diff --git a/scripts/result_generation.ipynb b/scripts/result_generation.ipynb
new file mode 100644
index 0000000..e89b475
--- /dev/null
+++ b/scripts/result_generation.ipynb
@@ -0,0 +1,701 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "30bd0387-b182-49a0-9591-6136df91f9b7",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "Requirement already satisfied: arabic-reshaper>=3.0.0 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from xhtml2pdf) (3.0.0)\n",
+      "Requirement already satisfied: html5lib>=1.0.1 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from xhtml2pdf) (1.1)\n",
+      "Requirement already satisfied: Pillow>=8.1.1 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from xhtml2pdf) (9.4.0)\n",
+      "Requirement already satisfied: pyHanko>=0.12.1 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from xhtml2pdf) (0.20.0)\n",
+      "Requirement already satisfied: pyhanko-certvalidator>=0.19.5 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from xhtml2pdf) (0.23.0)\n",
+      "Requirement already satisfied: pypdf>=3.1.0 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from xhtml2pdf) (3.15.2)\n",
+      "Requirement already satisfied: python-bidi>=0.4.2 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from xhtml2pdf) (0.4.2)\n",
+      "Requirement already satisfied: reportlab<4,>=3.5.53 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from xhtml2pdf) (3.6.13)\n",
+      "Requirement already satisfied: svglib>=1.2.1 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from xhtml2pdf) (1.5.1)\n",
+      "Requirement already satisfied: six>=1.9 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from html5lib>=1.0.1->xhtml2pdf) (1.16.0)\n",
+      "Requirement already satisfied: webencodings in c:\\users\\acer\\anaconda3\\lib\\site-packages (from html5lib>=1.0.1->xhtml2pdf) (0.5.1)\n",
+      "Requirement already satisfied: asn1crypto>=1.5.1 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from pyHanko>=0.12.1->xhtml2pdf) (1.5.1)\n",
+      "Requirement already satisfied: qrcode>=6.1 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from pyHanko>=0.12.1->xhtml2pdf) (7.4.2)\n",
+      "Requirement already satisfied: tzlocal>=4.3 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from pyHanko>=0.12.1->xhtml2pdf) (5.0.1)\n",
+      "Requirement already satisfied: click>=7.1.2 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from pyHanko>=0.12.1->xhtml2pdf) (8.0.4)\n",
+      "Requirement already satisfied: requests>=2.24.0 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from pyHanko>=0.12.1->xhtml2pdf) (2.29.0)\n",
+      "Requirement already satisfied: pyyaml>=5.3.1 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from pyHanko>=0.12.1->xhtml2pdf) (6.0)\n",
+      "Requirement already satisfied: cryptography>=3.3.1 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from pyHanko>=0.12.1->xhtml2pdf) (39.0.1)\n",
+      "Requirement already satisfied: oscrypto>=1.1.0 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from pyhanko-certvalidator>=0.19.5->xhtml2pdf) (1.3.0)\n",
+      "Requirement already satisfied: uritools>=3.0.1 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from pyhanko-certvalidator>=0.19.5->xhtml2pdf) (4.0.1)\n",
+      "Requirement already satisfied: lxml in c:\\users\\acer\\anaconda3\\lib\\site-packages (from svglib>=1.2.1->xhtml2pdf) (4.9.2)\n",
+      "Requirement already satisfied: tinycss2>=0.6.0 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from svglib>=1.2.1->xhtml2pdf) (1.2.1)\n",
+      "Requirement already satisfied: cssselect2>=0.2.0 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from svglib>=1.2.1->xhtml2pdf) (0.7.0)\n",
+      "Requirement already satisfied: colorama in c:\\users\\acer\\anaconda3\\lib\\site-packages (from click>=7.1.2->pyHanko>=0.12.1->xhtml2pdf) (0.4.6)\n",
+      "Requirement already satisfied: cffi>=1.12 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from cryptography>=3.3.1->pyHanko>=0.12.1->xhtml2pdf) (1.15.1)\n",
+      "Requirement already satisfied: typing-extensions in c:\\users\\acer\\anaconda3\\lib\\site-packages (from qrcode>=6.1->pyHanko>=0.12.1->xhtml2pdf) (4.6.3)\n",
+      "Requirement already satisfied: pypng in c:\\users\\acer\\anaconda3\\lib\\site-packages (from qrcode>=6.1->pyHanko>=0.12.1->xhtml2pdf) (0.20220715.0)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from requests>=2.24.0->pyHanko>=0.12.1->xhtml2pdf) (2.0.4)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from requests>=2.24.0->pyHanko>=0.12.1->xhtml2pdf) (3.4)\n",
+      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from requests>=2.24.0->pyHanko>=0.12.1->xhtml2pdf) (1.26.16)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\acer\\anaconda3\\lib\\site-packages (from requests>=2.24.0->pyHanko>=0.12.1->xhtml2pdf) (2023.5.7)\n",
+      "Requirement already satisfied: tzdata in c:\\users\\acer\\anaconda3\\lib\\site-packages (from tzlocal>=4.3->pyHanko>=0.12.1->xhtml2pdf) (2023.3)\n",
+      "Requirement already satisfied: pycparser in c:\\users\\acer\\anaconda3\\lib\\site-packages (from cffi>=1.12->cryptography>=3.3.1->pyHanko>=0.12.1->xhtml2pdf) (2.21)\n",
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+      "Creating report 903247738868VAIGMC.pdf ...\n",
+      "Created PDF report 903247738868VAIGMC.pdf.\n",
+      "Creating report 908300994257SATGMC.pdf ...\n",
+      "Created PDF report 908300994257SATGMC.pdf.\n",
+      "Creating report 908300994257SATGMC.pdf ...\n",
+      "Created PDF report 908300994257SATGMC.pdf.\n",
+      "Creating report 910605003271SUJGMC.pdf ...\n",
+      "Created PDF report 910605003271SUJGMC.pdf.\n",
+      "Creating report 918039154000ANTGMC.pdf ...\n",
+      "Created PDF report 918039154000ANTGMC.pdf.\n",
+      "Creating report 920680985699ABHGMC.pdf ...\n",
+      "Created PDF report 920680985699ABHGMC.pdf.\n",
+      "Creating report 921761502414SUNGMC.pdf ...\n",
+      "Created PDF report 921761502414SUNGMC.pdf.\n",
+      "Creating report 942751311120ABHGMC.pdf ...\n",
+      "Created PDF report 942751311120ABHGMC.pdf.\n",
+      "Creating report 949461709290SNEGMC.pdf ...\n",
+      "Created PDF report 949461709290SNEGMC.pdf.\n",
+      "Creating report 950292912605HEMGMC.pdf ...\n",
+      "Created PDF report 950292912605HEMGMC.pdf.\n",
+      "Creating report 960105176414RITGMC.pdf ...\n",
+      "Created PDF report 960105176414RITGMC.pdf.\n",
+      "Creating report 964003970313MANGMC.pdf ...\n",
+      "Created PDF report 964003970313MANGMC.pdf.\n",
+      "Creating report 992346311078SHUGMC.pdf ...\n",
+      "Created PDF report 992346311078SHUGMC.pdf.\n",
+      "Creating report 995305552243MOHGMC.pdf ...\n",
+      "Created PDF report 995305552243MOHGMC.pdf.\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "import sys\n",
+    "import csv\n",
+    "#import qrcode\n",
+    "! pip install xhtml2pdf\n",
+    "from xhtml2pdf import pisa\n",
+    "from jinja2 import Environment, FileSystemLoader\n",
+    "import os\n",
+    "import pandas as pd\n",
+    "\n",
+    "# Capture our current directory\n",
+    "THIS_DIR = os.path.dirname(os.path.abspath(r\"C:\\Users\\acer\\Desktop\\SMI\"))\n",
+    "print(os.getcwd())\n",
+    "\n",
+    "#def generateQRCode(rptD):\n",
+    " #   qrc = qrcode.QRCode(version=10,error_correction=qrcode.constants.ERROR_CORRECT_H)\n",
+    "  #  data = \"SRF ID : {} \\n ICMR ID: {} \\n IISc ID: {} \\n Name: {} \\n Age: {} \\n Gender: {} \\n Swab Collected On: {} \\n Lab Name: Indian Institute of Science, Bangalore\\n Result Date: {} \\n Test Type: RT-PCR\\n Test Result: {}.\\n\".format(rptD['srfid'],rptD['sampleICMRID'],rptD['sampleIIScID'],rptD['patientName'],rptD['patientAge'],rptD['patientGender'],rptD['sampleCollectionDate'],rptD['testDate'],rptD['testResult'])\n",
+    "   # qrc.add_data(data)\n",
+    "    #qrImg = qrc.make_image(fill_color=\"black\", back_color=\"white\")\n",
+    "    #qrImg.save(rptD['qrcodeImgFile'])\n",
+    "    #return\n",
+    "\n",
+    "def prepareData(row):\n",
+    "    rptData = {}\n",
+    "\n",
+    "    rptData['Person Name'] = row['Name']\n",
+    "    rptData['Age'] = row['Age']\n",
+    "    rptData['Gender'] = row['Gender']\n",
+    "    rptData['Age / Sex'] = f\"{rptData['Age']} ({rptData['Gender']})\"\n",
+    "    rptData['Sample type'] = 'Capillary Whole Blood'\n",
+    "    rptData['Family History of Sickle Cell Anemia'] = 'Unknown'\n",
+    "    rptData['Marital Status'] = row['Marital Status']\n",
+    "    rptData['Test Date'] = pd.to_datetime(row['testTime']).date()\n",
+    "    rptData['Patient ID'] = row['ABHA ID']\n",
+    "    rptData['Sample ID'] = row['_id']\n",
+    "    rptData['value'] = row['Measured Deovix Ratio']\n",
+    "    #rptData['qrcodeImgFile'] = 'qr_' + row['SRF ID'] + '.png'\n",
+    "   # generateQRCode(rptData)\n",
+    "    return rptData\n",
+    "\n",
+    "def generatePDFReport(row):\n",
+    "    outFilename = row['_id'] + '.pdf'\n",
+    "    # fill template with sample result values\n",
+    "    # generate report\n",
+    "    # generate qr code\n",
+    "    # convert to pdf\n",
+    "    print(\"Creating report %s ...\" % outFilename)\n",
+    "    j2_env = Environment(loader=FileSystemLoader(THIS_DIR),\n",
+    "                         trim_blocks=True)\n",
+    "    rd = prepareData(row)\n",
+    "   # template_path = os.path.join(THIS_DIR, 'report_template.html')\n",
+    "\n",
+    "    report_template =r'''\n",
+    "<!DOCTYPE html>\n",
+    "<html>\n",
+    "\n",
+    "<head>\n",
+    "    <style>\n",
+    "        @media print {\n",
+    "            body {\n",
+    "                -webkit-print-color-adjust: exact;\n",
+    "            }\n",
+    "        }\n",
+    "\n",
+    "        .person-details-row {\n",
+    "            display: flex;\n",
+    "            flex-direction: row;\n",
+    "        }\n",
+    "\n",
+    "        .person-details-col {\n",
+    "            display: flex;\n",
+    "            flex-direction: column;\n",
+    "            height: 90px;\n",
+    "            width: 50%;\n",
+    "            margin: 1px;\n",
+    "            border: 0;\n",
+    "        }\n",
+    "\n",
+    "        .test-details-row {\n",
+    "            border: 0;\n",
+    "        }\n",
+    "\n",
+    "        .test-details-col {\n",
+    "            height: 100px;\n",
+    "        }\n",
+    "\n",
+    "        .test-cell-div {\n",
+    "            /* border: 1px solid black; */\n",
+    "            border-collapse: collapse;\n",
+    "            height: 20px;\n",
+    "            padding: 10px;\n",
+    "        }\n",
+    "\n",
+    "        .table-header {\n",
+    "            border: 1px solid black;\n",
+    "            margin: 0 0 -10px 10px;\n",
+    "            background-color: rgb(191, 191, 191);\n",
+    "            text-align: center;\n",
+    "            justify-content: center;\n",
+    "            align-items: center;\n",
+    "            display: flex;\n",
+    "            font-weight: 600;\n",
+    "            height: 50px;\n",
+    "            width: 98%;\n",
+    "        }\n",
+    "\n",
+    "        @media print {\n",
+    "            .table-header {\n",
+    "                background-color: rgb(191, 191, 191) !important;\n",
+    "                print-color-adjust: exact;\n",
+    "            }\n",
+    "        }\n",
+    "\n",
+    "        @media print {\n",
+    "            .vendorListHeading th {\n",
+    "                color: white !important;\n",
+    "            }\n",
+    "        }\n",
+    "\n",
+    "        .test-method {\n",
+    "            font-weight: 200 !important;\n",
+    "            color: rgb(191, 191, 191);\n",
+    "        }\n",
+    "\n",
+    "        .result-value {\n",
+    "            justify-content: center;\n",
+    "            align-items: center;\n",
+    "            display: flex;\n",
+    "        }\n",
+    "\n",
+    "        .end-of-report {\n",
+    "            display: flex;\n",
+    "            align-items: center;\n",
+    "            justify-content: center;\n",
+    "        }\n",
+    "\n",
+    "        .logo {\n",
+    "            display: flex;\n",
+    "            justify-content: center;\n",
+    "            align-items: center;\n",
+    "        }\n",
+    "\n",
+    "        table,\n",
+    "        th,\n",
+    "        td {\n",
+    "            border: 1px solid black;\n",
+    "            border-collapse: collapse;\n",
+    "        }\n",
+    "\n",
+    "        ul {\n",
+    "            list-style-type: none;\n",
+    "            /* margin: 0; */\n",
+    "            /* padding: 0; */\n",
+    "        }\n",
+    "    </style>\n",
+    "</head>\n",
+    "\n",
+    "<body>\n",
+    "    <div>\n",
+    "        <div class=\"logo\">\n",
+    "            <img src=\"C:\\Users\\acer\\Desktop\\SMI\\logo_nobg.png\" width=\"128\" height=\"128\" alt=\"sickle cell logo\" />\n",
+    "        </div>\n",
+    "        <table style=\"border: 1px solid black; margin: 10px; width: 98%;\">\n",
+    "            <tr class=\"person-details-row\">\n",
+    "                <td class=\"person-details-col\" style=\"border-right: 2; width: 70%;\">\n",
+    "                    <div><strong>Person Name:</strong> {{ reportData[\"Person Name\"] }}</div>\n",
+    "                    <div><strong>Age / Sex:</strong> {{reportData['Age']}} / {{reportData['Gender']}}</div>\n",
+    "                    <div><strong>Sample type:</strong>{{ reportData[\"Sample type\"] }}</div>\n",
+    "                    <div><strong>Family History of Sickle Cell Anemia:</strong>{{ reportData[\"Family History of Sickle Cell Anemia\"] }}</div>\n",
+    "                </td>\n",
+    "                <td class=\"person-details-col\" style=\"width: 30%;\">\n",
+    "                    <div><strong>Marital Status:</strong>{{ reportData[\"Marital Status\"] }}</div>\n",
+    "                    <div><strong>Test Date:</strong>{{ reportData[\"Test Date\"] }}</div> \n",
+    "                    <div><strong>ABHA ID:</strong>{{ reportData[\"Patient ID\"] }}</div>\n",
+    "                    <div><strong>Sample ID:</strong>{{ reportData[\"Sample ID\"] }}</div>\n",
+    "                </td>\n",
+    "            </tr>\n",
+    "        </table>\n",
+    "    </div>\n",
+    "\n",
+    "\n",
+    "    <div style=\"height: 2px;width: 98%; background-color: rgb(56, 105, 166); margin: 30px 10px 40px 10px;\"></div>\n",
+    "\n",
+    "\n",
+    "    <div>\n",
+    "        <div class=\"table-header\">POINT OF CARE SICKLE CELL ANEMIA TEST</div>\n",
+    "        <table class=\"test-details-table\" style=\"border: 1px solid black; margin: 10px; width: 98%;\">\n",
+    "            <tr style=\"height: 50px;\">\n",
+    "                <th>\n",
+    "                    Test Description\n",
+    "                </th>\n",
+    "                <th>\n",
+    "                    RESULT\n",
+    "                </th>\n",
+    "                <th>\n",
+    "                    REFERENCE RANGES\n",
+    "                </th>\n",
+    "            </tr>\n",
+    "            <tr class=\"test-details-row\">\n",
+    "                <td class=\"test-details-col\" style=\"width: 20%; margin: 10px;\">\n",
+    "                    <div style=\"margin: 10px;\">Sickle Cell\n",
+    "                        Anemia\n",
+    "                        <div class=\"test-method\">(Method: HPOS)</div>\n",
+    "                    </div>\n",
+    "                </td>\n",
+    "                <td style=\"width: 30%;\">\n",
+    "                    <div class=\"result-value\">Ra = {{ reportData[\"value\"] }}</div>\n",
+    "                    <!-- <div class=\"test-cell-div\">Normal</div>\n",
+    "                    <div class=\"test-cell-div\">Sickle Cell Trait</div>\n",
+    "                    <div class=\"test-cell-div\">Sickle Cell Disease</div>\n",
+    "                    <div class=\"test-cell-div\">Negative Borderline</div>\n",
+    "                    <div class=\"test-cell-div\">Positive Borderline</div> -->\n",
+    "                </td>\n",
+    "                <td style=\"width: 50%;\">\n",
+    "                    <div class=\"test-cell-div\">\n",
+    "                        < 0.16: Normal (HbA)</div>\n",
+    "                            <div class=\"test-cell-div\">0.165 – 0.235: Sickle-cell Trait (HbAS)</div>\n",
+    "                            <div class=\"test-cell-div\">> 0.24: Sickle-cell Disease (HbSS)</div>\n",
+    "                            <div class=\"test-cell-div\">0.16-0.165: Inconclusive (Negative Borderline)</div>\n",
+    "                            <div class=\"test-cell-div\">0.235 – 0.24: Inconclusive (Positive Borderline)</div>\n",
+    "                </td>\n",
+    "                <!-- <td style=\"width: 25%;\">\n",
+    "                    <div class=\"test-cell-div\">Normal</div>\n",
+    "                    <div class=\"test-cell-div\">Sickle Cell Trait</div>\n",
+    "                    <div class=\"test-cell-div\">Sickle Cell Disease</div>\n",
+    "                    <div class=\"test-cell-div\">Recommended for HPLC or Electrophoresis Tests</div>\n",
+    "                    <div class=\"test-cell-div\">Recommended for HPLC or Electrophore</div>\n",
+    "                </td> -->\n",
+    "            </tr>\n",
+    "        </table>\n",
+    "    </div>\n",
+    "\n",
+    "    <div>\n",
+    "        <!-- <div style=\"font-weight: 600; margin: 10px;\">INTERPRETATION:</div> -->\n",
+    "\n",
+    "        <div style=\"margin: 10px;\">\n",
+    "            <strong>Test Principle:</strong> This point of care quantitative diagnostic test for sickle-cell anemia\n",
+    "            works on the principle of absorption\n",
+    "            spectroscopy. The test helps in differentiating heterozygous/homozygous hemoglobin from normal hemoglobin.\n",
+    "        </div>\n",
+    "\n",
+    "        <div style=\"margin: 10px;\">\n",
+    "            <strong>Method:</strong> High Performance Optical Spectroscopy (HPOS) for detection of Sickle cell trait and\n",
+    "            sickle cell disease in whole blood capillary blood samples.\n",
+    "        </div>\n",
+    "\n",
+    "        <div style=\"margin: 10px;\">\n",
+    "            <strong> Note:</strong>\n",
+    "            <!-- <ul>\n",
+    "                <li>a. Blood transfusion may have an impact on the test results.</li>\n",
+    "\n",
+    "                <li>\n",
+    "                    b. Patients already on sickle-cell medications may impact test results.\n",
+    "                </li>\n",
+    "            </ul> -->\n",
+    "\n",
+    "            Borderline cases are reported as inconclusive. It may occur due to several factors such as medication,\n",
+    "            transfusion, field conditions and assay process. Further clinical tests are recommended in these cases for\n",
+    "            diagnosis.\n",
+    "        </div>\n",
+    "\n",
+    "        <!-- <div\n",
+    "            style=\"margin: 80px 10px 20px 50px; width: 88%; display: flex; flex-direction: row; justify-content: space-between; align-items: center;\">\n",
+    "            <div style=\"margin: 5px;\">DATE:</div>\n",
+    "            <div style=\"margin: 5px;\">Hematologist</div>\n",
+    "        </div> -->\n",
+    "\n",
+    "        <!-- <div style=\"margin: 30px;\">\n",
+    "            This report is for the perusal of doctor only. Not for medico legal cases. Clinical correlation is\n",
+    "            essential.\n",
+    "            Please contact us in case of unexpected result.\n",
+    "        </div> -->\n",
+    "        <div style=\"height: 3px;width: 98%; background-color: black; margin-top: 150px;\"></div>\n",
+    "        <div class=\"end-of-report\">\n",
+    "            *** END OF REPORT ***</div>\n",
+    "        <div style=\"display: flex; justify-content: center; align-items: center; flex-direction: column;\">\n",
+    "            <div style=\"font-style: italic; color: rgb(191, 191, 191);\">\n",
+    "                This is an electronically generated report. Generated at HH:MM hrs on DD-MMM-YYYY.\n",
+    "            </div>\n",
+    "            <div>\n",
+    "                Note: Assay results should be correlated clinically with other clinical findings\n",
+    "            </div>\n",
+    "        </div>\n",
+    "    </div>\n",
+    "</body>\n",
+    "\n",
+    "</html>\n",
+    "'''\n",
+    "    rptHtml = j2_env.from_string(report_template).render(reportData=rd)\n",
+    "    reportFile = open('reports/' + rd['Sample ID'] + '.pdf','w+b')\n",
+    "    pisa_status = pisa.CreatePDF(rptHtml, dest=reportFile)\n",
+    "    if not pisa_status.err:\n",
+    "        print(\"Created PDF report %s.\" % outFilename)\n",
+    "    #os.remove(rd['qrcodeImgFile'])\n",
+    "    return\n",
+    "\n",
+    "if (len(sys.argv) < 2):\n",
+    "    print(\"Usage: genLabReport.py <results_file.csv>\")\n",
+    "    sys.exit(1)\n",
+    "\n",
+    "csv_file_path = r\"C:\\Users\\acer\\Desktop\\SMI\\TILL AUG5.csv\"  # Replace this with the actual path to your CSV file\n",
+    "\n",
+    "\n",
+    "with open(csv_file_path) as resultsCSVFile:\n",
+    "    reader = csv.DictReader(resultsCSVFile)\n",
+    "    for row in reader:\n",
+    "        generatePDFReport(row)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "90a2f709-7521-41ed-ba1b-99cbbf108ab0",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3e31b418-eb4c-48e1-9a4f-bdfdc50365f4",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.11.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}