data_text.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import json\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import jsonlines\n",
    "\n",
    "vital_path = 'demo_data'\n",
    "#load all BVP,HR,SpO2\n",
    "    \n",
    "def find_csv_files(directory):\n",
    "    csv_files = []\n",
    "    \n",
    "    for root, dirs, files in os.walk(directory):\n",
    "        for file in files:\n",
    "            if file.endswith('BVP.csv') or file.endswith('HR.csv') or file.endswith('SpO2.csv'):\n",
    "                csv_files.append(os.path.join(root, file))\n",
    "    \n",
    "    return csv_files\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['demo_data\\\\light_1\\\\v01\\\\BVP.csv',\n",
       " 'demo_data\\\\light_1\\\\v01\\\\HR.csv',\n",
       " 'demo_data\\\\light_1\\\\v01\\\\SpO2.csv',\n",
       " 'demo_data\\\\light_1\\\\v02\\\\BVP.csv',\n",
       " 'demo_data\\\\light_1\\\\v02\\\\HR.csv',\n",
       " 'demo_data\\\\light_1\\\\v02\\\\SpO2.csv',\n",
       " 'demo_data\\\\light_2\\\\v01\\\\BVP.csv',\n",
       " 'demo_data\\\\light_2\\\\v01\\\\HR.csv',\n",
       " 'demo_data\\\\light_2\\\\v01\\\\SpO2.csv',\n",
       " 'demo_data\\\\light_2\\\\v02\\\\BVP.csv',\n",
       " 'demo_data\\\\light_2\\\\v02\\\\HR.csv',\n",
       " 'demo_data\\\\light_2\\\\v02\\\\SpO2.csv',\n",
       " 'demo_data\\\\light_3\\\\v01\\\\BVP.csv',\n",
       " 'demo_data\\\\light_3\\\\v01\\\\HR.csv',\n",
       " 'demo_data\\\\light_3\\\\v01\\\\SpO2.csv',\n",
       " 'demo_data\\\\light_3\\\\v02\\\\BVP.csv',\n",
       " 'demo_data\\\\light_3\\\\v02\\\\HR.csv',\n",
       " 'demo_data\\\\light_3\\\\v02\\\\SpO2.csv',\n",
       " 'demo_data\\\\light_4\\\\v01\\\\BVP.csv',\n",
       " 'demo_data\\\\light_4\\\\v01\\\\HR.csv',\n",
       " 'demo_data\\\\light_4\\\\v01\\\\SpO2.csv',\n",
       " 'demo_data\\\\light_4\\\\v02\\\\BVP.csv',\n",
       " 'demo_data\\\\light_4\\\\v02\\\\HR.csv',\n",
       " 'demo_data\\\\light_4\\\\v02\\\\SpO2.csv',\n",
       " 'demo_data\\\\light_5\\\\v01\\\\BVP.csv',\n",
       " 'demo_data\\\\light_5\\\\v01\\\\HR.csv',\n",
       " 'demo_data\\\\light_5\\\\v01\\\\SpO2.csv',\n",
       " 'demo_data\\\\light_5\\\\v02\\\\BVP.csv',\n",
       " 'demo_data\\\\light_5\\\\v02\\\\HR.csv',\n",
       " 'demo_data\\\\light_5\\\\v02\\\\SpO2.csv',\n",
       " 'demo_data\\\\light_6\\\\v01\\\\BVP.csv',\n",
       " 'demo_data\\\\light_6\\\\v01\\\\HR.csv',\n",
       " 'demo_data\\\\light_6\\\\v01\\\\SpO2.csv',\n",
       " 'demo_data\\\\light_6\\\\v02\\\\BVP.csv',\n",
       " 'demo_data\\\\light_6\\\\v02\\\\HR.csv',\n",
       " 'demo_data\\\\light_6\\\\v02\\\\SpO2.csv']"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vital_csv_files = find_csv_files(vital_path)\n",
    "vital_csv_files.sort()\n",
    "vital_csv_files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "#save the data in text format\n",
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import csv\n",
    "import glob\n",
    "\n",
    "HR_dict = {}\n",
    "SpO2_dict = {}\n",
    "BVP_dict = {}\n",
    "csv_files = vital_csv_files\n",
    "for file in csv_files:\n",
    "    #spilt the file name by BVP,HR,SpO2\n",
    "    if file.endswith('HR.csv'):\n",
    "        data = pd.read_csv(file)['hr']\n",
    "        #save the data in int num format then to the dictionary,split with ,\n",
    "        data_text = list(map(int, data))\n",
    "        HR_dict[file] = data_text\n",
    "    elif file.endswith('SpO2.csv'):\n",
    "        data = pd.read_csv(file)['spo2']\n",
    "        data_text = list(map(int, data))\n",
    "        SpO2_dict[file] = data_text\n",
    "    elif file.endswith('BVP.csv'):\n",
    "        data = pd.read_csv(file)['bvp']\n",
    "        data_text = list(map(int, data))\n",
    "        BVP_dict[file] = data_text\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "60\n",
      "60\n",
      "60\n"
     ]
    }
   ],
   "source": [
    "#chunk the vitals for 60 points\n",
    "def chunk_vitals(vitals,length=60):\n",
    "    vital_list = []\n",
    "    for i in range(0, len(vitals), length):\n",
    "        if i+length > len(vitals):\n",
    "            break\n",
    "            vital_list.append(vitals[i:])\n",
    "        else:\n",
    "            vital_list.append(vitals[i:i+60])\n",
    "    return vital_list\n",
    "\n",
    "vitals_test =SpO2_dict['demo_data\\\\light_6\\\\v01\\\\SpO2.csv']\n",
    "vitals_chunks = chunk_vitals(vitals_test)\n",
    "for vital in vitals_chunks:\n",
    "    print(len(vital))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "prompt_HR ={'introduction':'Here is a list of Heart Rate data of myself. Each point refers to a second.','task':'Please tell me the  average heart rate. Keep one decimal place. And give me analysis of health. If the heart rate for anytime is under 100, health state is 0. If the  heart rate for anytime is 100-130, health state is 1. If the heart rate is above 130, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average heart rate : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.','background':'An ideal heart rate is between 50 and 90 beats per minute (bpm). It is acceptable to continue home monitoring for 101-109. If the heart rate is 110 to 130, you would better seek advice from your GP. If the heart rate is 140 or above, you should seek medical advice immediately.','output_format':'The average heart rate : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.'}\n",
    "prompt_SpO2 ={'introduction':'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.','task':'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.','background':'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.','output_format':'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
    "prompt_All = {'introduction':'Here is a list of Heart Rate data and a list of Blood Oxygen(SpO2 value) data  of myself. Each point refers to a second.','task':'Please tell me the average blood oxygen and the average heart rate. Keep one decimal place. And give me analysis of health. Only two vitals is normal then the health is normal and output 0. Any abnormal of any vital should be considered abnormal and output 1. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average heart rate : XXX. The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.','background':'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. An ideal heart rate is between 50 and 90 beats per minute (bpm). It is acceptable to continue home monitoring for 101-109. If the heart rate is 110 to 130, you would better seek advice from your GP. If the heart rate is 140 or above, you should seek medical advice immediately. If the  heart rate for anytime is under 100, health state is 0. If the  heart rate for anytime is 100-130, health state is 1. If the  heart rate for anytime is above 130, health state is 2. ','output_format':'The average heart rate : XXX. The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
    "# prompt_BVP = {'introduction':'Here is a list of Blood Volume Pulse data of myself. Each second refers to 20 points.','task':'Please tell me the average blood volume pulse of this subject. And give me analysis of health of the subject.'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_gt(vitals,label='HR'):\n",
    "    #label = 'HR' or 'SpO2' or 'BVP'\n",
    "    #vitals = vitals_hr or vitals_spo2 or vitals_bvp\n",
    "    #both return: health state, 0: normal, 1: abnormal, 2: extreme abnormal\n",
    "    #HR：return average HR and the max HR\n",
    "    #SpO2：return average SpO2 and the min SpO2\n",
    "    #BVP：return average HR \n",
    "    health_state = 0\n",
    "    if label=='HR':\n",
    "        average = np.mean(vitals)\n",
    "        max_v = np.max(vitals)\n",
    "        if max_v>=100:\n",
    "            health_state = 1\n",
    "        if max_v>130:\n",
    "            health_state = 2\n",
    "        return health_state,average,max_v\n",
    "    elif label=='SpO2':\n",
    "        average = np.mean(vitals)\n",
    "        min_v = np.min(vitals)\n",
    "        if min_v<=95:\n",
    "            health_state = 1\n",
    "        if min_v<=92:\n",
    "            health_state = 2\n",
    "        return health_state,average,min_v\n",
    "    elif label=='BVP':\n",
    "        average = np.mean(vitals)\n",
    "        if average>0.5:\n",
    "            health_state = 1\n",
    "        return health_state,average\n",
    "\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "file name: demo_data\\light_1\\v01\\HR.csv demo_data\\light_1\\v01\\SpO2.csv\n",
      "file name: demo_data\\light_1\\v02\\HR.csv demo_data\\light_1\\v02\\SpO2.csv\n",
      "file name: demo_data\\light_2\\v01\\HR.csv demo_data\\light_2\\v01\\SpO2.csv\n",
      "file name: demo_data\\light_2\\v02\\HR.csv demo_data\\light_2\\v02\\SpO2.csv\n",
      "file name: demo_data\\light_3\\v01\\HR.csv demo_data\\light_3\\v01\\SpO2.csv\n",
      "file name: demo_data\\light_3\\v02\\HR.csv demo_data\\light_3\\v02\\SpO2.csv\n",
      "file name: demo_data\\light_4\\v01\\HR.csv demo_data\\light_4\\v01\\SpO2.csv\n",
      "file name: demo_data\\light_4\\v02\\HR.csv demo_data\\light_4\\v02\\SpO2.csv\n",
      "file name: demo_data\\light_5\\v01\\HR.csv demo_data\\light_5\\v01\\SpO2.csv\n",
      "file name: demo_data\\light_5\\v02\\HR.csv demo_data\\light_5\\v02\\SpO2.csv\n",
      "file name: demo_data\\light_6\\v01\\HR.csv demo_data\\light_6\\v01\\SpO2.csv\n",
      "file name: demo_data\\light_6\\v02\\HR.csv demo_data\\light_6\\v02\\SpO2.csv\n"
     ]
    }
   ],
   "source": [
    "#save ground truth to csv file ['gt_hr','gt_hr_health','gt_spo2','gt_spo2_health','gt_health'] \n",
    "chunk_len = 60\n",
    "csv_file_path = 'result_len'+str(chunk_len)+'.csv'\n",
    "csv_file = open(csv_file_path, 'w', newline='')\n",
    "csv_writer = csv.writer(csv_file)\n",
    "csv_writer.writerow(['gt_hr','gt_hr_health','gt_spo2','gt_spo2_health','gt_health'])\n",
    "file_list = vital_csv_files\n",
    "for file in file_list:\n",
    "    if file.endswith('HR.csv'):\n",
    "        gt_health = 0\n",
    "        file1 = file\n",
    "        file2 = file[:-6]+'SpO2.csv'\n",
    "        print('file name:',file1,file2)\n",
    "        vitals1 = HR_dict[file1]\n",
    "        vitals2 = SpO2_dict[file2]\n",
    "        vitals_chunks1 = chunk_vitals(vitals1,chunk_len)\n",
    "        vitals_chunks2 = chunk_vitals(vitals2,chunk_len)\n",
    "        for chunk1,chunk2 in zip(vitals_chunks1,vitals_chunks2):\n",
    "            gt1 = generate_gt(chunk1,'HR')\n",
    "            gt2 = generate_gt(chunk2,'SpO2')\n",
    "            if gt1[0]!=0 or gt2[0]!=0:\n",
    "                gt_health = 1\n",
    "            csv_writer.writerow([gt1[1],gt1[0],gt2[1],gt2[0],gt_health])\n",
    "csv_file.close()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "#generate ground truth and text data\n",
    "def gt_text(file_list,mode='All',chunk_len=60):\n",
    "    #mode:'All'-HR+SpO2\n",
    "    #mode:'HR'-HR\n",
    "    #mode:'SpO2'-SpO2\n",
    "    #input: file name list\n",
    "    #output: ground truth and text data to LLM\n",
    "\n",
    "    if mode=='HR':\n",
    "        for file in file_list:\n",
    "            if file.endswith('HR.csv'):\n",
    "                print('file name:',file)\n",
    "                vitals = HR_dict[file]\n",
    "                vitals_chunks = chunk_vitals(vitals,chunk_len)\n",
    "                for chunk in vitals_chunks:\n",
    "                    gt = generate_gt(chunk,'HR')\n",
    "                    text = str(prompt_HR)+'\\n'+'HR data :'+str(chunk)\n",
    "                    print('ground truth:',gt)\n",
    "                    print('text:',text)\n",
    "                    print('---------------------------')\n",
    "    elif mode=='SpO2':\n",
    "        for file in file_list:\n",
    "            if file.endswith('SpO2.csv'):\n",
    "                print('file name:',file)\n",
    "                vitals = SpO2_dict[file]\n",
    "                vitals_chunks = chunk_vitals(vitals,chunk_len)\n",
    "                for chunk in vitals_chunks:\n",
    "                    gt = generate_gt(chunk,'SpO2')\n",
    "                    text = str(prompt_SpO2)+'\\nSpO2 data :'+str(chunk)\n",
    "                    print('ground truth:',gt)\n",
    "                    print('text:',text)\n",
    "                    print('---------------------------')\n",
    "    elif mode=='All':\n",
    "        for file in file_list:\n",
    "            if file.endswith('HR.csv'):\n",
    "                file1 = file\n",
    "                file2 = file[:-6]+'SpO2.csv'\n",
    "                print('file name:',file1,file2)\n",
    "                vitals1 = HR_dict[file1]\n",
    "                vitals2 = SpO2_dict[file2]\n",
    "                vitals_chunks1 = chunk_vitals(vitals1,chunk_len)\n",
    "                vitals_chunks2 = chunk_vitals(vitals2,chunk_len)\n",
    "                for chunk1,chunk2 in zip(vitals_chunks1,vitals_chunks2):\n",
    "                    gt1 = generate_gt(chunk1,'HR')\n",
    "                    gt2 = generate_gt(chunk2,'SpO2')\n",
    "                    gt = 'HR: '+str(gt1)+'\\n SpO2:'+str(gt2)\n",
    "                    text = str(prompt_All)+'\\n HR data :'+str(chunk1)+'\\n SpO2 data :'+str(chunk2)\n",
    "                    print('ground truth:',gt)\n",
    "                    print('text:',text)\n",
    "                    print('---------------------------')\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "file name: demo_data\\light_1\\v01\\SpO2.csv\n",
      "ground truth: (0, 97.93333333333334, 97)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 97, 97, 97, 97, 98, 98, 98, 98, 98, 98, 98, 98]\n",
      "---------------------------\n",
      "ground truth: (1, 95.61666666666666, 93)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[98, 98, 98, 98, 98, 98, 98, 98, 98, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 95, 95, 95, 95, 95, 95, 95, 95, 95, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 93, 93, 93, 93, 93, 93, 93]\n",
      "---------------------------\n",
      "ground truth: (2, 91.26666666666667, 90)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[93, 93, 93, 93, 93, 93, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 90, 90, 90, 90, 90, 90, 90, 90, 90, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91]\n",
      "---------------------------\n",
      "file name: demo_data\\light_1\\v02\\SpO2.csv\n",
      "ground truth: (0, 98.16666666666667, 98)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[98, 98, 98, 98, 98, 98, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98]\n",
      "---------------------------\n",
      "ground truth: (0, 96.96666666666667, 96)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 97, 98, 98, 98, 97, 97, 97, 97, 97, 97, 97, 97, 96, 96, 96, 96, 96, 96, 97, 97, 97, 97, 97, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96]\n",
      "---------------------------\n",
      "ground truth: (2, 95.03333333333333, 92)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[96, 97, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 95, 95, 95, 95, 95, 95, 95, 96, 96, 96, 96, 96, 96, 96, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 94, 94, 94, 93, 93, 93, 93, 93, 93, 92, 92, 92]\n",
      "---------------------------\n",
      "ground truth: (2, 94.13333333333334, 91)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 93, 94, 95, 95, 96, 96, 96, 96, 95, 95, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 93, 93, 92, 92, 92, 92, 92, 91, 92, 92, 92, 93, 95, 95, 96, 97, 98, 98, 98, 98, 98, 97, 97, 97, 96, 96, 96, 95]\n",
      "---------------------------\n",
      "file name: demo_data\\light_2\\v01\\SpO2.csv\n",
      "ground truth: (0, 97.63333333333334, 96)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 97, 97, 97, 97, 97, 97, 97, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 97, 97, 97, 97, 97, 97, 97, 97, 97, 96, 96, 96]\n",
      "---------------------------\n",
      "ground truth: (2, 92.2, 90)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[96, 96, 96, 96, 96, 96, 95, 95, 95, 95, 94, 94, 94, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 91, 91, 91, 91, 91, 91, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90]\n",
      "---------------------------\n",
      "file name: demo_data\\light_2\\v02\\SpO2.csv\n",
      "ground truth: (1, 97.05, 95)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[98, 98, 98, 98, 97, 98, 97, 98, 98, 98, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 97, 97, 97, 97, 97, 97, 97, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 95]\n",
      "---------------------------\n",
      "ground truth: (2, 93.36666666666666, 92)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[95, 95, 95, 94, 94, 94, 94, 94, 94, 94, 94, 93, 93, 93, 93, 93, 93, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 92, 92, 92, 92, 92, 92, 93]\n",
      "---------------------------\n",
      "ground truth: (1, 95.36666666666666, 93)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[93, 94, 95, 96, 96, 96, 97, 97, 97, 97, 96, 96, 96, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 96, 96, 96, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 96, 96, 96, 96, 96, 96, 96, 96, 95, 95]\n",
      "---------------------------\n",
      "ground truth: (1, 96.8, 95)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[95, 95, 95, 96, 96, 96, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 96, 96, 96]\n",
      "---------------------------\n",
      "file name: demo_data\\light_3\\v01\\SpO2.csv\n",
      "ground truth: (1, 96.53333333333333, 95)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[98, 97, 97, 97, 97, 97, 96, 96, 96, 97, 97, 97, 97, 97, 97, 97, 97, 97, 98, 98, 98, 98, 98, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 96, 96, 96, 96, 96, 95, 95, 95, 95, 95, 95, 95, 96, 96, 96, 96, 95, 95, 95, 95]\n",
      "---------------------------\n",
      "ground truth: (2, 93.11666666666666, 92)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[95, 95, 95, 95, 95, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 93, 93, 93, 93, 93, 93, 92, 92, 92, 92, 93, 93, 93, 93, 93, 93, 93, 92, 92, 92, 92, 92, 92, 92, 92, 92, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 92, 92, 92, 92]\n",
      "---------------------------\n",
      "ground truth: (2, 92.68333333333334, 90)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[92, 92, 92, 92, 92, 92, 92, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 92, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 90, 91, 91, 92, 92, 92, 93, 94, 96, 96, 97, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98]\n",
      "---------------------------\n",
      "file name: demo_data\\light_3\\v02\\SpO2.csv\n",
      "ground truth: (0, 96.93333333333334, 96)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[97, 97, 97, 97, 97, 98, 98, 98, 98, 98, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 96, 96, 96, 96, 96, 96, 96, 96, 96]\n",
      "---------------------------\n",
      "ground truth: (2, 93.9, 92)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[96, 96, 96, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 94, 94, 94, 94, 94, 94, 94, 93, 93, 94, 94, 94, 94, 94, 94, 94, 94, 94, 93, 93, 93, 92, 92, 92, 92, 92, 92, 92, 92, 93, 93, 93, 94, 94, 94, 94, 94, 94, 93, 93, 92]\n",
      "---------------------------\n",
      "ground truth: (2, 93.45, 90)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[92, 91, 91, 91, 91, 91, 91, 92, 92, 93, 93, 93, 92, 92, 92, 91, 91, 91, 92, 92, 92, 92, 93, 93, 93, 92, 92, 91, 91, 90, 90, 90, 90, 90, 90, 91, 91, 93, 94, 95, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97]\n",
      "---------------------------\n",
      "file name: demo_data\\light_4\\v01\\SpO2.csv\n",
      "ground truth: (0, 98.0, 98)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98]\n",
      "---------------------------\n",
      "ground truth: (2, 95.08333333333333, 91)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[98, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 96, 96, 96, 96, 95, 95, 95, 95, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 92, 92, 92, 91]\n",
      "---------------------------\n",
      "ground truth: (2, 92.6, 88)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[91, 91, 91, 91, 91, 91, 91, 91, 90, 90, 90, 90, 90, 90, 90, 89, 89, 89, 89, 89, 89, 88, 88, 88, 88, 88, 88, 88, 88, 88, 88, 89, 90, 90, 91, 92, 94, 95, 96, 96, 96, 97, 97, 97, 97, 97, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 97, 97]\n",
      "---------------------------\n",
      "file name: demo_data\\light_4\\v02\\SpO2.csv\n",
      "ground truth: (1, 96.21666666666667, 94)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 95, 95, 95, 95, 94]\n",
      "---------------------------\n",
      "ground truth: (2, 91.1, 87)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[94, 94, 94, 94, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 92, 92, 92, 92, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 91, 90, 90, 90, 90, 90, 90, 90, 89, 89, 89, 89, 89, 89, 88, 88, 87, 87, 87, 87, 87, 90, 91]\n",
      "---------------------------\n",
      "file name: demo_data\\light_5\\v01\\SpO2.csv\n",
      "ground truth: (0, 98.05, 97)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[99, 99, 99, 99, 99, 99, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 97, 97, 97]\n",
      "---------------------------\n",
      "ground truth: (1, 95.35, 93)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 94, 94, 94, 94, 94, 94, 94, 94, 94, 93, 93, 93, 93, 93, 93, 93]\n",
      "---------------------------\n",
      "ground truth: (2, 92.55, 92)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[93, 93, 93, 93, 93, 93, 93, 93, 93, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 93, 92, 92, 92, 92, 92, 92, 92]\n",
      "---------------------------\n",
      "file name: demo_data\\light_5\\v02\\SpO2.csv\n",
      "ground truth: (0, 97.41666666666667, 96)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 97, 97, 97, 97, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 96, 96, 96, 96, 96, 96, 96, 96, 96]\n",
      "---------------------------\n",
      "ground truth: (2, 92.86666666666666, 90)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[96, 96, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 94, 94, 94, 94, 94, 94, 94, 94, 94, 93, 93, 93, 92, 92, 92, 92, 92, 92, 93, 93, 93, 93, 92, 92, 92, 91, 91, 90, 90, 90, 90, 90, 90, 91, 91, 91, 92, 92, 92, 92, 92, 91, 91, 91, 92]\n",
      "---------------------------\n",
      "file name: demo_data\\light_6\\v01\\SpO2.csv\n",
      "ground truth: (0, 97.5, 96)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 97, 97, 97, 97, 97, 97, 97, 97, 97, 97, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96]\n",
      "---------------------------\n",
      "ground truth: (2, 93.86666666666666, 92)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[96, 96, 96, 96, 96, 96, 96, 96, 96, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 93, 93, 93, 93, 93, 93, 93, 93, 93, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92]\n",
      "---------------------------\n",
      "ground truth: (2, 91.93333333333334, 91)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 91, 91, 91, 91, 91, 92, 92, 93]\n",
      "---------------------------\n",
      "file name: demo_data\\light_6\\v02\\SpO2.csv\n",
      "ground truth: (1, 97.31666666666666, 95)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[97, 97, 97, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 98, 97, 97, 97, 97, 97, 97, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 95, 95]\n",
      "---------------------------\n",
      "ground truth: (1, 94.81666666666666, 94)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 95, 95, 96, 96, 96, 96, 96, 95, 95, 95, 95, 95, 95, 95, 95, 96, 96, 96, 95, 95, 95, 95, 94]\n",
      "---------------------------\n",
      "ground truth: (1, 94.46666666666667, 93)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[94, 94, 94, 94, 94, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 94, 93, 93, 93, 94, 94, 94, 94, 94, 94, 94, 94, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 94, 94]\n",
      "---------------------------\n",
      "ground truth: (1, 95.21666666666667, 93)\n",
      "text: {'introduction': 'Here is a list of Blood Oxygen(SpO2 value) data of myself. Each point refers to a second.', 'task': 'Please tell me the average blood oxygen. Keep one decimal place. And give me analysis of health. If SpO2 for anytim is between 96% and 99%, health state is 0. If SpO2 for anytim is between 93% and 95%, health state is 1. If SpO2 for anytim is 92 or less, health state is 2. Then tell me why you have such judgment on the reasons part. Please consider the trend of the vital in time series as well. Please output as the format required: The average blood oxygen : XXX. The health state : XXX. Suggestions: XXX. Resons: XXX.', 'background': 'A normal blood oxygen level varies between between 96% and 99% in healthy individuals.It is acceptable to continue home monitoring for 93%-95%. If the blood oxygen level is 92% or less, it is considered low and called hypoxemia,you would better seek advice from your GP. If the blood oxygen level is below 85%, it is considered critical and called hypoxia, you should seek medical advice immediately.', 'output_format': 'The average blood oxygen level : XXX. The health state : XXX. Suggestions: XXX. Reasons: XXX.'}\n",
      "SpO2 data :[94, 94, 94, 94, 94, 94, 93, 93, 93, 93, 93, 94, 94, 94, 94, 94, 94, 94, 94, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 96, 97, 97, 97, 97, 97, 97, 97, 97, 97]\n",
      "---------------------------\n"
     ]
    }
   ],
   "source": [
    "gt_text(csv_files,'SpO2',60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\T JACK\\.conda\\envs\\OxfordAI_1_20220118\\lib\\site-packages\\numpy\\_distributor_init.py:30: UserWarning: loaded more than 1 DLL from .libs:\n",
      "c:\\Users\\T JACK\\.conda\\envs\\OxfordAI_1_20220118\\lib\\site-packages\\numpy\\.libs\\libopenblas.FB5AE2TYXYH2IJRDKGDGQ3XBKLKTF43H.gfortran-win_amd64.dll\n",
      "c:\\Users\\T JACK\\.conda\\envs\\OxfordAI_1_20220118\\lib\\site-packages\\numpy\\.libs\\libopenblas.QVLO2T66WEPI7JZ63PS3HMOHFEY472BC.gfortran-win_amd64.dll\n",
      "  warnings.warn(\"loaded more than 1 DLL from .libs:\"\n"
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       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>81.850000</td>\n",
       "      <td>0</td>\n",
       "      <td>91.266667</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>81.8</td>\n",
       "      <td>1</td>\n",
       "      <td>91.70</td>\n",
       "      <td>2</td>\n",
       "      <td>82.0</td>\n",
       "      <td>91.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>77.016667</td>\n",
       "      <td>0</td>\n",
       "      <td>98.166667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>77.1</td>\n",
       "      <td>0</td>\n",
       "      <td>98.50</td>\n",
       "      <td>0</td>\n",
       "      <td>77.1</td>\n",
       "      <td>98.4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70.266667</td>\n",
       "      <td>0</td>\n",
       "      <td>96.966667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70.9</td>\n",
       "      <td>0</td>\n",
       "      <td>97.20</td>\n",
       "      <td>0</td>\n",
       "      <td>71.5</td>\n",
       "      <td>97.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>72.383333</td>\n",
       "      <td>0</td>\n",
       "      <td>95.033333</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>71.1</td>\n",
       "      <td>0</td>\n",
       "      <td>95.00</td>\n",
       "      <td>1</td>\n",
       "      <td>72.8</td>\n",
       "      <td>95.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>67.616667</td>\n",
       "      <td>0</td>\n",
       "      <td>94.133333</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>67.6</td>\n",
       "      <td>0</td>\n",
       "      <td>94.50</td>\n",
       "      <td>1</td>\n",
       "      <td>68.0</td>\n",
       "      <td>74.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>71.033333</td>\n",
       "      <td>0</td>\n",
       "      <td>97.633333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70.9</td>\n",
       "      <td>0</td>\n",
       "      <td>97.70</td>\n",
       "      <td>0</td>\n",
       "      <td>71.5</td>\n",
       "      <td>97.8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>77.066667</td>\n",
       "      <td>0</td>\n",
       "      <td>92.200000</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>77.1</td>\n",
       "      <td>0</td>\n",
       "      <td>92.20</td>\n",
       "      <td>2</td>\n",
       "      <td>76.8</td>\n",
       "      <td>92.8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>66.416667</td>\n",
       "      <td>0</td>\n",
       "      <td>97.050000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>66.2</td>\n",
       "      <td>0</td>\n",
       "      <td>97.20</td>\n",
       "      <td>0</td>\n",
       "      <td>67.3</td>\n",
       "      <td>97.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>66.883333</td>\n",
       "      <td>0</td>\n",
       "      <td>93.366667</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>66.9</td>\n",
       "      <td>0</td>\n",
       "      <td>93.70</td>\n",
       "      <td>1</td>\n",
       "      <td>67.1</td>\n",
       "      <td>93.6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>70.733333</td>\n",
       "      <td>0</td>\n",
       "      <td>95.366667</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>70.5</td>\n",
       "      <td>0</td>\n",
       "      <td>95.50</td>\n",
       "      <td>1</td>\n",
       "      <td>71.8</td>\n",
       "      <td>95.5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>70.700000</td>\n",
       "      <td>0</td>\n",
       "      <td>96.800000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>70.5</td>\n",
       "      <td>0</td>\n",
       "      <td>96.90</td>\n",
       "      <td>0</td>\n",
       "      <td>70.8</td>\n",
       "      <td>96.8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>67.016667</td>\n",
       "      <td>0</td>\n",
       "      <td>96.533333</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>67.6</td>\n",
       "      <td>0</td>\n",
       "      <td>96.90</td>\n",
       "      <td>0</td>\n",
       "      <td>66.1</td>\n",
       "      <td>96.8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>73.416667</td>\n",
       "      <td>0</td>\n",
       "      <td>93.116667</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>72.8</td>\n",
       "      <td>0</td>\n",
       "      <td>93.50</td>\n",
       "      <td>1</td>\n",
       "      <td>73.1</td>\n",
       "      <td>93.4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>73.866667</td>\n",
       "      <td>0</td>\n",
       "      <td>92.683333</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>74.1</td>\n",
       "      <td>0</td>\n",
       "      <td>92.80</td>\n",
       "      <td>2</td>\n",
       "      <td>74.0</td>\n",
       "      <td>92.8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>66.150000</td>\n",
       "      <td>0</td>\n",
       "      <td>96.933333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>66.1</td>\n",
       "      <td>0</td>\n",
       "      <td>97.20</td>\n",
       "      <td>0</td>\n",
       "      <td>67.8</td>\n",
       "      <td>97.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>68.550000</td>\n",
       "      <td>0</td>\n",
       "      <td>93.900000</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>68.6</td>\n",
       "      <td>0</td>\n",
       "      <td>94.20</td>\n",
       "      <td>1</td>\n",
       "      <td>68.5</td>\n",
       "      <td>94.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>73.816667</td>\n",
       "      <td>0</td>\n",
       "      <td>93.450000</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>74.1</td>\n",
       "      <td>0</td>\n",
       "      <td>93.45</td>\n",
       "      <td>1</td>\n",
       "      <td>74.8</td>\n",
       "      <td>93.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>77.483333</td>\n",
       "      <td>0</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>77.8</td>\n",
       "      <td>0</td>\n",
       "      <td>98.00</td>\n",
       "      <td>0</td>\n",
       "      <td>77.8</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>74.316667</td>\n",
       "      <td>0</td>\n",
       "      <td>95.083333</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>74.8</td>\n",
       "      <td>0</td>\n",
       "      <td>95.50</td>\n",
       "      <td>1</td>\n",
       "      <td>74.5</td>\n",
       "      <td>95.8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>80.783333</td>\n",
       "      <td>0</td>\n",
       "      <td>92.600000</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>80.6</td>\n",
       "      <td>0</td>\n",
       "      <td>92.80</td>\n",
       "      <td>2</td>\n",
       "      <td>80.8</td>\n",
       "      <td>92.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>63.966667</td>\n",
       "      <td>0</td>\n",
       "      <td>96.216667</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>64.5</td>\n",
       "      <td>0</td>\n",
       "      <td>96.50</td>\n",
       "      <td>0</td>\n",
       "      <td>64.8</td>\n",
       "      <td>96.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>67.316667</td>\n",
       "      <td>0</td>\n",
       "      <td>91.100000</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>66.9</td>\n",
       "      <td>0</td>\n",
       "      <td>92.00</td>\n",
       "      <td>2</td>\n",
       "      <td>69.0</td>\n",
       "      <td>91.9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>70.616667</td>\n",
       "      <td>0</td>\n",
       "      <td>98.050000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.1</td>\n",
       "      <td>0</td>\n",
       "      <td>98.20</td>\n",
       "      <td>0</td>\n",
       "      <td>71.7</td>\n",
       "      <td>98.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>70.816667</td>\n",
       "      <td>0</td>\n",
       "      <td>95.350000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>70.8</td>\n",
       "      <td>0</td>\n",
       "      <td>95.90</td>\n",
       "      <td>1</td>\n",
       "      <td>70.8</td>\n",
       "      <td>95.9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>69.800000</td>\n",
       "      <td>0</td>\n",
       "      <td>92.550000</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>69.6</td>\n",
       "      <td>0</td>\n",
       "      <td>92.70</td>\n",
       "      <td>2</td>\n",
       "      <td>70.5</td>\n",
       "      <td>92.6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>74.500000</td>\n",
       "      <td>0</td>\n",
       "      <td>97.416667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>74.1</td>\n",
       "      <td>0</td>\n",
       "      <td>97.60</td>\n",
       "      <td>0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>68.416667</td>\n",
       "      <td>0</td>\n",
       "      <td>92.866667</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>68.3</td>\n",
       "      <td>0</td>\n",
       "      <td>93.30</td>\n",
       "      <td>1</td>\n",
       "      <td>68.0</td>\n",
       "      <td>93.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>75.383333</td>\n",
       "      <td>0</td>\n",
       "      <td>97.500000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>75.8</td>\n",
       "      <td>0</td>\n",
       "      <td>97.80</td>\n",
       "      <td>0</td>\n",
       "      <td>76.2</td>\n",
       "      <td>97.7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>74.016667</td>\n",
       "      <td>0</td>\n",
       "      <td>93.866667</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>73.8</td>\n",
       "      <td>0</td>\n",
       "      <td>94.50</td>\n",
       "      <td>1</td>\n",
       "      <td>74.8</td>\n",
       "      <td>94.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>76.950000</td>\n",
       "      <td>0</td>\n",
       "      <td>91.933333</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>76.8</td>\n",
       "      <td>0</td>\n",
       "      <td>92.00</td>\n",
       "      <td>2</td>\n",
       "      <td>77.7</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>69.733333</td>\n",
       "      <td>0</td>\n",
       "      <td>97.316667</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>69.8</td>\n",
       "      <td>0</td>\n",
       "      <td>97.20</td>\n",
       "      <td>0</td>\n",
       "      <td>69.8</td>\n",
       "      <td>97.5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>70.883333</td>\n",
       "      <td>0</td>\n",
       "      <td>94.816667</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>70.1</td>\n",
       "      <td>0</td>\n",
       "      <td>94.90</td>\n",
       "      <td>1</td>\n",
       "      <td>70.5</td>\n",
       "      <td>94.9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>73.116667</td>\n",
       "      <td>0</td>\n",
       "      <td>94.466667</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>72.8</td>\n",
       "      <td>0</td>\n",
       "      <td>94.50</td>\n",
       "      <td>1</td>\n",
       "      <td>73.7</td>\n",
       "      <td>94.6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>67.683333</td>\n",
       "      <td>0</td>\n",
       "      <td>95.216667</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>67.6</td>\n",
       "      <td>0</td>\n",
       "      <td>95.00</td>\n",
       "      <td>1</td>\n",
       "      <td>67.0</td>\n",
       "      <td>95.5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        gt_hr  gt_hr_health    gt_spo2  gt_spo2_health  gt_health  pred_hr  \\\n",
       "0   77.516667             0  97.933333               0          0     77.9   \n",
       "1   79.233333             0  95.616667               1          1     79.2   \n",
       "2   81.850000             0  91.266667               2          1     81.8   \n",
       "3   77.016667             0  98.166667               0          0     77.1   \n",
       "4   70.266667             0  96.966667               0          0     70.9   \n",
       "5   72.383333             0  95.033333               2          1     71.1   \n",
       "6   67.616667             0  94.133333               2          1     67.6   \n",
       "7   71.033333             0  97.633333               0          0     70.9   \n",
       "8   77.066667             0  92.200000               2          1     77.1   \n",
       "9   66.416667             0  97.050000               1          1     66.2   \n",
       "10  66.883333             0  93.366667               2          1     66.9   \n",
       "11  70.733333             0  95.366667               1          1     70.5   \n",
       "12  70.700000             0  96.800000               1          1     70.5   \n",
       "13  67.016667             0  96.533333               1          1     67.6   \n",
       "14  73.416667             0  93.116667               2          1     72.8   \n",
       "15  73.866667             0  92.683333               2          1     74.1   \n",
       "16  66.150000             0  96.933333               0          0     66.1   \n",
       "17  68.550000             0  93.900000               2          1     68.6   \n",
       "18  73.816667             0  93.450000               2          1     74.1   \n",
       "19  77.483333             0  98.000000               0          0     77.8   \n",
       "20  74.316667             0  95.083333               2          1     74.8   \n",
       "21  80.783333             0  92.600000               2          1     80.6   \n",
       "22  63.966667             0  96.216667               1          1     64.5   \n",
       "23  67.316667             0  91.100000               2          1     66.9   \n",
       "24  70.616667             0  98.050000               0          0     71.1   \n",
       "25  70.816667             0  95.350000               1          1     70.8   \n",
       "26  69.800000             0  92.550000               2          1     69.6   \n",
       "27  74.500000             0  97.416667               0          0     74.1   \n",
       "28  68.416667             0  92.866667               2          1     68.3   \n",
       "29  75.383333             0  97.500000               0          0     75.8   \n",
       "30  74.016667             0  93.866667               2          1     73.8   \n",
       "31  76.950000             0  91.933333               2          1     76.8   \n",
       "32  69.733333             0  97.316667               1          1     69.8   \n",
       "33  70.883333             0  94.816667               1          1     70.1   \n",
       "34  73.116667             0  94.466667               1          1     72.8   \n",
       "35  67.683333             0  95.216667               1          1     67.6   \n",
       "\n",
       "    pred_hr_health  pred_spo2  pred_spo2_health  pred_all_hr  pred_all_spo2  \\\n",
       "0                0      98.00                 0         77.0           98.0   \n",
       "1                0      96.20                 1         79.4           96.2   \n",
       "2                1      91.70                 2         82.0           91.5   \n",
       "3                0      98.50                 0         77.1           98.4   \n",
       "4                0      97.20                 0         71.5           97.1   \n",
       "5                0      95.00                 1         72.8           95.5   \n",
       "6                0      94.50                 1         68.0           74.5   \n",
       "7                0      97.70                 0         71.5           97.8   \n",
       "8                0      92.20                 2         76.8           92.8   \n",
       "9                0      97.20                 0         67.3           97.1   \n",
       "10               0      93.70                 1         67.1           93.6   \n",
       "11               0      95.50                 1         71.8           95.5   \n",
       "12               0      96.90                 0         70.8           96.8   \n",
       "13               0      96.90                 0         66.1           96.8   \n",
       "14               0      93.50                 1         73.1           93.4   \n",
       "15               0      92.80                 2         74.0           92.8   \n",
       "16               0      97.20                 0         67.8           97.2   \n",
       "17               0      94.20                 1         68.5           94.1   \n",
       "18               0      93.45                 1         74.8           93.5   \n",
       "19               0      98.00                 0         77.8           98.0   \n",
       "20               0      95.50                 1         74.5           95.8   \n",
       "21               0      92.80                 2         80.8           92.5   \n",
       "22               0      96.50                 0         64.8           96.5   \n",
       "23               0      92.00                 2         69.0           91.9   \n",
       "24               0      98.20                 0         71.7           98.2   \n",
       "25               0      95.90                 1         70.8           95.9   \n",
       "26               0      92.70                 2         70.5           92.6   \n",
       "27               0      97.60                 0         73.0           97.5   \n",
       "28               0      93.30                 1         68.0           93.2   \n",
       "29               0      97.80                 0         76.2           97.7   \n",
       "30               0      94.50                 1         74.8           94.5   \n",
       "31               0      92.00                 2         77.7           92.0   \n",
       "32               0      97.20                 0         69.8           97.5   \n",
       "33               0      94.90                 1         70.5           94.9   \n",
       "34               0      94.50                 1         73.7           94.6   \n",
       "35               0      95.00                 1         67.0           95.5   \n",
       "\n",
       "    pred_health  \n",
       "0             0  \n",
       "1             1  \n",
       "2             1  \n",
       "3             0  \n",
       "4             1  \n",
       "5             1  \n",
       "6             1  \n",
       "7             0  \n",
       "8             1  \n",
       "9             1  \n",
       "10            1  \n",
       "11            0  \n",
       "12            0  \n",
       "13            1  \n",
       "14            1  \n",
       "15            1  \n",
       "16            1  \n",
       "17            1  \n",
       "18            1  \n",
       "19            0  \n",
       "20            1  \n",
       "21            1  \n",
       "22            1  \n",
       "23            1  \n",
       "24            0  \n",
       "25            1  \n",
       "26            1  \n",
       "27            0  \n",
       "28            1  \n",
       "29            0  \n",
       "30            1  \n",
       "31            1  \n",
       "32            0  \n",
       "33            1  \n",
       "34            1  \n",
       "35            0  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#calculate results from csv file,  MAE and MAPE for regression, accuracy for classification\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import csv\n",
    "\n",
    "csv_file = 'results/result_len60.csv'\n",
    "df = pd.read_csv(csv_file)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<frozen importlib._bootstrap>:219: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hr_single_mae: 0.29\n",
      "hr_single_mape: 0.40%\n",
      "hr_mixed_mae: 0.58\n",
      "hr_mixed_mape: 0.82%\n",
      "spo2_single_mae: 0.25\n",
      "spo2_single_mape: 0.26%\n",
      "spo2_mixed_mae: 0.79\n",
      "spo2_mixed_mape: 0.84%\n",
      "hr_single_rmse: 0.39\n",
      "hr_mixed_rmse: 0.74\n",
      "spo2_single_rmse: 0.32\n",
      "spo2_mixed_rmse: 3.29\n"
     ]
    }
   ],
   "source": [
    "#calculate MAE and MAPE for hr and spo2\n",
    "# groundtruth: hr:gt_hr, spo2:gt_spo2\n",
    "# prediction: hr:pred_hr for single run,pred_all_hr for mixed run; spo2:pred_spo2 for single run,pred_all_spo2 for mixed run\n",
    "# output: MAE and MAPE for hr and spo2 for single run and mixed run\n",
    "# input: gt_hr,gt_spo2,pred_hr,pred_spo2,pred_all_hr,pred_all_spo2\n",
    "from sklearn.metrics import mean_absolute_error, mean_absolute_percentage_error,mean_squared_error,f1_score,accuracy_score,precision_score,recall_score,roc_auc_score\n",
    "gt_hr,gt_spo2,pred_hr,pred_spo2,pred_all_hr,pred_all_spo2 = df['gt_hr'],df['gt_spo2'],df['pred_hr'],df['pred_spo2'],df['pred_all_hr'],df['pred_all_spo2']\n",
    "hr_single_mae = mean_absolute_error(gt_hr,pred_hr)\n",
    "hr_single_mape = mean_absolute_percentage_error(gt_hr,pred_hr)\n",
    "hr_mixed_mae = mean_absolute_error(gt_hr,pred_all_hr)\n",
    "hr_mixed_mape = mean_absolute_percentage_error(gt_hr,pred_all_hr)\n",
    "spo2_single_mae = mean_absolute_error(gt_spo2,pred_spo2)\n",
    "spo2_single_mape = mean_absolute_percentage_error(gt_spo2,pred_spo2)\n",
    "spo2_mixed_mae = mean_absolute_error(gt_spo2,pred_all_spo2)\n",
    "spo2_mixed_mape = mean_absolute_percentage_error(gt_spo2,pred_all_spo2)\n",
    "hr_single_rmse = mean_squared_error(gt_hr,pred_hr,squared=False)\n",
    "hr_mixed_rmse = mean_squared_error(gt_hr,pred_all_hr,squared=False)\n",
    "spo2_single_rmse = mean_squared_error(gt_spo2,pred_spo2,squared=False)\n",
    "spo2_mixed_rmse = mean_squared_error(gt_spo2,pred_all_spo2,squared=False)\n",
    "\n",
    "#save two decimal places\n",
    "print('hr_single_mae:',round(hr_single_mae,2))\n",
    "print('hr_single_mape:',format(hr_single_mape, \".2%\"))\n",
    "print('hr_mixed_mae:',round(hr_mixed_mae,2))\n",
    "print('hr_mixed_mape:',format(hr_mixed_mape, \".2%\"))\n",
    "print('spo2_single_mae:',round(spo2_single_mae,2))\n",
    "print('spo2_single_mape:',format(spo2_single_mape, \".2%\"))\n",
    "print('spo2_mixed_mae:',round(spo2_mixed_mae,2))\n",
    "print('spo2_mixed_mape:',format(spo2_mixed_mape, \".2%\"))\n",
    "print('hr_single_rmse:',round(hr_single_rmse,2))\n",
    "print('hr_mixed_rmse:',round(hr_mixed_rmse,2))\n",
    "print('spo2_single_rmse:',round(spo2_single_rmse,2))\n",
    "print('spo2_mixed_rmse:',round(spo2_mixed_rmse,2))\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "acc_hr_health: 0.9722222222222222 f1_hr_health: 0.4929577464788732\n",
      "acc_spo2_health: 0.6111111111111112 f1_spo2_health: 0.6176142697881829\n",
      "acc_health: 0.8333333333333334 f1_health: 0.7923076923076924\n"
     ]
    }
   ],
   "source": [
    "#calculate the accuracy and F1 score for hr_health, spo2_health, and health\n",
    "#prediction: hr:pred_hr_health(0,1,2), spo2:pred_spo2_health(0,1,2), health:pred_health(0,1)\n",
    "#true label: hr:gt_hr_health(0,1,2), spo2:gt_spo2_health(0,1,2), health(0,1):if gt_hr_health and spo2_health are both 0, then gt_health=0, otherwise gt_health=1\n",
    "#input: the predicted label and the true label\n",
    "#output: the accuracy and F1 score\n",
    "\n",
    "gt_hr_health,pred_hr_health,gt_spo2_health,pred_spo2_health,gt_health,pred_health = df['gt_hr_health'],df['pred_hr_health'],df['gt_spo2_health'],df['pred_spo2_health'],df['gt_health'],df['pred_health']\n",
    "#calculate gt health form gt_hr_health and gt_spo2_health\n",
    "\n",
    "acc_hr_health = accuracy_score(gt_hr_health, pred_hr_health)\n",
    "acc_spo2_health = accuracy_score(gt_spo2_health, pred_spo2_health)\n",
    "acc_health = accuracy_score(gt_health, pred_health)\n",
    "f1_hr_health = f1_score(gt_hr_health, pred_hr_health, average='macro')\n",
    "f1_spo2_health = f1_score(gt_spo2_health, pred_spo2_health, average='macro')\n",
    "f1_health = f1_score(gt_health, pred_health, average='macro')\n",
    "print('acc_hr_health:',acc_hr_health,'f1_hr_health:',f1_hr_health)\n",
    "print('acc_spo2_health:',acc_spo2_health,'f1_spo2_health:',f1_spo2_health)\n",
    "print('acc_health:',acc_health,'f1_health:',f1_health)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     0\n",
       "1     1\n",
       "2     1\n",
       "3     0\n",
       "4     0\n",
       "5     1\n",
       "6     1\n",
       "7     0\n",
       "8     1\n",
       "9     1\n",
       "10    1\n",
       "11    1\n",
       "12    1\n",
       "13    1\n",
       "14    1\n",
       "15    1\n",
       "16    0\n",
       "17    1\n",
       "18    1\n",
       "19    0\n",
       "20    1\n",
       "21    1\n",
       "22    1\n",
       "23    1\n",
       "24    0\n",
       "25    1\n",
       "26    1\n",
       "27    0\n",
       "28    1\n",
       "29    0\n",
       "30    1\n",
       "31    1\n",
       "32    1\n",
       "33    1\n",
       "34    1\n",
       "35    1\n",
       "Name: gt_spo2_health, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#FOR gt_spo2_health and pred_spo2_health, change any value above 0 to 1\n",
    "\n",
    "gt_spo2_health = gt_spo2_health.replace(to_replace = [2], value = 1)\n",
    "pred_spo2_health = pred_spo2_health.replace(to_replace = [2], value = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "acc_hr_health: 0.9722222222222222 f1_hr_health: 0.4929577464788732\n",
      "acc_spo2_health: 0.6666666666666666 f1_spo2_health: 0.49896480331262943\n",
      "acc_health: 0.8333333333333334 f1_health: 0.7923076923076924\n"
     ]
    }
   ],
   "source": [
    "acc_hr_health = accuracy_score(gt_hr_health, pred_hr_health)\n",
    "acc_spo2_health = accuracy_score(gt_spo2_health, pred_spo2_health)\n",
    "acc_health = accuracy_score(gt_health, pred_health)\n",
    "f1_hr_health = f1_score(gt_hr_health, pred_hr_health, average='macro')\n",
    "f1_spo2_health = f1_score(gt_spo2_health, pred_spo2_health, average='macro')\n",
    "f1_health = f1_score(gt_health, pred_health, average='macro')\n",
    "print('acc_hr_health:',acc_hr_health,'f1_hr_health:',f1_hr_health)\n",
    "print('acc_spo2_health:',acc_spo2_health,'f1_spo2_health:',f1_spo2_health)\n",
    "print('acc_health:',acc_health,'f1_health:',f1_health)"
   ]
  }
 ],
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