{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cd7f089e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.stats as stats\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bbbcd5e9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metadata before the header row:\n",
      "BRON: KONINKLIJK NEDERLANDS METEOROLOGISCH INSTITUUT (KNMI)\n",
      "Opmerking: door stationsverplaatsingen en veranderingen in waarneemmethodieken zijn deze tijdreeksen van uurwaarden mogelijk inhomogeen! Dat betekent dat deze reeks van gemeten waarden niet geschikt is voor trendanalyse. Voor studies naar klimaatverandering verwijzen we naar de gehomogeniseerde dagreeksen <http://www.knmi.nl/nederland-nu/klimatologie/daggegevens> of de Centraal Nederland Temperatuur <http://www.knmi.nl/kennis-en-datacentrum/achtergrond/centraal-nederland-temperatuur-cnt>.\n",
      "\n",
      "SOURCE: ROYAL NETHERLANDS METEOROLOGICAL INSTITUTE (KNMI)\n",
      "Comment: These time series are inhomogeneous because of station relocations and changes in observation techniques. As a result, these series are not suitable for trend analysis. For climate change studies we refer to the homogenized series of daily data <http://www.knmi.nl/nederland-nu/klimatologie/daggegevens> or the Central Netherlands Temperature <http://www.knmi.nl/kennis-en-datacentrum/achtergrond/centraal-nederland-temperatuur-cnt>.\n",
      "\n",
      "YYYYMMDD  = datum (YYYY=jaar,MM=maand,DD=dag) / date (YYYY=year,MM=month,DD=day)\n",
      "HH        = tijd (HH=uur, UT.12 UT=13 MET, 14 MEZT. Uurvak 05 loopt van 04.00 UT tot 5.00 UT / time (HH uur/hour, UT. 12 UT=13 MET, 14 MEZT. Hourly division 05 runs from 04.00 UT to 5.00 UT\n",
      "DD        = Windrichting (in graden) gemiddeld over de laatste 10 minuten van het afgelopen uur (360=noord, 90=oost, 180=zuid, 270=west, 0=windstil, 990=veranderlijk) / Mean wind direction (in degrees) for the 10-minute period preceding the observation time stamp (360=north, 90=east, 180=south, 270=west, 0=calm, 990=variable)\n",
      "FH        = Windsnelheid (in 0.1 m/s) gemiddeld over het afgelopen uur / Mean wind speed (in 0.1 m/s) for the hour preceding the observation time stamp\n",
      "FF        = Windsnelheid (in 0.1 m/s) gemiddeld over de laatste 10 minuten van het afgelopen uur / Mean wind speed (in 0.1 m/s) for the 10-minute period preceding the observation time stamp\n",
      "FX        = Hoogste windstoot (3 seconde gemiddelde windsnelheid; in 0.1 m/s) gemeten in het afgelopen uur / Maximum wind gust (3 second mean wind speed; in 0.1 m/s) in the preceding hour\n",
      "T         = Temperatuur (in 0.1 graden Celsius) op 1.50 m hoogte tijdens de waarneming / Temperature (in 0.1 degrees Celsius) at 1.50 m at the time of observation\n",
      "T10N      = Minimumtemperatuur (in 0.1 graden Celsius) op 10 cm hoogte in de afgelopen 6 uur / Minimum temperature (in 0.1 degrees Celsius) at 0.1 m inthe preceding 6-hour period\n",
      "TD        = Dauwpuntstemperatuur (in 0.1 graden Celsius) op 1.50 m hoogte tijdens de waarneming / Dew point temperature (in 0.1 degrees Celsius) at 1.50 m at the time of observation\n",
      "SQ        = Duur van de zonneschijn (in 0.1 uren) per uurvak, berekend uit globale straling  (-1 for <0.05 uur) / Sunshine duration (in 0.1 hour) during the hourly division, calculated from global radiation (-1 for <0.05 hour)\n",
      "Q         = Globale straling (in J/cm2) per uurvak / Global radiation (in J/cm2) during the hourly division\n",
      "DR        = Duur van de neerslag (in 0.1 uur) per uurvak / Precipitation duration (in 0.1 hour) during the hourly division\n",
      "RH        = Uursom van de neerslag (in 0.1 mm) (-1 voor <0.05 mm) / Hourly precipitation amount (in 0.1 mm) (-1 for <0.05 mm)\n",
      "P         = Luchtdruk (in 0.1 hPa) herleid naar zeeniveau, tijdens de waarneming / Air pressure (in 0.1 hPa) reduced to mean sea level, at the time of observation\n",
      "VV        = Horizontaal zicht tijdens de waarneming (0=minder dan 100m, 1=100-200m, 2=200-300m,..., 49=4900-5000m, 50=5-6km, 56=6-7km, 57=7-8km, ..., 79=29-30km, 80=30-35km, 81=35-40km,..., 89=meer dan 70km) / Horizontal visibility at the time of observation (0=less than 100m, 1=100-200m, 2=200-300m,..., 49=4900-5000m, 50=5-6km, 56=6-7km, 57=7-8km, ..., 79=29-30km, 80=30-35km, 81=35-40km,..., 89=more than 70km)\n",
      "N         = Bewolking (bedekkingsgraad van de bovenlucht in achtsten), tijdens de waarneming (9=bovenlucht onzichtbaar) / Cloud cover (in octants), at the time of observation (9=sky invisible)\n",
      "U         = Relatieve vochtigheid (in procenten) op 1.50 m hoogte tijdens de waarneming / Relative atmospheric humidity (in percents) at 1.50 m at the time of observation\n",
      "WW        = Weercode (00-99), visueel(WW) of automatisch(WaWa) waargenomen, voor het actuele weer of het weer in het afgelopen uur. Zie https://cdn.knmi.nl/knmi/pdf/bibliotheek/scholierenpdf/weercodes_Nederland.pdf / Present weather code (00-99), description for the hourly division.\n",
      "IX        = Weercode indicator voor de wijze van waarnemen op een bemand of automatisch station (1=bemand gebruikmakend van code uit visuele waarnemingen, 2,3=bemand en weggelaten (geen belangrijk weersverschijnsel, geen gegevens), 4=automatisch en opgenomen (gebruikmakend van code uit visuele waarnemingen), 5,6=automatisch en weggelaten (geen belangrijk weersverschijnsel, geen gegevens), 7=automatisch gebruikmakend van code uit automatische waarnemingen) / Indicator present weather code (1=manned and recorded (using code from visual observations), 2,3=manned and omitted (no significant weather phenomenon to report, not available), 4=automatically recorded (using code from visual observations), 5,6=automatically omitted (no significant weather phenomenon to report, not available), 7=automatically set (using code from automated observations)\n",
      "M         = Mist 0=niet voorgekomen, 1=wel voorgekomen in het voorgaande uur en/of tijdens de waarneming / Fog 0=no occurrence, 1=occurred during the preceding hour and/or at the time of observation\n",
      "R         = Regen 0=niet voorgekomen, 1=wel voorgekomen in het voorgaande uur en/of tijdens de waarneming / Rainfall 0=no occurrence, 1=occurred duringthe preceding hour and/or at the time of observation\n",
      "S         = Sneeuw 0=niet voorgekomen, 1=wel voorgekomen in het voorgaande uur en/of tijdens de waarneming / Snow 0=no occurrence, 1=occurred during the preceding hour and/or at the time of observation\n",
      "O         = Onweer 0=niet voorgekomen, 1=wel voorgekomen in het voorgaande uur en/of tijdens de waarneming / Thunder  0=no occurrence, 1=occurred during the preceding hour and/or at the time of observation\n",
      "Y         = IJsvorming 0=niet voorgekomen, 1=wel voorgekomen in het voorgaande uur en/of tijdens de waarneming / Ice formation 0=no occurrence, 1=occurred during the preceding hour and/or at the time of observation\n",
      "\n",
      "\n",
      "Using line 31 as header row.\n",
      "Detected Columns: ['# STN', 'YYYYMMDD', 'HH', 'DD', 'FH', 'FF', 'FX', 'T', 'T10N', 'TD', 'SQ', 'Q', 'DR', 'RH', 'P', 'VV', 'N', 'U', 'WW', 'IX', 'M', 'R', 'S', 'O', 'Y']\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define file path\n",
    "file_path = r'C:\\Users\\magda\\Master_Thesis\\uurgeg_235_2021-2030\\uurgeg_235_2021-2030.txt'\n",
    "\n",
    "## Load the dataset\n",
    "try:\n",
    "    with open(file_path, 'r', encoding='utf-8') as file:\n",
    "        lines = file.readlines()\n",
    "    \n",
    "    # Identify the correct header row manually\n",
    "    header_row = 31  # Adjust based on inspection of metadata\n",
    "    \n",
    "    # Print metadata before the header row separately\n",
    "    metadata = lines[:header_row]\n",
    "    print(\"Metadata before the header row:\")\n",
    "    for line in metadata:\n",
    "        print(line.strip())\n",
    "    \n",
    "    print(f\"\\nUsing line {header_row} as header row.\")\n",
    "    \n",
    "    # Read the data with proper headers\n",
    "    df = pd.read_csv(file_path, skiprows=header_row, sep=\",\", engine='python', on_bad_lines='skip')\n",
    "    \n",
    "    # Ensure column names are properly formatted\n",
    "    df.columns = df.columns.str.strip()\n",
    "    \n",
    "    # Print detected column names\n",
    "    print(\"Detected Columns:\", df.columns.tolist())\n",
    "    \n",
    "    # Ensure the correct date column is used\n",
    "    if 'YYYYMMDD' in df.columns and 'HH' in df.columns:\n",
    "        df['Timestamp'] = pd.to_datetime(df['YYYYMMDD'].astype(str) + df['HH'].astype(str).str.zfill(2), format='%Y%m%d%H', errors='coerce')\n",
    "        \n",
    "        # Filter data for February 28, 2024, to June 13, 2024\n",
    "        start_date = '2024-02-28'\n",
    "        end_date = '2024-06-13'\n",
    "        df_filtered = df[(df['Timestamp'] >= start_date) & (df['Timestamp'] <= end_date)]\n",
    "        \n",
    "        # Plot Wind Direction vs Time for the filtered dataset\n",
    "        if 'DD' in df_filtered.columns:\n",
    "            plt.figure(figsize=(12, 6))\n",
    "            plt.scatter(df_filtered['Timestamp'], df_filtered['DD'], alpha=0.5, label='Wind Direction (Degrees)')\n",
    "            plt.xlabel('Time')\n",
    "            plt.ylabel('Wind Direction (Degrees)')\n",
    "            plt.title('Wind Direction vs Time (Feb 28 - Jun 13, 2024)')\n",
    "            plt.legend()\n",
    "            plt.xticks(rotation=45)\n",
    "            plt.grid()\n",
    "            plt.show()\n",
    "        else:\n",
    "            print(\"Error: No wind direction (DD) column found in dataset.\")\n",
    "    else:\n",
    "        print(\"Error: No valid date column found. Check the dataset format.\")\n",
    "    \n",
    "except FileNotFoundError:\n",
    "    print(f\"Error: The file '{file_path}' was not found.\")\n",
    "except Exception as e:\n",
    "    print(f\"An error occurred: {e}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4d896239",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       # STN  YYYYMMDD  HH   DD  FH  FF  FX    T   T10N  TD  ...      N   U  \\\n",
      "27672    235  20240228   1  240  50  60  80   66         47  ...      8  87   \n",
      "27673    235  20240228   2  230  50  50  80   63         54  ...      8  93   \n",
      "27674    235  20240228   3  240  50  50  70   67         59  ...      8  94   \n",
      "27675    235  20240228   4  230  40  40  60   69         64  ...      8  96   \n",
      "27676    235  20240228   5  240  30  30  60   70         61  ...      8  93   \n",
      "...      ...       ...  ..  ...  ..  ..  ..  ...    ...  ..  ...    ...  ..   \n",
      "30210    235  20240612  19  290  40  40  70  114         62  ...      8  70   \n",
      "30211    235  20240612  20  280  30  30  60  112         64  ...      8  72   \n",
      "30212    235  20240612  21  280  40  40  60  110         65  ...      8  73   \n",
      "30213    235  20240612  22  270  40  40  60  112         64  ...      8  72   \n",
      "30214    235  20240612  23  270  40  40  60  115         66  ...      8  71   \n",
      "\n",
      "          WW  IX      M      R      S      O      Y           Timestamp  \n",
      "27672          5      0      0      0      0      0 2024-02-28 01:00:00  \n",
      "27673     81   7      0      1      0      0      0 2024-02-28 02:00:00  \n",
      "27674     23   7      0      1      0      0      0 2024-02-28 03:00:00  \n",
      "27675     22   7      0      1      0      0      0 2024-02-28 04:00:00  \n",
      "27676          5      0      0      0      0      0 2024-02-28 05:00:00  \n",
      "...      ...  ..    ...    ...    ...    ...    ...                 ...  \n",
      "30210          5      0      0      0      0      0 2024-06-12 19:00:00  \n",
      "30211          5      0      0      0      0      0 2024-06-12 20:00:00  \n",
      "30212          5      0      0      0      0      0 2024-06-12 21:00:00  \n",
      "30213          5      0      0      0      0      0 2024-06-12 22:00:00  \n",
      "30214          5      0      0      0      0      0 2024-06-12 23:00:00  \n",
      "\n",
      "[2438 rows x 26 columns]\n"
     ]
    }
   ],
   "source": [
    "print(df_filtered)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "26418cab",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-13\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-14\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-15\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-16\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-17\\merged_data_10min.csv\n",
      "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-18\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-19\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-20\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-21\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-22\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-23\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-24\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-25\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-26\\merged_data_10min.csv\n",
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      "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-04\\2024-04-03\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-04\\2024-04-04\\merged_data_10min.csv\n",
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      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-04\\2024-04-22\\merged_data_10min.csv\n",
      "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-04\\2024-04-23\\merged_data_10min.csv\n",
      "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-04\\2024-04-24\\merged_data_10min.csv\n",
      "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-04\\2024-04-25\\merged_data_10min.csv\n",
      "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-04\\2024-04-26\\merged_data_10min.csv\n",
      "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-04\\2024-04-27\\merged_data_10min.csv\n",
      "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-04\\2024-04-28\\merged_data_10min.csv\n",
      "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-04\\2024-04-29\\merged_data_10min.csv\n",
      "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-04\\2024-04-30\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-05\\2024-05-01\\merged_data_10min.csv\n",
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      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-05\\2024-05-19\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-05\\2024-05-20\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-05\\2024-05-21\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-05\\2024-05-22\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-05\\2024-05-23\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-05\\2024-05-24\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-05\\2024-05-25\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-05\\2024-05-26\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-05\\2024-05-27\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-05\\2024-05-28\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-05\\2024-05-29\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-05\\2024-05-30\\merged_data_10min.csv\n",
      "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-05\\2024-05-31\\merged_data_10min.csv\n",
      "Successfully combined all data.\n",
      "             TIMESTAMP   wT_Flux  wrhoqv_Flux  Average_Temperature  \\\n",
      "0  2024-02-28 13:50:00 -0.000926    -0.001300           283.570078   \n",
      "1  2024-03-13 11:20:00  1.719181    -0.024869           286.505524   \n",
      "2  2024-03-13 11:40:00  0.116368     0.019326           286.487406   \n",
      "3  2024-03-13 12:00:00  0.103521     0.023126           286.209975   \n",
      "4  2024-03-13 12:20:00  0.082881     0.020540           286.061002   \n",
      "\n",
      "   Average_Temperature_Corr  Average_H2O_Density  Average_CO2_Density  \\\n",
      "0                282.953826             5.360746           780.214250   \n",
      "1                285.684735             7.226952           782.220164   \n",
      "2                285.684209             6.801461           749.669691   \n",
      "3                285.428424             6.630385           749.926744   \n",
      "4                285.293370             6.518100           750.454912   \n",
      "\n",
      "   wrhoCO2_Flux  Average_Wind_Ux  Average_Wind_Uy  ...        LHF  \\\n",
      "0     -0.093598         3.145334        -0.973831  ...  -3.250897   \n",
      "1     -4.559562         4.636452        -3.720265  ... -62.171703   \n",
      "2     -0.545593         4.551494        -4.189781  ...  48.313801   \n",
      "3     -0.538642         4.978422        -3.838809  ...  57.815884   \n",
      "4     -0.410217         4.929362        -4.432676  ...  51.349079   \n",
      "\n",
      "             G  Wind_Speed     PPM_CO2     F_CO2  Virtual_Dry_Static_Energy_2  \\\n",
      "0          NaN    3.292967  401.145865 -0.048123                          NaN   \n",
      "1 -1788.308147    5.955651  402.177203 -2.344291                          NaN   \n",
      "2   103.808323    6.195986  385.441431 -0.280516                          NaN   \n",
      "3    37.236997    6.297917  385.573594 -0.276942                          NaN   \n",
      "4    42.460152    6.639796  385.845151 -0.210912                          NaN   \n",
      "\n",
      "   Virtual_Dry_Static_Energy_2.99  Virtual_Dry_Static_Energy_4.47  \\\n",
      "0                             NaN                             NaN   \n",
      "1                             NaN                             NaN   \n",
      "2                             NaN                             NaN   \n",
      "3                             NaN                             NaN   \n",
      "4                             NaN                             NaN   \n",
      "\n",
      "   Virtual_Dry_Static_Energy_6.69  Virtual_Dry_Static_Energy_10  \n",
      "0                             NaN                           NaN  \n",
      "1                             NaN                           NaN  \n",
      "2                             NaN                           NaN  \n",
      "3                             NaN                           NaN  \n",
      "4                             NaN                           NaN  \n",
      "\n",
      "[5 rows x 80 columns]\n"
     ]
    }
   ],
   "source": [
    "# Define the base directory containing the monthly Sonic folders\n",
    "base_dir = 'C:\\\\Users\\\\magda\\\\Master_Thesis\\\\Sonic'\n",
    "\n",
    "# List of months to process\n",
    "months = ['2024-03', '2024-04', '2024-05']#, '2024-06']\n",
    "\n",
    "# Initialize an empty list to store data\n",
    "all_data = []\n",
    "\n",
    "# Loop through each month's folder\n",
    "for month in months:\n",
    "    month_dir = os.path.join(base_dir, month)\n",
    "    \n",
    "    # Check if the monthly directory exists\n",
    "    if not os.path.exists(month_dir):\n",
    "        print(f\"Directory does not exist: {month_dir}\")\n",
    "        continue\n",
    "    \n",
    "    # Loop through each day's folder in the month\n",
    "    for day in os.listdir(month_dir):\n",
    "        day_dir = os.path.join(month_dir, day)\n",
    "        \n",
    "        # Check if it's a directory\n",
    "        if not os.path.isdir(day_dir):\n",
    "            continue\n",
    "        \n",
    "        # Define the path to the 'merged_data_10min.csv' file\n",
    "        file_path = os.path.join(day_dir, 'merged_data_10min.csv')\n",
    "        \n",
    "        # Check if the file exists\n",
    "        if os.path.exists(file_path):\n",
    "            # Load the data and append it to the list\n",
    "            try:\n",
    "                data = pd.read_csv(file_path)\n",
    "                all_data.append(data)\n",
    "                print(f\"Loaded data from: {file_path}\")\n",
    "            except Exception as e:\n",
    "                print(f\"Error loading file {file_path}: {e}\")\n",
    "        else:\n",
    "            print(f\"File does not exist: {file_path}\")\n",
    "\n",
    "# Combine all the data into one DataFrame\n",
    "if all_data:\n",
    "    combined_data = pd.concat(all_data, ignore_index=True)\n",
    "    print(\"Successfully combined all data.\")\n",
    "else:\n",
    "    combined_data = pd.DataFrame()  # Empty DataFrame if no data found\n",
    "    print(\"No data files found.\")\n",
    "\n",
    "# Output the first few rows of the combined DataFrame\n",
    "print(combined_data.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "72fe13d6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot Wind Direction vs Time for KNMI and Sonic data\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "# KNMI Wind Direction\n",
    "if 'Timestamp' in df_filtered.columns and 'DD' in df_filtered.columns:\n",
    "    plt.scatter(df_filtered['Timestamp'], df_filtered['DD'], alpha=0.5, label='KNMI Wind Direction (Degrees)', color='blue')\n",
    "\n",
    "# Mast Wind Direction\n",
    "if 'TIMESTAMP' in combined_data.columns and 'WindDir_D15008_Avg' in combined_data.columns:\n",
    "    plt.scatter(combined_data['TIMESTAMP'], combined_data['WindDir_D15008_Avg'], alpha=0.5, label='Sonic Wind Direction (Degrees)', color='red')\n",
    "\n",
    "# Finalize plot\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Wind Direction (Degrees)')\n",
    "plt.title('Wind Direction Comparison: KNMI vs Sonic (Feb 28 - Jun 13, 2024)')\n",
    "plt.legend()\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "344f6533",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                TIMESTAMP   wT_Flux  wrhoqv_Flux  Average_Temperature  \\\n",
      "0     2024-02-28 13:50:00 -0.000926    -0.001300           283.570078   \n",
      "1     2024-03-13 11:20:00  1.719181    -0.024869           286.505524   \n",
      "2     2024-03-13 11:40:00  0.116368     0.019326           286.487406   \n",
      "3     2024-03-13 12:00:00  0.103521     0.023126           286.209975   \n",
      "4     2024-03-13 12:20:00  0.082881     0.020540           286.061002   \n",
      "...                   ...       ...          ...                  ...   \n",
      "8905  2024-05-31 22:20:00  0.031023     0.004811           291.591252   \n",
      "8906  2024-05-31 22:30:00  0.004218    -0.009484           291.702386   \n",
      "8907  2024-05-31 22:40:00 -0.011688    -0.007250           291.635839   \n",
      "8908  2024-05-31 22:50:00 -0.025694     0.017455           291.617838   \n",
      "8909  2024-06-01 00:00:00  0.000000     0.000000           289.647760   \n",
      "\n",
      "      Average_Temperature_Corr  Average_H2O_Density  Average_CO2_Density  \\\n",
      "0                   282.953826             5.360746           780.214250   \n",
      "1                   285.684735             7.226952           782.220164   \n",
      "2                   285.684209             6.801461           749.669691   \n",
      "3                   285.428424             6.630385           749.926744   \n",
      "4                   285.293370             6.518100           750.454912   \n",
      "...                        ...                  ...                  ...   \n",
      "8905                292.017518            -3.477819          1265.568636   \n",
      "8906                292.036224            -2.721153          1162.138861   \n",
      "8907                291.815945            -1.478945           983.901946   \n",
      "8908                291.437250             1.240799           966.340815   \n",
      "8909                288.589270             8.797874           707.978800   \n",
      "\n",
      "      wrhoCO2_Flux  Average_Wind_Ux  Average_Wind_Uy  ...        LHF  \\\n",
      "0        -0.093598         3.145334        -0.973831  ...  -3.250897   \n",
      "1        -4.559562         4.636452        -3.720265  ... -62.171703   \n",
      "2        -0.545593         4.551494        -4.189781  ...  48.313801   \n",
      "3        -0.538642         4.978422        -3.838809  ...  57.815884   \n",
      "4        -0.410217         4.929362        -4.432676  ...  51.349079   \n",
      "...            ...              ...              ...  ...        ...   \n",
      "8905      0.346188        -3.687156        -1.027986  ...  12.027705   \n",
      "8906      2.946115        -3.538746        -0.190530  ... -23.709795   \n",
      "8907      0.365139        -4.011420        -0.599607  ... -18.125359   \n",
      "8908      0.235937        -3.685459        -0.698281  ...  43.638460   \n",
      "8909      0.000000        -3.596299        -0.777440  ...   0.000000   \n",
      "\n",
      "                G  Wind_Speed     PPM_CO2     F_CO2  \\\n",
      "0             NaN    3.292967  401.145865 -0.048123   \n",
      "1    -1788.308147    5.955651  402.177203 -2.344291   \n",
      "2      103.808323    6.195986  385.441431 -0.280516   \n",
      "3       37.236997    6.297917  385.573594 -0.276942   \n",
      "4       42.460152    6.639796  385.845151 -0.210912   \n",
      "...           ...         ...         ...       ...   \n",
      "8905   -52.391202    3.835874  657.182656  0.179768   \n",
      "8906    16.354489    3.553141  603.836682  1.530775   \n",
      "8907    30.225867    4.065839  511.319367  0.189757   \n",
      "8908   -14.343369    3.761235  502.322072  0.122645   \n",
      "8909    -3.030000    3.679666  368.244437  0.000000   \n",
      "\n",
      "      Virtual_Dry_Static_Energy_2  Virtual_Dry_Static_Energy_2.99  \\\n",
      "0                             NaN                             NaN   \n",
      "1                             NaN                             NaN   \n",
      "2                             NaN                             NaN   \n",
      "3                             NaN                             NaN   \n",
      "4                             NaN                             NaN   \n",
      "...                           ...                             ...   \n",
      "8905                          NaN                             NaN   \n",
      "8906                          NaN                             NaN   \n",
      "8907                          NaN                             NaN   \n",
      "8908                          NaN                             NaN   \n",
      "8909                          NaN                             NaN   \n",
      "\n",
      "      Virtual_Dry_Static_Energy_4.47  Virtual_Dry_Static_Energy_6.69  \\\n",
      "0                                NaN                             NaN   \n",
      "1                                NaN                             NaN   \n",
      "2                                NaN                             NaN   \n",
      "3                                NaN                             NaN   \n",
      "4                                NaN                             NaN   \n",
      "...                              ...                             ...   \n",
      "8905                             NaN                             NaN   \n",
      "8906                             NaN                             NaN   \n",
      "8907                             NaN                             NaN   \n",
      "8908                             NaN                             NaN   \n",
      "8909                             NaN                             NaN   \n",
      "\n",
      "      Virtual_Dry_Static_Energy_10  \n",
      "0                              NaN  \n",
      "1                              NaN  \n",
      "2                              NaN  \n",
      "3                              NaN  \n",
      "4                              NaN  \n",
      "...                            ...  \n",
      "8905                           NaN  \n",
      "8906                           NaN  \n",
      "8907                           NaN  \n",
      "8908                           NaN  \n",
      "8909                           NaN  \n",
      "\n",
      "[8910 rows x 80 columns]\n"
     ]
    }
   ],
   "source": [
    "print(combined_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "85b5c861",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               TIMESTAMP   wT_Flux  wrhoqv_Flux  Average_Temperature  \\\n",
      "0    2024-02-28 13:00:00 -0.000926    -0.001300           283.570078   \n",
      "1    2024-02-28 14:00:00       NaN          NaN                  NaN   \n",
      "2    2024-02-28 15:00:00       NaN          NaN                  NaN   \n",
      "3    2024-02-28 16:00:00       NaN          NaN                  NaN   \n",
      "4    2024-02-28 17:00:00       NaN          NaN                  NaN   \n",
      "...                  ...       ...          ...                  ...   \n",
      "2239 2024-05-31 20:00:00 -0.004373     0.005182           289.351429   \n",
      "2240 2024-05-31 21:00:00 -0.002354     0.011263           289.727082   \n",
      "2241 2024-05-31 22:00:00  0.019879    -0.056242           291.563537   \n",
      "2242 2024-05-31 23:00:00       NaN          NaN                  NaN   \n",
      "2243 2024-06-01 00:00:00  0.000000     0.000000           289.647760   \n",
      "\n",
      "      Average_Temperature_Corr  Average_H2O_Density  Average_CO2_Density  \\\n",
      "0                   282.953826             5.360746           780.214250   \n",
      "1                          NaN                  NaN                  NaN   \n",
      "2                          NaN                  NaN                  NaN   \n",
      "3                          NaN                  NaN                  NaN   \n",
      "4                          NaN                  NaN                  NaN   \n",
      "...                        ...                  ...                  ...   \n",
      "2239                288.278299             8.922390           782.565722   \n",
      "2240                289.730419            -0.033985          1154.412994   \n",
      "2241                291.668033            -0.886711          1151.231846   \n",
      "2242                       NaN                  NaN                  NaN   \n",
      "2243                288.589270             8.797874           707.978800   \n",
      "\n",
      "      wrhoCO2_Flux  Average_Wind_Ux  Average_Wind_Uy  ...           G  \\\n",
      "0        -0.093598         3.145334        -0.973831  ...         NaN   \n",
      "1              NaN              NaN              NaN  ...         NaN   \n",
      "2              NaN              NaN              NaN  ...         NaN   \n",
      "3              NaN              NaN              NaN  ...         NaN   \n",
      "4              NaN              NaN              NaN  ...         NaN   \n",
      "...            ...              ...              ...  ...         ...   \n",
      "2239      0.066729        -4.235849        -1.856414  ...  -15.226755   \n",
      "2240     -1.039201        -4.250250        -2.262519  ...  -28.844531   \n",
      "2241     -1.846720        -3.753096        -0.907936  ...  113.819136   \n",
      "2242           NaN              NaN              NaN  ...         NaN   \n",
      "2243      0.000000        -3.596299        -0.777440  ...   -3.030000   \n",
      "\n",
      "      Wind_Speed     PPM_CO2     F_CO2  Virtual_Dry_Static_Energy_2  \\\n",
      "0       3.292967  401.145865 -0.048123                          NaN   \n",
      "1            NaN         NaN       NaN                          NaN   \n",
      "2            NaN         NaN       NaN                          NaN   \n",
      "3            NaN         NaN       NaN                          NaN   \n",
      "4            NaN         NaN       NaN                          NaN   \n",
      "...          ...         ...       ...                          ...   \n",
      "2239    4.631167  406.805792  0.034705                          NaN   \n",
      "2240    4.827935  598.663326 -0.539178                          NaN   \n",
      "2241    3.894839  597.936574 -0.958107                          NaN   \n",
      "2242         NaN         NaN       NaN                          NaN   \n",
      "2243    3.679666  368.244437  0.000000                          NaN   \n",
      "\n",
      "      Virtual_Dry_Static_Energy_2.99  Virtual_Dry_Static_Energy_4.47  \\\n",
      "0                                NaN                             NaN   \n",
      "1                                NaN                             NaN   \n",
      "2                                NaN                             NaN   \n",
      "3                                NaN                             NaN   \n",
      "4                                NaN                             NaN   \n",
      "...                              ...                             ...   \n",
      "2239                             NaN                             NaN   \n",
      "2240                             NaN                             NaN   \n",
      "2241                             NaN                             NaN   \n",
      "2242                             NaN                             NaN   \n",
      "2243                             NaN                             NaN   \n",
      "\n",
      "      Virtual_Dry_Static_Energy_6.69  Virtual_Dry_Static_Energy_10  \\\n",
      "0                                NaN                           NaN   \n",
      "1                                NaN                           NaN   \n",
      "2                                NaN                           NaN   \n",
      "3                                NaN                           NaN   \n",
      "4                                NaN                           NaN   \n",
      "...                              ...                           ...   \n",
      "2239                             NaN                           NaN   \n",
      "2240                             NaN                           NaN   \n",
      "2241                             NaN                           NaN   \n",
      "2242                             NaN                           NaN   \n",
      "2243                             NaN                           NaN   \n",
      "\n",
      "               Timestamp  \n",
      "0    2024-02-28 13:00:00  \n",
      "1    2024-02-28 14:00:00  \n",
      "2    2024-02-28 15:00:00  \n",
      "3    2024-02-28 16:00:00  \n",
      "4    2024-02-28 17:00:00  \n",
      "...                  ...  \n",
      "2239 2024-05-31 20:00:00  \n",
      "2240 2024-05-31 21:00:00  \n",
      "2241 2024-05-31 22:00:00  \n",
      "2242 2024-05-31 23:00:00  \n",
      "2243 2024-06-01 00:00:00  \n",
      "\n",
      "[2244 rows x 81 columns]\n"
     ]
    }
   ],
   "source": [
    "# Resample Sonic data to hourly means\n",
    "combined_data['TIMESTAMP'] = pd.to_datetime(combined_data['TIMESTAMP'], errors='coerce')\n",
    "combined_hourly = combined_data.resample('H', on='TIMESTAMP').mean().reset_index()\n",
    "combined_hourly['Timestamp']=combined_hourly['TIMESTAMP']\n",
    "print(combined_hourly)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5feb3622",
   "metadata": {},
   "outputs": [],
   "source": [
    "#\n",
    "# Merge the datasets on the nearest hourly timestamp\n",
    "merged_df = pd.merge_asof(df_filtered.sort_values('Timestamp'), combined_hourly.sort_values('Timestamp'), on='Timestamp', direction='nearest')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4bdd5a35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Scatter plot to compare KNMI and Sonic wind direction after resampling\n",
    "plt.figure(figsize=(8, 6))\n",
    "if 'DD' in merged_df.columns and 'WindDir_D15008_Avg' in merged_df.columns:\n",
    "    plt.scatter(merged_df['DD'], merged_df['WindDir_D15008_Avg'], alpha=0.5, color='blue', s=10)\n",
    "    plt.xlabel('KNMI Wind Direction (Degrees)')\n",
    "    plt.ylabel('Sonic Wind Direction (Degrees)')\n",
    "    plt.title('Correlation between KNMI and Sonic Wind Direction (Hourly)')\n",
    "    plt.xlim(0,370)\n",
    "    plt.ylim(0,370)\n",
    "    plt.grid()\n",
    "    plt.show()\n",
    "else:\n",
    "    print(\"Error: Required columns not found in merged dataset.\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4888243f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pearson Correlation: 0.228 (p-value: 0.000)\n",
      "Spearman Correlation: 0.099 (p-value: 0.000)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Drop NaN values from both columns before computing correlation\n",
    "merged_df_clean = merged_df.dropna(subset=['DD', 'WindDir_D15008_Avg'])\n",
    "\n",
    "# Compute correlation metrics\n",
    "if not merged_df_clean.empty:\n",
    "    pearson_corr, pearson_p = stats.pearsonr(merged_df_clean['DD'], merged_df_clean['WindDir_D15008_Avg'])\n",
    "    spearman_corr, spearman_p = stats.spearmanr(merged_df_clean['DD'], merged_df_clean['WindDir_D15008_Avg'])\n",
    "    \n",
    "    print(f\"Pearson Correlation: {pearson_corr:.3f} (p-value: {pearson_p:.3f})\")\n",
    "    print(f\"Spearman Correlation: {spearman_corr:.3f} (p-value: {spearman_p:.3f})\")\n",
    "\n",
    "    # Scatter plot to compare KNMI and Sonic wind direction after resampling\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    plt.scatter(merged_df_clean['DD'], merged_df_clean['WindDir_D15008_Avg'], alpha=0.5, color='blue', s=10)\n",
    "    plt.xlabel('KNMI Wind Direction (Degrees)')\n",
    "    plt.ylabel('Sonic Wind Direction (Degrees)')\n",
    "    plt.title(f'Correlation between KNMI and Sonic Wind Direction (Hourly)\\nPearson: {pearson_corr:.3f}, Spearman: {spearman_corr:.3f}')\n",
    "    plt.grid()\n",
    "    plt.show()\n",
    "else:\n",
    "    print(\"Error: No valid data available after dropping NaN values.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9c5d8269",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\magda\\AppData\\Local\\Temp\\ipykernel_26780\\3790502089.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  merged_df_clean['delta_theta'] = merged_df_clean['DD'] - merged_df_clean['WindDir_D15008_Avg']\n",
      "C:\\Users\\magda\\AppData\\Local\\Temp\\ipykernel_26780\\3790502089.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  merged_df_clean['delta_theta'] = (merged_df_clean['delta_theta'] + 180) % 360 - 180\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Δθ (KNMI - Sonic): 6.88°\n",
      "Standard Deviation of Δθ: 63.24°\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Make sure you already have merged_df from the previous steps\n",
    "# merged_df should contain both 'DD' (KNMI) and 'WindDir_D15008_Avg' (Sonic) columns\n",
    "\n",
    "# Drop NaNs\n",
    "merged_df_clean = merged_df.dropna(subset=['DD', 'WindDir_D15008_Avg'])\n",
    "\n",
    "# Compute raw difference\n",
    "merged_df_clean['delta_theta'] = merged_df_clean['DD'] - merged_df_clean['WindDir_D15008_Avg']\n",
    "\n",
    "# Adjust difference to be in the range [-180, 180]\n",
    "merged_df_clean['delta_theta'] = (merged_df_clean['delta_theta'] + 180) % 360 - 180\n",
    "\n",
    "# Plot histogram to visualize the distribution of delta_theta\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.hist(merged_df_clean['delta_theta'], bins=50, color='steelblue', edgecolor='black')\n",
    "plt.title('Histogram of Wind Direction Offset (Δθ = KNMI - Sonic)', fontsize=14)\n",
    "plt.xlabel('Δθ (Degrees)', fontsize=12)\n",
    "plt.ylabel('Frequency', fontsize=12)\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Calculate mean and standard deviation of the offset\n",
    "mean_offset = merged_df_clean['delta_theta'].mean()\n",
    "std_offset = merged_df_clean['delta_theta'].std()\n",
    "\n",
    "print(f\"Mean Δθ (KNMI - Sonic): {mean_offset:.2f}°\")\n",
    "print(f\"Standard Deviation of Δθ: {std_offset:.2f}°\")\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e6869168",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\magda\\AppData\\Local\\Temp\\ipykernel_26780\\3405353776.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  merged_df_clean['WindDir_corrected'] = (merged_df_clean['WindDir_D15008_Avg'] + mean_offset) % 360\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Apply correction to Sonic wind direction\n",
    "merged_df_clean['WindDir_corrected'] = (merged_df_clean['WindDir_D15008_Avg'] + mean_offset) % 360\n",
    "\n",
    "# Scatter plot after correction\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.scatter(merged_df_clean['DD'], merged_df_clean['WindDir_corrected'], alpha=0.5, color='seagreen', s=10)\n",
    "plt.xlabel('KNMI Wind Direction (Degrees)')\n",
    "plt.ylabel('Corrected Sonic Wind Direction (Degrees)')\n",
    "plt.title(f'Corrected Wind Direction vs. KNMI\\nUsing Mean Offset Δθ = {mean_offset:.2f}°')\n",
    "plt.xlim(0, 360)\n",
    "plt.ylim(0, 360)\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
