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Analyze Historical Stock Data

The purpose of this article is to explain the code that is used to analyze historical stock data for Amazon Inc. (AMZN) using the Python programming language. Specifically, the code reads stock data from a CSV file, calculates daily returns and a 30-day moving average, visualizes the data using a line plot and a candlestick chart, and calculates summary statistics for the returns. The code begins by importing the pandas library and using it to read the stock data from a CSV file called "AMZN_stock_data.csv". The pandas library is a powerful tool for data manipulation and analysis and is commonly used in data science and financial analysis. The read_csv() function is used to read the stock data from the CSV file. The parse_dates parameter is set to True to ensure that the "Date" column is read in as a datetime object, which is important for plotting the data later on. The index_col parameter is set to 'Date' to use the Date column as the index for the DataFra
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How to Draw Pakistani Flag using Python

Python Turtle Graphics showing Pakistani Flag   Python Code import turtle # Create a turtle object flag = turtle.Turtle() # Set the background color to white turtle.bgcolor( "black" ) # Draw the green rectangle flag.begin_fill() flag.color( "green" ) flag.forward( 200 ) flag.left( 90 ) flag.forward( 100 ) flag.left( 90 ) flag.forward( 200 ) flag.left( 90 ) flag.forward( 100 ) flag.end_fill() # Draw the white rectangle flag.penup() flag.goto( 0 , 100 ) flag.pendown() flag.color( "white" ) flag.begin_fill() flag.forward( 100 ) flag.left( 90 ) flag.forward( 40 ) flag.left( 90 ) flag.forward( 100 ) flag.left( 90 ) flag.forward( 40 ) flag.end_fill() # Draw the crescent flag.penup() flag.goto( 150 , 75 ) flag.pendown() flag.color( "white" ) flag.begin_fill() flag.circle( 20 ) flag.end_fill() flag.penup() flag.goto( 170 , 85 ) flag.pendown() flag.color( "green" ) flag.begin_fill() flag.circle( 25

Futuristic Batteries

  A macro shot of a normal AA type battery cell  by  Mika Baumeister Introduction Futuristic batteries are a topic of interest for many scientists, engineers, and consumers as we continue to rely on portable electronic devices and seek more sustainable energy solutions. There are several promising technologies that are being developed or have the potential to revolutionize the way we store and use energy in the future. Here, we will discuss some of these technologies and their potential impact. Solid-State Batteries One of the most exciting areas of research in batteries is the development of solid-state batteries. These batteries use solid electrodes and electrolytes rather than the liquid ones found in traditional lithium-ion batteries. This makes them potentially safer, as they are less prone to overheating and combustion. Solid-state batteries also have the potential to have higher energy densities, meaning they can store more energy in a smaller package. This could lead to l

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