{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# EDA — MIMIC-CXR Full Dataset\n", "\n", "**Datasets used:**\n", "- `MIMIC-CXR-JPG` (v2.1.0) — ảnh JPG + CSV metadata\n", "- `MIMIC-CXR` (v2.1.0) — report `.txt` (Findings / Impression)\n", "- `MIMIC-Ext-MIMIC-CXR-VQA` (v1.0.0) — câu hỏi/đáp VQA\n", "\n", "**Scope:** toàn bộ dataset (tất cả subset p10–p19).\n", "\n", "> ℹ️ **Không cần tải ảnh JPG** để chạy notebook này — toàn bộ EDA dựa trên CSV, .txt reports và .json VQA." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0. Cấu hình đường dẫn" ] }, { "cell_type": "code", "execution_count": 109, "id": "55d00e6c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ✓ SPLIT_CSV: D:\\USTH\\KLTN\\cxr-vlm-data\\mimic-cxr-2.0.0-split.csv\n", " ✓ META_CSV: D:\\USTH\\KLTN\\cxr-vlm-data\\mimic-cxr-2.0.0-metadata.csv\n", " ✓ CHEXPERT_CSV: D:\\USTH\\KLTN\\cxr-vlm-data\\mimic-cxr-2.0.0-chexpert.csv\n", " ✓ CXR_ROOT: D:\\USTH\\KLTN\\cxr-vlm-data\\mimic-cxr-reports\n", " ✓ VQA_TRAIN: D:\\USTH\\KLTN\\cxr-vlm-data\\mimic-ext-mimic-cxr-vqa-a-complex-diverse-and-large-scale-visual-question-answering-dataset-for-chest-x-ray-images-1.0.0\\MIMIC-Ext-MIMIC-CXR-VQA\\dataset\\train.json\n", "\n", "Paths configured.\n" ] } ], "source": [ "from pathlib import Path\n", "\n", "DATA_DIR = Path(r\"D:\\USTH\\KLTN\\cxr-vlm-data\")\n", "CXR_ROOT = DATA_DIR / \"mimic-cxr-reports\" # files/p10…p19/pXXXXXX/sYYYYYY.txt — toàn bộ dataset\n", "\n", "SPLIT_CSV = DATA_DIR / \"mimic-cxr-2.0.0-split.csv\"\n", "META_CSV = DATA_DIR / \"mimic-cxr-2.0.0-metadata.csv\"\n", "CHEXPERT_CSV = DATA_DIR / \"mimic-cxr-2.0.0-chexpert.csv\"\n", "\n", "_VQA_DIR = (DATA_DIR\n", " / \"mimic-ext-mimic-cxr-vqa-a-complex-diverse-and-large-scale-visual-question-answering-dataset-for-chest-x-ray-images-1.0.0\"\n", " / \"MIMIC-Ext-MIMIC-CXR-VQA\"\n", " / \"dataset\")\n", "VQA_TRAIN = _VQA_DIR / \"train.json\"\n", "VQA_VALID = _VQA_DIR / \"valid.json\"\n", "VQA_TEST = _VQA_DIR / \"test.json\"\n", "\n", "# None = parse hết toàn bộ (~227k studies, mất 10-20 phút)\n", "# Số nguyên = sample ngẫu nhiên để chạy nhanh\n", "REPORT_SAMPLE_SIZE = None\n", "\n", "# Kiểm tra nhanh\n", "for name, p in [(\"SPLIT_CSV\", SPLIT_CSV),\n", " (\"META_CSV\", META_CSV),\n", " (\"CHEXPERT_CSV\", CHEXPERT_CSV),\n", " (\"CXR_ROOT\", CXR_ROOT),\n", " (\"VQA_TRAIN\", VQA_TRAIN)]:\n", " status = \"✓\" if p.exists() else \"✗ NOT FOUND\"\n", " print(f\" {status} {name}: {p}\")\n", "\n", "print(\"\\nPaths configured.\")" ] }, { "cell_type": "code", "execution_count": 110, "id": "6705bed1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Libraries imported.\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import json\n", "import re\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as mticker\n", "import seaborn as sns\n", "from collections import Counter\n", "\n", "sns.set_theme(style=\"whitegrid\", palette=\"muted\")\n", "plt.rcParams[\"figure.dpi\"] = 120\n", "plt.rcParams[\"figure.figsize\"] = (11, 4)\n", "\n", "CHEXPERT_LABELS = [\n", " \"Atelectasis\", \"Cardiomegaly\", \"Consolidation\", \"Edema\",\n", " \"Enlarged Cardiomediastinum\", \"Fracture\", \"Lung Lesion\",\n", " \"Lung Opacity\", \"No Finding\", \"Pleural Effusion\",\n", " \"Pleural Other\", \"Pneumonia\", \"Pneumothorax\", \"Support Devices\"\n", "]\n", "\n", "# Subset folders p10–p19\n", "ALL_SUBSETS = [f\"p{i}\" for i in range(10, 20)]\n", "\n", "print(\"Libraries imported.\")" ] }, { "cell_type": "markdown", "id": "95d72d6d", "metadata": {}, "source": [ "## 1. Load CSV files" ] }, { "cell_type": "code", "execution_count": 111, "id": "05afd02e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "split.csv — total images : 377,110\n", "metadata — total images : 377,110\n", "chexpert — total studies : 227,827\n", "\n", "Subsets found in split.csv:\n", "subset\n", "p10 36681\n", "p11 38535\n", "p12 37197\n", "p13 37857\n", "p14 37468\n", "p15 38980\n", "p16 37098\n", "p17 37688\n", "p18 37958\n", "p19 37648\n" ] } ], "source": [ "split_df = pd.read_csv(SPLIT_CSV)\n", "meta_df = pd.read_csv(META_CSV)\n", "chexpert_df = pd.read_csv(CHEXPERT_CSV)\n", "\n", "# Tạo cột subset folder (p10, p11, ..., p19)\n", "def get_subset(subject_id):\n", " return \"p\" + str(subject_id)[:2]\n", "\n", "for df_ in [split_df, meta_df, chexpert_df]:\n", " df_[\"subset\"] = df_[\"subject_id\"].astype(str).str[:2].apply(lambda x: f\"p{x}\")\n", "\n", "print(f\"split.csv — total images : {len(split_df):,}\")\n", "print(f\"metadata — total images : {len(meta_df):,}\")\n", "print(f\"chexpert — total studies : {len(chexpert_df):,}\")\n", "print(f\"\\nSubsets found in split.csv:\")\n", "print(split_df[\"subset\"].value_counts().sort_index().to_string())" ] }, { "cell_type": "code", "execution_count": 112, "id": "2d17213f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Merged shape: (377110, 8)\n" ] }, { "data": { "text/html": [ "
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dicom_idstudy_idsubject_idsplitsubsetViewPositionRowsColumns
002aa804e-bde0afdd-112c0b34-7bc16630-4e3840145041426710000032trainp10PA30562544
1174413ec-4ec4c1f7-34ea26b7-c5f994f8-79ef19625041426710000032trainp10LATERAL30562544
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\n", "
" ], "text/plain": [ " dicom_id study_id subject_id split \\\n", "0 02aa804e-bde0afdd-112c0b34-7bc16630-4e384014 50414267 10000032 train \n", "1 174413ec-4ec4c1f7-34ea26b7-c5f994f8-79ef1962 50414267 10000032 train \n", "2 2a2277a9-b0ded155-c0de8eb9-c124d10e-82c5caab 53189527 10000032 train \n", "\n", " subset ViewPosition Rows Columns \n", "0 p10 PA 3056 2544 \n", "1 p10 LATERAL 3056 2544 \n", "2 p10 PA 3056 2544 " ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Merge split + metadata\n", "df = split_df.merge(\n", " meta_df[[\"dicom_id\", \"ViewPosition\", \"Rows\", \"Columns\"]],\n", " on=\"dicom_id\", how=\"left\"\n", ")\n", "# Giữ lại cột subset từ split_df\n", "if \"subset_y\" in df.columns:\n", " df = df.drop(columns=[\"subset_y\"]).rename(columns={\"subset_x\": \"subset\"})\n", "\n", "print(f\"Merged shape: {df.shape}\")\n", "df.head(3)" ] }, { "cell_type": "markdown", "id": "2c0c1e00", "metadata": {}, "source": [ "## 2. Tổng quan: số ảnh & report theo split + subset folder" ] }, { "cell_type": "code", "execution_count": 113, "id": "9647ec71", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Overall split summary ===\n", " Images Studies/Reports\n", "split \n", "train 368960 222758\n", "validate 2991 1808\n", "test 5159 3269\n", "TOTAL 377110 227835\n" ] } ], "source": [ "# Tổng theo split\n", "img_per_split = df[\"split\"].value_counts().reindex([\"train\",\"validate\",\"test\"])\n", "study_per_split = (\n", " df.drop_duplicates(\"study_id\")[\"split\"]\n", " .value_counts().reindex([\"train\",\"validate\",\"test\"])\n", ")\n", "\n", "summary_total = pd.DataFrame({\n", " \"Images\": img_per_split,\n", " \"Studies/Reports\": study_per_split\n", "})\n", "summary_total.loc[\"TOTAL\"] = summary_total.sum()\n", "print(\"=== Overall split summary ===\")\n", "print(summary_total.to_string())" ] }, { "cell_type": "code", "execution_count": 114, "id": "6f9b3141", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Images per subset × split ===\n", "split train validate test TOTAL\n", "subset \n", "p10 36049 271 361 36681\n", "p11 37586 536 413 38535\n", "p12 36627 169 401 37197\n", "p13 36729 376 752 37857\n", "p14 36713 210 545 37468\n", "p15 38121 292 567 38980\n", "p16 36156 251 691 37098\n", "p17 37029 322 337 37688\n", "p18 37260 281 417 37958\n", "p19 36690 283 675 37648\n", "\n", "=== Studies/Reports per subset × split ===\n", "split train validate test TOTAL\n", "subset \n", "p10 21806 164 227 22197\n", "p11 22757 334 267 23358\n", "p12 22036 103 289 22428\n", "p13 22262 221 462 22945\n", "p14 22151 116 322 22589\n", "p15 23157 184 372 23713\n", "p16 21575 141 435 22151\n", "p17 22278 207 210 22695\n", "p18 22508 159 262 22929\n", "p19 22228 179 423 22830\n" ] } ], "source": [ "# ── Breakdown theo từng subset folder ────────────────────────────────────────\n", "img_subset_split = (\n", " df.groupby([\"subset\", \"split\"])[\"dicom_id\"]\n", " .count()\n", " .unstack(fill_value=0)\n", " .reindex(columns=[\"train\",\"validate\",\"test\"], fill_value=0)\n", " .reindex(ALL_SUBSETS, fill_value=0)\n", ")\n", "img_subset_split[\"TOTAL\"] = img_subset_split.sum(axis=1)\n", "\n", "study_subset_split = (\n", " df.drop_duplicates(\"study_id\")\n", " .groupby([\"subset\", \"split\"])[\"study_id\"]\n", " .count()\n", " .unstack(fill_value=0)\n", " .reindex(columns=[\"train\",\"validate\",\"test\"], fill_value=0)\n", " .reindex(ALL_SUBSETS, fill_value=0)\n", ")\n", "study_subset_split[\"TOTAL\"] = study_subset_split.sum(axis=1)\n", "\n", "print(\"=== Images per subset × split ===\")\n", "print(img_subset_split.to_string())\n", "print(\"\\n=== Studies/Reports per subset × split ===\")\n", "print(study_subset_split.to_string())" ] }, { "cell_type": "code", "execution_count": 115, "id": "89f6a2dd", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(15, 5))\n", "palette = {\"train\": \"#4C72B0\", \"validate\": \"#DD8452\", \"test\": \"#55A868\"}\n", "\n", "for ax, data, title in zip(\n", " axes,\n", " [img_subset_split[[\"train\",\"validate\",\"test\"]], study_subset_split[[\"train\",\"validate\",\"test\"]]],\n", " [\"Số ảnh theo subset × split\", \"Số study/report theo subset × split\"]\n", "):\n", " data.plot(kind=\"bar\", ax=ax, color=[palette[c] for c in data.columns], width=0.75)\n", " ax.set_title(title, fontsize=12)\n", " ax.set_xlabel(\"Subset folder\")\n", " ax.set_ylabel(\"Count\")\n", " ax.tick_params(axis=\"x\", rotation=0)\n", " ax.legend(title=\"Split\")\n", "\n", "plt.suptitle(\"MIMIC-CXR Full Dataset — Split × Subset\", fontsize=14, y=1.02)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 116, "id": "4203198d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Heatmap: tỉ lệ % train/val/test trong mỗi subset\n", "img_pct = img_subset_split[[\"train\",\"validate\",\"test\"]].div(\n", " img_subset_split[\"TOTAL\"], axis=0\n", ") * 100\n", "\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "sns.heatmap(\n", " img_pct.round(1), annot=True, fmt=\".1f\", cmap=\"YlGnBu\",\n", " linewidths=0.5, ax=ax, cbar_kws={\"label\": \"%\"}\n", ")\n", "ax.set_title(\"Tỉ lệ (%) train/val/test trong mỗi subset folder\")\n", "ax.set_xlabel(\"Split\")\n", "ax.set_ylabel(\"Subset\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3bec64fc", "metadata": {}, "source": [ "## 3. Số ảnh mỗi study" ] }, { "cell_type": "code", "execution_count": 117, "id": "a502ac50", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Images per study distribution:\n", "dicom_id\n", "1 102675\n", "2 103481\n", "3 19442\n", "4 2097\n", "5 99\n", "6 33\n", "7 2\n", "8 4\n", "9 1\n", "11 1\n", "\n", "Max : 11\n", "Mean: 1.66\n" ] } ], "source": [ "imgs_per_study = df.groupby(\"study_id\")[\"dicom_id\"].count()\n", "count_dist = imgs_per_study.value_counts().sort_index()\n", "\n", "print(\"Images per study distribution:\")\n", "print(count_dist.to_string())\n", "print(f\"\\nMax : {imgs_per_study.max()}\")\n", "print(f\"Mean: {imgs_per_study.mean():.2f}\")" ] }, { "cell_type": "code", "execution_count": 118, "id": "88b8b7a7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\admin\\AppData\\Local\\Temp\\ipykernel_15340\\377467887.py:13: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", " mean_imgs = df.groupby(\"subset\").apply(\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(14, 4))\n", "\n", "# Full distribution\n", "axes[0].bar(count_dist.index.astype(str), count_dist.values,\n", " color=sns.color_palette(\"Blues_d\", len(count_dist)))\n", "axes[0].set_title(\"Số ảnh mỗi study (toàn bộ)\")\n", "axes[0].set_xlabel(\"Số ảnh trong study\")\n", "axes[0].set_ylabel(\"Số study\")\n", "for x, v in zip(count_dist.index, count_dist.values):\n", " axes[0].text(str(x), v * 1.01, f\"{v:,}\", ha=\"center\", va=\"bottom\", fontsize=8)\n", "\n", "# Per-subset: mean images per study\n", "mean_imgs = df.groupby(\"subset\").apply(\n", " lambda g: g.groupby(\"study_id\")[\"dicom_id\"].count().mean()\n", ").reindex(ALL_SUBSETS)\n", "axes[1].bar(mean_imgs.index, mean_imgs.values, color=\"steelblue\")\n", "axes[1].set_title(\"Trung bình số ảnh/study theo subset\")\n", "axes[1].set_xlabel(\"Subset\")\n", "axes[1].set_ylabel(\"Mean images/study\")\n", "axes[1].set_ylim(0, mean_imgs.max() * 1.2)\n", "for x, v in zip(mean_imgs.index, mean_imgs.values):\n", " axes[1].text(x, v * 1.01, f\"{v:.2f}\", ha=\"center\", va=\"bottom\", fontsize=9)\n", "\n", "plt.suptitle(\"Images per Study Distribution\", fontsize=13)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6833bda4", "metadata": {}, "source": [ "## 4. View Position" ] }, { "cell_type": "code", "execution_count": 119, "id": "4bde11bd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "View position counts (total):\n", "ViewPosition\n", "AP 147173\n", "PA 96161\n", "LATERAL 82853\n", "LL 35133\n", "Unknown 15769\n", "PA LLD 4\n", "LAO 3\n", "RAO 3\n", "AP AXIAL 2\n", "AP LLD 2\n", "XTABLE LATERAL 2\n", "AP RLD 2\n", "SWIMMERS 1\n", "PA RLD 1\n", "LPO 1\n" ] } ], "source": [ "view_counts = df[\"ViewPosition\"].fillna(\"Unknown\").value_counts()\n", "print(\"View position counts (total):\")\n", "print(view_counts.to_string())" ] }, { "cell_type": "code", "execution_count": 120, "id": "2c80317a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(13, 4))\n", "\n", "bars = axes[0].bar(view_counts.index, view_counts.values,\n", " color=sns.color_palette(\"Set2\", len(view_counts)))\n", "axes[0].bar_label(bars, fmt=\"%d\")\n", "axes[0].set_title(\"Số ảnh theo View Position\")\n", "axes[0].set_ylabel(\"Count\")\n", "\n", "axes[1].pie(view_counts.values, labels=view_counts.index, autopct=\"%1.1f%%\",\n", " colors=sns.color_palette(\"Set2\", len(view_counts)))\n", "axes[1].set_title(\"Tỉ lệ View Position\")\n", "\n", "plt.suptitle(\"View Position Distribution — Full Dataset\", fontsize=13)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 121, "id": "a2e03ef8", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# View per subset\n", "view_subset = (\n", " df.fillna({\"ViewPosition\": \"Unknown\"})\n", " .groupby([\"subset\", \"ViewPosition\"])[\"dicom_id\"]\n", " .count()\n", " .unstack(fill_value=0)\n", " .reindex(ALL_SUBSETS, fill_value=0)\n", ")\n", "\n", "view_subset.plot(kind=\"bar\", figsize=(14, 4),\n", " color=sns.color_palette(\"Set2\", view_subset.shape[1]),\n", " width=0.8)\n", "plt.title(\"View Position theo subset folder\")\n", "plt.xlabel(\"Subset\")\n", "plt.ylabel(\"Count\")\n", "plt.xticks(rotation=0)\n", "plt.legend(title=\"ViewPosition\", bbox_to_anchor=(1.01, 1), loc=\"upper left\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 122, "id": "ecb6f828", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# View split breakdown\n", "view_split = df.groupby([\"split\", \"ViewPosition\"]).size().unstack(fill_value=0)\n", "view_split = view_split.reindex([\"train\",\"validate\",\"test\"])\n", "view_split.plot(kind=\"bar\", figsize=(10, 4),\n", " color=sns.color_palette(\"Set2\", view_split.shape[1]))\n", "plt.title(\"View Position theo split\")\n", "plt.xlabel(\"Split\")\n", "plt.xticks(rotation=0)\n", "plt.legend(title=\"ViewPosition\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8845a29f", "metadata": {}, "source": [ "## 4b. Frontal-Only Sampling Strategy (AP > PA)\n", "\n", "Chiến lược train: **1 report + 1 ảnh frontal** mỗi study.\n", "- Chỉ giữ AP hoặc PA; nếu study có cả hai thì **ưu tiên AP**.\n", "- Study không có ảnh frontal nào → loại khỏi tập train." ] }, { "cell_type": "code", "execution_count": 123, "id": "22a327eb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Frontal-Only Sampling (Full Dataset) ===\n", "Tổng số study : 227,835\n", "Study có ảnh frontal (AP/PA) : 218,139 (95.7%)\n", "Study bị loại (không có frontal): 9,696 (4.3%)\n", "\n", "Ảnh được chọn theo view:\n", "ViewPosition\n", "AP 132579\n", "PA 85560\n", "\n", "=== Mẫu train sau khi filter (split) ===\n", " All studies Frontal-only Giảm (%)\n", "split \n", "train 222758 213365 4.2\n", "validate 1808 1733 4.1\n", "test 3269 3041 7.0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\admin\\AppData\\Local\\Temp\\ipykernel_15340\\1404706238.py:11: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", " .apply(pick_frontal_view)\n" ] } ], "source": [ "frontal = df[df[\"ViewPosition\"].isin([\"AP\", \"PA\"])].copy()\n", "\n", "def pick_frontal_view(group):\n", " ap = group[group[\"ViewPosition\"] == \"AP\"]\n", " if len(ap) > 0:\n", " return ap.iloc[[0]]\n", " return group[group[\"ViewPosition\"] == \"PA\"].iloc[[0]]\n", "\n", "frontal_1img = (\n", " frontal.groupby(\"study_id\", group_keys=False)\n", " .apply(pick_frontal_view)\n", " .reset_index(drop=True)\n", ")\n", "\n", "n_study_total = df[\"study_id\"].nunique()\n", "n_study_frontal = frontal_1img[\"study_id\"].nunique()\n", "n_study_no_front = n_study_total - n_study_frontal\n", "\n", "print(\"=== Frontal-Only Sampling (Full Dataset) ===\")\n", "print(f\"Tổng số study : {n_study_total:,}\")\n", "print(f\"Study có ảnh frontal (AP/PA) : {n_study_frontal:,} ({n_study_frontal/n_study_total*100:.1f}%)\")\n", "print(f\"Study bị loại (không có frontal): {n_study_no_front:,} ({n_study_no_front/n_study_total*100:.1f}%)\")\n", "print()\n", "print(\"Ảnh được chọn theo view:\")\n", "print(frontal_1img[\"ViewPosition\"].value_counts().to_string())\n", "print()\n", "\n", "split_frontal = frontal_1img[\"split\"].value_counts().reindex([\"train\", \"validate\", \"test\"])\n", "split_all = df.drop_duplicates(\"study_id\")[\"split\"].value_counts().reindex([\"train\", \"validate\", \"test\"])\n", "compare = pd.DataFrame({\n", " \"All studies\": split_all,\n", " \"Frontal-only\": split_frontal,\n", " \"Giảm (%)\": ((split_all - split_frontal) / split_all * 100).round(1)\n", "})\n", "print(\"=== Mẫu train sau khi filter (split) ===\")\n", "print(compare.to_string())" ] }, { "cell_type": "code", "execution_count": 124, "id": "712ff838", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Frontal-only samples per subset:\n", "split train validate test TOTAL\n", "subset \n", "p10 20816 161 192 21169\n", "p11 21840 318 257 22415\n", "p12 21129 99 266 21494\n", "p13 21377 216 445 22038\n", "p14 21213 113 303 21629\n", "p15 22184 173 334 22691\n", "p16 20667 136 418 21221\n", "p17 21263 192 189 21644\n", "p18 21561 154 247 21962\n", "p19 21315 171 390 21876\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", "\n", "# 1. All vs Frontal-only\n", "bars = axes[0].bar([\"All studies\", \"Frontal-only\"],\n", " [n_study_total, n_study_frontal],\n", " color=[\"#4C72B0\", \"#55A868\"], width=0.5)\n", "axes[0].bar_label(bars, fmt=\"%d\")\n", "axes[0].set_title(\"Study count: All vs Frontal-only\")\n", "axes[0].set_ylabel(\"Số study\")\n", "\n", "# 2. Pie: view được chọn\n", "vc = frontal_1img[\"ViewPosition\"].value_counts()\n", "axes[1].pie(vc.values, labels=vc.index, autopct=\"%1.1f%%\",\n", " colors=[\"#4C72B0\", \"#DD8452\"])\n", "axes[1].set_title(\"View được chọn (AP ưu tiên)\")\n", "\n", "# 3. Per-split comparison\n", "x = np.arange(3)\n", "w = 0.35\n", "axes[2].bar(x - w/2, split_all.values, w, label=\"All\", color=\"#4C72B0\", alpha=0.85)\n", "axes[2].bar(x + w/2, split_frontal.values, w, label=\"Frontal-only\", color=\"#55A868\", alpha=0.85)\n", "axes[2].set_xticks(x)\n", "axes[2].set_xticklabels([\"train\", \"validate\", \"test\"])\n", "axes[2].set_title(\"Frontal-only vs All (per split)\")\n", "axes[2].set_ylabel(\"Số study\")\n", "axes[2].legend()\n", "\n", "plt.suptitle(\"Frontal-Only Sampling Strategy — Full Dataset\", fontsize=13)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# 4. Frontal-only per subset\n", "frontal_subset = (\n", " frontal_1img.groupby([\"subset\", \"split\"]).size()\n", " .unstack(fill_value=0)\n", " .reindex(columns=[\"train\", \"validate\", \"test\"], fill_value=0)\n", " .reindex(ALL_SUBSETS, fill_value=0)\n", ")\n", "frontal_subset[\"TOTAL\"] = frontal_subset.sum(axis=1)\n", "print(\"Frontal-only samples per subset:\")\n", "print(frontal_subset.to_string())\n", "\n", "frontal_subset[[\"train\",\"validate\",\"test\"]].plot(\n", " kind=\"bar\", figsize=(13, 4),\n", " color=[\"#4C72B0\", \"#DD8452\", \"#55A868\"], width=0.75\n", ")\n", "plt.title(\"Frontal-Only samples theo subset × split\")\n", "plt.xlabel(\"Subset\")\n", "plt.ylabel(\"Số study\")\n", "plt.xticks(rotation=0)\n", "plt.legend(title=\"Split\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "51df0856", "metadata": {}, "source": [ "## 5. CheXpert Labels — 14 nhãn bệnh lý" ] }, { "cell_type": "code", "execution_count": 125, "id": "562c1a31", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Positive Uncertain Negative Not Mentioned Positive %\n", "No Finding 75455 0 0 152372 33.1\n", "Support Devices 66558 237 3486 157546 29.2\n", "Pleural Effusion 54300 5814 27158 140555 23.8\n", "Lung Opacity 51525 3831 3069 169402 22.6\n", "Atelectasis 45808 10327 1531 170161 20.1\n", "Cardiomegaly 44845 6043 15911 161028 19.7\n", "Edema 27018 13174 25641 161994 11.9\n", "Pneumonia 16556 18291 24338 168642 7.3\n", "Consolidation 10778 4331 7967 204751 4.7\n", "Pneumothorax 10358 1134 42356 173979 4.5\n", "Enlarged Cardiomediastinum 7179 9375 5283 205990 3.2\n", "Lung Lesion 6284 1141 862 219540 2.8\n", "Fracture 4390 555 886 221996 1.9\n", "Pleural Other 2011 765 126 224925 0.9\n" ] } ], "source": [ "label_cols = [c for c in chexpert_df.columns if c in CHEXPERT_LABELS]\n", "\n", "positive_counts = (chexpert_df[label_cols] == 1).sum().sort_values(ascending=False)\n", "uncertain_counts = (chexpert_df[label_cols] == -1).sum()\n", "negative_counts = (chexpert_df[label_cols] == 0).sum()\n", "\n", "label_summary = pd.DataFrame({\n", " \"Positive\": positive_counts,\n", " \"Uncertain\": uncertain_counts,\n", " \"Negative\": negative_counts,\n", " \"Not Mentioned\": chexpert_df[label_cols].isna().sum()\n", "})\n", "label_summary[\"Positive %\"] = (label_summary[\"Positive\"] / len(chexpert_df) * 100).round(1)\n", "print(label_summary.sort_values(\"Positive\", ascending=False).to_string())" ] }, { "cell_type": "code", "execution_count": 126, "id": "2137cb36", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ordered_labels = label_summary.sort_values(\"Positive\", ascending=False).index.tolist()\n", "x = np.arange(len(ordered_labels))\n", "w = 0.25\n", "\n", "fig, ax = plt.subplots(figsize=(14, 5))\n", "ax.bar(x - w, label_summary.loc[ordered_labels, \"Positive\"], w, label=\"Positive\", color=\"#e74c3c\")\n", "ax.bar(x, label_summary.loc[ordered_labels, \"Uncertain\"], w, label=\"Uncertain\", color=\"#f39c12\")\n", "ax.bar(x + w, label_summary.loc[ordered_labels, \"Negative\"], w, label=\"Negative\", color=\"#2ecc71\")\n", "ax.set_xticks(x)\n", "ax.set_xticklabels(ordered_labels, rotation=40, ha=\"right\", fontsize=9)\n", "ax.set_ylabel(\"Số study\")\n", "ax.set_title(\"CheXpert Labels — Positive / Uncertain / Negative (Full Dataset)\")\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 127, "id": "4b92932e", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Positive % heatmap theo subset\n", "chex_pos_subset = pd.DataFrame()\n", "for subset in ALL_SUBSETS:\n", " sub = chexpert_df[chexpert_df[\"subset\"] == subset]\n", " pct = (sub[label_cols] == 1).mean() * 100\n", " chex_pos_subset[subset] = pct\n", "\n", "chex_pos_subset = chex_pos_subset.T # rows=subset, cols=label\n", "\n", "fig, ax = plt.subplots(figsize=(16, 6))\n", "sns.heatmap(\n", " chex_pos_subset[ordered_labels].round(1),\n", " annot=True, fmt=\".1f\", cmap=\"Reds\",\n", " linewidths=0.4, ax=ax, cbar_kws={\"label\": \"Positive %\"}\n", ")\n", "ax.set_title(\"Tỉ lệ Positive (%) cho từng nhãn bệnh lý theo subset\")\n", "ax.set_xlabel(\"Label\")\n", "ax.set_ylabel(\"Subset\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 128, "id": "e98fe480", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Số nhãn positive mỗi study\n", "labels_per_study = (chexpert_df[label_cols] == 1).sum(axis=1)\n", "lps_counts = labels_per_study.value_counts().sort_index()\n", "\n", "fig, ax = plt.subplots(figsize=(9, 4))\n", "ax.bar(lps_counts.index.astype(str), lps_counts.values,\n", " color=sns.color_palette(\"Blues_d\", len(lps_counts)))\n", "ax.set_xlabel(\"Số nhãn positive\")\n", "ax.set_ylabel(\"Số study\")\n", "ax.set_title(\"Phân bố số nhãn positive mỗi study (Full Dataset)\")\n", "for x_, v in zip(lps_counts.index, lps_counts.values):\n", " ax.text(str(x_), v * 1.01, f\"{v:,}\", ha=\"center\", va=\"bottom\", fontsize=8)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ede6132b", "metadata": {}, "source": [ "## 6. Phân tích Report — Findings & Impression\n", "\n", "> ℹ️ Report parsing chỉ hoạt động với subset **đã tải về**. Các subset chưa có sẽ tự động bị bỏ qua." ] }, { "cell_type": "code", "execution_count": 129, "id": "f44ab12b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parsing ALL 227,835 studies... (có thể mất 10-20 phút)\n", "Findings found : 149,060 / 227,835\n", "Impression found : 186,865 / 227,835\n" ] } ], "source": [ "def parse_report(txt_path: Path) -> dict:\n", " try:\n", " text = txt_path.read_text(encoding=\"utf-8\", errors=\"ignore\")\n", " except FileNotFoundError:\n", " return {\"findings\": None, \"impression\": None}\n", "\n", " text = re.sub(r\"[\\r\\n]+\", \" \", text)\n", "\n", " def extract_section(pattern, text):\n", " m = re.search(pattern, text, re.IGNORECASE)\n", " if not m:\n", " return None\n", " start = m.end()\n", " nxt = re.search(\n", " r\"(IMPRESSION|FINDINGS|CONCLUSION|RECOMMENDATION|NOTIFICATION)\",\n", " text[start:], re.IGNORECASE\n", " )\n", " end = start + nxt.start() if nxt else len(text)\n", " return text[start:end].strip()\n", "\n", " return {\n", " \"findings\": extract_section(r\"FINDINGS\\s*:\", text),\n", " \"impression\": extract_section(r\"IMPRESSION\\s*:\", text)\n", " }\n", "\n", "\n", "all_studies = (\n", " df[[\"subject_id\", \"study_id\", \"subset\"]]\n", " .drop_duplicates(\"study_id\")\n", " .reset_index(drop=True)\n", ")\n", "\n", "if REPORT_SAMPLE_SIZE is not None:\n", " parse_studies = all_studies.sample(\n", " n=min(REPORT_SAMPLE_SIZE, len(all_studies)), random_state=42\n", " ).reset_index(drop=True)\n", " print(f\"Sample {len(parse_studies):,} / {len(all_studies):,} studies\")\n", "else:\n", " parse_studies = all_studies\n", " print(f\"Parsing ALL {len(parse_studies):,} studies... (có thể mất 10-20 phút)\")\n", "\n", "records = []\n", "for _, row in parse_studies.iterrows():\n", " sid = str(row[\"subject_id\"])\n", " stid = str(row[\"study_id\"])\n", " sub = row[\"subset\"]\n", " txt_path = CXR_ROOT / \"files\" / sub / f\"p{sid}\" / f\"s{stid}.txt\"\n", " records.append({\"study_id\": stid, \"subset\": sub, **parse_report(txt_path)})\n", "\n", "report_df = pd.DataFrame(records)\n", "report_df[\"findings_len\"] = report_df[\"findings\"].str.split().str.len()\n", "report_df[\"impression_len\"] = report_df[\"impression\"].str.split().str.len()\n", "\n", "print(f\"Findings found : {report_df['findings'].notna().sum():,} / {len(report_df):,}\")\n", "print(f\"Impression found : {report_df['impression'].notna().sum():,} / {len(report_df):,}\")" ] }, { "cell_type": "code", "execution_count": 130, "id": "27e98ebe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Findings word count ===\n", "count 149060.0\n", "mean 48.7\n", "std 22.7\n", "min 0.0\n", "25% 33.0\n", "50% 45.0\n", "75% 60.0\n", "max 364.0\n", "\n", "=== Impression word count ===\n", "count 186865.0\n", "mean 24.6\n", "std 23.6\n", "min 0.0\n", "25% 5.0\n", "50% 16.0\n", "75% 38.0\n", "max 241.0\n" ] } ], "source": [ "print(\"=== Findings word count ===\")\n", "print(report_df[\"findings_len\"].describe().round(1).to_string())\n", "print(\"\\n=== Impression word count ===\")\n", "print(report_df[\"impression_len\"].describe().round(1).to_string())" ] }, { "cell_type": "code", "execution_count": 131, "id": "82bb8c36", "metadata": {}, "outputs": [ { "data": { "image/png": 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9Zs2aNbMXX3zRChUqlKxMqVKl7L///a+tWbPGty4hIcFeeuklN+9N69at3TqldVOauRkzZiTJAz5r1iw3uqdRo0Zu3VVXXWVFihSxmTNnJtmPfi5cuLC1aNHC/dywYUP3utmzZ1t8fHySctpP27Zts+GMAHkb9WoAABA2Kd0CKY+zl1caABA+SpYs6SZw9pazSjd/unfv7lsGACBaZGebR2nRpk6d6uYBuvzyy93cQYEuvfRSNz/Q559/br1793Z/j5Ve7YMPPnDp2wYNGmTVq1d3ZWvUqGGdO3d2AZ/Dhw9bgwYN3DYVKBozZozvfahucNddd7mRu/3793cBIAWdlixZ4vZVunRpVy4mJsaGDh1q9957rxtl1K5dOzcqaM6cOdalSxc766yzsuW8AKGuy4YT6tUAACBsAz733XefPfHEEy7FgVIdnHrqqaHcPAAgC/MPeL1zQ0G9h72bSQAARJPsbPN88803LqWbjBw5MmiZSZMm2RVXXOFG2YwdO9aNromLi3PBltGjR1v79u2TlH/kkUesXLlyNm/ePFu0aJFVq1bNjSLS6B9/ffr08Y3yWblypVWuXNlGjBhhXbt2TVKuTZs2bjSP5hXSedCIn3vuuce9HoiUumw4oV4NAADCNuDz9ttvu94pTz75pHuox1iwnt9qIHz55ZeWnY4dO+YaIQsXLrTdu3db1apVXZ7rG264IUkZpT1Qw2fPnj1uAlb1iFOvOX9KezBlyhQ3WeuOHTvszDPPtH79+vlSJfibO3euTZs2zeXJrlChgvXo0cO6deuWre8VAAAAQM7IzjZPq1atbOPGjekqe/bZZ9uECRPSLKfRQgMGDHCPtGi0kDeCNzVqBwVrCwEAAADIQwGfrVu3ul5heuQm5a9WSoJVq1bZzTff7HqhKx3Bgw8+aMePH3fpBrzeeStWrPCVUbCmV69eNn36dF8+a1FPOa1TsEhpELStwYMHu/3456lWmaeeesrl21aQR/tXzzzNcdG3b99cORcAIOr5q966ol7B6iWZFfr9p2C6lC1b1qV4AQAgGoRLmweIJqGuy4YT6tUAACBsAz7Lly+3cPDOO++4nNaPPvqob3SNgjw33XSTG9GjPNYKxixbtsyGDRvm8k+L0h8oD7WCNvPnz3frNm3a5NIaqKfb8OHD3bqOHTu67Y4aNcqlcVBl88CBAy6lQvPmzV1PO/XoU/oDBYYmTpzoXqPc2gCQG/bv329XX321b36ArKafOXr0qPvdJsrtX6xYsZAcJwAA4S5c2jxANAl1XTacUK8GAAChlK1dsjWy5e+//7b4+HjLScpPrRRu/vmm1ftc6doU+Dly5IhL9ab0C506dUoyAWuHDh1s/fr1LtAjSvemHjf+admUY1c/79q1y02M6jX8tF2NFlKwx6NAkVLHKbgEAAAAIG/JrTYPAAAAAGTrCB9RQ0cTiSo92rZt23zrFYBRSjSlTFMe6eyiSU6/++47u/HGG30phg4fPuyCOVdeeaV7yLp169yEpVrv79xzz/U9r7l69P8pp5ziyqZUrnHjxu5/qVu3borl/INLABDJ9LtToygBAIhGud3mAZB3UK8GAAChFBvqvLp33HGHffXVV1aoUCGrXbu2nXbaaW749Y8//mjjxo1zqdamTZvmRslkhz///NMFfSpVquT2M2XKFNu5c6eVKlXKpW7r16+fG4GjdfXr10/2eh2veA03lStfvnya5TSsXJO1aj/+dB60zr8hmFUbNmxIMooop2j+I9EIKIS3cLtWuvmhkXLH4/45rvRQ+YMHD9rmzZuzdT+J//cvva+pWKaou8mj1AvppRz/Ke0jMTHR/R/4XGb2I/r9t3379mTr9+zZ41vW72P9zsrKtVFv5uy+Njn1GUjvfsLte4WUca0iB9cqcoTjtfL+hua0cGjzAMg7cqNtDwAA8q6QBnymTp3qUpxdd911bm4c/zlrdHPwX//6l5tfR3PiePPmhJpu2onm4FGj684773QNsHfffdfNsaObp/fee68b9RNsolUFbcS7yapyweamCFbOWxdIDcGM3rQFEJ4KxMbYjv3H7O/9x9L9mlqVi+TIfsqWKGylChXI8L4AAEBktXkAAAAAINsDPgsWLLCaNWva6NGjfenUPEqL9uSTT7pegW+//Xa2NX7U4062bNnigj7qcSfXXnutm09HI3569OiRoV42qfW48Z5TD8P0lAuFOnXq5EpvQa9Hp5emDuErHK9VzO44K1SwUPrLx8RY8eLFM/weMrqffP/3L72vUdk9B4/bi++nv4fzmNsuS3Ef3kiUwOcys5+BbepZlXJlg54zzTnm0e9F/4luM3NtFOBWoFvOP/98NydapH4G0rufcPxeITiuVeTgWkWOcLxWJ0+etG+//TbH9xsObR4AeYdG6K9ZsyZD9WoAAICUJG2hZJGCLJdeemmyho9HQYpLLrkkQ+l5MsobtaN0bV6wx6N5fVSZ+vrrr12e3GPHkvec99apsSZZLeelwPDKAUB2qVQm+WjE7KLg+vvvv+8eXqAdAIBoEA5tHgB5B/VqAAAQtiN8FGz5+++/Uy2ze/duK1iwoGWXChUquP/9Uyt4vHXqlV6xYsUkPd493rwW3rw9KqeUDekpp7RtSuPgH9xRsGffvn2+OX8AILsoDdzW3Ydt98HkwecDBw5ao4svc8sbtx+07Yf/uUlVs2LJTO1LN7POOOMM3zIAANEiHNo8QLTRqJcrr7zSt5yXUK8GAABhG/C54IILbNmyZW6y0sDRNfLDDz/Y0qVLrXHjxpZdypYt64I+v/76a7Ln/vzzT/f/6aef7tJRKB2DRuX4z73jpauoV6+e+1/l9J7Uk69KlSqplpN169a5Hn0plQOA7KRgz7hFa4M+V7/7v9z/Uz/dnCTdXGbo9yZpagAA0Sgc2jxAtClVqpR9/PHHlhdRrwYAAGGb0q1fv34ul7bmynnppZfsiy++cAGQjz76yJ555hnr1q2bJSQk2J133mnZSROobtq0yT788MMkw6Rnz57tRvk0atTIWrVq5da98cYbvjJHjhyxuXPnunRwVatWdeuuueYaN//OjBkzfOX0HmfNmuVG92hbctVVV7nefpqc1Z9+VgWuRYsW2fqeAQAAAGS/cGnzAAAAAEC2jvBRoGTs2LH20EMPucaPAiWexMRENym2GkEql92NMDW4hgwZ4hpclSpVsnfeeceN+nn++efdEPAmTZq4x7PPPmvbt2+3atWq2Zw5c2zHjh02atQo37Zq1KhhnTt3dgEfpYJr0KCBLV682E2qOGbMGN9w8pIlS9pdd93ltt+/f38XAPrss89syZIl7jhKly6dre8ZAAAAQPYLlzYPAAAAAGRrwEc0kkUpzZTmYOPGjW5Om2LFirl0B3rOf36b7KJ9aDTPuHHjXNq2gwcPWs2aNe3ll1+2pk2b+srpeQVtFi5c6ObfqVWrlk2ePNk3asfzyCOPWLly5WzevHm2aNEiFxwaP368G/3jr0+fPr5RPitXrrTKlSvbiBEjrGvXrtn+ngEgNcePHLQPJjzglq/p/4wVKlo8SydM6TD1+1XatWuXJDUmAAB5XTi0eYBosnfvXpelQ9SpMi91qKReDQAAwjrgI2rgtG/f3nKTKoAKtuiREjXKhg8f7h6piY2NtQEDBrhHWpTaQQ8ACCcJJ0/a33/86FvOKqWy2bBhg1tu06ZNlrcHAECkCYc2DxAt4uPj7X//+59vOS+hXg0AAMI+4KP0aRo1o4lMNbpGwZfzzjvPbrrpJrvyyiuzY5cAgBykdJZKXektAwAQbWjzAAgF6tUAACBsAz5xcXHWt29fW7VqlctfrXltqlatagcOHLAPP/zQli5d6nrBPf3006HcLQAghxUsWJAAPgAgKtHmARBK1KsBAEDYBnwmTpxoX3zxhV199dX2wAMPWJUqVXzPbd261UaNGuV6wp177rl2yy23hHLXAAAAAJDtaPMAAAAACFcxodyY0ridc845Nm7cuCTBHqlUqZKNGTPGzj77bHvjjTdCuVsAAAAAyBG0eQAAAABERcDn77//tksuucRiYoJvNjY21i699FL7888/Q7lbAEAOO3LkiI0ePdo9tAwAQLSgzQMglKhXAwCAsE3pptE769atS7XML7/8YmeeeWYodwsAyGGap+3YsWO+ZQAAogVtHgChRL0aAACEbcDn/vvvt169etmTTz5pAwcOtOLFiyd5ftKkSbZq1SqX9xoAkHMKFT3FWg8e71vOqsKFC9ttt93mWwYAIFrQ5gFyXqlSpezTTz/1Lecl1KsBAEDYBnzmzZvnRu/MmjXL3n77batVq5aVL1/e9QJfv3697dq1y4oWLWpjx451D0++fPls/vz5oTwUAICfmPyxVqFGvZCdk/z581vVqlU5xwCAqEObB8h5BQoUsMsvvzxPnnrq1QAAIGwDPgsWLPAtHz582L755ptkZbR+w4YNSdYp4AMAAAAA4Y42DwAAAICoCPj8+OOPodwcACBETp6Is60/fuWWK9VuZPkLFMz0tiqVKWYnT560v/76y/182mmnuZ6JAABEg5xo83z//ff24osv2po1a+z48eNWo0YN69mzp7Vv395XRlkUXnrpJVu0aJHt2bPHateubYMGDbJLL700ybb0N3vKlCn21ltv2Y4dO1xGhn79+lnr1q2T7Xfu3Lk2bdo027Jli1WoUMF69Ohh3bp1S1buo48+sgkTJthvv/1mpUuXtptuusltMzY2pM1LwEffgw8//NAtt2zZ0goVKpRnzg71agAAEErUyAGEJQUVEDpxx47Ysv887Ja7Pv22FclCwKdAbIz9vn2PzZr8ivu5dec7rFDhIqm+pmbFkpneHwAA0eTXX3+17t27W8mSJd38qMWKFbPFixfb0KFDbe/evb459O677z5bsWKF3XzzzVa9enUXrFH56dOnW6NGjXzbGz16tFt3ww03WIMGDWzJkiU2ePBgS0hIsLZt2/rKqcxTTz1lzZo1c0Eezb06cuRIO3TokPXt29dXbunSpTZgwAC3D81ntHHjRhd4UkcQlQeyw4EDB6xdu3ZuWZ+1U089Nc+caAVvX3nln3r1kCFD3HceAAAgrAI+v/zyi5vDR73f9u/f7xofaoxoWZW0mJiY7NgtgDxEQYWtuw/b7oPH0v0aggo5Z++h45Zo/6TjfGXpD5YQk3oAacxtl+XQkQEAkDOyq82jAI1eqxE5mg9VFIBRYGf8+PHWqVMnNwJo2bJlNmzYMDfyRzT6R/tV0MabH3XTpk02c+ZMF0AaPny4W9exY0e3vVGjRrmREgULFnQ30zXHavPmzd3IHaXc7tq1qwsMTZw40b2mTJkybiTC008/beeee65NnTrVzasiJUqUsFdffdVtV/O4AsgY7pEAAICwDfioZ8q4ceNcY8B/fp7//e9/Lj2AhmHrea9xAAApUbBn3KK16T5BBBVyjkb0bCl3RQ7uEQCA8JFdbR5tb/Xq1dakSRNfsMe7GXzttde6FG+aD3XhwoVu2wr+eIoWLWodOnSwMWPGuECPUrcp3ZtG8vinZVMaVv2skQTaV+PGjW358uV25MgRF1Tyn19VgSKNLlJwSfvS/rdu3epG/Pi/N5WbNGmSK0vAB8gYjeh55JFHOG0AACAkQjrU5oMPPrAXXnjB6tev73p8eekGpEuXLnbZZZe5Xm+zZ88O5W4BAAAAIEdkZ5tHgZ0FCxbYAw88kOw5zdPjBWzWrVtn1apVc0Eefxp5I3re+/+UU05xZdMqJ3Xr1s1UOQWnlGLLex4AAABAHhjhowZP1apVXf5npQb4+uuvfc+dccYZriec0gwo9cGtt94ayl0DAAAAQLbLzjaPRtdUqVIl2XqNvpk3b54L8Jxzzjm2c+dOF3AKdNppp7n/t23b5v5XOf+RQimV05wohQsXtlKlSiUpV6hQIbfOf3tSoUKFoNv0yoWCRjL5jzbKScePH3f/r1+/Pt2v0WeiaEKCxcfFpfs1sQkJduTgQdu8eXOmjjOaeAFPURpFfWbD6foj7+D6Rzeuf3Tj+ke342H69z8xMTF3R/howk7lfVbDJxj1Rrviiiuo0AJAhIuPP2HFj2xxj3yJ/6SzAQAgGuR0m0eNPM2/s2vXLjeaSEGYw4cPW5EiRZKVVdBGjh496v5XOW9dZsqJ9udfzv/1KZUDkH7x8fH2008/uYeWAQAAwmaEjxo3XiMgJZrEVOUAAJHrZHy8lT7ym1s+XLi8Jebj9zoAIDrkZJtHwZ4RI0a4uXguuugiu/POO9P1Ov+RMamNkvGe037SWy61bYZyRE6dOnVyrd3o9ez0UtqlW0yM5U8hEJhS+eLFi2d8P1FIAU9P7dq1XQrBsLv+maTfJ++8845bbtmypZvTB7knp68/wgvXP7px/aPb+jD9/a85Pr/99tvcC/jUq1fPTfipCUBLlCiR7Pm///7bPvroo2Q5nwHknq27D9vug8fSXb5s8cJWqSyNkEgTkz/WKp1zkW85q/LFxNjRAqXdcmJoB4sCABDWcqrNc+LECXvwwQftvffec+nbXn75ZStQoIB7Tqndjh1LXn/z1mnenlCU89Jb+JfzXh84f5B/OSDU9Nlv1aqVbzkvUWDzrLPO8i0DAABkRUgDPn369LHbb7/dunXrZgMGDHCNHdm6dautXbvWxowZYwcOHEgysSmA3KVgz7hFa9NdfmCbegR8IlChoqfYNXeNDtn2ChYsZLtKJp87AACAvC4n2jxKjaZtf/rpp25kj4I9/sGUihUrJhnx4PHmNfHm7VG51atXp6uc9nno0KEk+1EQZ9++fb45f1TOe32ZMmWSbbNWrVqZfs9AajSX1Pvvv58nT5JSJOr3CQAAQCiEtFv2pZdeaiNHjrQ//vjDBg4caG+++aYb9t+iRQsbPHiw/fnnnzZ06FCX0xoAAAAAIk12t3k0sufuu+92wZ6mTZvaq6++mmzkjFJN/PLLL8lG5XipKDQKySun9HJbtmxJs5ysW7cuXeUCJ7PduXOnC0B55QAAAADkgRE+0rFjR9e4effdd11D4ODBg264v3p7tWvXzs4444xQ7xIAAAAAckx2tnnGjx9vn332mTVr1swtB0tfpdRWc+fOtTfeeMN69uzp1h05csStU/q3qlWrunXXXHON28aMGTPs4Ycf9uUBnzVrlhvd06hRI7fuqquusiJFitjMmTPtkksu8e1HP2v0gYJZ0rBhQ/e62bNn2/XXX2+xsbG+cpq/p23btpl+3wAAAADCLOAzevRoO//8891Eg0p1AAAID8cPH7DF4we75db3jLFCxZLPOZARJ+KO26n7/0kF+HfxOpYYE/L+AwAAhKXsbPMoLdrUqVNdIOXyyy+3xYsXBx1h1KRJE/d49tlnbfv27VatWjWbM2eO7dixw0aNGuUrW6NGDevcubML+Ghi+AYNGrhtrlmzxqWe84JJJUuWtLvuusuef/5569+/vwsAKei0ZMkSN1dR6dL/zNsXExPjRi/de++9LtCk4JZGBWnfXbp08c1DAoTanj173Ig3WbFiRbKUgpFMI/Xmz5/vlm+88UYXZAUAAMiskN6hUw8zpQxQ4wcAED4SEhJs79bffMuh2F6RE3vccj5LsMQsbxEAgMiQnW2eb775xqV0E6WNC2bSpEluTp1x48a5oM3ChQvd/DsaXTR58mTfqB3PI488YuXKlbN58+bZokWLXHBIo340+sefglfeKJ+VK1da5cqVbcSIEda1a9ck5dq0aeNG82heoSeeeMKN+Lnnnnvo8IdspZFp33//vW85L9H7+fnnn33LAAAAYRPwURqDYCkHAAB5S/7YWNtbtLpbTsyXP7cPBwCAHJOdbR6latu4cWO6yhYrVsyGDx/uHqnRaKEBAwa4R1q6d+/uHmlp3bq1ewDIuoIFC/rSJmoZAAAgK2IshO677z5bsGCBywmtSTsBAHlTbGwBO1i0insQ8AEARBPaPABCSQHkxo0buwcdaAEAQFiN8Hn77bddvtknn3zSPVRZCZZ/VikAvvzyy1DuGgCAsLd192HbffBYusuXLV7YKpUtlq3HBADIGNo8AAAAAKIi4LN161aX91kPAACQlII94xatTfdpGdimHgEfAAgztHkAAAAAREXAZ/ny5aHcHAAgTB0/dtQq//2pW95W5mJLiCHfOAAgOtDmARBKhw8ftrFjx7rlQYMGufm5AAAAwiLgAwCIHjGWkK3br1SGxi4AAADyvvj4+Nw+BAAAkEcQ8AGAKFCo6CnW7oF/+5azqkDBgra9VEO3nJAve/6UFIiNyfCcNzUrlsyWYwEAAEDuKVWqlH311Ve+5bxE8x737t3btwwAAJAVBHwAIArE5I+1clVrhW57MfntRGxxC7c5b8bcdlm2Hg8AAAByXoECBeyCCy7Ik6c+f/78VrFixdw+DAAAkEfE5PYBAAAAAAAAAAAAIGsY4QMAUeDkiTjbvPa/brlqvcssf4GCWdpeQsJJK3hiv1uO00iffPQfAAAAQPY4fvy4LViwwC23a9fOChUqlGdO9cmTJ23btm1uWSN9NOIHAAAgswj4AEAUiDt2xFZMedwtd336bSuSxYDPibg4q7D/W7f8Z5lLLSFf1rYHAAAApOTAgQPWqVMnt/zXX3/ZqaeemmdO1rFjx2zKlClueciQIVasWLHcPiQAABDBsiXgc/jwYVu6dKn9+OOPdvToUTep4tlnn21Nmzal8gIAeURCPq/3Yb5cPhIAAHIebR4AoZAvXz7fiCUtAwAAhFXAZ/ny5TZs2DDXAycxMdG3XhWXEiVK2KhRo1zgBwAQuQoVLmJ/lr08tw8DAIBcQZsHQKgULVrUHnzwQU4oAAAIiQxNuuDllQ3MNzt58mS3vG7dOrvnnntcft3bbrvNJkyYYG+99ZZ7vk+fPq7soEGD3MgfAAAAAAg3tHkAAAAAREXAp3///vbOO+/4ft65c6d169bNZs6c6X6eOHGim2Dw9ddftwceeMCaN29u9erVs8aNG9vgwYNt+vTprtwrr7wS6vcBIIdUKkNOaQAAkHfR5gEAAAAQFSnd4uLiXLo2jeQZPny4XX/99W69N/z466+/thYtWlidOnWCvv7cc891z3/55ZehOHYAuaBAbIxt3X3Ydh88lu7X1KxYMluPCTkv/sQJK3HkD7d8sEhlS/TN5wMAQGSjzQMgp3/nrFq1yi1fcsklVrBgQS4AAADImYCPRuhMnTrV5syZ4wI++/bts/bt29s111zjnj9y5IiVK1cu1W2ULVvWze8DIHIp2DNu0dp0lx9z22XZejzIeSdPxlupI5vc8qHCpxPwAQDkGbR5AOSkEydO2IoVK9zyBRdcQMAHAADkXMBHwZz777/f7rzzTvdzx44d3Rw9P//8s82bN8+qVq1qX3zxhSUkJFhMTPJscZrDRz1XKleunLWjBgBkSP7YWKta/3Lfclbpd/yRgmXdcmLGsoMCABDWaPMA4UejXtTZ1FvOS5QWv3bt2r5lAACArMjUXbpTTjnF/f/EE0/YCy+84IYgy3XXXWc//fSTPfLII260j7+9e/e6dHAKDqkcACDnFCxyirXo84R7aDmrChQsZH+XqOseiTFZDyABABBuaPMA4aNkyZL29ttvu4eW85LChQtb586d3UPLAAAAWZHlu3StW7d2eWbl9ttvt5UrV7rRPosXL7ZzzjnHihcvbjt37rRNmzbZ0aNH7fzzz7c77rgjq7sFAAAAgBxBmwcAAABAJAhJt+wyZcr4hlZPmzbNJk2aZO+88459/fXXvjJK43bDDTdY796989wQbAAAAAB5G20eAAAAAOEu5Hl4FMzp37+/exw+fNgOHTpkxYoV86VEyA1bt251aeRatmxpo0aN8q0/duyYvfTSS7Zo0SLbs2ePy5s7aNAgu/TSS5PNPTRlyhQ3X9GOHTvszDPPtH79+rmefoHmzp3rgl5btmyxChUqWI8ePaxbt2458j4BICXHDx+whc/1d8vXDZlghYqVyNLJios7bqft/84t7yp+LmndAABRJRzbPEBepva6l1lE8wJ7Adi8QPcl3nzzTbdMWjcAAJBV2Trxgho9sbGxLkiSL18+93NOS0xMtIceesg1xALdd999tmLFCrv55putevXqLljTq1cvmz59ujVq1MhXbvTo0W6dRig1aNDAlixZYoMHD7aEhARr27atr5zKPPXUU9asWTMX5FFFdOTIka4B2Ldv3xx7zwAQSL+vDuz607ecVYkJCVb4xD63nM8SLJFTDgCIUuHQ5gHyOnXC1HzA3nJeovejFPjeMgAAQFbEWAgsX77chg0bZj/++GOSQMvzzz/veuG0atXKLrroIjd6Zu/evZaTZs2alSS1nOeLL76wZcuW2QMPPGDDhw93QZ/XXnvNTj/9dBe08ajiNXPmTOvevbsbHdSlSxebPHmym4tIP8fFxblyBw4csLFjx1rz5s1t4sSJ1rVrVxs3bpwbBaSf1SMJAPKK2NgCtqfYWe6RmC9/bh8OAADZLpzbPAAie8Sgfn/oQfp7AACQ6wGfRx991KUy0Jw9f/zxh2/9mDFj3Fw+Gp582WWXuTRpH374oQuceEGS7LZ582bXALv77ruTPbdw4UIrUKCAderUybeuaNGi1qFDB1u/fr2vh43Svak3vH9atvz587ufd+3aZatXr/Y1AI8cOeICR+rZ59H71TlQcAkA8or8sbF2qEgl9yDgAwDI63KzzfPKK69Y48aNgz73wgsvWK1atYI+1CHNo1EDOk6luK5fv761a9fOFi9eHHSbynqgLAbnnXeeXXPNNa4DXTAfffSR3XjjjS4DQtOmTV2q7Pj4+JC8ZyCa6L7ExRdf7B5aBgAAyLWUbgpyzJkzx8455xyXHs1Lg7Zz5043540CH0888YQLoniNAjWUZsyY4VKnZScFaR588EHX2Ln11ltdY8zfunXrrFq1ai7I4+/cc8/1Pa+5evS/cnGrbErl1ADT/1K3bt0Uy/kHlwAAAACEv9xs83zyySc2fvx4K1myZNDnf/rpJ6tSpYoNGDAg2XNFihTJthTVS5cudfvUubj//vtt48aNLuDz119/ufIAAAAAIjDgo95fpUqVco0Z/wlK1YBQ764zzjjD1/ARpTtr2LChez67Az5qrCjIol54MTHJBzKpgabebYFOO+009/+2bdt85cqXL59mOTVuChcu7M6Hv0KFCrl1XrlQ2LBhQ5JRRDnl+PHj7n+NgEL4UTpCr0dY5cqV3f8HDx5M9TW6EZBoiXY87p9rmx4qH82vCfU+lApGAp8L9X7iThxPshzzf2XC9Tzn5Gt0s0vfFY0Kzc7fgVWrVnX7yo5jQ1L8vYocXKvIEY7Xyvsbmt1yo82j96aRNUohfeLEiRTLKeCjkTjXX399imX8U1QrlbV07NjRBXS0fY36URop/xTVEyZMcO0NpalWYEgpqvWaMmXKuNFCTz/9tOvYNnXqVF/9s0SJEvbqq6+67arTHQAAAIAIS+n2/fff21VXXZWk4SP//e9/XQNBPcMCqUHinwYhO/z222+usTJw4ECrXr160DKHDx9O0uvNo6CNHD161FfOW5eZcl7QxysHZBc1tvcdN/t11zH7bfdx99Byao8TCVwPZM7xY0ft7AOr3CN/Qso3ogAAiHS50ebp3LmzGzWkFE9exoBAGnWjTmU1atRIdVuhTlG9Zs0a27p1q8te4J9+SuUUqEopVRyA4HQv4fHHH3cPLQMAAOTaCJ/9+/cnG/2ixsTXX3/tlpXDOtkOY2NT7aWWVepxpslU69SpY7fddlumt+PfyEltNI33nBo36SkXCnpvaqTlNK9HZ0qNTuS+33fvthffX+8bQVCoYKFUy4+57TLLZ/nSLOdP5aP5NaHeR0rXKtT7SSjw/9cVLFDIVyYr+/Ftr2BBS4gpmOljy+3XaBRo8eLF0/zdForfgTG747Ll2JAUf68iB9cqcoTjtVK9/9tvv832/eRGm0eBHKVGU1ClR48eQcv88ssvrg3iBXzUwUwdzQKzG4Q6RXVK5XSOTj31VN/zAAAAACIs4KObUHv37k3WA069zdTb68ILLwyaUqB06dKWXZRHW40MpVzYt2+fW+c1tjRx6p49e1yDR3P3qKdaIG+d14Mvq+W8FBiBPQIBICcVKlrcbnh4im85qwoULGTbS/0zh0FCvsieXLZSmWLpTskGAIg+udHm0WgbdahIjdK5yaeffurm6Nm+fbtrkyi929ChQ33ZDEKdolrbkwoVKgTdZqhSWedWGuvMpjBUPaFoQoLFx8Wl+zWxCQl2hNSt6aL0iUrXLvqM6fOaV1JYKoB89dVX+7KVBEtJj+hOYYqcw/WPblz/6HY8TH//ZyaNdZYCPvXq1XOpDFRB8Sol7733nq+nW2DKNKUM+Oyzz6xJkyaWXVauXOkqg0pFECydgR7KOV2xYkV3PIG8iqPXKFI5L81BWuXUq04NP//gjj4sCjx5DSoAyA0x+fNb6dOrhW57MTF2IjZ9gZJwVyA2xrbuPmy7DwYP2nv0t84bpVO2eGGrVDZ833963o+/cH8/AJCbcqPNk1awxz/gs3btWrv77rtdG+STTz6x119/3X799Vc3p6mOVymiihUrFrIU1V7KqWBlVU4d7IBQ06i5s846K0+eWH1PS5YsmduHAQAA8ogsBXw0pL9///527733uhzQanS8+eabrieWf45oUcV/0KBBbhRMu3btLLuoN5smHPWnET59+vSxyy+/3O644w5XUVQKhgULFrjj8W+seFE8Ney8FAbKV71lyxarUqVKquVEo4suueSSFMsBAMKPgiPjFq1NtYx/+r2BbeqFdYAkPe/HX7i/HwDITeHY5hEFlDT6qHfv3m5kj7Rq1cqNLJo8ebItXbrUrrnmmpCnqPZ6GaZUNlSjcnIrjXWWUhjGxFj+dATr/MuTujX8hGMKS+Qcrn904/pHN65/dFsfpn//M5PGOksBn+bNm7tGzqxZs+yDDz7wNQA0uubKK6/0levXr5998cUXbrSLGiEtWrSw7BKYS9p/SJZySl922WVuWccxd+5ce+ONN6xnz55unSYp1br69ev7UveokTR+/HiXIu7hhx/2nWi9Z43uadTon5RGmshVvftmzpyZJOCjnxVQys73DABpiT8RZ79/s8ItV2vY1GILZOBmRBAJJ09aobh/0tscL1DSLB+pJwAAeVM4tnlE+/bfv0fHpYDPqlWrXFsm1CmqveCSynrLwcoBoaTP25w5c3xB2JRGo0Ui3V/YvHmzW9Z9iNwKdAIAgLwhSwEfeeSRR1xDYsWKFS6Vmib8VPDDn/LQKo2ARtmoIRQO1CNOj2effdblu9YkpqpA7tixw0aNGuUrp0lQO3fu7AI+Sl/QoEEDW7x4sa1Zs8bGjBnj8naLhmDfdddd9vzzz7segDoHSuWwZMkSGzJkSLbOWwQAaTlx7Ih9OvOf322Vz7k4ywGfEyfirPyB793yn2UutYR8WdseAADhLJLaPGXLlvV1ZsuOFNUq572+TJkyybZZq1atbHtviF4HDx60W2+91S1fe+21eSrgo2CW7jeI7h0ES8EIAACQYwEfueiii9wjJfPnzw/Lnl7jxo1zQZuFCxe6xo0aJ+oN543a8W/glStXzubNm+fmAFJwSKN+vBQJHjXuvFE+mkuocuXKNmLECOvatWsOvzMAyH4n8/0T8DbLnQmVAQDISeHW5lGWAs39MWXKlGSBJ/HSUYc6RbVXTutr167tK7dz5043f1GHDh2y6R0DeZPSIHpBnlClRAQAANErJAGftOR2sEeTh27cuDHZelWqhg8f7h5pTRA5YMAA90hL9+7d3QMA8rJChYvY1rL/pMgEAAA53+YpVaqUyyagzAPnn3++W5eQkGAvvfSSSwnVunXrbElR3bBhQ/e62bNn2/XXX+/aSl453axu27YtHwcgA5QaUSN7AAAAIibgAwAAAAAIHd0g/vzzz613796uw5nSq2mOIaVvGzRokFWvXj1bUlRrVNHQoUPt3nvvdaOM2rVr50YFKT12ly5d7KyzzuIyAwAAALmEgA8AAAAARBilj9Yom7Fjx7rRNXFxcS7YMnr0aGvfvn22pqhu06aNG83z8ssv2xNPPOFG/Nxzzz3u9QAAAAByDwEfAECGxZ84YSUP/+6WDxStaon58kfVWaxUhsl0AQA5Q8GXlJx99tk2YcKENLeRHSmqlTLOSxsHIPMUrNVoOrn88sutYMGCnE4AAJBpBHwAABl28mS8lTy62S0fLFIp6gI+BWJjbOvuw7b74LF0v6ZmxZLZekwAAACIPCdOnLBPP/3ULV988cUEfAAAQJYQ8AGAKJA/toBVv6CZbzmrYmLy2+FCp7nlRIuxaKRgz7hFa9Ndfsxtl2Xr8QAAAORVhQoV8qUW1HJeohF4devW9S0DAABkBbUJAIgCBYsUs6tueyRk2ytQsKDtLl4nZNsDAAAAUlKiRAk3Z1VepADWTTfdlNuHAQAA8ojo7JYNAAAAAAAAAACQhxDwAQAAAAAAAAAAiHAEfAAgChw7tN/efKSze2g5q+KOH7Py+9a4R76EEyE5RgAAACCY3bt3W9WqVd1Dy3nJ0aNHbfLkye6hZQAAgKxgDh8AiAKJiYl2eO9fvuVQbK9Q/AG3nM8SLetbBAAAAIJLSEiwLVu2+JbzEr2fP//807cMAACQFQR8AAAZ/+MRW8B2n1LTLSfmy88ZBAAAADKhYMGCdt111/mWAQAAsoKADwAgw/LHxtrhwqdz5gAAAIAsKFCggDVs2JBzCAAAQoI5fAAAAAAAAAAAACIcI3wAAJmawydf4sl/ltV3IF8+ziIAAEBGlK/E+YKrV8fHx/9zgyY21vJRrwYAAFlAwAcAkGFxx49Zld2fueU/y1xqCfnINw4AAJCx1ngBs51bzfbtTl/5UmUJEuVBR44cseeee84tDxkyxIoVK5bbhwQAACIYAR8AAAAAAHKDgj0zxqWvbI+BBHwAAACQKgI+ABAFChUrbh1GzPItZ1XBgoVsa+mL3HJCvgJZ3h4AAACQkjJlytivv/7qW85LihQpYvfcc49vGQAAICsI+ABAFIiJyW8lylUM2fbyxcTYyfw0SAEAAJD98ufPb9WrV8+TpzomJsZKly6d24cBAADyiJjcPgAAAAAAAAAAAABkDSN8ACAKxMcdt1/+96FbPuuilhZbsFCWtnfy5EkrHPfPBMPHCpTWkJ+QHCcAAAAQ6OjRozZz5ky33L179zyV+iw+Pt5+++03t6xRTLGx3KYBAACZR00CAKLAieNH7b9vvOCWzzivSZYDPvEn4uy0A+vc8p9lLrWEfAVDcpwAAABAoEOHDlnfvn3d8g033JCnAj7Hjx+3119/3S0PGTKEgA8AAMgSAj4AgEyJj/GCRvk4gwAAAEAm5MuXz0qWLOlbBgAAyAoCPgCADCtUuIhtK3MJZw4AAADIgqJFi9qgQYM4hwAAICQI+AAAEKYqlSlm4Wzr7sO2++CxdJUtW7ywVSob3u8HAAAAAAAgkhHwAQAgTBWIjclQUEVqVvwnJUhO0HGNW7Q2XWUHtqlHwAcAAAAAACAbEfABAGRY/Ik4K3XoV7e8v9iZlpgvP2cxDIIqMua2y7gWAAAAESIuLs5WrFjhlps2bWoFCxbM7UMCAAARLCa3DwAAEHlOnjxpJY796R75Ek/m9uEAAJBnvfLKK9a4ceOgzx07dsyee+45d5P4vPPOs86dO9sXX3wR9O/2pEmTrGXLlla/fn1r166dLV68OOg2586da23btnXbu+aaa2zWrFlBy3300Ud24403WoMGDdz+X3rpJYuPj8/iuwWiz4kTJ2zVqlXuoWUAAICsYIQPAESB2AIF7exLWvmWsyomf347VKiCW06k7wAAANnik08+sfHjx1vJksHTdd53331uZMDNN99s1atXd8GaXr162fTp061Ro0a+cqNHj3brbrjhBhegWbJkiQ0ePNgSEhJccMejMk899ZQ1a9bMunXr5m5Ajxw50g4dOmR9+/b1lVu6dKkNGDDA7eP++++3jRs3uoDPX3/95coDoVa4cGG77bbbfMt5SWxsrPteessAAABZQW0CAKJAgcJFrcktQ0O3vQIFbU/xWiHbHgAA+P8SExPdyJpRo0al2ONfI3mWLVtmw4YNs549e7p17du3d6N3FLSZP3++W7dp0yabOXOmde/e3YYPH+7WdezY0QV0tH2N+lEKqQMHDtjYsWOtefPmNmHCBMuXL5917drVBYYmTpzoXlOmTBk3Wujpp5+2c88916ZOnWoFChRw2yxRooS9+uqrbru1alFHQGgVL17cpkyZkidPa6FChez666/P7cMAAAB5BCndAAAAACCMKDXbE088YRdffLELrASzcOFCF2zp1KmTb13RokWtQ4cOtn79ehfokUWLFrmRPArEePLnz+9+3rVrl61evdqtW758uR05csSNFlKwx6NAkVLHKbgka9assa1bt7r9esEer5wCVSmligMAAACQ/Qj4AAAAAEAY2bZtm0uNphEzxYoVC1pm3bp1Vq1aNRfk8ecFiPS89/8pp5ziyqZVTurWrZupcuXLl7dTTz3V9zwAAACAnEdKNwCIAscO7bf5T97qlm8cPt0KnxJ8LoD0ijt+zCrs/dot7yxZ3xJj/n8PXwAAkDUabaM0a6nZuXOn1a9fP9n60047zRc08sopGJNWOc2/o7lRSpUqlSzdlNb5b08qVKgQdJteuazasGFDkpFGOen48ePuf42USq+qVata0YQEi4+LS/drClqi8vdZXDpfE5uQYEcOHrTNmzdbtNm7d69LVygLFiyw0qVLh9X1zwpd/5UrV7rlK664Is3vPrJXTl9/hBeuf3Tj+ke342H6+18j6DOKgA8QprbuPmy7Dx5Ld/maFbN2Ax95m/5AKOjjLYdiewVPHnLL+SxRtysAAECIpOeG7+HDh61IkSLJ1nsT2h89etRXLtgooWDlvHWBFPTxL+f/+sBye/bsSfPYgczUPRX08ZbzEr2fffv2+ZYBAACygoAPEKYU7Bm3aG26y4+57bJsPR7AX2yBAvb3KbXdckI+/pQAABBu/EfHpDZSxntON5rTWy61bYZqVE6dOnXcXEO5wevZmdL8SSmKibH8GRqdkU8nzAql9zUxMVa8ePGMH1ceoPmmPLVr13bpA8Pu+mdSfHy8xcb+U58+55xzfMvIHTl9/RFeuP7Rjesf3daH6e//kydP2rfffpuh11CTAABkWP78sXakcPL0MAAAIGdo7p5jx5KPBvfWad6eUJTzUlz4l/NeHzh/kH85ZIPylTiteZACPMHSMwIAAGQGAR8AAAAAiDAVK1ZMMurBo7l4xJu3R+VWr16drnJK23bo0KEkQRsFcZRuypvzR+W815cpUybZNmvVqhXCd4kkYguY7dxqtm93+k9MqbIEigAAAKIIAR8AQIa5tC8JJ/5ZVkq3XJpUGQCAaKV0E5q8XiNt/OfT8dJR1KtXz1du2bJltmXLFqtSpUqq5WTdunV2ySWXpFlO65Vay7Nz504XgOrQoUM2vmu4YM+Mcek/ET0GEvCJhLk2/290nb7LoUqLCAAAolNMbh8AACDyxB0/ZlX2/Nc9YhL/CfwAAICc06pVK4uLi7M33njDt+7IkSM2d+5clx6qatWqbt0111zjbiDPmDEjSS7wWbNmudE9jRo1cuuuuuoqK1KkiM2cOTPJfvSzbkK3aNHC/dywYUP3utmzZ7u5R/zLaT9t27bN9vcO5CX63j7zzDPuoWUAAICsYIQPAAAAAESYJk2auMezzz5r27dvt2rVqtmcOXNsx44dNmrUKF+5GjVqWOfOnV3A5/Dhw9agQQNbvHixrVmzxsaMGWMFChRw5UqWLGl33XWXPf/889a/f38XAPrss89syZIlNmTIECtdurQrFxMTY0OHDrV7773Xevbsae3atXOjgrTvLl262FlnnZVr5wQAAACIdgR8ACAKFCpW3Lo8+ZZvOasKFixkW0v/k+4lId8/N4oAAEDOGjdunAvaLFy40M2/o/lzJk+e7Bu143nkkUesXLlyNm/ePFu0aJELDo0fP96N/vHXp08f3yiflStXWuXKlW3EiBHWtWvXJOXatGnjRvO8/PLL9sQTT7gRP/fcc497PZAdNF/U1q1bfct5ib5zCqB6ywAAAFlBwAcAokBMTH4rWqpcyLaXLybGTuYvFLLtIXdVKlOMSwAAYSowxZq/YsWK2fDhw90jNbGxsTZgwAD3SEv37t3dIy2tW7d2DyAn5M+f3ypWrJgnT7ZGzRUvnvUOWQAAAELABwCAKFcgNsa27j5suw/+M2FwetSsWDJbjwkAAAAAAAAZQ8AHAKJAfNwx2/j5e265VuO2FluwcJa2p8meixzf5ZaPFiyrIT8hOU7kHgV7xi1am+7yY267LFuPBwAAwHPkyBGbNGmSW+7du7cVLVo0z5yc+Ph4++mnn9xyzZo13Yg8AACAzMqzd+i+//57VxFU/up69epZ+/bt7Z133klS5tixY/bcc89Z06ZN7bzzznOTmX7xxRdBb2yqctmyZUurX7++m5hUE50GM3fuXGvbtq3bnnJiz5o1K9veIwCk14njx+zLeRPcQ8tZFX8izk49+IN7xCTGcyEAAADCUflKlhccPnzYBg0a5B5azkuOHz9ub731lntoGQAAICvyZNeRX3/91eWdLlmypPXq1cvltlaAZujQobZ371677bbbXLn77rvPVqxYYTfffLNVr17dBWtUfvr06UkmOh09erRbd8MNN1iDBg1syZIlNnjwYEtISHDBHY/KPPXUU9asWTPr1q2brVq1ykaOHGmHDh2yvn375sq5AIDsoImaT+T3elbm4yQDAACEo9gCZju3mu3bnf7XlCqbZwJFkTKHT7ly5XzLAAAAWZEnAz4K0KiipB4y5cuXd+sUgFFgZ/z48dapUyc3AmjZsmU2bNgw69mzpyujUUAavaOgzfz58926TZs2uYlSFUDyJkPt2LGj296oUaPcqJ+CBQvagQMHbOzYsdb8/7V3J3A2lf8Dx7+z3FksYcaSbKHIruxFCUVJ0kJSU5LK3iLLD2m3JVFRhJIkkX5EC+pXCf2ISv5FC2UfZszEzJj1/l/fZ5z7u2MWd8adO3f5vL3u6557znOWuY9773nO9zzfp3Nnee2118zF0L59+5rA0OzZs806UVFRJfiuAID7hIVHyOEKrXhLAQAAvJ0GexbNdL18zAgCPh4UGRkpQ4YM8eQuAQCAH/O720c0/drWrVulQ4cOjmCP0gDQDTfcYHL//vLLL7J69Wqx2Wwm+GPRPMC333677Nq1ywR61Jo1a0xPHg3wWEJCQszrY8eOmX2pL774wmxbg0oa7LFooEhTx2lwCQAAAAAAAAAAoDj4XcBHAzurVq2SUaNG5VoWHx/vCNj8/PPPUrt27VyDPTZq1Mg863LruUyZMqbsucqpxo0bF1gOAAAUr5o1a5oHAAAAAABAIPG7lG7au6ZGjRq55mvvmxUrVpgAT8OGDeXo0aPStGnTXOUqV65sng8dOmSetZxzT6H8ysXGxkpERISUL18+R7nw8HAzzyrnDtpDybkXkadYA0hqDygUL71QqT3LUtNcH7TTfuafrmO32828c63vvE5R9hOI67h7H/nVlbv3k5aemmM6+EyZou5Ht3FB4q/m9fGImmIPCinysfnKOs515W3H5gvr6HfayZMn5e+//5bi/v5MSBU5/k+KBB077dI60RdESPlwKfZjQ26cW/gOb6wr63sZAHz9+9XKCNKlSxdzDQEAAKCo/C7gk19jUMff0RRsmhtXT6CSkpJMrtyzadBGpaSkmGctV7p0aZfKWfPOpvuzygGAP8jKzJTy6UfNdHx4dck8R8AH8CQN9rz40XaXb44Y2fMKKV8p799wAACA4pSRkSHbtm0z0x07diTgAwAAzktoIAR7nnrqKTMWT+vWrWXQoEEured8kaigC0bWMt2PK+XcoUGDBiYtnadZd3RaaepQvILj0iQ8zPW7u4LO/NN1rDvuz7W+8zpF2U8gruPufeRXV+7eT3CpsnJZh55mulSpsmI7U6ao+wkJCZWTEReZ17awCAkNDvXJ+izMOs515W3H5gvraMrVsmXLeuQ3RHv26O+uNx4bcuLcwnd4Y13p2J0//PBDSR8GAA/QmysHDx7smPYnoaGh0rJlS8c0AADA+fDrs4n09HQZM2aMfPzxxyZ925w5c8Rms5llmtrt9OncqV6seTpujzvKWV20rXIAUBJsEaXkyj6PuG97tjA5UeZSt20PAAAAyI/emPHaa6/55RukGUG6d+9e0ocBAAD8hN8GfDSF2rBhw+Sbb74xPXs02OMcdLnoootMirez6Vg8yhq3R8tt3brVpXK6z1OnTuXYjwZ7EhISHGP+AAAAAAAAAABgjXmr48jrdWSdhuelpaWZ5z///NNj+9RsI3rjh8YXdNpt2xU/7dkzdOhQE+y59tpr5c0338zVw0bTUfz++++5euVY6SqaNGniKJeYmCj79+8/Zzn1888/F1gOAAAAAAAAAAAN8Pz999+mw4AGHXTYEHhemTJlPJqhS+tZ61vrXevfnYE+v+zhM2vWLNm4caN06tTJTFtp3Jx169ZNli9fLkuXLpX77rvPzEtOTjbzNP1bzZo1zbyuXbuabSxatEjGjRvnyBf+7rvvmuiblWtXB1eMjIyUd955R9q2bevYj77WHMNdunTx0F8PALmdPpUoyyb2NdO9n35PIsqUO6+3KS31tFQ9kd378Wi55pIVnPt7FgAAAD6oSjXxNsePH5fatWub6b1790rFihXFX2imkAULFpjp+++/31xXAAAEDu3Zo78FUVFRJkOUO8eBh+u0DpQnf4c16KNZxOLj483/g6pVq7plu34X8NE3aeHChWaww/bt28vatWtzlWnXrp106NDBPKZNmyaHDx82J4/Lli2TI0eOyOTJkx1l69atK3369DEBn6SkJGnevLnZ5o4dO2TGjBmOYFK5cuXMIJLTp0+XIUOGmACQBp0+/fRTGTlypFSoUMGj7wMAnP0jkpGa/ePljrtFdBu2zGTrFW82zqlaVGneJQAAfEGoTeToQZGEONfXKR9drIEiPffU9OnWtD/RO3o1oGVNAwACi6ZxCwkJIdgTgIKCgky9a3Yx/X/gLn4X8Nm+fbtJ6aaeeeaZPMvMmzfPvJkzZ840QZvVq1ebKF79+vVl/vz5jl47lgkTJpg7iFasWCFr1qwxwSHt9aO9f5w9+OCDjl4+X3/9tVSvXl2eeuop6ds3+656APAXobYwOVa2oZnOCvK7nxIUA1tosByMS5K4kzlTqRYkumyEVIsmUAQAgMdpsGfRTNfLx4zwyp5BvkBz999xxx2OaQBAYNFgvwZ86NkTmIKCgkz9k9KtAJqqbffu3S69oaVLl5bx48ebR0G0t9CwYcPM41zuuece8wAAf6Y/RinhlUr6MOBjNNgzc81Ol8uP6N6EgA8AAPBrer2hYcPsG6kAAIGJYE9gC3JzGr9gt24NAAAAAAAAAAAAHkfABwBQaHbtcpyZah7iZ3nUAQAAUEikcysyTeFy8uRJ82AMHwCAL+vUqZMZMmXJkiV5Ln/ggQfM8n//+99F2v62bdvM+gcOHDCvNcvWuHHjpKTMnTtX7rvvvlzzjxw5IsOHD5fLL79c2rVrZ4Z80eFkPIWBFwAAhZaWlirVTmwx0wei2klWUBjvIgAA8AtVq1YVm81W0ofhW0JtIkcPZo/946ry0QSKRMwFoJdeesm8JSNHjjSp5wEA8FV6DvXZZ5/JXXfdlWN+QkKCbNmSfR3JXV555RWTGrUkvP/++zJjxgxp06ZNjvlpaWnSv39/qVSpkrz33nvm7x4zZowEBwfLk08+6ZFjI+ADAAAAAIDThYrSSYkih/a6/p5cXI/3T4M9i2a6/j7EjCDgAwCAn2nbtq1s2rRJ4uPjJSoqyjF/3bp10qxZM9NLx13Kly8vnhYfHy8TJ06Ub775RmrVqpVr+erVq+XYsWOydOlSKVeunJk3bNgwE/zxFAI+ABAAIkpfIP2mrjLTYRHnf9dgWHiE7I+60kzbg/gpQfGoFlW0/6tBwe4d8BAAEHjsJ46LLH7F9RXGzijOw5FATwMXHR1tLrAo6+KJvyhVqpSMGjXKTEdERJT04QAAvIgGDgpSsWJFCQrKbv8mJSVJcnJygb83Vi9Su90ux48fz7es9k4pKk1jtmfPHlm/fr307t3bMf+TTz6RG2+8MUfAR8vMmjVL9u7dK9WqVZM77rjD9I7R3jDq119/leeee0527twpNWrUMMudaUq3mjVryvPPP29ea1Dl3Xfflb/++sv0/NFj0eCMBmY0DVznzp3N/l5//XX57bffzD6feOIJ6dKli1n/hhtukMOHD+f5dy1atMj05vnjjz8kPT1dPvroI7MdTd/mbOPGjXLllVfmOF+57bbbzMNTuEoHAAEgKDhYwkuVdd/2goLEHkyqExQvW2iwHIxLkriTp11ep95F/nURCADO5c4775QdO3bkmn/ZZZc58qOfOHHCpJz44osvzMUAvbtSLzA3bNgwxzqnT5+WV199VdasWWMurus2HnnkEZN73FlmZqYsWLBAPvjgA9PIvfjii+Xhhx82jXigONLA6WWfClYauGAz5Tf0vDoyMrKkDwMA4IUqV65c4HINPFgpzSZNmuQIfORFAx86lox1zlfQtjUgdD6/a9dff71J62YFfPS8cuvWrTJ16lR55plnzLyvvvrKpDIdP368tG7d2gRgdJmmOh06dKgkJiaa8XG0x9CKFStk3759MmHChHz3++mnn5r3YPLkyeZc9+DBg6b8lClTZPbs2Y5yegxWEEjPj0ePHm166+hxa7AoLCzvIQusAE6rVq3MIz96nHrML7/8sqxatcrxfug5dXh4uHgCAR8AAOC1NNgzc81Ol8vP6J/d8wwAAoXeQdmxY8dcwRYrxYXmEX/ooYdk9+7dptGsd4K+8847cvfdd5vGc+3atR3rPP744/Lll1+anOt16tSR5cuXm8F13377bWnZsqWjnDacdV6vXr2kefPmpoH96KOPmgHnb7rpJg/+9fB5pIEDAMDvdOvWzZx3atBGAyWff/65XHHFFeY81KK9Y/r27Su33367ea09dfTGJA3SDB482NyApAEtDWJpz6RLLrlEjh496ggYnU3Tx73wwguOc2LtvdO9e3cTdHE2YMAAufrqq8203rCkPY9+//13ufTSS802zvcmjFOnTplzaN3HzJkzzTE/++yzEhcXZ4JNnkDABwACQEbaafm/r1aa6YbX9JLQsPNLF5GZmSGlTh8108nhlbQLkVuOEwAAuE7vXNSGsQZ8evbsmWcZ7eXz448/mp471113naMRrikr9K5GTWuhNm/ebNJqjB071jTQ1S233CI333yzaTx/+OGHjrsWNWCkKTT0jkyl6TX69etn7qjUOxjzuzMSKKrk9Ax5Zdv/iaQukGHPvGDS0viLjIwM+b//+z8zrb3uSmrwaQCA94mNjS1weUhIiGNaz+FGjBiRb1nn305NIXqubZ+PFi1aSIUKFWTDhg1y6623OtK5Ofvll19MqjYd68aiNw9p7yM9x9UeP3pjkpWGTumNRvnRXkJ6I9Srr74qf/75p0kTp6+rVKmSo5zzzU5lypQxzxpYUnqsZ6dos8ybNy/HDVD50d9xDXJpcEfrp0mTJua3XutG60jfl+LGmQQABID01NOy7d9zzfSlbW8474BPRnq6VDz1q5k+EFZBsoK4sIPAU9h0c9FlI6Ra9PmPoQUAFm3Eqrp16+b7pnz88ccmZYcV7LHysmvAZ+XKlSZgpA1pHWDWZrPlyLWuFwb0rksNDGmgR1O36d2W2hjXAI9FG7P6WtNyaLqOq666ikqCWyWlpcuYL7eJfLlN7h89zq8CPqmpqeazaH2WCfgAAIoylo6ezzkHRwqiacbOZ5weV7bftWtXk9ZNb0zavn27OZ90pued2pO8R48eudbXII0ZSuCs1HK6Tn50TB29Genmm282gRntzf7111/n6uGT1zas/WiwKL/f4bMDR/nRcpq6zTkYp72TlAayCPgAALyS/vCmhWTfCWGX7AECgUBT2HRzI7o3IeADwK30zkfnRqQVvHG2a9euPO9GbNSokSxbtswEjXRA259//tnc8Xj2hXQtp3S5Bnz0We+GdL478uxyBHwA1+nA1BdeeKFjGgAAf6A9yvv3728CMdr7RtOlOdPzV72hSMfSsaxbt87cXKS9Yxo0aGBuiLDSwlnnmfmZP3++Gdty/Jke6Grx4sWFGo/ooosuOu+UbnrerefY2mvICi7p+bYGgDTNnCfQwwcAUGhh4RFypEIL3jkAAEqQjsujdxBqfnDtyaM5w7U3z8CBAyUmJsYEgE6ePOm4mOzMGqj38OHDJuCj+cWbNm2ab7lDhw6ZZy2X1x2OZ5cDik3sYZH4w66XLx8tUsUzF1iKQi8s6ThbAAD4Ex2zRwM12mtm3LhxuZYPGjTI/P7Vq1fPpATW4M+TTz4p11xzjUkPrL3RX3vtNRk1apQZZ1LPQa1UxHnR893vv/9efv31V5OyTs+N165dK9HR0eJJGnTS9MejR4+WIUOGmOOeNm2aSb/sid49ioAPAAAAAPhoDx9NB6UNSR1nJyUlRT744AMzuG1CQoJpcKq87lTUhrBKTk42zxocKqicbtsql1e6kLPLnS/N6649iktC9erVzXNqWprL64SJXfOBSFoxruOJfXjrOqlncusre2KcpK5c4PJ+bP+aIVkZGS7/37TqPz4+3gREEVj0O9XqHYnAQ/0HtpKqf/0d1N7T7jqHKkma9lfHq7H+ls6dO8vy5culffv2Of4+7f3SqlUree6552ThwoUmkKPBkJtuukmGDh1qymqPmDfeeEMmTZpkxovUFHQ6zqS+1nF+tExmZqZ56PQTTzwhzzzzjPTp08ec0zZu3Nj09tF96Jg+emzW+20di27HmmctL0w96N+q6zmvo+fJ2tvoxRdfNGMC6bF0795dhg8fnu+29W/QG7fy+r9XmB5KFgI+AAAAAOCDtEGrDUTtzWPRvOV9+/aVuXPnmuXn4mpQxblcQeuUVJAGyE+QzSYhx49IqRPHXX6TgmtdIpmlSxc4VkBe9AIWQSIAQKD65JNPcrweM2aMeTj74YcfHNM33nijeeSnZs2aMmfOnBzznM9vNbBiqVGjhsybNy/XNm677bY89600xZo1zwr4FMazzz6b53wdk+/s4/YkAj4AgEJLT0+TqJO7zfSJ0nXFHszPCQAAntavX79c83QMEG0Ijx07VjZt2pTj7kVn1jy9o1Tp2D3uLHe+NG+782C3nqRp8FR4WFgh1grSaFcxr+OJfXjnOuHpmf9bqyj7SYyXkMWvuFRae3aFTXxVQuOOStmEuEKnjjt7jIJz7i81VT799FPHeAeaphElx7q72hqXDIGF+g9sJVX/2vtEne/YMTg/KWd635REPeg5r6a/q1OnTq5lenPX2YGqc+EKHQLawbgkM+i2q6LLRjDgNqB3PmRmSpnUI+a9SChdWxNyAD6rWlTu1EQA4MusXOV6p+IFF1wgx44dy1UmNjbWPFvj8eggta6W27p16znLAT5Pgz2LZrpe/ompRdpNxuH9jgs5XS6+SMIjwn16TCIAAFCyCPggoGmwZ+aanS6XH9G9SZECPoUNLNW7qFyh9wEUJDQsXBp1usMx7Y67D/6JyM5vbg8qmbtvAXexhQbzPQ3A5xw6dEgGDhxoBrkdMWJEnneKamoLvUs1r3zgOi80NNT0pFFabtWqVaanjjUej1VONWnSxFFu/fr1sn//frP9/MoB7hRpC5XHWjcSaX2tRIb/7/+nVwm1iRw9mB0octXF9cR26h9pm/mPeWlb9oaeXRe8TswIAj4AACBfBHwALwwszeh/ZbEeDwKPLTxS2tw62G3bC7WFSUKZum7bHlDS+J4G4GuqVq0qiYmJ8sEHH5gBbDUNhNJ5b731lslJfsUVV5gUURMnTjRBmi5dupgy2pNHc6xfd911jvRRWk4H1V26dKnZnkpOTjbzmjZtanKoq65du5qBdRctWiTjxo1zpJp49913Te+eli1bltA7An9WJswm07u0ERn7vMjBfeI3vYLGzpAwW6h0zUxwfR169wAAgAIQ8AEAAAAAH6PjmGggZ+jQodK7d2/p27evpKWlyfvvvy9xcXFm0FrtwaMD1S5ZskRGjhwp999/vxlfRIM1uv7w4cMd2+vQoYN5TJs2zQw6X7t2bVm2bJkcOXJEJk+enGMQWh0jSLeRlJQkzZs3l7Vr18qOHTtkxowZhR7kHoAHehKRBg4AgIBBwAcAAAAAfJD20JkzZ47MnTtXXnrpJRPgufzyy810s2bNTBkNwCxcuFCmTp0qixcvNr1xdNnMmTNzDQyr8zRos3r1ajNwbf369WX+/Pm5eu1MmDBBKlasKCtWrJA1a9aY4JD2+tHePwD8Z3whAADgewj4AEAASDmZIEvH3Wam73x+hUSWLX9e20s9nSIXxW8x00fKt5CsYO7mBQCgJHTq1Mk8ChIdHS1Tpkw557ZKly4t48ePN4+CaGBp2LBh5gF4wrGkFKk6a6nIlLfl8DfrpZIfve3Jqaky13aRmX4w/YiUkiyvGV/IlKcnEQAAPoWADwAECHuWexuPoVmp1pbdul0A5+9gXJIZl8hV0WUjpFp0ad56AIDXyrTbdcAo8Tf6ZyUGhRb/WXURxhfyWE+iwgSjatQRKVWmaPsBACAAEPABABT+x8MWJrEXNDbTWWcaqAC8hwZ7Zq7Z6XL5Ed2bEPABAKAEhNtCpW96bPZ0cfTu8aTz6UnkamBJA1GF3UchgkQ1a9Z0fbsAAHghrtIBAAotJCRETodF884BAAAA5yE0JETq2V3vlev1itKTyBP7cDFIVMrKihBVSaRKtcIfGwAAJYyADwAAAAAAAPyXi0GijLQ08xwy7mUPHBQA+BcdV/LgwYMyceJEueuuu3Itf+CBB+Sbb76RqVOnSs+ePUvkGPOyePFieeedd+TIkSNSrVo16d+/v9xxxx2O5Xq88+fPz9UjdN26deKNCPgAAIo0HlBIZoqZzgyOEAkK4l0EzqFaFGPkAACAnLKy7JIoIWa6nGRKMG+Q76anY3whABCbzSafffZZroBPQkKCbNmyxeveoSVLlsj06dNl3Lhx0rRpU/nxxx/l6aefNn/HLbfcYsrs2bNH+vXrJ4MGDcqR+cZbEfABABRaWlqqVDvxXzN9IKqdZAWF8S4C52ALDZaDcUlmfB1X1bnwAikTYeO9BQDAT6WkpcmssOzUYSPTDkhpXx/Hx58UY+o4h/LRpI4D4Ffatm0rmzZtkvj4eImKinLM194wzZo1k23btok3Wbp0qQlOde/e3byuV6+e7NixQz788ENHwOe3336TG264QSpVqiS+gIAPAACAh2iwZ+aanS6Xn9H/ykIHiepdVE48pbDHFl02QqpF09MJAAD4qcIGiZ6YWpxHA8DHJSUlmefIyEgJDs7uA5qZmSmnT5+WoKAgKVWqlKNsWlqapKenS2hoqISHhzvmp6SkSFZWloSFhZleK8put0tycnKubWdkZEhqaqqULl30Ntvll19uesSsX79eevfu7Zj/ySefyI033pgj4KNlZs2aJXv37jWp1DSNmqZTs47nu+++k1deeUV27dpl/ra6devK448/LldffbUjhdzdd98t//3vf2Xz5s1SpkwZ6du3rwwdOtQsHzNmjKxcuTLP49Qyw4YNk/Hjx0vVqlVzLNP9//PPP2b65MmTJtWb7ttXEPABgAAQUaacxLz0qZkOsZ1/b5yw8AjZH93eTNtJPAF4XZDIW49tRPcmBHwAAIVWsVSEJD8RYy6OR8Qd8at3sFR4mPwrbb+ZDhV7SR8OPI3UcQAK8OKLL5pnTSVWuXJlM/3333/LokWLTFBm5MiRjrIbN2404+M0btxYbrvtthwpyw4cOCA9evSQK664whHYsbY9fPhwqVChgpn+888/5b333jNj8BSVBqKuv/56k9bNCvhob5+tW7easXCeeeYZM++rr74yx68Bl9atW5teNLpMA1QajDl8+LAMHDjQBIAmTZpkgl8vv/yyjB492qyrASw1c+ZM+de//mVSsn366afm79JeRi1btjTzNECUFytYpvtWul916NAhWbNmjQkkKQ1eKe3xY21LA06PPfaYlC1bVrwRAR8ACAD6gxsaFu7W7dmDvDdfKQAAAPyHnntG2kL1NmS/GztS/zYbgZ7ARuo4AH6mW7duct9990liYqKUK1dOPv/8cxNsqlixoqPM66+/bnrj3H777eZ1zZo1TVBnwoQJMnjwYNOjZ8SIEXL//feb30ql27z33nslLi7O0Svn2muvlT59+phpDRDNnTtXfvjhBxPw0YBMYYIyGph6+OGHzXE++OCDZt7vv/9unsuXLy+zZ882wbMpU6aY+Rp4s47NmxDwAQAAAAAAAHwFqeOAgGD14NG0axYNjOj8swMN7du3lzZt2piUbs50fBorpZtFy+S17Tp16uToNVRULVq0ML2GNmzYILfeeqsjnZuzX375RXbu3GnG0LHocWq6uoMHD5q/U8fQefvtt2X37t3y119/mXWstHaWiy++OMd2y5Yta4JF6sknn5TVq1fneYwPPfSQCe5YNJAzZMgQk9Ju8eLFjkCR9lK67rrrHOMR1a9f3wSEdL6mmtMeVd6GgA/8hjePcQCUtPTUFNm5/n0z3aRLH7GF/+8HvSgyMzKk9OnDZjo5vDK9fQAAAFBsktLSZdqWnSL2SfLEHT3Fn0aDS8/IlJ3B2X9Rk6xkevugeJA6DvBJeY2lExISkud8Deg4B3UszgEdiwaL8tqGBoLODhgVhW6/a9euJq1bx44dZfv27TJjxowcZXQ8oQceeMCkmjtblSpVTCq1fv36SbNmzaRdu3YmYKSp6JyDNCqvv9luz06Rqj2EBgwYkOcxas8jiwZu9Fh0ngagnMf00b/FCvZY6tWrZ551bB8CPkCAjnEAlLSMtFT54ZO3zXSDq28574BPRka6RJ/KzmOaEhZNwAcAAADFJjk9Q57e+IPIxh9kSI+ufhXwScvIkNWh0Wa6floKAR/4duq4GnVESpUp0uEB8L+0bjr+zkcffWTGyTk7aHLJJZfIvn37pFatWo5569atM+Pn6Fg/77//vgm8vPnmm47lVm8gK6BzLtHR0eZRkD/++MOkjatevbq8+uqrOYI9StO3fffdd2YMH8vPP/9snuvWrSveiB4+QCFUi/KnpgVQdHqHQ2roBWbaLt6XrxRA4fD7BgBAyQgODpLqWanZ04zlA2/D+EIAikjH7NEeMxpEGTduXK7lgwYNMmnVtLfM9ddfb4I/moLtmmuuMb12LrzwQpPa7dtvvzVp27Zt2+boJZSWlua2ehk9erTZ3/PPP296EB07dszRk0qDVJrOTdPKaRBKxwrav3+/PP3006ZnUu3atcUbEfABCsEWGkzqOEC7zIZHyNHyl/NeAH7C23/fCnts0WUjpFo0N2kAALxfZFiYDMg4WtKHAbgP4wsBMDc0BJu0btpTR4MmZ7v66qtNEGXu3Lkya9YsE1zRMXseffRRszwmJsb0vtHXOmaP9qbRQMvYsWPN2D/u6F2zd+9esy3Vs2fPHMt0DCHtcaSBqzlz5sgrr7wiS5YsManwbrrpJnnssce8tp4J+ACFROo4AIA/8ubft8Ie24juTQj4AAAA+ALGFwL8xhdffJHj9YQJE8zD2e7dux3T2ksmrzF8VHh4uEyePDnPVHH57S+/efnRHjrW8aSkpOQ75pH2OtKHryDgAwAAAAAAACCgxxfSO/oBwNcR8AEAFFp6WppEn/zFTMeXvlTswfycACj8WEE0qgEAgS41PV0+DskeUPqmzHgJZxwfoMSCRKWysrIngoOzn8tHi1SpRo0A8ClcoQMAFFpWVqaUTo010ydK16VZCqBIYwVlnWlUB8elecVYQQAAeFpGZpb8HJJ9Q0S3zBMEfIASDBJlnBkIPiQsLHvGE1OpDwA+h4A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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(14, 4))\n", "\n", "for ax, col, title, color in zip(\n", " axes,\n", " [\"findings_len\", \"impression_len\"],\n", " [\"Findings — độ dài (số từ)\", \"Impression — độ dài (số từ)\"],\n", " [\"steelblue\", \"tomato\"]\n", "):\n", " data = report_df[col].dropna()\n", " p99 = data.quantile(0.99)\n", " ax.hist(data[data <= p99], bins=50, color=color, edgecolor=\"white\", alpha=0.85)\n", " ax.axvline(data.median(), color=\"black\", ls=\"--\", lw=1.3, label=f\"Median={data.median():.0f}\")\n", " ax.axvline(data.mean(), color=\"gray\", ls=\":\", lw=1.3, label=f\"Mean={data.mean():.0f}\")\n", " ax.set_title(title)\n", " ax.set_xlabel(\"Số từ\")\n", " ax.set_ylabel(\"Số report\")\n", " ax.legend(fontsize=9)\n", " ax.text(0.97, 0.95, f\"n={len(data):,}\\n(≤p99={p99:.0f}w)\",\n", " transform=ax.transAxes, ha=\"right\", va=\"top\", fontsize=8, color=\"gray\")\n", "\n", "plt.suptitle(\"Phân bố độ dài report — Full Dataset\", fontsize=13)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 132, "id": "4346772c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\admin\\AppData\\Local\\Temp\\ipykernel_15340\\2788346794.py:8: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.boxplot(data=combined, x=\"section\", y=\"word_count\",\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Box plot Findings vs Impression\n", "combined = pd.DataFrame({\n", " \"word_count\": pd.concat([report_df[\"findings_len\"], report_df[\"impression_len\"]], ignore_index=True),\n", " \"section\": [\"Findings\"] * len(report_df) + [\"Impression\"] * len(report_df)\n", "}).dropna()\n", "\n", "fig, ax = plt.subplots(figsize=(7, 4))\n", "sns.boxplot(data=combined, x=\"section\", y=\"word_count\",\n", " palette=[\"steelblue\", \"tomato\"], showfliers=False, ax=ax)\n", "ax.set_title(\"Findings vs Impression — độ dài (no outliers)\")\n", "ax.set_ylabel(\"Số từ\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 133, "id": "f82f2a75", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Median report length theo subset\n", "rep_by_subset = report_df.groupby(\"subset\")[[\"findings_len\",\"impression_len\"]].median().reindex(ALL_SUBSETS)\n", "\n", "rep_by_subset.plot(kind=\"bar\", figsize=(12, 4),\n", " color=[\"steelblue\", \"tomato\"], width=0.7)\n", "plt.title(\"Median độ dài Findings & Impression theo subset\")\n", "plt.xlabel(\"Subset\")\n", "plt.ylabel(\"Median số từ\")\n", "plt.xticks(rotation=0)\n", "plt.legend([\"Findings\", \"Impression\"])\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4e5bba92", "metadata": {}, "source": [ "## 7. VQA — phân tích câu hỏi & đáp" ] }, { "cell_type": "code", "execution_count": 134, "id": "ff18e49f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "VQA total: 377,391\n", "\n", "Per split:\n", "split\n", "train 290031\n", "valid 73567\n", "test 13793\n" ] } ], "source": [ "vqa_dfs = []\n", "for fpath, sname in [(VQA_TRAIN, \"train\"), (VQA_VALID, \"valid\"), (VQA_TEST, \"test\")]:\n", " if fpath.exists():\n", " with open(fpath, encoding=\"utf-8\") as f:\n", " data = json.load(f)\n", " tmp = pd.DataFrame(data)\n", " tmp[\"split\"] = sname\n", " vqa_dfs.append(tmp)\n", " else:\n", " print(f\"[WARNING] Not found: {fpath}\")\n", "\n", "vqa_all = pd.concat(vqa_dfs, ignore_index=True)\n", "vqa_all[\"subset\"] = \"p\" + vqa_all[\"subject_id\"].astype(str).str[:2]\n", "\n", "print(f\"VQA total: {len(vqa_all):,}\")\n", "print(f\"\\nPer split:\")\n", "print(vqa_all[\"split\"].value_counts().to_string())" ] }, { "cell_type": "code", "execution_count": 135, "id": "530005db", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "VQA samples per subset × split:\n", "split train valid test TOTAL\n", "subset \n", "p10 27912 7930 1355 37197\n", "p11 29844 6325 1412 37581\n", "p12 28743 7861 1630 38234\n", "p13 29872 6788 1020 37680\n", "p14 28871 7105 1257 37233\n", "p15 29718 7198 1468 38384\n", "p16 28162 9025 1543 38730\n", "p17 28882 7361 1350 37593\n", "p18 28846 6944 1538 37328\n", "p19 29181 7030 1220 37431\n" ] } ], "source": [ "# VQA per subset × split\n", "vqa_subset_split = (\n", " vqa_all.groupby([\"subset\", \"split\"]).size()\n", " .unstack(fill_value=0)\n", " .reindex(columns=[\"train\",\"valid\",\"test\"], fill_value=0)\n", " .reindex(ALL_SUBSETS, fill_value=0)\n", ")\n", "vqa_subset_split[\"TOTAL\"] = vqa_subset_split.sum(axis=1)\n", "print(\"VQA samples per subset × split:\")\n", "print(vqa_subset_split.to_string())" ] }, { "cell_type": "code", "execution_count": 136, "id": "3d055d41", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vqa_subset_split[[\"train\",\"valid\",\"test\"]].plot(\n", " kind=\"bar\", figsize=(13, 4),\n", " color=[palette[\"train\"], palette[\"validate\"], palette[\"test\"]],\n", " width=0.75\n", ")\n", "plt.title(\"VQA samples theo subset × split\")\n", "plt.xlabel(\"Subset\")\n", "plt.ylabel(\"Count\")\n", "plt.xticks(rotation=0)\n", "plt.legend(title=\"Split\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "63f3247e", "metadata": {}, "source": [ "### VQA × View Position — mẫu hỏi đáp thuộc ảnh view nào" ] }, { "cell_type": "code", "execution_count": 137, "id": "d5e6a532", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== VQA samples theo View Position (Full Dataset) ===\n", "ViewPosition\n", "AP 217347\n", "PA 160044\n", "\n", "Không map được ViewPosition: 0 (0.0%)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# image_id trong VQA = dicom_id trong metadata\n", "vqa_view = vqa_all.merge(\n", " meta_df[[\"dicom_id\", \"ViewPosition\"]],\n", " left_on=\"image_id\", right_on=\"dicom_id\",\n", " how=\"left\"\n", ")\n", "\n", "missing_view_vqa = vqa_view[\"ViewPosition\"].isna().sum()\n", "vqa_view[\"ViewPosition\"] = vqa_view[\"ViewPosition\"].fillna(\"Unknown\")\n", "\n", "view_vqa_counts = vqa_view[\"ViewPosition\"].value_counts()\n", "print(\"=== VQA samples theo View Position (Full Dataset) ===\")\n", "print(view_vqa_counts.to_string())\n", "print(f\"\\nKhông map được ViewPosition: {missing_view_vqa:,} ({missing_view_vqa/len(vqa_view)*100:.1f}%)\")\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", "\n", "# 1. Bar\n", "bars = axes[0].bar(view_vqa_counts.index, view_vqa_counts.values,\n", " color=sns.color_palette(\"Set2\", len(view_vqa_counts)))\n", "axes[0].bar_label(bars, fmt=\"%d\")\n", "axes[0].set_title(\"Số mẫu VQA theo View Position\")\n", "axes[0].set_ylabel(\"Số mẫu\")\n", "\n", "# 2. Pie\n", "axes[1].pie(view_vqa_counts.values, labels=view_vqa_counts.index,\n", " autopct=\"%1.1f%%\", colors=sns.color_palette(\"Set2\", len(view_vqa_counts)))\n", "axes[1].set_title(\"Tỉ lệ VQA theo View Position\")\n", "\n", "# 3. Semantic type × View (stacked bar)\n", "sem_view = vqa_view.groupby([\"ViewPosition\", \"semantic_type\"]).size().unstack(fill_value=0)\n", "sem_view.plot(kind=\"bar\", ax=axes[2], color=sns.color_palette(\"Set1\", sem_view.shape[1]),\n", " width=0.7, stacked=True)\n", "axes[2].set_title(\"Semantic Type × View Position\")\n", "axes[2].set_xlabel(\"View Position\")\n", "axes[2].set_ylabel(\"Số mẫu\")\n", "axes[2].tick_params(axis=\"x\", rotation=30)\n", "axes[2].legend(title=\"Semantic Type\", fontsize=8)\n", "\n", "plt.suptitle(\"VQA × View Position — Full Dataset\", fontsize=13)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Content type × View (heatmap)\n", "content_view = (vqa_view.groupby([\"ViewPosition\", \"content_type\"]).size()\n", " .unstack(fill_value=0))\n", "print(\"\\nContent type theo View Position:\")\n", "print(content_view.to_string())\n", "\n", "fig, ax = plt.subplots(figsize=(11, 4))\n", "sns.heatmap(content_view, annot=True, fmt=\"d\", cmap=\"YlGnBu\",\n", " linewidths=0.4, ax=ax)\n", "ax.set_title(\"VQA — Content Type × View Position\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 138, "id": "17974a58", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Semantic type & Content type\n", "sem_counts = vqa_all[\"semantic_type\"].value_counts()\n", "con_counts = vqa_all[\"content_type\"].value_counts()\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(13, 4))\n", "for ax, counts, title in zip(\n", " axes,\n", " [sem_counts, con_counts],\n", " [\"VQA — Semantic Type\", \"VQA — Content Type\"]\n", "):\n", " bars = ax.bar(counts.index, counts.values,\n", " color=sns.color_palette(\"Set2\", len(counts)))\n", " ax.bar_label(bars, fmt=\"%d\")\n", " ax.set_title(title)\n", " ax.set_ylabel(\"Count\")\n", " ax.tick_params(axis=\"x\", rotation=30)\n", "\n", "plt.suptitle(\"VQA Question Analysis — Full Dataset\", fontsize=13)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 139, "id": "15ba6215", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Cross-tab semantic × content\n", "cross = pd.crosstab(vqa_all[\"semantic_type\"], vqa_all[\"content_type\"])\n", "fig, ax = plt.subplots(figsize=(10, 3))\n", "sns.heatmap(cross, annot=True, fmt=\"d\", cmap=\"YlOrRd\", ax=ax)\n", "ax.set_title(\"VQA — Semantic Type × Content Type\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 140, "id": "79541055", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Answer type\n", "def classify_answer(ans_list):\n", " if not isinstance(ans_list, list) or len(ans_list) == 0:\n", " return \"no answer\"\n", " a = ans_list[0].strip().lower()\n", " return a if a in [\"yes\", \"no\"] else \"open\"\n", "\n", "vqa_all[\"ans_type\"] = vqa_all[\"answer\"].apply(classify_answer)\n", "ans_counts = vqa_all[\"ans_type\"].value_counts()\n", "\n", "fig, ax = plt.subplots(figsize=(6, 3))\n", "bars = ax.bar(ans_counts.index, ans_counts.values,\n", " color=sns.color_palette(\"Pastel1\", len(ans_counts)))\n", "ax.bar_label(bars, fmt=\"%d\")\n", "ax.set_title(\"VQA — Answer Type (Full Dataset)\")\n", "ax.set_ylabel(\"Count\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c7e2ca79", "metadata": {}, "source": [ "## 8. Data Quality & Missing Data" ] }, { "cell_type": "code", "execution_count": 141, "id": "80128203", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ảnh thiếu ViewPosition: 15,769 / 377,110 (4.18%)\n", "\n", "Missing ViewPosition per subset:\n", "subset\n", "p10 1650\n", "p11 1581\n", "p12 1550\n", "p13 1449\n", "p14 1579\n", "p15 1634\n", "p16 1546\n", "p17 1722\n", "p18 1511\n", "p19 1547\n" ] } ], "source": [ "# Missing ViewPosition\n", "missing_view = df[\"ViewPosition\"].isna().sum()\n", "print(f\"Ảnh thiếu ViewPosition: {missing_view:,} / {len(df):,} ({missing_view/len(df)*100:.2f}%)\")\n", "\n", "# Missing view per subset\n", "mv_subset = df[df[\"ViewPosition\"].isna()].groupby(\"subset\").size().reindex(ALL_SUBSETS, fill_value=0)\n", "print(\"\\nMissing ViewPosition per subset:\")\n", "print(mv_subset.to_string())" ] }, { "cell_type": "code", "execution_count": 142, "id": "1cf06766", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reports thiếu Findings : 78,775/227,835 (34.6%)\n", "Reports thiếu Impression : 40,970/227,835 (18.0%)\n", "Reports thiếu CẢ HAI : 12,577/227,835\n" ] } ], "source": [ "# Missing findings/impression (từ sample)\n", "no_findings = report_df[\"findings\"].isna().sum()\n", "no_impression = report_df[\"impression\"].isna().sum()\n", "n = len(report_df)\n", "print(f\"Reports thiếu Findings : {no_findings:,}/{n:,} ({no_findings/n*100:.1f}%)\")\n", "print(f\"Reports thiếu Impression : {no_impression:,}/{n:,} ({no_impression/n*100:.1f}%)\")\n", "print(f\"Reports thiếu CẢ HAI : {(report_df['findings'].isna() & report_df['impression'].isna()).sum():,}/{n:,}\")" ] }, { "cell_type": "code", "execution_count": 143, "id": "8597f96d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bệnh nhân : 65,379\n", "Studies : 227,835\n", "Ảnh : 377,110\n", "Trung bình study/patient : 3.48\n", "Trung bình ảnh/patient : 5.77\n" ] } ], "source": [ "# Bệnh nhân / study / ảnh tổng quan\n", "n_subjects = df[\"subject_id\"].nunique()\n", "n_studies = df[\"study_id\"].nunique()\n", "n_images = df[\"dicom_id\"].nunique()\n", "\n", "print(f\"Bệnh nhân : {n_subjects:,}\")\n", "print(f\"Studies : {n_studies:,}\")\n", "print(f\"Ảnh : {n_images:,}\")\n", "print(f\"Trung bình study/patient : {n_studies/n_subjects:.2f}\")\n", "print(f\"Trung bình ảnh/patient : {n_images/n_subjects:.2f}\")" ] }, { "cell_type": "code", "execution_count": 144, "id": "14d70308", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Studies per patient:\n", "count 65379.0\n", "mean 3.5\n", "std 5.6\n", "min 1.0\n", "25% 1.0\n", "50% 1.0\n", "75% 3.0\n", "max 158.0\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Study per patient distribution\n", "spp = df.groupby(\"subject_id\")[\"study_id\"].nunique()\n", "print(\"Studies per patient:\")\n", "print(spp.describe().round(1).to_string())\n", "\n", "fig, ax = plt.subplots(figsize=(10, 4))\n", "spp_vc = spp.value_counts().sort_index()\n", "# clip tails\n", "spp_vc_clip = spp_vc[spp_vc.index <= spp.quantile(0.99)]\n", "ax.bar(spp_vc_clip.index.astype(str), spp_vc_clip.values, color=\"mediumpurple\")\n", "ax.set_xlabel(\"Số study mỗi bệnh nhân\")\n", "ax.set_ylabel(\"Số bệnh nhân\")\n", "ax.set_title(\"Phân bố số lần khám mỗi bệnh nhân (≤p99)\")\n", "ax.xaxis.set_major_locator(mticker.MaxNLocator(integer=True, nbins=20))\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 145, "id": "53f5258a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Patients Studies Images\n", "subset \n", "p10 6396 22197 36681\n", "p11 6571 23358 38535\n", "p12 6526 22428 37197\n", "p13 6548 22945 37857\n", "p14 6506 22589 37468\n", "p15 6592 23713 38980\n", "p16 6476 22151 37098\n", "p17 6642 22695 37688\n", "p18 6543 22929 37958\n", "p19 6579 22830 37648\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Số bệnh nhân và study per subset\n", "patient_subset = df.groupby(\"subset\")[\"subject_id\"].nunique().reindex(ALL_SUBSETS)\n", "study_subset = df.groupby(\"subset\")[\"study_id\"].nunique().reindex(ALL_SUBSETS)\n", "image_subset = df.groupby(\"subset\")[\"dicom_id\"].nunique().reindex(ALL_SUBSETS)\n", "\n", "subset_overview = pd.DataFrame({\n", " \"Patients\": patient_subset,\n", " \"Studies\": study_subset,\n", " \"Images\": image_subset\n", "})\n", "print(subset_overview.to_string())\n", "\n", "subset_overview.plot(kind=\"bar\", figsize=(13, 4),\n", " color=[\"#5e81ac\", \"#88c0d0\", \"#a3be8c\"], width=0.75)\n", "plt.title(\"Patients / Studies / Images theo subset\")\n", "plt.xlabel(\"Subset\")\n", "plt.ylabel(\"Count\")\n", "plt.xticks(rotation=0)\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c1a98b70", "metadata": {}, "source": [ "## 9. Summary" ] }, { "cell_type": "code", "execution_count": 146, "id": "56e7fa53", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "============================================================\n", " SUMMARY — MIMIC-CXR Full Dataset\n", "============================================================\n", " Bệnh nhân : 65,379\n", " Studies (reports) : 227,835\n", " Ảnh (dicom/jpg) : 377,110\n", "\n", " [ train] ảnh=368,960 studies=222,758\n", " [validate] ảnh= 2,991 studies= 1,808\n", " [ test] ảnh= 5,159 studies= 3,269\n", "\n", " Frontal (PA+AP) : 243,334 ảnh\n", " Lateral (LL) : 35,133 ảnh\n", " VQA total samples : 377,391\n", "============================================================\n" ] } ], "source": [ "print(\"=\"*60)\n", "print(\" SUMMARY — MIMIC-CXR Full Dataset\")\n", "print(\"=\"*60)\n", "print(f\" Bệnh nhân : {n_subjects:,}\")\n", "print(f\" Studies (reports) : {n_studies:,}\")\n", "print(f\" Ảnh (dicom/jpg) : {n_images:,}\")\n", "print()\n", "for sp in [\"train\", \"validate\", \"test\"]:\n", " ni = img_per_split.get(sp, 0)\n", " ns = study_per_split.get(sp, 0)\n", " print(f\" [{sp:>8}] ảnh={ni:>6,} studies={ns:>6,}\")\n", "print()\n", "print(f\" Frontal (PA+AP) : {view_counts.get('PA',0)+view_counts.get('AP',0):,} ảnh\")\n", "print(f\" Lateral (LL) : {view_counts.get('LL',view_counts.get('LATERAL',0)):,} ảnh\")\n", "print(f\" VQA total samples : {len(vqa_all):,}\")\n", "print(\"=\"*60)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "name": "python", "version": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 5 }