draw_analayze_figure.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv, os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取全部48万条所有数据\n",
    "All_data = []\n",
    "for i in range(10):\n",
    "    All_data.append(pd.read_csv(f'../../preprocess_data/All_data_part{i}.csv', index_col=0, low_memory=False))\n",
    "    # print(len(All_data[i].columns))\n",
    "    \n",
    "All_Ori = pd.concat(All_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['required_header/download_date', 'required_header/link_text',\n",
      "       'required_header/url', 'id_info/org_study_id', 'id_info/secondary_id',\n",
      "       'id_info/nct_id', 'brief_title', 'sponsors/lead_sponsor/agency',\n",
      "       'sponsors/lead_sponsor/agency_class', 'source',\n",
      "       ...\n",
      "       'expanded_access_info/expanded_access_type_intermediate',\n",
      "       'expanded_access_info/expanded_access_type_treatment',\n",
      "       'oversight_info/is_unapproved_device',\n",
      "       'clinical_results/outcome_list/outcome/analysis_list/analysis/ci_upper_limit_na_comment',\n",
      "       'expanded_access_info/expanded_access_type_individual',\n",
      "       'clinical_results/baseline/measure_list/measure/analyzed_list/analyzed/units',\n",
      "       'clinical_results/baseline/measure_list/measure/analyzed_list/analyzed/scope',\n",
      "       'clinical_results/baseline/measure_list/measure/analyzed_list/analyzed/count_list/count{group_id}',\n",
      "       'clinical_results/baseline/measure_list/measure/analyzed_list/analyzed/count_list/count{value}',\n",
      "       'oversight_info/is_ppsd'],\n",
      "      dtype='object', length=291)\n"
     ]
    }
   ],
   "source": [
    "print(All_Ori.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3752339/2815086285.py:3: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
      "  year = pd.to_datetime(All_Ori['start_date'], errors='coerce').dt.year\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 6))\n",
    "\n",
    "year = pd.to_datetime(All_Ori['start_date'], errors='coerce').dt.year\n",
    "year = year[(year >= 2000) & (year <= 2024)]\n",
    "plt.hist(year.dropna(), bins=24, edgecolor='black') # 画直方图， 大于2024年的扔掉\n",
    "plt.xlabel('Year', fontsize=15)\n",
    "plt.ylabel('Number of selected trials', fontsize=15)\n",
    "plt.title('Time distribution of trials start dates', fontsize=15)\n",
    "plt.savefig(f'feature_fig/All_Time_distribution.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 画time distribution\n",
    "\n",
    "cat target completed_year \n",
    "sub plot: num-year , cls_num-year, "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "task_name = 'trial-failure-reason-prediction'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_x = pd.read_csv(f'{task_name}/train_x.csv', index_col=0)\n",
    "train_y = pd.read_csv(f'{task_name}/train_y.csv', index_col=0)\n",
    "test_x = pd.read_csv(f'{task_name}/test_x.csv', index_col=0)\n",
    "test_y = pd.read_csv(f'{task_name}/test_y.csv', index_col=0)\n",
    "# data = pd.concat([train_x, test_x], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "yeary = pd.concat([train_y, test_y], axis=0)\n",
    "data = pd.concat([All_Ori.loc[yeary.index, ['completion_date']], yeary], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['completion_date'] = pd.to_datetime(data['completion_date'], errors='coerce')\n",
    "data['Year'] = data['completion_date'].dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "yeary = pd.concat([train_y, test_y], axis=0)\n",
    "data = pd.concat([All_Ori.loc[yeary.index, ['start_date']], yeary], axis=1)\n",
    "data['start_date'] = pd.to_datetime(data['start_date'], errors='coerce')\n",
    "data['Year'] = data['start_date'].dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.loc[(data['Year'] >= 2000) & (data['Year'] <= 2024)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图A：时间分布直方图\n",
    "plt.figure(figsize=(18, 6))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.hist(data['Year'].dropna(),range=(2000, 2024), bins=24, edgecolor='black') # 画直方图， 大于2024年的扔掉\n",
    "plt.xlabel('Year', fontsize=15)\n",
    "plt.ylabel('Number of selected trials', fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.title('Time distribution of trials start dates', fontsize=15)\n",
    "\n",
    "# 图B：成功率折线图\n",
    "# 假设成功率可以根据failure_reason来计算\n",
    "# 计算不同失败原因的成功率\n",
    "failure_reasons = data['failure_reason'].unique()\n",
    "reason_rates = {}\n",
    "for reason in failure_reasons:\n",
    "    reason_rates[reason] = data.groupby('Year')['failure_reason'].apply(lambda x: (x == reason).sum() / len(x) * 100)\n",
    "    \n",
    "plt.subplot(1, 2, 2)\n",
    "for reason, rates in reason_rates.items():\n",
    "    plt.plot(rates.index, rates.values, marker='o', label=reason)\n",
    "plt.xlabel('Year', fontsize=15)\n",
    "plt.ylabel('Failure rate (%)', fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.title('Failure rates by reason over the years', fontsize=15)\n",
    "plt.legend(title='Failure Reason', fontsize=15, title_fontsize=17)\n",
    "# 图C：招募患者人数折线图\n",
    "# 假设每个试验招募患者数可以随机生成或通过其他方式获得\n",
    "# 这里使用随机生成示例数据\n",
    "\n",
    "\n",
    "# 调整布局\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'feature_fig/{task_name}_Time_distribution.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Adverse Event 等"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "task_name = 'adverse-event-rate-prediction/mortality_rate_'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_y = pd.read_csv(f'{task_name}train_y.csv', index_col=0)\n",
    "test_y = pd.read_csv(f'{task_name}test_y.csv', index_col=0)\n",
    "yeary = pd.concat([train_y, test_y], axis=0)\n",
    "data = pd.concat([All_Ori.loc[yeary.index, ['start_date']], yeary], axis=1)\n",
    "data['start_date'] = pd.to_datetime(data['start_date'], errors='coerce')\n",
    "data['Year'] = data['start_date'].dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.loc[(data['Year'] >= 2000) & (data['Year'] <= 2024)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图A：时间分布直方图\n",
    "plt.figure(figsize=(18, 6))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.hist(data['Year'].dropna(), range=(2000, 2024), bins=24, edgecolor='black')\n",
    "plt.xlabel('Year', fontsize=15)\n",
    "plt.ylabel('Number of selected trials', fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.title('Time distribution of trials start dates', fontsize=15)\n",
    "\n",
    "# 图B：成功率折线图\n",
    "success_rate = data.groupby('Year')['Y/N'].apply(lambda x: (x == 1).sum() / len(x) * 100)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(success_rate.index, success_rate.values, marker='o')\n",
    "plt.xlabel('Year',fontsize=15)\n",
    "plt.ylabel('Positive rate (%)', fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.title('Positive rate over the years', fontsize=15)\n",
    "\n",
    "# 调整布局\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'feature_fig/mortality_rate_Time_distribution.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Approval"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "task_name = 'trial-approval-prediction/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_y = pd.read_csv(f'{task_name}train_y.csv', index_col=0)\n",
    "test_y = pd.read_csv(f'{task_name}test_y.csv', index_col=0)\n",
    "yeary = pd.concat([train_y, test_y], axis=0)\n",
    "data = pd.concat([All_Ori.loc[yeary.index, ['start_date']], yeary], axis=1)\n",
    "data['start_date'] = pd.to_datetime(data['start_date'], errors='coerce')\n",
    "data['Year'] = data['start_date'].dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.loc[(data['Year'] >= 2000) & (data['Year'] <= 2024)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图A：时间分布直方图\n",
    "plt.figure(figsize=(18, 6))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.hist(data['Year'].dropna(), range=(2000, 2024), bins=24, edgecolor='black')\n",
    "plt.xlabel('Year', fontsize=15)\n",
    "plt.ylabel('Number of selected trials', fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.title('Time distribution of trials start dates', fontsize=15)\n",
    "\n",
    "# 图B：成功率折线图\n",
    "success_rate = data.groupby('Year')['outcome'].apply(lambda x: (x == 1).sum() / len(x) * 100)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(success_rate.index, success_rate.values, marker='o')\n",
    "plt.xlabel('Year', fontsize=15)\n",
    "plt.ylabel('Positive rate (%)', fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.title('Positive rate over the years', fontsize=15)\n",
    "\n",
    "# 调整布局\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'feature_fig/{task_name[:-1]}_Time_distribution.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "task_name = 'trial-duration-prediction/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3752339/3685933847.py:5: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
      "  data['start_date'] = pd.to_datetime(data['start_date'], errors='coerce')\n"
     ]
    }
   ],
   "source": [
    "train_y = pd.read_csv(f'{task_name}train_y_2022.csv', index_col=0)\n",
    "test_y = pd.read_csv(f'{task_name}test_y_2022.csv', index_col=0)\n",
    "data = pd.concat([train_y, test_y], axis=0)\n",
    "# data = pd.concat([All_Ori.loc[yeary.index, ['start_date']], yeary], axis=1)\n",
    "data['start_date'] = pd.to_datetime(data['start_date'], errors='coerce')\n",
    "data['Year'] = data['start_date'].dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.loc[(data['Year'] >= 2000) & (data['Year'] <= 2024)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图A：时间分布直方图\n",
    "plt.figure(figsize=(18, 6))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.hist(data['Year'].dropna(), range=(2000, 2024), bins=24, edgecolor='black')\n",
    "plt.xlabel('Year', fontsize=15)\n",
    "plt.ylabel('Number of selected trials', fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.title('Time distribution of trials start dates', fontsize=15)\n",
    "\n",
    "# 图B：Year-Time_day折线图\n",
    "Avg_time_day = data.groupby('Year')['time_day'].mean()\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(success_rate.index, success_rate.values, marker='o')\n",
    "plt.xlabel('Year', fontsize=15)\n",
    "plt.ylabel('Average Time Day (d)', fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.title('Average Time Day over the years', fontsize=15)\n",
    "\n",
    "# 调整布局\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'feature_fig/{task_name[:-1]}_Time_distribution.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x3600 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 假设你的数据保存在一个CSV文件中\n",
    "# data = pd.read_csv('/path/to/your/results.csv')\n",
    "\n",
    "# 这里用示例数据创建一个DataFrame\n",
    "data = pd.DataFrame({\n",
    "    'Phase': ['I', 'II', 'III', 'IV', 'I', 'II', 'III', 'I', 'II', 'III', 'I', 'II', 'III', 'IV', 'All', 'I', 'II', 'III', 'IV', 'All'],\n",
    "    'Task': ['patient dropout', 'patient dropout', 'patient dropout', 'patient dropout', \n",
    "             'adverse event', 'adverse event', 'adverse event', \n",
    "             'mortality rate', 'mortality rate', 'mortality rate', \n",
    "             'trial approval', 'trial approval', 'trial approval', 'trial approval', \n",
    "             'drug dosage', \n",
    "             'trial failure', 'trial failure', 'trial failure', 'trial failure', \n",
    "             'trial duration'],\n",
    "    'PR-AUC': [0.6907, 0.7775, 0.9126, 0.7093, 0.7259, 0.8201, 0.8938, 0.6103, 0.6697, 0.6282, 0.5794, 0.5099, 0.6383, 0.4137, 0.5333, 0.2798, 0.2857, 0.2880, 0.2473, 0.8334],\n",
    "    'F1': [0.7176, 0.8628, 0.9512, 0.8277, 0.7932, 0.8670, 0.9312, 0.7454, 0.7303, 0.7258, 0.7011, 0.5895, 0.7416, 0.5845, 0.5072, 0.2208, 0.1505, 0.1972, 0.1691, 0.1216],\n",
    "    'ROC-AUC': [0.7176, 0.8628, 0.9512, 0.8277, 0.7932, 0.8670, 0.9312, 0.7454, 0.7303, 0.7258, 0.7011, 0.5895, 0.7416, 0.5845, 0.5072, 0.2208, 0.1505, 0.1972, 0.1691, 0.1216],\n",
    "    'Precision': [0.7226, 0.7309, 0.7345, 0.6711, 0.8055, 0.7988, 0.8951, 0.6877, 0.8110, 0.7976, 0.6148, 0.6176, 0.7045, 0.4137, 0.5796, 0.1901, 0.1077, 0.1917, 0.2215, 0.6514],\n",
    "    'Recall': [0.7331, 0.8881, 0.9126, 0.7093, 0.7824, 0.9109, 0.9704, 0.8160, 0.7051, 0.7994, 0.8102, 0.5640, 0.8599, 0.9969, 0.4811, 0.2523, 0.25, 0.2670, 0.2480, 0.8334],\n",
    "    'Accuracy': [0.6738, 0.7634, 0.9073, 0.7071, 0.8211, 0.7910, 0.8779, 0.8511, 0.7609, 0.7095, 0.7012, 0.7089, 0.6677, 0.4315, 0.5882, 0.6617, 0.4310, 0.4356, 0.4327, 0.8334],\n",
    "    'MAE': [np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, 0.8334],\n",
    "    'RMSE': [np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, 1.2611],\n",
    "    'R^2': [np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, 0.6514]\n",
    "})\n",
    "\n",
    "# 画不同任务的性能表现柱状图\n",
    "tasks = data['Task'].unique()\n",
    "metrics = ['PR-AUC', 'F1', 'ROC-AUC', 'Precision', 'Recall', 'Accuracy']\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(len(tasks), 1, figsize=(18, 36))\n",
    "\n",
    "colors = ['#79438E', '#7EA4D1', '#82AD7F', '#807C7D', '#C1565E', '#FFB6C1']\n",
    "for i, task in enumerate(tasks):\n",
    "    task_data = data[data['Task'] == task]\n",
    "    phases = task_data['Phase'].unique()\n",
    "    bar_width = 0.15  # 每个柱子的宽度\n",
    "    index = np.arange(len(phases))  # X轴的索引\n",
    "\n",
    "    for j, metric in enumerate(metrics):\n",
    "        axes[i].bar(index + j * bar_width, task_data[metric], bar_width, label=metric, color=colors[j])\n",
    "\n",
    "    axes[i].set_xlabel('Phase', fontsize=18)\n",
    "    axes[i].set_ylabel('Scores', fontsize=18)\n",
    "    axes[i].set_title(f'Performance for {task}', fontsize=18)\n",
    "    axes[i].set_xticks(index + bar_width * (len(metrics) - 1) / 2)\n",
    "    axes[i].set_yticks(np.arange(0, 1.2, 0.2))\n",
    "    axes[i].set_xticklabels(phases, fontsize=15)\n",
    "    axes[i].set_yticklabels([0, 0.2, 0.4, 0.6, 0.8, 1.0], fontsize=18)\n",
    "    axes[i].legend(fontsize=18)\n",
    "    \n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'feature_fig/Performance_by_Task.png')\n",
    "plt.show()\n",
    "\n",
    "# 画不同Phase的平均表现柱状图\n",
    "phase_performance = data.groupby('Phase')[metrics].mean()\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12, 6))\n",
    "for j, metric in enumerate(metrics):\n",
    "    ax.bar(index + j * bar_width, phase_performance[metric], bar_width, label=metric, color=colors[j])\n",
    "# for metric in metrics:\n",
    "#     ax.bar(phase_performance.index, phase_performance[metric], bar_width,label=metric, alpha=0.7)\n",
    "ax.set_title('Average Performance by Phase', fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "ax.legend(fontsize=15)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Phase</th>\n",
       "      <th>Task</th>\n",
       "      <th>PR-AUC</th>\n",
       "      <th>F1</th>\n",
       "      <th>ROC-AUC</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Recall</th>\n",
       "      <th>Accuracy</th>\n",
       "      <th>MAE</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>R^2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I</td>\n",
       "      <td>patient dropout</td>\n",
       "      <td>0.6907</td>\n",
       "      <td>0.7176</td>\n",
       "      <td>0.7176</td>\n",
       "      <td>0.7226</td>\n",
       "      <td>0.7331</td>\n",
       "      <td>0.6738</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>II</td>\n",
       "      <td>patient dropout</td>\n",
       "      <td>0.7775</td>\n",
       "      <td>0.8628</td>\n",
       "      <td>0.8628</td>\n",
       "      <td>0.7309</td>\n",
       "      <td>0.8881</td>\n",
       "      <td>0.7634</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>III</td>\n",
       "      <td>patient dropout</td>\n",
       "      <td>0.9126</td>\n",
       "      <td>0.9512</td>\n",
       "      <td>0.9512</td>\n",
       "      <td>0.7345</td>\n",
       "      <td>0.9126</td>\n",
       "      <td>0.9073</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>IV</td>\n",
       "      <td>patient dropout</td>\n",
       "      <td>0.7093</td>\n",
       "      <td>0.8277</td>\n",
       "      <td>0.8277</td>\n",
       "      <td>0.6711</td>\n",
       "      <td>0.7093</td>\n",
       "      <td>0.7071</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I</td>\n",
       "      <td>adverse event</td>\n",
       "      <td>0.7259</td>\n",
       "      <td>0.7932</td>\n",
       "      <td>0.7932</td>\n",
       "      <td>0.8055</td>\n",
       "      <td>0.7824</td>\n",
       "      <td>0.8211</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>II</td>\n",
       "      <td>adverse event</td>\n",
       "      <td>0.8201</td>\n",
       "      <td>0.8670</td>\n",
       "      <td>0.8670</td>\n",
       "      <td>0.7988</td>\n",
       "      <td>0.9109</td>\n",
       "      <td>0.7910</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>III</td>\n",
       "      <td>adverse event</td>\n",
       "      <td>0.8938</td>\n",
       "      <td>0.9312</td>\n",
       "      <td>0.9312</td>\n",
       "      <td>0.8951</td>\n",
       "      <td>0.9704</td>\n",
       "      <td>0.8779</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>I</td>\n",
       "      <td>mortality rate</td>\n",
       "      <td>0.6103</td>\n",
       "      <td>0.7454</td>\n",
       "      <td>0.7454</td>\n",
       "      <td>0.6877</td>\n",
       "      <td>0.8160</td>\n",
       "      <td>0.8511</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>II</td>\n",
       "      <td>mortality rate</td>\n",
       "      <td>0.6697</td>\n",
       "      <td>0.7303</td>\n",
       "      <td>0.7303</td>\n",
       "      <td>0.8110</td>\n",
       "      <td>0.7051</td>\n",
       "      <td>0.7609</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>III</td>\n",
       "      <td>mortality rate</td>\n",
       "      <td>0.6282</td>\n",
       "      <td>0.7258</td>\n",
       "      <td>0.7258</td>\n",
       "      <td>0.7976</td>\n",
       "      <td>0.7994</td>\n",
       "      <td>0.7095</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>I</td>\n",
       "      <td>trial approval</td>\n",
       "      <td>0.5794</td>\n",
       "      <td>0.7011</td>\n",
       "      <td>0.7011</td>\n",
       "      <td>0.6148</td>\n",
       "      <td>0.8102</td>\n",
       "      <td>0.7012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>II</td>\n",
       "      <td>trial approval</td>\n",
       "      <td>0.5099</td>\n",
       "      <td>0.5895</td>\n",
       "      <td>0.5895</td>\n",
       "      <td>0.6176</td>\n",
       "      <td>0.5640</td>\n",
       "      <td>0.7089</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>III</td>\n",
       "      <td>trial approval</td>\n",
       "      <td>0.6383</td>\n",
       "      <td>0.7416</td>\n",
       "      <td>0.7416</td>\n",
       "      <td>0.7045</td>\n",
       "      <td>0.8599</td>\n",
       "      <td>0.6677</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>IV</td>\n",
       "      <td>trial approval</td>\n",
       "      <td>0.4137</td>\n",
       "      <td>0.5845</td>\n",
       "      <td>0.5845</td>\n",
       "      <td>0.4137</td>\n",
       "      <td>0.9969</td>\n",
       "      <td>0.4315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>All</td>\n",
       "      <td>drug dosage</td>\n",
       "      <td>0.5333</td>\n",
       "      <td>0.5072</td>\n",
       "      <td>0.5072</td>\n",
       "      <td>0.5796</td>\n",
       "      <td>0.4811</td>\n",
       "      <td>0.5882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>I</td>\n",
       "      <td>trial failure</td>\n",
       "      <td>0.2798</td>\n",
       "      <td>0.2208</td>\n",
       "      <td>0.2208</td>\n",
       "      <td>0.1901</td>\n",
       "      <td>0.2523</td>\n",
       "      <td>0.6617</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>II</td>\n",
       "      <td>trial failure</td>\n",
       "      <td>0.2857</td>\n",
       "      <td>0.1505</td>\n",
       "      <td>0.1505</td>\n",
       "      <td>0.1077</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.4310</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>III</td>\n",
       "      <td>trial failure</td>\n",
       "      <td>0.2880</td>\n",
       "      <td>0.1972</td>\n",
       "      <td>0.1972</td>\n",
       "      <td>0.1917</td>\n",
       "      <td>0.2670</td>\n",
       "      <td>0.4356</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>IV</td>\n",
       "      <td>trial failure</td>\n",
       "      <td>0.2473</td>\n",
       "      <td>0.1691</td>\n",
       "      <td>0.1691</td>\n",
       "      <td>0.2215</td>\n",
       "      <td>0.2480</td>\n",
       "      <td>0.4327</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>All</td>\n",
       "      <td>trial duration</td>\n",
       "      <td>0.8334</td>\n",
       "      <td>0.1216</td>\n",
       "      <td>0.1216</td>\n",
       "      <td>0.6514</td>\n",
       "      <td>0.8334</td>\n",
       "      <td>0.8334</td>\n",
       "      <td>0.8334</td>\n",
       "      <td>1.2611</td>\n",
       "      <td>0.6514</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Phase             Task  PR-AUC      F1  ROC-AUC  Precision  Recall  \\\n",
       "0      I  patient dropout  0.6907  0.7176   0.7176     0.7226  0.7331   \n",
       "1     II  patient dropout  0.7775  0.8628   0.8628     0.7309  0.8881   \n",
       "2    III  patient dropout  0.9126  0.9512   0.9512     0.7345  0.9126   \n",
       "3     IV  patient dropout  0.7093  0.8277   0.8277     0.6711  0.7093   \n",
       "4      I    adverse event  0.7259  0.7932   0.7932     0.8055  0.7824   \n",
       "5     II    adverse event  0.8201  0.8670   0.8670     0.7988  0.9109   \n",
       "6    III    adverse event  0.8938  0.9312   0.9312     0.8951  0.9704   \n",
       "7      I   mortality rate  0.6103  0.7454   0.7454     0.6877  0.8160   \n",
       "8     II   mortality rate  0.6697  0.7303   0.7303     0.8110  0.7051   \n",
       "9    III   mortality rate  0.6282  0.7258   0.7258     0.7976  0.7994   \n",
       "10     I   trial approval  0.5794  0.7011   0.7011     0.6148  0.8102   \n",
       "11    II   trial approval  0.5099  0.5895   0.5895     0.6176  0.5640   \n",
       "12   III   trial approval  0.6383  0.7416   0.7416     0.7045  0.8599   \n",
       "13    IV   trial approval  0.4137  0.5845   0.5845     0.4137  0.9969   \n",
       "14   All      drug dosage  0.5333  0.5072   0.5072     0.5796  0.4811   \n",
       "15     I    trial failure  0.2798  0.2208   0.2208     0.1901  0.2523   \n",
       "16    II    trial failure  0.2857  0.1505   0.1505     0.1077  0.2500   \n",
       "17   III    trial failure  0.2880  0.1972   0.1972     0.1917  0.2670   \n",
       "18    IV    trial failure  0.2473  0.1691   0.1691     0.2215  0.2480   \n",
       "19   All   trial duration  0.8334  0.1216   0.1216     0.6514  0.8334   \n",
       "\n",
       "    Accuracy     MAE    RMSE     R^2  \n",
       "0     0.6738     NaN     NaN     NaN  \n",
       "1     0.7634     NaN     NaN     NaN  \n",
       "2     0.9073     NaN     NaN     NaN  \n",
       "3     0.7071     NaN     NaN     NaN  \n",
       "4     0.8211     NaN     NaN     NaN  \n",
       "5     0.7910     NaN     NaN     NaN  \n",
       "6     0.8779     NaN     NaN     NaN  \n",
       "7     0.8511     NaN     NaN     NaN  \n",
       "8     0.7609     NaN     NaN     NaN  \n",
       "9     0.7095     NaN     NaN     NaN  \n",
       "10    0.7012     NaN     NaN     NaN  \n",
       "11    0.7089     NaN     NaN     NaN  \n",
       "12    0.6677     NaN     NaN     NaN  \n",
       "13    0.4315     NaN     NaN     NaN  \n",
       "14    0.5882     NaN     NaN     NaN  \n",
       "15    0.6617     NaN     NaN     NaN  \n",
       "16    0.4310     NaN     NaN     NaN  \n",
       "17    0.4356     NaN     NaN     NaN  \n",
       "18    0.4327     NaN     NaN     NaN  \n",
       "19    0.8334  0.8334  1.2611  0.6514  "
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