{
"cells": [
{
"cell_type": "markdown",
"id": "b639e70c",
"metadata": {},
"source": [
"# Web Scraping Into a MySQL Database \n",
"# Project Steps:\n",
"1. Extract data using Fixer.io Currency API.\n",
"2. Transform the data into a relevant form.\n",
"3. Load the data into a MySQL Data-Warehouse.\n",
"4. Data Analysis/Visualization"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "b4ed3768",
"metadata": {},
"outputs": [],
"source": [
"# Import packages\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import pandasql as ps\n",
"import pymysql\n",
"import requests\n",
"from bs4 import BeautifulSoup\n",
"from datetime import datetime\n",
"import matplotlib.dates as md\n",
"sns.set_style('white')"
]
},
{
"cell_type": "markdown",
"id": "ece84be0",
"metadata": {},
"source": [
"## 1. Extract data using Fixer.io Currency API.\n",
"\n",
"Will extract EUR/USD currency data for 2018-2020. More details of API usage at https://fixer.io/"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "7c2753c0",
"metadata": {},
"outputs": [],
"source": [
"# Generating a range of daily dates from 2018 to 2020\n",
"\n",
"dates = pd.date_range(start='1/1/2018', end = '1/1/2021').to_pydatetime().tolist()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d3f552e9",
"metadata": {},
"outputs": [],
"source": [
"# Generating a dictionary where the keys are the days and the values are the currencies rates with a EUR base\n",
"\n",
"data = {}\n",
"for date in range(0,len(dates)):\n",
" url = 'http://api.exchangeratesapi.io/v1/'+dates[date].strftime(\"%Y-%m-%d\")+'?access_key=*************'\n",
" r = requests.get(url)\n",
" html = r.text\n",
" soup = BeautifulSoup(html)\n",
" data[dates[date]] = soup"
]
},
{
"cell_type": "markdown",
"id": "92c7165f",
"metadata": {},
"source": [
"It's a good practice to have a backup for your data, especially when relying on external services. Better safe than sorry!"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "2eb5f4c2",
"metadata": {},
"outputs": [],
"source": [
"# Create backup data source\n",
"\n",
"backupData = data.copy()"
]
},
{
"cell_type": "markdown",
"id": "eeb963f3",
"metadata": {},
"source": [
"## 2. Transform data to relevant form\n",
"\n",
"We need to extract the US Dollar rates against the EUR (EUR/USD). Fixer.io sends data in HTML format, which is a lengthy string in Python. I've utilized string manipulation to extract USD rates for each specified date and compiled them into a dictionary with dates as keys and rates as values."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "1ae0def0",
"metadata": {},
"outputs": [],
"source": [
"EUR_USD_rates = {}\n",
"\n",
"for day in range(len(dates)):\n",
" # Extracting the HTML Data\n",
" d = data[dates[day]].text\n",
" \n",
" # Extracting the Date from the Data\n",
" start_date_location = d.find('\"date\":\"') + len('\"date\":\"')\n",
" end_date_location = d.find('\",\"rates\"')\n",
" date = d[start_date_location:end_date_location]\n",
" \n",
" # Extracting the Rate from the Data\n",
" start_rate_location = d.find('\"USD\":') + len('\"USD\":')\n",
" end_rate_location = d.find(',\"UYU\"')\n",
" rate = float(d[start_rate_location:end_rate_location])\n",
" \n",
" # Creating a Dictionary where the keys are the dates and the values are the EUR/USD rates\n",
" EUR_USD_rates[date] = rate"
]
},
{
"cell_type": "markdown",
"id": "9050cb27",
"metadata": {},
"source": [
"Creating back-up for data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "9202f759",
"metadata": {},
"outputs": [],
"source": [
"# Creating a Backup for the Data\n",
"rates_backup_data = EUR_USD_rates.copy()"
]
},
{
"cell_type": "markdown",
"id": "167c756c",
"metadata": {},
"source": [
"## 3. Load the data into a MySQL Data-Warehouse.\n",
"\n",
"Before uploading the data to MySQL, I'll save it as a CSV file for future analysis. This ensures I have easy access for later evaluations."
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "79009ec6",
"metadata": {},
"outputs": [],
"source": [
"# Creating a Panda's Dataframe out of the rates dictionary\n",
"df = pd.DataFrame.from_dict(EUR_USD_rates, orient='index', columns=['Rates'])\n",
"\n",
"# Load data into a CSV file\n",
"df.to_csv('EUR_USD_Rates.csv')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "e6983639",
"metadata": {},
"outputs": [],
"source": [
"# Import pymysql module\n",
"import pymysql\n",
"\n",
"# Connect to the database\n",
"connection = pymysql.connect(host='localhost',\n",
" user='root',\n",
" password='*****',\n",
" db='mysql')\n",
" \n",
"cursor = connection.cursor()"
]
},
{
"cell_type": "markdown",
"id": "89470bd0",
"metadata": {},
"source": [
"Creating a table called “rates”"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "e3ecc8f7",
"metadata": {},
"outputs": [],
"source": [
"sql = \"CREATE TABLE rates(day VARCHAR(50) NOT NULL, rate FLOAT NOT NULL)\"\n",
"\n",
"# Executing Query\n",
"cursor.execute(sql)\n",
"\n",
"# Commit the Query\n",
"connection.commit()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "598ac274",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Rates \n",
" \n",
" \n",
" \n",
" \n",
" 2018-01-01 \n",
" 1.201496 \n",
" \n",
" \n",
" 2018-01-02 \n",
" 1.206713 \n",
" \n",
" \n",
" 2018-01-03 \n",
" 1.201492 \n",
" \n",
" \n",
" 2018-01-04 \n",
" 1.207300 \n",
" \n",
" \n",
" 2018-01-05 \n",
" 1.203219 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Rates\n",
"2018-01-01 1.201496\n",
"2018-01-02 1.206713\n",
"2018-01-03 1.201492\n",
"2018-01-04 1.207300\n",
"2018-01-05 1.203219"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "f7a21030",
"metadata": {},
"source": [
"To populate the table with my extracted data, I'll need some transformations to make it compatible with MySQL. Essentially, I'll convert the earlier-created dataframe into a tuple. Each row in this tuple will contain a 'date' column (String) and a 'rate' column (Float)."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "95d03299",
"metadata": {},
"outputs": [],
"source": [
"dates = df.index.values\n",
"rates = df.iloc[:,0].values\n",
"data_tuple = tuple(zip(dates, rates))"
]
},
{
"cell_type": "markdown",
"id": "f0c0a0e2",
"metadata": {},
"source": [
"Inserting data"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "10b14ba9",
"metadata": {},
"outputs": [],
"source": [
"for data in range(len(data_tuple)):\n",
" \n",
" # Create a new record\n",
" sql = \"INSERT INTO rates (`day`, `rate`) VALUES (%s, %s)\"\n",
" \n",
" # Execute the query\n",
" cursor.execute(sql,data_tuple[data])\n",
" \n",
" \n",
"# Commit the transaction\n",
"connection.commit()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "29ea4006",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"('2018-01-01', 1.2015)\n",
"('2018-01-02', 1.20671)\n",
"('2018-01-03', 1.20149)\n",
"('2018-01-04', 1.2073)\n",
"('2018-01-05', 1.20322)\n",
"('2018-01-06', 1.20322)\n",
"('2018-01-07', 1.20409)\n",
"('2018-01-08', 1.19732)\n",
"('2018-01-09', 1.1933)\n",
"('2018-01-10', 1.19589)\n"
]
}
],
"source": [
"# Select All Rows from the Database\n",
"sql = \"select * from rates\"\n",
"cursor.execute(sql)\n",
"\n",
"result = cursor.fetchall()\n",
"# Print the first 10 Rows\n",
"for i in result[0:10]:\n",
" print(i)"
]
},
{
"cell_type": "markdown",
"id": "7f7b29d6",
"metadata": {},
"source": [
"## 4. Data Analysis/Visualization"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "023fa33e",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Rates \n",
" \n",
" \n",
" \n",
" \n",
" count \n",
" 1097.000000 \n",
" \n",
" \n",
" mean \n",
" 1.147828 \n",
" \n",
" \n",
" std \n",
" 0.042580 \n",
" \n",
" \n",
" min \n",
" 1.065604 \n",
" \n",
" \n",
" 25% \n",
" 1.115418 \n",
" \n",
" \n",
" 50% \n",
" 1.137314 \n",
" \n",
" \n",
" 75% \n",
" 1.176884 \n",
" \n",
" \n",
" max \n",
" 1.251405 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Rates\n",
"count 1097.000000\n",
"mean 1.147828\n",
"std 0.042580\n",
"min 1.065604\n",
"25% 1.115418\n",
"50% 1.137314\n",
"75% 1.176884\n",
"max 1.251405"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Loading data from the CSV file\n",
"df = pd.read_csv('EUR_USD_Rates.csv')\n",
"\n",
"# Renaming the date column\n",
"df.rename({'Unnamed: 0':'day'},axis = 1, inplace=True)\n",
"\n",
"# Generating simple descriptive statistics\n",
"df.describe()"
]
},
{
"cell_type": "markdown",
"id": "8a854826",
"metadata": {},
"source": [
"### Analysis \n",
"\n",
"Over the past three years, the average USD to EUR exchange rate stands at 1.147. With a standard deviation that's just 4.2% of the mean, the data exhibits low volatility. \n",
"\n",
"The interquartile range further confirms this stability, showing that half of the values range from 1.115 to 1.176."
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "229e31b4",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" day \n",
" Rates \n",
" month \n",
" year \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 2018-01-01 \n",
" 1.201496 \n",
" 1 \n",
" 1970 \n",
" \n",
" \n",
" 1 \n",
" 2018-01-02 \n",
" 1.206713 \n",
" 1 \n",
" 1970 \n",
" \n",
" \n",
" 2 \n",
" 2018-01-03 \n",
" 1.201492 \n",
" 1 \n",
" 1970 \n",
" \n",
" \n",
" 3 \n",
" 2018-01-04 \n",
" 1.207300 \n",
" 1 \n",
" 1970 \n",
" \n",
" \n",
" 4 \n",
" 2018-01-05 \n",
" 1.203219 \n",
" 1 \n",
" 1970 \n",
" \n",
" \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" \n",
" \n",
" 1092 \n",
" 2020-12-28 \n",
" 1.222193 \n",
" 1 \n",
" 1970 \n",
" \n",
" \n",
" 1093 \n",
" 2020-12-29 \n",
" 1.225257 \n",
" 1 \n",
" 1970 \n",
" \n",
" \n",
" 1094 \n",
" 2020-12-30 \n",
" 1.229975 \n",
" 1 \n",
" 1970 \n",
" \n",
" \n",
" 1095 \n",
" 2020-12-31 \n",
" 1.217875 \n",
" 1 \n",
" 1970 \n",
" \n",
" \n",
" 1096 \n",
" 2021-01-01 \n",
" 1.217576 \n",
" 1 \n",
" 1970 \n",
" \n",
" \n",
"
\n",
"
1097 rows × 4 columns
\n",
"
"
],
"text/plain": [
" day Rates month year\n",
"0 2018-01-01 1.201496 1 1970\n",
"1 2018-01-02 1.206713 1 1970\n",
"2 2018-01-03 1.201492 1 1970\n",
"3 2018-01-04 1.207300 1 1970\n",
"4 2018-01-05 1.203219 1 1970\n",
"... ... ... ... ...\n",
"1092 2020-12-28 1.222193 1 1970\n",
"1093 2020-12-29 1.225257 1 1970\n",
"1094 2020-12-30 1.229975 1 1970\n",
"1095 2020-12-31 1.217875 1 1970\n",
"1096 2021-01-01 1.217576 1 1970\n",
"\n",
"[1097 rows x 4 columns]"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "markdown",
"id": "d43ea2fb",
"metadata": {},
"source": [
"### Plot Trending rate"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "137245c1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = [22,8])\n",
"\n",
"# specify the position of the major ticks at the beginning of the week\n",
"ax.xaxis.set_major_locator(md.WeekdayLocator(byweekday = 1))\n",
"# specify the format of the labels as 'year-month-day'\n",
"ax.xaxis.set_major_formatter(md.DateFormatter('%Y-%m-%d'))\n",
"# (optional) rotate by 90° the labels in order to improve their spacing\n",
"plt.setp(ax.xaxis.get_majorticklabels(), rotation = 90)\n",
"\n",
"# specify the position of the minor ticks at each day\n",
"ax.xaxis.set_minor_locator(md.DayLocator(interval = 100))\n",
"\n",
"\n",
"\n",
"ax.tick_params(axis = 'x', which = 'major', length = 10)\n",
"ax.tick_params(axis = 'x', which = 'minor', length = 5)\n",
"\n",
"sns.lineplot(data=df, x = 'day', y = 'Rates', ax=ax)\n",
"plt.xlabel('day',size = 16)\n",
"plt.ylabel('Rates',size = 16)\n",
"plt.title('Trending Rates - EUR/USD - By Day',size = 22)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "1dfcf319",
"metadata": {},
"source": [
"### Box Plot by Month\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "fe287fcc",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" day \n",
" Rates \n",
" month \n",
" year \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 2018-01-01 \n",
" 1.201496 \n",
" 1 \n",
" 2018 \n",
" \n",
" \n",
" 1 \n",
" 2018-01-02 \n",
" 1.206713 \n",
" 1 \n",
" 2018 \n",
" \n",
" \n",
" 2 \n",
" 2018-01-03 \n",
" 1.201492 \n",
" 1 \n",
" 2018 \n",
" \n",
" \n",
" 3 \n",
" 2018-01-04 \n",
" 1.207300 \n",
" 1 \n",
" 2018 \n",
" \n",
" \n",
" 4 \n",
" 2018-01-05 \n",
" 1.203219 \n",
" 1 \n",
" 2018 \n",
" \n",
" \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" \n",
" \n",
" 1092 \n",
" 2020-12-28 \n",
" 1.222193 \n",
" 12 \n",
" 2020 \n",
" \n",
" \n",
" 1093 \n",
" 2020-12-29 \n",
" 1.225257 \n",
" 12 \n",
" 2020 \n",
" \n",
" \n",
" 1094 \n",
" 2020-12-30 \n",
" 1.229975 \n",
" 12 \n",
" 2020 \n",
" \n",
" \n",
" 1095 \n",
" 2020-12-31 \n",
" 1.217875 \n",
" 12 \n",
" 2020 \n",
" \n",
" \n",
" 1096 \n",
" 2021-01-01 \n",
" 1.217576 \n",
" 1 \n",
" 2021 \n",
" \n",
" \n",
"
\n",
"
1097 rows × 4 columns
\n",
"
"
],
"text/plain": [
" day Rates month year\n",
"0 2018-01-01 1.201496 1 2018\n",
"1 2018-01-02 1.206713 1 2018\n",
"2 2018-01-03 1.201492 1 2018\n",
"3 2018-01-04 1.207300 1 2018\n",
"4 2018-01-05 1.203219 1 2018\n",
"... ... ... ... ...\n",
"1092 2020-12-28 1.222193 12 2020\n",
"1093 2020-12-29 1.225257 12 2020\n",
"1094 2020-12-30 1.229975 12 2020\n",
"1095 2020-12-31 1.217875 12 2020\n",
"1096 2021-01-01 1.217576 1 2021\n",
"\n",
"[1097 rows x 4 columns]"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Creating a Month column\n",
"df['month'] = pd.DatetimeIndex(df.day).month\n",
"\n",
"# Creating a Year column\n",
"df['year'] = pd.DatetimeIndex(df.day).year\n",
"\n",
"# Sample Data\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "d3e01279",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(data=df.reset_index(), x = 'month', y = 'Rates', kind = 'box')\n",
"plt.xlabel('Month',size = 16)\n",
"plt.ylabel('Rates',size = 16)\n",
"plt.title('Trending Rates - EUR/USD - By Month',size = 22)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "65e793b5",
"metadata": {},
"source": [
"### Point plot by Month"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "82053828",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(data=df.reset_index(), x = 'month', y = 'Rates', kind = 'point')\n",
"plt.xlabel('Month',size = 16)\n",
"plt.ylabel('Rates',size = 16)\n",
"plt.title('Trending Rates - EUR/USD - By Month',size = 22)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "2a64accf",
"metadata": {},
"source": [
"### Trending Point Plot by Month/Year\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "5a9090fe",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(data=df.reset_index(), x = 'month', y = 'Rates', kind = 'point',col = 'year')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "f1c469fd",
"metadata": {},
"source": [
"### Density Plot by Month"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "39283481",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = [18,8])\n",
"sns.kdeplot(data = df, x = 'month', y = 'Rates')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b93458e1",
"metadata": {},
"source": [
"### Kernel Density Plot — Comparison By Year"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "2983882a",
"metadata": {},
"outputs": [],
"source": [
"def sql(query):\n",
" return ps.sqldf(query)\n",
"\n",
"query1 = '''\n",
"select Rates \n",
"from df\n",
"where year = 2018\n",
"'''\n",
"\n",
"query2 = '''\n",
"select Rates \n",
"from df\n",
"where year = 2019\n",
"'''\n",
"\n",
"query3 = '''\n",
"select Rates \n",
"from df\n",
"where year = 2020\n",
"'''\n",
"\n",
"df_2018 = sql(query1)\n",
"df_2019 = sql(query2)\n",
"df_2020 = sql(query3)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "0298aefd",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/f7/t51lvbwn6_xg2vbn66mndyq40000gn/T/ipykernel_68820/2105252631.py:2: FutureWarning: \n",
"\n",
"`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
"This will become an error in seaborn v0.14.0; please update your code.\n",
"\n",
" sns.kdeplot(data = df_2018,x = 'Rates',shade = True, label='2018')\n",
"/var/folders/f7/t51lvbwn6_xg2vbn66mndyq40000gn/T/ipykernel_68820/2105252631.py:3: FutureWarning: \n",
"\n",
"`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
"This will become an error in seaborn v0.14.0; please update your code.\n",
"\n",
" sns.kdeplot(data = df_2019,x = 'Rates',shade = True, label='2019')\n",
"/var/folders/f7/t51lvbwn6_xg2vbn66mndyq40000gn/T/ipykernel_68820/2105252631.py:4: FutureWarning: \n",
"\n",
"`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
"This will become an error in seaborn v0.14.0; please update your code.\n",
"\n",
" sns.kdeplot(data = df_2020,x = 'Rates',shade = True, label='2020')\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = [18,8])\n",
"sns.kdeplot(data = df_2018,x = 'Rates',shade = True, label='2018')\n",
"sns.kdeplot(data = df_2019,x = 'Rates',shade = True, label='2019')\n",
"sns.kdeplot(data = df_2020,x = 'Rates',shade = True, label='2020')\n",
"plt.legend()\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": "3.10.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}