plot_labs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>itemid</th>\n",
       "      <th>mu</th>\n",
       "      <th>std</th>\n",
       "      <th>lower</th>\n",
       "      <th>upper</th>\n",
       "      <th>units</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Troponin-T</th>\n",
       "      <td>227429</td>\n",
       "      <td>0.696529</td>\n",
       "      <td>1.341294</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>ng/mL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Potassium (serum)</th>\n",
       "      <td>227442</td>\n",
       "      <td>4.082477</td>\n",
       "      <td>0.536100</td>\n",
       "      <td>3.30</td>\n",
       "      <td>5.10</td>\n",
       "      <td>mmol/L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sodium (serum)</th>\n",
       "      <td>220645</td>\n",
       "      <td>139.091866</td>\n",
       "      <td>5.054144</td>\n",
       "      <td>133.00</td>\n",
       "      <td>145.00</td>\n",
       "      <td>mmol/L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hemoglobin</th>\n",
       "      <td>220228</td>\n",
       "      <td>9.901678</td>\n",
       "      <td>1.925150</td>\n",
       "      <td>12.00</td>\n",
       "      <td>16.00</td>\n",
       "      <td>g/dL (M)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lactic Acid</th>\n",
       "      <td>225668</td>\n",
       "      <td>2.516121</td>\n",
       "      <td>2.037109</td>\n",
       "      <td>0.50</td>\n",
       "      <td>2.00</td>\n",
       "      <td>mmol/L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Creatinine (serum)</th>\n",
       "      <td>220615</td>\n",
       "      <td>1.381867</td>\n",
       "      <td>1.216277</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.10</td>\n",
       "      <td>mg/dL (M)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK (CPK)</th>\n",
       "      <td>225634</td>\n",
       "      <td>1768.026382</td>\n",
       "      <td>4669.048034</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>U/L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Direct Bilirubin</th>\n",
       "      <td>225651</td>\n",
       "      <td>3.550476</td>\n",
       "      <td>3.930061</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.30</td>\n",
       "      <td>mg/dL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Bilirubin</th>\n",
       "      <td>225690</td>\n",
       "      <td>2.118487</td>\n",
       "      <td>3.384097</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.50</td>\n",
       "      <td>mg/dL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C Reactive Protein (CRP)</th>\n",
       "      <td>227444</td>\n",
       "      <td>73.176000</td>\n",
       "      <td>77.640991</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>mg/L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D-Dimer</th>\n",
       "      <td>225636</td>\n",
       "      <td>8042.000000</td>\n",
       "      <td>6100.878411</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>µg/mL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BUN</th>\n",
       "      <td>225624</td>\n",
       "      <td>28.314599</td>\n",
       "      <td>22.577301</td>\n",
       "      <td>7.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>mg/dL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arterial O2 pressure</th>\n",
       "      <td>220224</td>\n",
       "      <td>143.807859</td>\n",
       "      <td>81.180307</td>\n",
       "      <td>85.00</td>\n",
       "      <td>105.00</td>\n",
       "      <td>mmHg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arterial CO2 Pressure</th>\n",
       "      <td>220235</td>\n",
       "      <td>40.846672</td>\n",
       "      <td>8.936230</td>\n",
       "      <td>35.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>mmHg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>O2 saturation pulseoxymetry</th>\n",
       "      <td>220277</td>\n",
       "      <td>96.188618</td>\n",
       "      <td>2.235058</td>\n",
       "      <td>95.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WBC</th>\n",
       "      <td>220546</td>\n",
       "      <td>11.712824</td>\n",
       "      <td>5.588674</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>cells/µL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brain Natiuretic Peptide (BNP)</th>\n",
       "      <td>227446</td>\n",
       "      <td>6063.740000</td>\n",
       "      <td>9257.131060</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>pg/mL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INR</th>\n",
       "      <td>227467</td>\n",
       "      <td>1.455954</td>\n",
       "      <td>0.542524</td>\n",
       "      <td>0.90</td>\n",
       "      <td>1.10</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALT</th>\n",
       "      <td>220644</td>\n",
       "      <td>203.725828</td>\n",
       "      <td>669.921098</td>\n",
       "      <td>0.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>U/L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pulmonary Artery Pressure systolic</th>\n",
       "      <td>220059</td>\n",
       "      <td>35.888839</td>\n",
       "      <td>8.940322</td>\n",
       "      <td>15.00</td>\n",
       "      <td>30.00</td>\n",
       "      <td>mmHg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pulmonary Artery Pressure diastolic</th>\n",
       "      <td>220060</td>\n",
       "      <td>18.440865</td>\n",
       "      <td>5.365124</td>\n",
       "      <td>8.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>mmHg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pulmonary Artery Pressure mean</th>\n",
       "      <td>220061</td>\n",
       "      <td>25.132226</td>\n",
       "      <td>6.296281</td>\n",
       "      <td>10.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>mmHg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heart Rate</th>\n",
       "      <td>220045</td>\n",
       "      <td>85.751711</td>\n",
       "      <td>17.270459</td>\n",
       "      <td>60.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>beats/min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GCS - Eye Opening</th>\n",
       "      <td>220739</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GCS - Verbal Response</th>\n",
       "      <td>223900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GCS - Motor Response</th>\n",
       "      <td>223901</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Non Invasive Blood Pressure systolic</th>\n",
       "      <td>220179</td>\n",
       "      <td>119.519662</td>\n",
       "      <td>20.512229</td>\n",
       "      <td>90.00</td>\n",
       "      <td>120.00</td>\n",
       "      <td>mmHg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Non Invasive Blood Pressure diastolic</th>\n",
       "      <td>220180</td>\n",
       "      <td>65.509530</td>\n",
       "      <td>14.059690</td>\n",
       "      <td>60.00</td>\n",
       "      <td>80.00</td>\n",
       "      <td>mmHg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Non Invasive Blood Pressure mean</th>\n",
       "      <td>220181</td>\n",
       "      <td>78.845616</td>\n",
       "      <td>14.089421</td>\n",
       "      <td>70.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>mmHg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Respiratory Rate</th>\n",
       "      <td>220210</td>\n",
       "      <td>19.799923</td>\n",
       "      <td>5.144849</td>\n",
       "      <td>12.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>breaths/min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Temperature Fahrenheit</th>\n",
       "      <td>223761</td>\n",
       "      <td>98.513881</td>\n",
       "      <td>1.024457</td>\n",
       "      <td>97.00</td>\n",
       "      <td>99.50</td>\n",
       "      <td>°F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Inspired O2 Fraction</th>\n",
       "      <td>223835</td>\n",
       "      <td>44.903660</td>\n",
       "      <td>10.283136</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAR-Oxygen saturation</th>\n",
       "      <td>228232</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Glucose (whole blood)</th>\n",
       "      <td>226537</td>\n",
       "      <td>139.708350</td>\n",
       "      <td>42.063726</td>\n",
       "      <td>70.00</td>\n",
       "      <td>105.00</td>\n",
       "      <td>mg/dL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PH (Venous)</th>\n",
       "      <td>220274</td>\n",
       "      <td>7.360380</td>\n",
       "      <td>0.088418</td>\n",
       "      <td>7.31</td>\n",
       "      <td>7.41</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PH (Arterial)</th>\n",
       "      <td>223830</td>\n",
       "      <td>7.382041</td>\n",
       "      <td>0.082901</td>\n",
       "      <td>7.35</td>\n",
       "      <td>7.45</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       itemid           mu          std  \\\n",
       "Troponin-T                             227429     0.696529     1.341294   \n",
       "Potassium (serum)                      227442     4.082477     0.536100   \n",
       "Sodium (serum)                         220645   139.091866     5.054144   \n",
       "Hemoglobin                             220228     9.901678     1.925150   \n",
       "Lactic Acid                            225668     2.516121     2.037109   \n",
       "Creatinine (serum)                     220615     1.381867     1.216277   \n",
       "CK (CPK)                               225634  1768.026382  4669.048034   \n",
       "Direct Bilirubin                       225651     3.550476     3.930061   \n",
       "Total Bilirubin                        225690     2.118487     3.384097   \n",
       "C Reactive Protein (CRP)               227444    73.176000    77.640991   \n",
       "D-Dimer                                225636  8042.000000  6100.878411   \n",
       "BUN                                    225624    28.314599    22.577301   \n",
       "Arterial O2 pressure                   220224   143.807859    81.180307   \n",
       "Arterial CO2 Pressure                  220235    40.846672     8.936230   \n",
       "O2 saturation pulseoxymetry            220277    96.188618     2.235058   \n",
       "WBC                                    220546    11.712824     5.588674   \n",
       "Brain Natiuretic Peptide (BNP)         227446  6063.740000  9257.131060   \n",
       "INR                                    227467     1.455954     0.542524   \n",
       "ALT                                    220644   203.725828   669.921098   \n",
       "Pulmonary Artery Pressure systolic     220059    35.888839     8.940322   \n",
       "Pulmonary Artery Pressure diastolic    220060    18.440865     5.365124   \n",
       "Pulmonary Artery Pressure mean         220061    25.132226     6.296281   \n",
       "Heart Rate                             220045    85.751711    17.270459   \n",
       "GCS - Eye Opening                      220739          NaN          NaN   \n",
       "GCS - Verbal Response                  223900          NaN          NaN   \n",
       "GCS - Motor Response                   223901          NaN          NaN   \n",
       "Non Invasive Blood Pressure systolic   220179   119.519662    20.512229   \n",
       "Non Invasive Blood Pressure diastolic  220180    65.509530    14.059690   \n",
       "Non Invasive Blood Pressure mean       220181    78.845616    14.089421   \n",
       "Respiratory Rate                       220210    19.799923     5.144849   \n",
       "Temperature Fahrenheit                 223761    98.513881     1.024457   \n",
       "Inspired O2 Fraction                   223835    44.903660    10.283136   \n",
       "PAR-Oxygen saturation                  228232          NaN          NaN   \n",
       "Glucose (whole blood)                  226537   139.708350    42.063726   \n",
       "PH (Venous)                            220274     7.360380     0.088418   \n",
       "PH (Arterial)                          223830     7.382041     0.082901   \n",
       "\n",
       "                                        lower   upper        units  \n",
       "Troponin-T                               0.00    0.01        ng/mL  \n",
       "Potassium (serum)                        3.30    5.10       mmol/L  \n",
       "Sodium (serum)                         133.00  145.00       mmol/L  \n",
       "Hemoglobin                              12.00   16.00     g/dL (M)  \n",
       "Lactic Acid                              0.50    2.00       mmol/L  \n",
       "Creatinine (serum)                       0.40    1.10    mg/dL (M)  \n",
       "CK (CPK)                                  NaN     NaN          U/L  \n",
       "Direct Bilirubin                         0.00    0.30        mg/dL  \n",
       "Total Bilirubin                          0.00    1.50        mg/dL  \n",
       "C Reactive Protein (CRP)                 0.00    5.00         mg/L  \n",
       "D-Dimer                                  0.00    0.50        µg/mL  \n",
       "BUN                                      7.00   20.00        mg/dL  \n",
       "Arterial O2 pressure                    85.00  105.00         mmHg  \n",
       "Arterial CO2 Pressure                   35.00   45.00         mmHg  \n",
       "O2 saturation pulseoxymetry             95.00  100.00            %  \n",
       "WBC                                      0.00    5.00     cells/µL  \n",
       "Brain Natiuretic Peptide (BNP)           0.00  100.00        pg/mL  \n",
       "INR                                      0.90    1.10            -  \n",
       "ALT                                      0.00   40.00          U/L  \n",
       "Pulmonary Artery Pressure systolic      15.00   30.00         mmHg  \n",
       "Pulmonary Artery Pressure diastolic      8.00   15.00         mmHg  \n",
       "Pulmonary Artery Pressure mean          10.00   20.00         mmHg  \n",
       "Heart Rate                              60.00  100.00    beats/min  \n",
       "GCS - Eye Opening                        1.00    4.00            -  \n",
       "GCS - Verbal Response                    1.00    5.00            -  \n",
       "GCS - Motor Response                     1.00    6.00            -  \n",
       "Non Invasive Blood Pressure systolic    90.00  120.00         mmHg  \n",
       "Non Invasive Blood Pressure diastolic   60.00   80.00         mmHg  \n",
       "Non Invasive Blood Pressure mean        70.00  100.00         mmHg  \n",
       "Respiratory Rate                        12.00   20.00  breaths/min  \n",
       "Temperature Fahrenheit                  97.00   99.50           °F  \n",
       "Inspired O2 Fraction                     0.21    1.00            -  \n",
       "PAR-Oxygen saturation                   95.00  100.00            %  \n",
       "Glucose (whole blood)                   70.00  105.00        mg/dL  \n",
       "PH (Venous)                              7.31    7.41            -  \n",
       "PH (Arterial)                            7.35    7.45            -  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm.notebook import tqdm\n",
    "\n",
    "# raw_root = Path('/mnt/sds/sd20i001/mohamad/MeTra2/data/root')\n",
    "root = Path('/mnt/hdd/data/MMMedViT_data')\n",
    "labels = pd.read_csv(root / 'data/labels.csv', index_col=0)\n",
    "labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = [\n",
    "    'blue', 'orange', 'green', 'red', 'purple', 'brown',\n",
    "    'pink', 'gray', 'olive', 'cyan', 'navy', 'lime',\n",
    "    'maroon', 'teal', 'magenta', 'gold', 'darkgreen', 'slateblue',\n",
    "    'coral', 'orchid', 'darkorange', 'steelblue', 'chocolate', 'forestgreen',\n",
    "    'turquoise', 'crimson', 'darkslategray', 'indigo', 'khaki', 'royalblue',\n",
    "    'peru', 'mediumvioletred', 'darkkhaki', 'deepskyblue', 'saddlebrown', 'plum'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ylims = {\n",
    "    'Troponin-T': [-0.6, 0.0],\n",
    "    'Direct Bilirubin': [-1.5,1.5],\n",
    "    'C Reactive Protein (CRP)': [-1.5,1.5],\n",
    "    'D-Dimer': [-1.5,1.5],\n",
    "    'Hemoglobin': [-3,4.5],\n",
    "    'ALT': [-1.5,1.5]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x1200 with 36 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(6,6,figsize=(12,12))\n",
    "for (label, statistics), (i,ax) in zip(labels.iterrows(), enumerate(axs.flatten())):\n",
    "    ax.set_xlim([0,48])\n",
    "    ax.set_ylim([0,5])\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "    y = 2.2\n",
    "    if len(label) > 20:\n",
    "        label = label.split(' ')\n",
    "        if len(label) == 2:\n",
    "            label = '\\n'.join(label)\n",
    "            y = 2.0\n",
    "        elif len(label) > 4:\n",
    "            label = f'{\" \".join(label[:2])}\\n{\" \".join(label[2:4])}\\n{\" \".join(label[4:])}'\n",
    "            y = 1.8\n",
    "        else:\n",
    "            label = f'{\" \".join(label[:2])}\\n{\" \".join(label[2:])}'\n",
    "            y = 2.0\n",
    "    ax.text(1, y, label, fontsize=10, color=colors[i])\n",
    "    # ax.set_facecolor('gray')\n",
    "    # print(label, len(label), len(label.split(' ')))\n",
    "fig.subplots_adjust(hspace=0.,wspace=0.)\n",
    "# fig.savefig('images/lab_names.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "db8c7f9e586e4c30a448b34cd9d54208",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x1200 with 36 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# for fname in tqdm(raw_root.glob('*/*/additional_timeseries.csv')):\n",
    "src = root / 'data' / 'labs_timeseries'\n",
    "# for i, fname in tqdm(enumerate(src.glob('*/*.csv'))):\n",
    "for i, fname in tqdm(enumerate(src.glob('*/30007565.csv'))):\n",
    "    \n",
    "    # if i == 7000: break\n",
    "    stay_id = int(float(fname.stem))\n",
    "    mode = fname.parent.name\n",
    "    # subject_stays = pd.read_csv(fname.parent / 'stays.csv')\n",
    "    # print(len(subject_stays))\n",
    "    # stay_id = subject_stays.iloc[-1].stay_id\n",
    "    dst = f'data/labs2/{mode}/{stay_id}.png'\n",
    "    # if Path(dst).exists():\n",
    "    #     continue\n",
    "    data = pd.read_csv(fname).drop(columns=['index'])\n",
    "    data = data[data.Hours<=48]\n",
    "    data.set_index('Hours', inplace=True)\n",
    "    fig,axs = plt.subplots(6,6,figsize=(12,12))\n",
    "    for (label, statistics), (i,ax) in zip(labels.iterrows(), enumerate(axs.flatten())):\n",
    "        values = pd.to_numeric(data[label], errors='coerce').dropna()\n",
    "        if not np.isnan(statistics['mu']) :\n",
    "            values = (values - statistics['mu']) / statistics['std']\n",
    "            ax.axhline((statistics['lower']-statistics['mu'])/statistics['std'], linewidth=0.5, color='red', linestyle='dashed')\n",
    "            ax.axhline((statistics['upper']-statistics['mu'])/statistics['std'], linewidth=0.5, color='red', linestyle='dashed')\n",
    "        if label in ylims:\n",
    "            values = np.clip(values, *ylims[label])\n",
    "        ax.plot(values, color=colors[i], marker='.')\n",
    "        ax.set_xlim([0,48])\n",
    "        ax.set_xticks([])\n",
    "        ax.set_yticks([])\n",
    "\n",
    "        if label in ylims:\n",
    "            ax.set_ylim(ylims[label])\n",
    "            # print(label, ax.get_ylim())\n",
    "        elif 'gcs' in label.lower():\n",
    "            ax.set_ylim([0,5])\n",
    "        else:\n",
    "            ax.set_ylim([-3,3])\n",
    "        \n",
    "        # ax.set_title(label, fontsize=5)\n",
    "    fig.subplots_adjust(hspace=0.,wspace=0.)\n",
    "    # fig.savefig(dst, bbox_inches='tight', dpi=72)\n",
    "    # plt.close(fig)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig('images/lab30007565.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "cfm",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}