readCSV.ipynb

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   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Coded by Bolin Qin, Center for MRI Research, Peking University, Beijing, China\n",
    "# Ref: \n",
    "# Report on a Multicenter fMRI Quality Assurance Protocol\n",
    "# Dartmouth fMRI QA: https://www.dartmouth.edu/dbic/research_infrastructure/qualityassurance.html\n",
    "# Edited on 2023.10.21\n",
    "\n",
    "import os\n",
    "import pandas as pd\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LinearRegression   # detrend\n",
    "import math\n",
    "from scipy.stats import norm  # for normal distribution regression of the time course\n",
    "import cv2\n",
    "import os\n",
    "\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "%matplotlib inline  \n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['Arial']\n",
    "plt.rcParams['font.size'] = 20\n",
    "plt.style.use(['seaborn-bright', 'seaborn-paper'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Merge\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 输入CSV文件夹的路径\n",
    "input_folder = r\"I:\\Data\\QA\\ISMRM2024\\202404QA\"\n",
    "\n",
    "# 输出合并后的CSV文件的路径\n",
    "output_file = r\"I:\\Data\\QA\\ISMRM2024\\202404QA\\merged.csv\"\n",
    "\n",
    "# 初始化一个DataFrame来存储整理后的数据\n",
    "merged_data = pd.DataFrame()\n",
    "\n",
    "# 遍历输入文件夹中的所有CSV文件\n",
    "for filename in os.listdir(input_folder):\n",
    "    if filename.endswith(\".csv\"):\n",
    "        csv_file_path = os.path.join(input_folder, filename)\n",
    "\n",
    "        # 读取CSV文件的第二行数据\n",
    "        data = pd.read_csv(csv_file_path, nrows=1)\n",
    "\n",
    "        # 将数据添加到整理后的DataFrame中\n",
    "        merged_data = pd.concat([merged_data, data], ignore_index=True)\n",
    "        \n",
    "# 将整理后的数据保存到新的CSV文件\n",
    "merged_data.to_csv(output_file, index=False)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Read"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Direction', 'Date', 'Coil', 'Mean_Signal_Intensity', 'Peak_Freq_Hz',\n",
       "       'STD', 'SNR', 'TFN', 'SFNR', 'tSNR', 'Percent_Fluctuation', 'Drift',\n",
       "       'Drift_Fit', 'RDC', 'Spectrum_MAD', 'Mean_Ghost', 'Ghost_Rate',\n",
       "       'Mean_Background', 'Background_Rate'],\n",
       "      dtype='object')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 读取CSV文件\n",
    "csv_file = r\"i:\\Data\\QA\\ISMRM2024\\202404QA\\merged.csv\"  # 替换为你的CSV文件路径\n",
    "df = pd.read_csv(csv_file)\n",
    "\n",
    "header = df.columns\n",
    "display(header)\n",
    "\n",
    "date_list = np.array(df['Date'])\n",
    "str_date = date_list.astype(str)\n",
    "index_list = np.arange(len(date_list))\n",
    "\n",
    "intensity_list = np.array(df['Mean_Signal_Intensity'])\n",
    "peak_freq_list = np.array(df['Peak_Freq_Hz'])\n",
    "STD_list = np.array(df['STD'])\n",
    "SNR_list = np.array(df['SNR'])\n",
    "TFN_list = np.array(df['TFN'])\n",
    "SFNR_list = np.array(df['SFNR'])\n",
    "tSNR_list = np.array(df['tSNR'])\n",
    "perc_fluc_list = np.array(df['Percent_Fluctuation'])\n",
    "drift_list = np.array(df['Drift'])\n",
    "drift_fit_list = np.array(df['Drift_Fit'])\n",
    "RDC_list = np.array(df['RDC'])\n",
    "MAD_list = np.array(df['Spectrum_MAD'])\n",
    "ghost_rate_list = np.array(df['Ghost_Rate'])\n",
    "background_rate_list = np.array(df['Background_Rate'])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
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      "C:\\Users\\pkucm\\AppData\\Local\\Temp\\ipykernel_37096\\3733949541.py:9: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax[0,0].set_xticklabels(str_date,rotation=90)\n",
      "C:\\Users\\pkucm\\AppData\\Local\\Temp\\ipykernel_37096\\3733949541.py:16: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax[0,1].set_xticklabels(str_date,rotation=90)\n",
      "C:\\Users\\pkucm\\AppData\\Local\\Temp\\ipykernel_37096\\3733949541.py:23: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax[1,0].set_xticklabels(str_date,rotation=90)\n",
      "C:\\Users\\pkucm\\AppData\\Local\\Temp\\ipykernel_37096\\3733949541.py:30: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax[1,1].set_xticklabels(str_date,rotation=90)\n",
      "C:\\Users\\pkucm\\AppData\\Local\\Temp\\ipykernel_37096\\3733949541.py:37: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax[2,0].set_xticklabels(str_date,rotation=90)\n",
      "C:\\Users\\pkucm\\AppData\\Local\\Temp\\ipykernel_37096\\3733949541.py:44: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax[2,1].set_xticklabels(str_date,rotation=90)\n",
      "C:\\Users\\pkucm\\AppData\\Local\\Temp\\ipykernel_37096\\3733949541.py:51: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax[3,0].set_xticklabels(str_date,rotation=90)\n",
      "C:\\Users\\pkucm\\AppData\\Local\\Temp\\ipykernel_37096\\3733949541.py:58: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax[3,1].set_xticklabels(str_date,rotation=90)\n",
      "C:\\Users\\pkucm\\AppData\\Local\\Temp\\ipykernel_37096\\3733949541.py:65: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax[4,0].set_xticklabels(str_date,rotation=90)\n",
      "C:\\Users\\pkucm\\AppData\\Local\\Temp\\ipykernel_37096\\3733949541.py:72: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax[4,1].set_xticklabels(str_date,rotation=90)\n",
      "C:\\Users\\pkucm\\AppData\\Local\\Temp\\ipykernel_37096\\3733949541.py:79: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax[5,0].set_xticklabels(str_date,rotation=90)\n",
      "C:\\Users\\pkucm\\AppData\\Local\\Temp\\ipykernel_37096\\3733949541.py:86: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax[5,1].set_xticklabels(str_date,rotation=90)\n",
      "C:\\Users\\pkucm\\AppData\\Local\\Temp\\ipykernel_37096\\3733949541.py:93: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax[6,0].set_xticklabels(str_date,rotation=90)\n",
      "C:\\Users\\pkucm\\AppData\\Local\\Temp\\ipykernel_37096\\3733949541.py:100: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax[6,1].set_xticklabels(str_date,rotation=90)\n"
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       "       <use x=\"389.306641\" xlink:href=\"#ArialMT-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
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       "    </g>\r\n",
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       "     </g>\r\n",
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       "      </g>\r\n",
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       "<Figure size 1800x2800 with 14 Axes>"
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   "source": [
    "# Plot\n",
    "fig, ax = plt.subplots(7,2,figsize=(18, 28))\n",
    "\n",
    "# Intensity\n",
    "ax[0,0].plot(str_date,intensity_list)\n",
    "ax[0,0].set_xlabel(\"Date\")\n",
    "ax[0,0].set_ylabel(\"Intensity\")\n",
    "ax[0,0].set_title('Intensity vs Date')\n",
    "ax[0,0].set_xticklabels(str_date,rotation=90)\n",
    "\n",
    "# peak_freq\n",
    "ax[0,1].plot(str_date,peak_freq_list)\n",
    "ax[0,1].set_xlabel(\"Date\")\n",
    "ax[0,1].set_ylabel(\"Peak Frequency\")\n",
    "ax[0,1].set_title('Peak Frequency vs Date')\n",
    "ax[0,1].set_xticklabels(str_date,rotation=90)\n",
    "\n",
    "# STD\n",
    "ax[1,0].plot(str_date,STD_list)\n",
    "ax[1,0].set_xlabel(\"Date\")\n",
    "ax[1,0].set_ylabel(\"STD\")\n",
    "ax[1,0].set_title('STD vs Date')\n",
    "ax[1,0].set_xticklabels(str_date,rotation=90)\n",
    "\n",
    "# SNR\n",
    "ax[1,1].plot(str_date,SNR_list)\n",
    "ax[1,1].set_xlabel(\"Date\")\n",
    "ax[1,1].set_ylabel(\"SNR\")\n",
    "ax[1,1].set_title('SNR vs Date')\n",
    "ax[1,1].set_xticklabels(str_date,rotation=90)\n",
    "\n",
    "# TFN\n",
    "ax[2,0].plot(str_date,TFN_list)\n",
    "ax[2,0].set_xlabel(\"Date\")\n",
    "ax[2,0].set_ylabel(\"TFN\")\n",
    "ax[2,0].set_title('TFN vs Date')\n",
    "ax[2,0].set_xticklabels(str_date,rotation=90)\n",
    "\n",
    "# SFNR\n",
    "ax[2,1].plot(str_date,SFNR_list)\n",
    "ax[2,1].set_xlabel(\"Date\")\n",
    "ax[2,1].set_ylabel(\"SFNR\")\n",
    "ax[2,1].set_title('SFNR vs Date')\n",
    "ax[2,1].set_xticklabels(str_date,rotation=90)\n",
    "\n",
    "# tSNR\n",
    "ax[3,0].plot(str_date,tSNR_list)\n",
    "ax[3,0].set_xlabel(\"Date\")\n",
    "ax[3,0].set_ylabel(\"tSNR\")\n",
    "ax[3,0].set_title('tSNR vs Date')\n",
    "ax[3,0].set_xticklabels(str_date,rotation=90)\n",
    "\n",
    "# Percent Fluctuation\n",
    "ax[3,1].plot(str_date,perc_fluc_list)\n",
    "ax[3,1].set_xlabel(\"Date\")\n",
    "ax[3,1].set_ylabel(\"Percent Fluctuation\")\n",
    "ax[3,1].set_title('Percent Fluctuation vs Date')\n",
    "ax[3,1].set_xticklabels(str_date,rotation=90)\n",
    "\n",
    "# Drift\n",
    "ax[4,0].plot(str_date,drift_list)\n",
    "ax[4,0].set_xlabel(\"Date\")\n",
    "ax[4,0].set_ylabel(\"Drift\")\n",
    "ax[4,0].set_title('Drift vs Date')\n",
    "ax[4,0].set_xticklabels(str_date,rotation=90)\n",
    "\n",
    "# Drift fit\n",
    "ax[4,1].plot(str_date,drift_fit_list)\n",
    "ax[4,1].set_xlabel(\"Date\")\n",
    "ax[4,1].set_ylabel(\"Drift Fit\")\n",
    "ax[4,1].set_title('Drift Fit vs Date')\n",
    "ax[4,1].set_xticklabels(str_date,rotation=90)\n",
    "\n",
    "# RDC\n",
    "ax[5,0].plot(str_date,RDC_list)\n",
    "ax[5,0].set_xlabel(\"Date\")\n",
    "ax[5,0].set_ylabel(\"RDC\")\n",
    "ax[5,0].set_title('RDC vs Date')\n",
    "ax[5,0].set_xticklabels(str_date,rotation=90)\n",
    "\n",
    "# MAD\n",
    "ax[5,1].plot(str_date,MAD_list)\n",
    "ax[5,1].set_xlabel(\"Date\")\n",
    "ax[5,1].set_ylabel(\"MAD\")\n",
    "ax[5,1].set_title('MAD vs Date')\n",
    "ax[5,1].set_xticklabels(str_date,rotation=90)\n",
    "\n",
    "# Ghost Rate\n",
    "ax[6,0].plot(str_date,ghost_rate_list)\n",
    "ax[6,0].set_xlabel(\"Date\")\n",
    "ax[6,0].set_ylabel(\"Ghost Rate\")\n",
    "ax[6,0].set_title('Ghost Rate vs Date')\n",
    "ax[6,0].set_xticklabels(str_date,rotation=90)\n",
    "\n",
    "# Background Rate\n",
    "ax[6,1].plot(str_date,background_rate_list)\n",
    "ax[6,1].set_xlabel(\"Date\")\n",
    "ax[6,1].set_ylabel(\"Background Rate\")\n",
    "ax[6,1].set_title('Background Rate vs Date')\n",
    "ax[6,1].set_xticklabels(str_date,rotation=90)\n",
    "\n",
    "plt.tight_layout()"
   ]
  }
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