emb_124   emb_125  emb_126  emb_127  \n",
       "0  0.821933      0.0  0.568395      0.0      0.0  \n",
       "1  0.373554      0.0  0.405693      0.0      0.0  \n",
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       "4  0.598882      0.0  0.858127      0.0      0.0  \n",
       "\n",
       "[5 rows x 128 columns]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate embedding for all nodes in graph\n",
    "emb_arr = model(df_nodes['encd'].tolist()).detach().numpy()\n",
    "print(emb_arr.shape)\n",
    "\n",
    "df_emb = pd.DataFrame(emb_arr)\n",
    "df_emb.columns = [f'emb_{i}' for i in df_emb.columns]\n",
    "print(df_emb.shape)\n",
    "df_emb.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(12543, 3)\n",
      "(12543, 128)\n",
      "(12543, 131)\n"
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>icd</th>\n",
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      "text/plain": [
       "       icd  encd  leaf  emb_0     emb_1  emb_2     emb_3     emb_4     emb_5  \\\n",
       "0      A00     0     0    0.0  0.646565    0.0  0.143524  0.315669  0.357009   \n",
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       "4    A00.9     4     1    0.0  1.070201    0.0  0.159215  0.000000  0.358874   \n",
       "\n",
       "   emb_6  ...   emb_118   emb_119   emb_120  emb_121  emb_122   emb_123  \\\n",
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       "4    0.0  ...  0.000000  0.000000  0.385337      0.0      0.0  0.598882   \n",
       "\n",
       "   emb_124   emb_125  emb_126  emb_127  \n",
       "0      0.0  0.568395      0.0      0.0  \n",
       "1      0.0  0.405693      0.0      0.0  \n",
       "2      0.0  0.679830      0.0      0.0  \n",
       "3      0.0  0.679666      0.0      0.0  \n",
       "4      0.0  0.858127      0.0      0.0  \n",
       "\n",
       "[5 rows x 131 columns]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(df_nodes.shape)\n",
    "print(df_emb.shape)\n",
    "df_nodes = pd.concat([df_nodes, df_emb], axis=1)\n",
    "print(df_nodes.shape)\n",
    "if len(list(df_nodes.columns)) != len(set(df_nodes.columns)):\n",
    "    print(\"Error: Duplicated columns in DataFrame.\")\n",
    "df_nodes.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved: ./embs/icd10_node_embs.csv\n"
     ]
    }
   ],
   "source": [
    "df_nodes.to_csv(outpath, index=False)\n",
    "print(f\"Saved: {outpath}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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