Lists and Filtering Algorithms Homework and Popcorn hacks

Popcorn Hack #1

movies = ["Gladiator", "Inception", "Interstellar", "Dune: Part One"]

movies[1] = "Dune: Part Two"

movies.append("Top Gun: Maverick")

print("Updated list of movies:", movies)

Updated list of movies: ['Gladiator', 'Dune: Part Two', 'Interstellar', 'Dune: Part One', 'Top Gun: Maverick']

Popcorn Hack #2

ages = [15, 20, 34, 16, 18, 21, 14, 19]

voting_ages = [age for age in ages if age >= 18]

print("Ages eligible for voting:", voting_ages)

Ages eligible for voting: [20, 34, 18, 21, 19]

Homework Hack #1

Homework Hack #2

numbers = list(range(1, 31))

filtered_numbers = [num for num in numbers if num % 3 == 0 and num % 5 != 0]

print("Original list of numbers:", numbers)

print("Filtered numbers (divisible by 3 but not by 5):", filtered_numbers)

Original list of numbers: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]
Filtered numbers (divisible by 3 but not by 5): [3, 6, 9, 12, 18, 21, 24, 27]

Homework Hack #3

import csv

# filepath: /home/weston/nighthawk/weston_2025/_notebooks/Spotify_2024_Global_Streaming_Data.csv
def filter_spotify_data(file_path):
    filtered_songs = []

    # Open and read the CSV file
    with open(file_path, mode='r') as csv_file:
        csv_reader = csv.DictReader(csv_file)
        
        # Iterate through each row in the CSV
        for row in csv_reader:
            # Convert "Total Streams (Millions)" to a float and check if it's greater than 10 million
            if float(row["Total Streams (Millions)"]) > 10:
                filtered_songs.append(row)

    # Display the filtered data
    print("Songs with over 10 million streams:")
    for song in filtered_songs:
        print(f"Artist: {song['Artist']}, Album: {song['Album']}, Total Streams: {song['Total Streams (Millions)']}M")

    return filtered_songs

# Example usage
file_path = "/home/weston/nighthawk/weston_2025/_notebooks/Spotify_2024_Global_Streaming_Data.csv"
filtered_data = filter_spotify_data(file_path)

Songs with over 10 million streams:
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 3695.53M
Artist: The Weeknd, Album: After Hours, Total Streams: 2828.16M
Artist: Post Malone, Album: Austin, Total Streams: 1425.46M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 2704.33M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 3323.25M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 1087.06M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 4630.69M
Artist: Doja Cat, Album: Scarlet, Total Streams: 377.63M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 2828.77M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 4312.46M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 4310.86M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 3624.36M
Artist: Doja Cat, Album: Scarlet, Total Streams: 1900.87M
Artist: SZA, Album: SOS, Total Streams: 1242.31M
Artist: Post Malone, Album: Austin, Total Streams: 4736.9M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 3266.9M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 85.59M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 1110.47M
Artist: The Weeknd, Album: After Hours, Total Streams: 1803.77M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 4315.28M
Artist: The Weeknd, Album: After Hours, Total Streams: 4287.04M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 4330.02M
Artist: BTS, Album: Proof, Total Streams: 4977.34M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 332.97M
Artist: Drake, Album: For All The Dogs, Total Streams: 1214.26M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 4676.8M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 3124.74M
Artist: SZA, Album: SOS, Total Streams: 830.85M
Artist: SZA, Album: SOS, Total Streams: 579.83M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 4238.21M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 2780.82M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 783.06M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 4426.47M
Artist: Post Malone, Album: Austin, Total Streams: 3695.99M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 4092.1M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 1431.67M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 3003.03M
Artist: SZA, Album: SOS, Total Streams: 3558.49M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 3612.78M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 1926.77M
Artist: BTS, Album: Proof, Total Streams: 3052.97M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 3183.06M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 2401.92M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 3453.73M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 4249.26M
Artist: Doja Cat, Album: Scarlet, Total Streams: 2761.97M
Artist: Post Malone, Album: Austin, Total Streams: 1409.26M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 806.39M
Artist: Doja Cat, Album: Scarlet, Total Streams: 2941.19M
Artist: Post Malone, Album: Austin, Total Streams: 3686.44M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 2051.37M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 3231.61M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 4758.46M
Artist: The Weeknd, Album: After Hours, Total Streams: 203.6M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 3846.15M
Artist: Drake, Album: For All The Dogs, Total Streams: 2900.19M
Artist: Drake, Album: For All The Dogs, Total Streams: 649.22M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 4120.54M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 2713.96M
Artist: BTS, Album: Proof, Total Streams: 2870.76M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 3000.97M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 3573.62M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 2678.06M
Artist: BTS, Album: Proof, Total Streams: 1611.96M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 4903.53M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 2789.13M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 4829.21M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 2836.06M
Artist: Post Malone, Album: Austin, Total Streams: 1932.87M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 1360.0M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 3549.43M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 1162.81M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 2370.05M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 3038.38M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 3274.97M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 3367.16M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 1650.21M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 3794.39M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 3168.61M
Artist: The Weeknd, Album: After Hours, Total Streams: 3256.16M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 1948.75M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 1450.05M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 1917.19M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 4571.48M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 2229.52M
Artist: Drake, Album: For All The Dogs, Total Streams: 3478.89M
Artist: Doja Cat, Album: Scarlet, Total Streams: 1212.11M
Artist: Post Malone, Album: Austin, Total Streams: 1532.36M
Artist: The Weeknd, Album: After Hours, Total Streams: 3972.97M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 2324.87M
Artist: Drake, Album: For All The Dogs, Total Streams: 1530.81M
Artist: Doja Cat, Album: Scarlet, Total Streams: 2881.02M
Artist: BTS, Album: Proof, Total Streams: 3902.64M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 3123.41M
Artist: BTS, Album: Proof, Total Streams: 3675.18M
Artist: SZA, Album: SOS, Total Streams: 1399.01M
Artist: Post Malone, Album: Austin, Total Streams: 746.75M
Artist: Drake, Album: For All The Dogs, Total Streams: 661.76M
Artist: Drake, Album: For All The Dogs, Total Streams: 4426.96M
Artist: SZA, Album: SOS, Total Streams: 741.9M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 4749.43M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 1884.12M
Artist: SZA, Album: SOS, Total Streams: 989.55M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 673.32M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 4299.11M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 1227.76M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 1842.09M
Artist: BTS, Album: Proof, Total Streams: 351.09M
Artist: SZA, Album: SOS, Total Streams: 375.13M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 3975.83M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 520.67M
Artist: Drake, Album: For All The Dogs, Total Streams: 527.99M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 3343.44M
Artist: Drake, Album: For All The Dogs, Total Streams: 3300.84M
Artist: Post Malone, Album: Austin, Total Streams: 4101.21M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 1579.47M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 1114.91M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 3784.46M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 613.4M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 1542.03M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 2686.28M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 4317.44M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 4602.86M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 1698.69M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 1317.04M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 4624.56M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 1548.96M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 4887.97M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 3044.78M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 243.75M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 3956.67M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 2934.56M
Artist: BTS, Album: Proof, Total Streams: 1675.96M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 1110.25M
Artist: Doja Cat, Album: Scarlet, Total Streams: 4183.84M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 3479.59M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 3929.81M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 2539.39M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 557.82M
Artist: SZA, Album: SOS, Total Streams: 503.98M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 453.95M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 2388.65M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 2766.58M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 3132.91M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 2174.73M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 3942.74M
Artist: BTS, Album: Proof, Total Streams: 1756.77M
Artist: Doja Cat, Album: Scarlet, Total Streams: 3492.18M
Artist: BTS, Album: Proof, Total Streams: 4434.66M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 3915.17M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 974.75M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 1640.0M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 3647.73M
Artist: Drake, Album: For All The Dogs, Total Streams: 3762.0M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 809.52M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 1285.58M
Artist: BTS, Album: Proof, Total Streams: 4982.01M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 484.56M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 3573.46M
Artist: Post Malone, Album: Austin, Total Streams: 180.11M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 2076.7M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 950.72M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 1166.08M
Artist: BTS, Album: Proof, Total Streams: 2690.72M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 190.45M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 2750.61M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 2226.05M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 575.61M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 4333.27M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 495.74M
Artist: BTS, Album: Proof, Total Streams: 3288.59M
Artist: Post Malone, Album: Austin, Total Streams: 303.23M
Artist: BTS, Album: Proof, Total Streams: 686.88M
Artist: The Weeknd, Album: After Hours, Total Streams: 249.26M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 1995.13M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 132.35M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 3925.37M
Artist: Post Malone, Album: Austin, Total Streams: 1248.87M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 3076.82M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 4785.59M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 1431.08M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 4675.7M
Artist: Post Malone, Album: Austin, Total Streams: 4778.8M
Artist: BTS, Album: Proof, Total Streams: 590.67M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 2388.4M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 3247.19M
Artist: SZA, Album: SOS, Total Streams: 920.15M
Artist: SZA, Album: SOS, Total Streams: 3033.78M
Artist: SZA, Album: SOS, Total Streams: 1004.42M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 3798.55M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 2413.4M
Artist: BTS, Album: Proof, Total Streams: 1344.69M
Artist: SZA, Album: SOS, Total Streams: 4584.85M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 2768.71M
Artist: Doja Cat, Album: Scarlet, Total Streams: 3533.64M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 4279.71M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 2841.36M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 2147.3M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 720.37M
Artist: Doja Cat, Album: Scarlet, Total Streams: 4822.51M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 4182.37M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 817.85M
Artist: Post Malone, Album: Austin, Total Streams: 549.44M
Artist: The Weeknd, Album: After Hours, Total Streams: 3891.51M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 1222.67M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 2801.46M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 3784.36M
Artist: SZA, Album: SOS, Total Streams: 2111.71M
Artist: Doja Cat, Album: Scarlet, Total Streams: 4155.56M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 4353.9M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 3533.65M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 2588.44M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 4327.22M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 3290.31M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 887.87M
Artist: Doja Cat, Album: Scarlet, Total Streams: 4220.6M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 127.87M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 4040.53M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 2014.64M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 1916.99M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 1187.34M
Artist: SZA, Album: SOS, Total Streams: 937.8M
Artist: SZA, Album: SOS, Total Streams: 1240.34M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 1199.11M
Artist: Post Malone, Album: Austin, Total Streams: 2787.54M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 1931.0M
Artist: BTS, Album: Proof, Total Streams: 556.05M
Artist: Drake, Album: For All The Dogs, Total Streams: 4325.4M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 889.03M
Artist: BTS, Album: Proof, Total Streams: 4723.9M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 4317.88M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 4845.19M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 4663.73M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 4164.84M
Artist: The Weeknd, Album: After Hours, Total Streams: 2144.48M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 4070.87M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 3242.9M
Artist: Drake, Album: For All The Dogs, Total Streams: 2618.05M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 171.59M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 1073.99M
Artist: BTS, Album: Proof, Total Streams: 4253.44M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 2160.53M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 2176.29M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 1663.63M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 1772.23M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 956.07M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 4599.85M
Artist: Doja Cat, Album: Scarlet, Total Streams: 1827.24M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 2247.07M
Artist: BTS, Album: Proof, Total Streams: 3874.11M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 1131.78M
Artist: BTS, Album: Proof, Total Streams: 4970.09M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 4076.97M
Artist: BTS, Album: Proof, Total Streams: 2596.35M
Artist: BTS, Album: Proof, Total Streams: 1285.9M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 3186.46M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 3881.97M
Artist: Post Malone, Album: Austin, Total Streams: 2176.73M
Artist: Doja Cat, Album: Scarlet, Total Streams: 3823.16M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 2167.61M
Artist: Drake, Album: For All The Dogs, Total Streams: 3339.32M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 1106.43M
Artist: Doja Cat, Album: Scarlet, Total Streams: 400.6M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 3401.83M
Artist: SZA, Album: SOS, Total Streams: 4306.81M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 467.03M
Artist: The Weeknd, Album: After Hours, Total Streams: 3751.83M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 4889.6M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 2381.52M
Artist: Post Malone, Album: Austin, Total Streams: 3577.51M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 2580.96M
Artist: BTS, Album: Proof, Total Streams: 1231.26M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 729.2M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 4373.63M
Artist: Drake, Album: For All The Dogs, Total Streams: 3156.29M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 3386.9M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 792.92M
Artist: BTS, Album: Proof, Total Streams: 2535.1M
Artist: Doja Cat, Album: Scarlet, Total Streams: 2787.8M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 2755.47M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 3703.51M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 1195.79M
Artist: Drake, Album: For All The Dogs, Total Streams: 2002.04M
Artist: SZA, Album: SOS, Total Streams: 1664.95M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 1604.46M
Artist: Drake, Album: For All The Dogs, Total Streams: 3538.29M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 1337.83M
Artist: The Weeknd, Album: After Hours, Total Streams: 3979.36M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 4591.27M
Artist: Drake, Album: For All The Dogs, Total Streams: 2331.92M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 1411.16M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 729.32M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 2449.16M
Artist: The Weeknd, Album: After Hours, Total Streams: 4958.08M
Artist: BTS, Album: Proof, Total Streams: 4982.14M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 3703.62M
Artist: The Weeknd, Album: After Hours, Total Streams: 2477.66M
Artist: SZA, Album: SOS, Total Streams: 1736.76M
Artist: Post Malone, Album: Austin, Total Streams: 4804.77M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 3969.62M
Artist: Post Malone, Album: Austin, Total Streams: 4081.55M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 1625.17M
Artist: The Weeknd, Album: After Hours, Total Streams: 4432.34M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 584.77M
Artist: SZA, Album: SOS, Total Streams: 552.07M
Artist: BTS, Album: Proof, Total Streams: 568.39M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 3537.3M
Artist: The Weeknd, Album: After Hours, Total Streams: 4631.59M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 68.89M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 621.77M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 270.85M
Artist: Drake, Album: For All The Dogs, Total Streams: 3794.46M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 2407.5M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 3798.08M
Artist: Drake, Album: For All The Dogs, Total Streams: 3154.77M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 4373.66M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 2835.28M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 1413.3M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 4608.13M
Artist: Doja Cat, Album: Scarlet, Total Streams: 3731.43M
Artist: The Weeknd, Album: After Hours, Total Streams: 2606.68M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 1004.18M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 2347.88M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 1754.03M
Artist: Doja Cat, Album: Scarlet, Total Streams: 3254.53M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 4014.28M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 1130.13M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 3437.85M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 3839.1M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 2121.9M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 1535.96M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 4502.98M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 4263.51M
Artist: Doja Cat, Album: Scarlet, Total Streams: 317.61M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 450.02M
Artist: The Weeknd, Album: After Hours, Total Streams: 2473.41M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 3666.76M
Artist: The Weeknd, Album: After Hours, Total Streams: 1948.57M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 3449.56M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 699.47M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 2989.92M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 3524.25M
Artist: BTS, Album: Proof, Total Streams: 2123.19M
Artist: The Weeknd, Album: After Hours, Total Streams: 4165.92M
Artist: SZA, Album: SOS, Total Streams: 1686.49M
Artist: Drake, Album: For All The Dogs, Total Streams: 551.39M
Artist: Doja Cat, Album: Scarlet, Total Streams: 3399.99M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 1378.13M
Artist: BTS, Album: Proof, Total Streams: 4009.5M
Artist: Drake, Album: For All The Dogs, Total Streams: 2866.27M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 2231.41M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 3365.73M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 2813.8M
Artist: Doja Cat, Album: Scarlet, Total Streams: 1637.14M
Artist: Drake, Album: For All The Dogs, Total Streams: 2268.09M
Artist: Drake, Album: For All The Dogs, Total Streams: 2768.04M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 4229.37M
Artist: Drake, Album: For All The Dogs, Total Streams: 1739.72M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 3598.44M
Artist: The Weeknd, Album: After Hours, Total Streams: 583.44M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 3694.26M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 685.49M
Artist: SZA, Album: SOS, Total Streams: 1747.15M
Artist: BTS, Album: Proof, Total Streams: 4680.78M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 3202.54M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 2140.81M
Artist: BTS, Album: Proof, Total Streams: 774.82M
Artist: Drake, Album: For All The Dogs, Total Streams: 4330.97M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 4785.67M
Artist: Doja Cat, Album: Scarlet, Total Streams: 3537.91M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 4814.25M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 2358.34M
Artist: Doja Cat, Album: Scarlet, Total Streams: 2773.29M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 505.13M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 4906.61M
Artist: The Weeknd, Album: After Hours, Total Streams: 1937.79M
Artist: Doja Cat, Album: Scarlet, Total Streams: 2255.51M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 374.09M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 167.58M
Artist: Drake, Album: For All The Dogs, Total Streams: 2067.78M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 2948.76M
Artist: Drake, Album: For All The Dogs, Total Streams: 4119.51M
Artist: BTS, Album: Proof, Total Streams: 4575.14M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 3003.44M
Artist: The Weeknd, Album: After Hours, Total Streams: 755.15M
Artist: Doja Cat, Album: Scarlet, Total Streams: 2770.84M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 545.22M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 1854.24M
Artist: BTS, Album: Proof, Total Streams: 1691.24M
Artist: Drake, Album: For All The Dogs, Total Streams: 1022.34M
Artist: Doja Cat, Album: Scarlet, Total Streams: 2970.68M
Artist: The Weeknd, Album: After Hours, Total Streams: 712.71M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 838.15M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 1358.57M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 2630.8M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 4496.22M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 4416.07M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 4065.3M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 2982.12M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 3206.23M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 2083.3M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 390.77M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 928.24M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 2634.12M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 4194.09M
Artist: BTS, Album: Proof, Total Streams: 985.65M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 816.15M
Artist: Post Malone, Album: Austin, Total Streams: 2809.94M
Artist: Post Malone, Album: Austin, Total Streams: 4325.96M
Artist: Post Malone, Album: Austin, Total Streams: 3548.61M
Artist: SZA, Album: SOS, Total Streams: 1352.31M
Artist: BTS, Album: Proof, Total Streams: 4110.13M
Artist: BTS, Album: Proof, Total Streams: 2577.21M
Artist: Drake, Album: For All The Dogs, Total Streams: 2005.96M
Artist: SZA, Album: SOS, Total Streams: 4086.8M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 408.31M
Artist: BTS, Album: Proof, Total Streams: 3861.34M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 3186.63M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 1353.58M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 1381.93M
Artist: Doja Cat, Album: Scarlet, Total Streams: 4182.96M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 4247.65M
Artist: BTS, Album: Proof, Total Streams: 684.82M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 1612.47M
Artist: Doja Cat, Album: Scarlet, Total Streams: 1223.84M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 1434.17M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 4010.19M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 2832.59M
Artist: Doja Cat, Album: Scarlet, Total Streams: 1335.86M
Artist: Doja Cat, Album: Scarlet, Total Streams: 3266.83M
Artist: Post Malone, Album: Austin, Total Streams: 1468.29M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 4540.01M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 3915.82M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 3732.18M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 2643.71M
Artist: BTS, Album: Proof, Total Streams: 2243.64M
Artist: Doja Cat, Album: Scarlet, Total Streams: 2725.89M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 1582.82M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 4086.13M
Artist: Post Malone, Album: Austin, Total Streams: 2180.65M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 3698.73M
Artist: Post Malone, Album: Austin, Total Streams: 1459.15M
Artist: BTS, Album: Proof, Total Streams: 2291.2M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 668.94M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 2345.24M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 4215.62M
Artist: Post Malone, Album: Austin, Total Streams: 215.88M
Artist: SZA, Album: SOS, Total Streams: 258.82M
Artist: SZA, Album: SOS, Total Streams: 609.0M
Artist: Post Malone, Album: Austin, Total Streams: 2926.33M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 4657.7M
Artist: Post Malone, Album: Austin, Total Streams: 1617.86M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 1290.95M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 2368.55M
Artist: Doja Cat, Album: Scarlet, Total Streams: 53.56M
Artist: Post Malone, Album: Austin, Total Streams: 363.54M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 3222.47M
Artist: Doja Cat, Album: Scarlet, Total Streams: 998.5M
Artist: BTS, Album: Proof, Total Streams: 3603.33M
Artist: Post Malone, Album: Austin, Total Streams: 4694.31M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 1118.71M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 935.54M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 942.96M
Artist: SZA, Album: SOS, Total Streams: 1657.04M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 2773.68M
Artist: BTS, Album: Proof, Total Streams: 4967.39M
Artist: SZA, Album: SOS, Total Streams: 4633.32M
Artist: The Weeknd, Album: After Hours, Total Streams: 504.93M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 1536.95M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 646.68M
Artist: BTS, Album: Proof, Total Streams: 2846.32M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 1149.32M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 2534.02M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 4985.54M
Artist: Drake, Album: For All The Dogs, Total Streams: 1858.07M
Artist: Ed Sheeran, Album: Autumn Variations, Total Streams: 272.14M
Artist: Drake, Album: For All The Dogs, Total Streams: 4637.31M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 3713.06M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 3334.47M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 379.66M
Artist: The Weeknd, Album: After Hours, Total Streams: 543.04M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 2670.61M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 4894.01M
Artist: Ariana Grande, Album: Eternal Sunshine, Total Streams: 4491.02M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 4854.16M
Artist: Billie Eilish, Album: Happier Than Ever, Total Streams: 3540.43M
Artist: Olivia Rodrigo, Album: Guts, Total Streams: 3611.23M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 4117.41M
Artist: Taylor Swift, Album: 1989 (Taylor's Version), Total Streams: 2856.86M
Artist: Bad Bunny, Album: Nadie Sabe Lo Que Va a Pasar Mañana, Total Streams: 3265.36M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 1151.64M
Artist: Doja Cat, Album: Scarlet, Total Streams: 4340.54M
Artist: BLACKPINK, Album: BORN PINK, Total Streams: 2703.99M
Artist: SZA, Album: SOS, Total Streams: 4919.96M
Artist: Post Malone, Album: Austin, Total Streams: 1507.38M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 2947.97M
Artist: Dua Lipa, Album: Future Nostalgia, Total Streams: 4418.61M
Artist: Karol G, Album: MAÑANA SERÁ BONITO, Total Streams: 2642.9M
Artist: SZA, Album: SOS, Total Streams: 4320.23M
Artist: BTS, Album: Proof, Total Streams: 4804.15M

Review Questions

#1: Explain what lists are in Python, including how to modify and manipulate them.

In Python, a list is a built-in data structure that allows you to store an ordered collection of items. These items can be of any data type, such as integers, strings, floats, or even other lists. Lists are mutable, meaning their contents can be changed after creation. You can add, remove, or modify elements in a list using various methods and operations.

#2: Provide a real-world scenario where a filtering algorithm might be applied.

A real-world scenario where a filtering algorithm might be applied is in an e-commerce website’s recommendation system. When a user browses products, the system can filter and recommend items based on the user’s previous purchases, browsing history, and preferences. For example, if a user frequently buys sports equipment, the algorithm can filter and suggest similar products like running shoes or fitness trackers.

#3: Discuss why analyzing the efficiency of filtering algorithms is important for software development.

Analyzing the efficiency of filtering algorithms is crucial for software development because it directly impacts the performance and user experience of applications. Efficient algorithms can process large datasets quickly, reducing response times and improving overall system performance. In contrast, inefficient algorithms can lead to slowdowns, increased resource consumption, and a poor user experience. By understanding the efficiency of filtering algorithms, developers can make informed decisions about which algorithms to use in their applications, ensuring optimal performance and scalability.