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bennyistanto/Convert_DBF_Transpose_CSV.ipynb

Created March 11, 2024 02:03
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Convert DBF from ArcPy Zonal Histogram, transpose column and save as CSV
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Convert_DBF_Transpose_CSV.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "fba5bc85",
"metadata": {},
"source": [
"# Convert DBF from ArcPy Zonal Histogram, transpose column and save as CSV"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "9867b01b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Columns in the DBF file: ['LABEL', 'TUR', 'geometry']\n"
]
}
],
"source": [
"import os\n",
"import geopandas as gpd\n",
"\n",
"# Inspecting the columns of one of the uploaded DBF files\n",
"sample_dbf_path = '/mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/dbf/tur_pheno_2003_eos_season2.dbf'\n",
"\n",
"# Read the DBF file using Geopandas\n",
"try:\n",
" sample_df = gpd.read_file(sample_dbf_path)\n",
" # Display the columns of the DataFrame\n",
" print(\"Columns in the DBF file:\", sample_df.columns.tolist())\n",
"except Exception as e:\n",
" print(f\"Error reading file {os.path.basename(sample_dbf_path)}: {e}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b0e108f4",
"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>ID</th>\n",
" <th>adm0_src</th>\n",
" <th>adm0_name</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" <th>6</th>\n",
" <th>7</th>\n",
" <th>8</th>\n",
" <th>9</th>\n",
" <th>10</th>\n",
" <th>11</th>\n",
" <th>12</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>TUR</td>\n",
" <td>Turkey</td>\n",
" <td>963563</td>\n",
" <td>11435811</td>\n",
" <td>20721975</td>\n",
" <td>19904284</td>\n",
" <td>180894793</td>\n",
" <td>584078536</td>\n",
" <td>510101623</td>\n",
" <td>412091697</td>\n",
" <td>167236249</td>\n",
" <td>157152795</td>\n",
" <td>190062235</td>\n",
" <td>167058743</td>\n",
" <td>None</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ID adm0_src adm0_name 1 2 3 4 5 \\\n",
"0 0 TUR Turkey 963563 11435811 20721975 19904284 180894793 \n",
"\n",
" 6 7 8 9 10 11 \\\n",
"0 584078536 510101623 412091697 167236249 157152795 190062235 \n",
"\n",
" 12 geometry \n",
"0 167058743 None "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"import geopandas as gpd\n",
"\n",
"def process_dbf_file(file_path):\n",
" try:\n",
" # Read the DBF file using Geopandas\n",
" df = gpd.read_file(file_path)\n",
"\n",
" # Check if 'LABEL' and 'SYR' columns are present\n",
" if 'LABEL' not in df.columns or 'TUR' not in df.columns:\n",
" raise ValueError(\"Required columns 'LABEL' or 'TUR' not found in the file\")\n",
"\n",
" # Creating a dictionary to hold the sums for each label\n",
" data = {str(i): 0 for i in range(1, 13)}\n",
"\n",
" # Summing up the values for each label\n",
" for _, row in df.iterrows():\n",
" label = str(row['LABEL'])\n",
" if label in data:\n",
" data[label] += row['TUR']\n",
"\n",
" # Creating a DataFrame\n",
" result_df = pd.DataFrame([data])\n",
" result_df.insert(0, 'adm0_name', 'Turkey')\n",
" result_df.insert(0, 'adm0_src', 'TUR')\n",
" result_df.insert(0, 'ID', 0)\n",
" result_df['geometry'] = None\n",
"\n",
" return result_df\n",
"\n",
" except Exception as e:\n",
" print(f\"Error processing file {os.path.basename(file_path)}: {e}\")\n",
" return None\n",
"\n",
"# Define path to the DBF file\n",
"dbf_file_path = '/mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/dbf/tur_pheno_2003_eos_season1.dbf'\n",
"\n",
"# Process the DBF file and display the result\n",
"processed_df = process_dbf_file(dbf_file_path)\n",
"processed_df\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "5c8fb384",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2003_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2003_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2003_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2003_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2004_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2004_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2004_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2004_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2005_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2005_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2005_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2005_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2006_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2006_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2006_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2006_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2007_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2007_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2007_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2007_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2008_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2008_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2008_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2008_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2009_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2009_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2009_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2009_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2010_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2010_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2010_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2010_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2011_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2011_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2011_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2011_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2012_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2012_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2012_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2012_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2013_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2013_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2013_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2013_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2014_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2014_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2014_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2014_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2015_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2015_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2015_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2015_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2016_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2016_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2016_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2016_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2017_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2017_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2017_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2017_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2018_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2018_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2018_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2018_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2019_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2019_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2019_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2019_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2020_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2020_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2020_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2020_sos_season2.csv\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2021_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2021_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2021_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2021_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2022_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2022_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2022_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2022_sos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2023_eos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2023_eos_season2.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2023_sos_season1.csv\n",
"Processed and saved: /mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/tur_pheno_2023_sos_season2.csv\n"
]
}
],
"source": [
"import os\n",
"import pandas as pd\n",
"import geopandas as gpd\n",
"\n",
"def process_dbf_file(file_path):\n",
" try:\n",
" # Read the DBF file using Geopandas\n",
" df = gpd.read_file(file_path)\n",
"\n",
" # Check if 'LABEL' and 'SYR' columns are present\n",
" if 'LABEL' not in df.columns or 'TUR' not in df.columns:\n",
" raise ValueError(\"Required columns 'LABEL' or 'TUR' not found in the file\")\n",
"\n",
" # Initialize a dictionary for data aggregation\n",
" data = {str(i): 0 for i in range(1, 13)}\n",
"\n",
" # Summing up the values for each label\n",
" for _, row in df.iterrows():\n",
" label = str(row['LABEL'])\n",
" if label in data:\n",
" data[label] += row['TUR']\n",
"\n",
" # Creating a DataFrame\n",
" result_df = pd.DataFrame([data])\n",
" result_df.insert(0, 'geometry', None) # Assuming geometry is not needed\n",
" result_df.insert(0, 'adm0_name', 'Turkey')\n",
" result_df.insert(0, 'adm0_src', 'TUR')\n",
" result_df.insert(0, 'ID', 0)\n",
"\n",
" return result_df\n",
"\n",
" except Exception as e:\n",
" print(f\"Error processing file {os.path.basename(file_path)}: {e}\")\n",
" return None\n",
"\n",
"def process_all_dbf_files(input_folder, output_folder):\n",
" # List all .dbf files in the folder\n",
" dbf_files = [f for f in os.listdir(input_folder) if f.lower().endswith('.dbf')]\n",
"\n",
" for dbf_file in dbf_files:\n",
" dbf_file_path = os.path.join(input_folder, dbf_file)\n",
" processed_df = process_dbf_file(dbf_file_path)\n",
"\n",
" if processed_df is not None:\n",
" # Save the processed DataFrame to a CSV file\n",
" csv_file_path = os.path.join(output_folder, os.path.splitext(dbf_file)[0] + '.csv')\n",
" processed_df.to_csv(csv_file_path, index=False)\n",
" print(f\"Processed and saved: {csv_file_path}\")\n",
"\n",
"# Define input and output folder paths\n",
"input_folder = '/mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0/dbf' # Folder containing DBF files\n",
"output_folder = '/mnt/x/Temp/modis/tur/gee/11_timesat_raw/geotiff/step06_zonalhist/adm0' # Folder to save CSV files\n",
"\n",
"# Ensure output folder exists\n",
"if not os.path.exists(output_folder):\n",
" os.makedirs(output_folder)\n",
"\n",
"# Process all DBF files in the input folder\n",
"process_all_dbf_files(input_folder, output_folder)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1cd0a2ab",
"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": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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