Popcorn Hacks
Popcorn Hack 1
movies = ['A Minecraft Movie', 'Avengers Endgame', 'Avengers Inifinty War', 'Spiderman Into the Spiderverse']
movies[0] = 'Jurrasic Word'
movies.append('Spiderman Across the Spiderverse')
print(movies)
['Jurrasic Word', 'Avengers Endgame', 'Avengers Inifinty War', 'Spiderman Into the Spiderverse', 'Spiderman Across the Spiderverse']
Popcorn Hack 2
ages = [15, 20, 34, 16, 18, 21, 14, 19]
voting_ages = [age for age in ages if age >= 18]
print(voting_ages)
[20, 34, 18, 21, 19]
Homework Hacks
Homework Hack 1
Video 1
- Lists make it easy to work with ordered data
- Two ways to create a list. Ex: list() or []
- You can use .append() to add new values to the end of the list
- lists preseve the order of data unlike sets where order doesn’t matter
- If you want to see a specific value in the list you can use index starting from 0. Ex: list_name[0] (shows first titem)
- if you use list_name[-1] it means the last item and so on
- If you wrap around more than once you get an index error
- you can use spilcing ex: list_name[1:3] goes from index 1 till index 3. Includes starting index value but not ending index value
Video 2
- List comprehension is a way to read a list
- you can use a for loop to iterate through the list and then appen to the a new list to filter out and create list of desired values
- List comprehension is a easier way of doing the same thing as a for loop
- you can use a filer() command to also filter out specifc values but it is hard to understand and not readable to new coders
- You can also do dictionary comprehensions
- zip function creates a list of tupals that match two list indexes together
- You can also do set comprehensions.
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:", numbers)
print("Filtered list:", filtered_numbers)
Original list: [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 list: [3, 6, 9, 12, 18, 21, 24, 27]
Homework Hack 3
import pandas as pd
def filter_spotify_streams(csv):
spotify_streams = pd.read_csv(csv)
count = 0
for streams in spotify_streams["Total Streams (Millions)"]:
if streams >= 10:
print(str(spotify_streams["Album"][count]), "has over a million streams. It has ", str(streams), "million streams")
count += 1
filter_spotify_streams("Spotify_2024_Global_Streaming_Data.csv")
1989 (Taylor's Version) has over a million streams. It has 3695.53 million streams
After Hours has over a million streams. It has 2828.16 million streams
Austin has over a million streams. It has 1425.46 million streams
Autumn Variations has over a million streams. It has 2704.33 million streams
Autumn Variations has over a million streams. It has 3323.25 million streams
Happier Than Ever has over a million streams. It has 1087.06 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 4630.69 million streams
Scarlet has over a million streams. It has 377.63 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 2828.77 million streams
Eternal Sunshine has over a million streams. It has 4312.46 million streams
Future Nostalgia has over a million streams. It has 4310.86 million streams
BORN PINK has over a million streams. It has 3624.36 million streams
Scarlet has over a million streams. It has 1900.87 million streams
SOS has over a million streams. It has 1242.31 million streams
Austin has over a million streams. It has 4736.9 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 3266.9 million streams
Autumn Variations has over a million streams. It has 85.59 million streams
Eternal Sunshine has over a million streams. It has 1110.47 million streams
After Hours has over a million streams. It has 1803.77 million streams
1989 (Taylor's Version) has over a million streams. It has 4315.28 million streams
After Hours has over a million streams. It has 4287.04 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 4330.02 million streams
Proof has over a million streams. It has 4977.34 million streams
Autumn Variations has over a million streams. It has 332.97 million streams
For All The Dogs has over a million streams. It has 1214.26 million streams
BORN PINK has over a million streams. It has 4676.8 million streams
Future Nostalgia has over a million streams. It has 3124.74 million streams
SOS has over a million streams. It has 830.85 million streams
SOS has over a million streams. It has 579.83 million streams
Eternal Sunshine has over a million streams. It has 4238.21 million streams
Happier Than Ever has over a million streams. It has 2780.82 million streams
Eternal Sunshine has over a million streams. It has 783.06 million streams
Happier Than Ever has over a million streams. It has 4426.47 million streams
Austin has over a million streams. It has 3695.99 million streams
BORN PINK has over a million streams. It has 4092.1 million streams
Guts has over a million streams. It has 1431.67 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 3003.03 million streams
SOS has over a million streams. It has 3558.49 million streams
Autumn Variations has over a million streams. It has 3612.78 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 1926.77 million streams
Proof has over a million streams. It has 3052.97 million streams
Happier Than Ever has over a million streams. It has 3183.06 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 2401.92 million streams
Future Nostalgia has over a million streams. It has 3453.73 million streams
Future Nostalgia has over a million streams. It has 4249.26 million streams
Scarlet has over a million streams. It has 2761.97 million streams
Austin has over a million streams. It has 1409.26 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 806.39 million streams
Scarlet has over a million streams. It has 2941.19 million streams
Austin has over a million streams. It has 3686.44 million streams
BORN PINK has over a million streams. It has 2051.37 million streams
Autumn Variations has over a million streams. It has 3231.61 million streams
Guts has over a million streams. It has 4758.46 million streams
After Hours has over a million streams. It has 203.6 million streams
Autumn Variations has over a million streams. It has 3846.15 million streams
For All The Dogs has over a million streams. It has 2900.19 million streams
For All The Dogs has over a million streams. It has 649.22 million streams
Eternal Sunshine has over a million streams. It has 4120.54 million streams
Happier Than Ever has over a million streams. It has 2713.96 million streams
Proof has over a million streams. It has 2870.76 million streams
Guts has over a million streams. It has 3000.97 million streams
Eternal Sunshine has over a million streams. It has 3573.62 million streams
Happier Than Ever has over a million streams. It has 2678.06 million streams
Proof has over a million streams. It has 1611.96 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 4903.53 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 2789.13 million streams
Future Nostalgia has over a million streams. It has 4829.21 million streams
Autumn Variations has over a million streams. It has 2836.06 million streams
Austin has over a million streams. It has 1932.87 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 1360.0 million streams
Future Nostalgia has over a million streams. It has 3549.43 million streams
Happier Than Ever has over a million streams. It has 1162.81 million streams
Autumn Variations has over a million streams. It has 2370.05 million streams
Autumn Variations has over a million streams. It has 3038.38 million streams
Autumn Variations has over a million streams. It has 3274.97 million streams
Future Nostalgia has over a million streams. It has 3367.16 million streams
1989 (Taylor's Version) has over a million streams. It has 1650.21 million streams
1989 (Taylor's Version) has over a million streams. It has 3794.39 million streams
Future Nostalgia has over a million streams. It has 3168.61 million streams
After Hours has over a million streams. It has 3256.16 million streams
Future Nostalgia has over a million streams. It has 1948.75 million streams
Guts has over a million streams. It has 1450.05 million streams
Guts has over a million streams. It has 1917.19 million streams
1989 (Taylor's Version) has over a million streams. It has 4571.48 million streams
Autumn Variations has over a million streams. It has 2229.52 million streams
For All The Dogs has over a million streams. It has 3478.89 million streams
Scarlet has over a million streams. It has 1212.11 million streams
Austin has over a million streams. It has 1532.36 million streams
After Hours has over a million streams. It has 3972.97 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 2324.87 million streams
For All The Dogs has over a million streams. It has 1530.81 million streams
Scarlet has over a million streams. It has 2881.02 million streams
Proof has over a million streams. It has 3902.64 million streams
Autumn Variations has over a million streams. It has 3123.41 million streams
Proof has over a million streams. It has 3675.18 million streams
SOS has over a million streams. It has 1399.01 million streams
Austin has over a million streams. It has 746.75 million streams
For All The Dogs has over a million streams. It has 661.76 million streams
For All The Dogs has over a million streams. It has 4426.96 million streams
SOS has over a million streams. It has 741.9 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 4749.43 million streams
Autumn Variations has over a million streams. It has 1884.12 million streams
SOS has over a million streams. It has 989.55 million streams
1989 (Taylor's Version) has over a million streams. It has 673.32 million streams
Guts has over a million streams. It has 4299.11 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 1227.76 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 1842.09 million streams
Proof has over a million streams. It has 351.09 million streams
SOS has over a million streams. It has 375.13 million streams
Future Nostalgia has over a million streams. It has 3975.83 million streams
Guts has over a million streams. It has 520.67 million streams
For All The Dogs has over a million streams. It has 527.99 million streams
Happier Than Ever has over a million streams. It has 3343.44 million streams
For All The Dogs has over a million streams. It has 3300.84 million streams
Austin has over a million streams. It has 4101.21 million streams
1989 (Taylor's Version) has over a million streams. It has 1579.47 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 1114.91 million streams
Autumn Variations has over a million streams. It has 3784.46 million streams
BORN PINK has over a million streams. It has 613.4 million streams
BORN PINK has over a million streams. It has 1542.03 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 2686.28 million streams
BORN PINK has over a million streams. It has 4317.44 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 4602.86 million streams
BORN PINK has over a million streams. It has 1698.69 million streams
Guts has over a million streams. It has 1317.04 million streams
Future Nostalgia has over a million streams. It has 4624.56 million streams
Future Nostalgia has over a million streams. It has 1548.96 million streams
Guts has over a million streams. It has 4887.97 million streams
Future Nostalgia has over a million streams. It has 3044.78 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 243.75 million streams
BORN PINK has over a million streams. It has 3956.67 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 2934.56 million streams
Proof has over a million streams. It has 1675.96 million streams
1989 (Taylor's Version) has over a million streams. It has 1110.25 million streams
Scarlet has over a million streams. It has 4183.84 million streams
BORN PINK has over a million streams. It has 3479.59 million streams
Future Nostalgia has over a million streams. It has 3929.81 million streams
Future Nostalgia has over a million streams. It has 2539.39 million streams
1989 (Taylor's Version) has over a million streams. It has 557.82 million streams
SOS has over a million streams. It has 503.98 million streams
Eternal Sunshine has over a million streams. It has 453.95 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 2388.65 million streams
1989 (Taylor's Version) has over a million streams. It has 2766.58 million streams
1989 (Taylor's Version) has over a million streams. It has 3132.91 million streams
Autumn Variations has over a million streams. It has 2174.73 million streams
Guts has over a million streams. It has 3942.74 million streams
Proof has over a million streams. It has 1756.77 million streams
Scarlet has over a million streams. It has 3492.18 million streams
Proof has over a million streams. It has 4434.66 million streams
1989 (Taylor's Version) has over a million streams. It has 3915.17 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 974.75 million streams
BORN PINK has over a million streams. It has 1640.0 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 3647.73 million streams
For All The Dogs has over a million streams. It has 3762.0 million streams
Guts has over a million streams. It has 809.52 million streams
Guts has over a million streams. It has 1285.58 million streams
Proof has over a million streams. It has 4982.01 million streams
Future Nostalgia has over a million streams. It has 484.56 million streams
Eternal Sunshine has over a million streams. It has 3573.46 million streams
Austin has over a million streams. It has 180.11 million streams
BORN PINK has over a million streams. It has 2076.7 million streams
Guts has over a million streams. It has 950.72 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 1166.08 million streams
Proof has over a million streams. It has 2690.72 million streams
Guts has over a million streams. It has 190.45 million streams
Autumn Variations has over a million streams. It has 2750.61 million streams
Future Nostalgia has over a million streams. It has 2226.05 million streams
BORN PINK has over a million streams. It has 575.61 million streams
BORN PINK has over a million streams. It has 4333.27 million streams
Future Nostalgia has over a million streams. It has 495.74 million streams
Proof has over a million streams. It has 3288.59 million streams
Austin has over a million streams. It has 303.23 million streams
Proof has over a million streams. It has 686.88 million streams
After Hours has over a million streams. It has 249.26 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 1995.13 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 132.35 million streams
Autumn Variations has over a million streams. It has 3925.37 million streams
Austin has over a million streams. It has 1248.87 million streams
BORN PINK has over a million streams. It has 3076.82 million streams
Guts has over a million streams. It has 4785.59 million streams
Autumn Variations has over a million streams. It has 1431.08 million streams
Guts has over a million streams. It has 4675.7 million streams
Austin has over a million streams. It has 4778.8 million streams
Proof has over a million streams. It has 590.67 million streams
1989 (Taylor's Version) has over a million streams. It has 2388.4 million streams
Future Nostalgia has over a million streams. It has 3247.19 million streams
SOS has over a million streams. It has 920.15 million streams
SOS has over a million streams. It has 3033.78 million streams
SOS has over a million streams. It has 1004.42 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 3798.55 million streams
BORN PINK has over a million streams. It has 2413.4 million streams
Proof has over a million streams. It has 1344.69 million streams
SOS has over a million streams. It has 4584.85 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 2768.71 million streams
Scarlet has over a million streams. It has 3533.64 million streams
Autumn Variations has over a million streams. It has 4279.71 million streams
Future Nostalgia has over a million streams. It has 2841.36 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 2147.3 million streams
1989 (Taylor's Version) has over a million streams. It has 720.37 million streams
Scarlet has over a million streams. It has 4822.51 million streams
Eternal Sunshine has over a million streams. It has 4182.37 million streams
BORN PINK has over a million streams. It has 817.85 million streams
Austin has over a million streams. It has 549.44 million streams
After Hours has over a million streams. It has 3891.51 million streams
Autumn Variations has over a million streams. It has 1222.67 million streams
Autumn Variations has over a million streams. It has 2801.46 million streams
BORN PINK has over a million streams. It has 3784.36 million streams
SOS has over a million streams. It has 2111.71 million streams
Scarlet has over a million streams. It has 4155.56 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 4353.9 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 3533.65 million streams
Happier Than Ever has over a million streams. It has 2588.44 million streams
Guts has over a million streams. It has 4327.22 million streams
BORN PINK has over a million streams. It has 3290.31 million streams
Future Nostalgia has over a million streams. It has 887.87 million streams
Scarlet has over a million streams. It has 4220.6 million streams
Autumn Variations has over a million streams. It has 127.87 million streams
1989 (Taylor's Version) has over a million streams. It has 4040.53 million streams
Eternal Sunshine has over a million streams. It has 2014.64 million streams
Happier Than Ever has over a million streams. It has 1916.99 million streams
Autumn Variations has over a million streams. It has 1187.34 million streams
SOS has over a million streams. It has 937.8 million streams
SOS has over a million streams. It has 1240.34 million streams
Eternal Sunshine has over a million streams. It has 1199.11 million streams
Austin has over a million streams. It has 2787.54 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 1931.0 million streams
Proof has over a million streams. It has 556.05 million streams
For All The Dogs has over a million streams. It has 4325.4 million streams
Autumn Variations has over a million streams. It has 889.03 million streams
Proof has over a million streams. It has 4723.9 million streams
BORN PINK has over a million streams. It has 4317.88 million streams
Future Nostalgia has over a million streams. It has 4845.19 million streams
BORN PINK has over a million streams. It has 4663.73 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 4164.84 million streams
After Hours has over a million streams. It has 2144.48 million streams
Eternal Sunshine has over a million streams. It has 4070.87 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 3242.9 million streams
For All The Dogs has over a million streams. It has 2618.05 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 171.59 million streams
Guts has over a million streams. It has 1073.99 million streams
Proof has over a million streams. It has 4253.44 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 2160.53 million streams
1989 (Taylor's Version) has over a million streams. It has 2176.29 million streams
Autumn Variations has over a million streams. It has 1663.63 million streams
BORN PINK has over a million streams. It has 1772.23 million streams
Guts has over a million streams. It has 956.07 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 4599.85 million streams
Scarlet has over a million streams. It has 1827.24 million streams
BORN PINK has over a million streams. It has 2247.07 million streams
Proof has over a million streams. It has 3874.11 million streams
Eternal Sunshine has over a million streams. It has 1131.78 million streams
Proof has over a million streams. It has 4970.09 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 4076.97 million streams
Proof has over a million streams. It has 2596.35 million streams
Proof has over a million streams. It has 1285.9 million streams
Happier Than Ever has over a million streams. It has 3186.46 million streams
Future Nostalgia has over a million streams. It has 3881.97 million streams
Austin has over a million streams. It has 2176.73 million streams
Scarlet has over a million streams. It has 3823.16 million streams
Future Nostalgia has over a million streams. It has 2167.61 million streams
For All The Dogs has over a million streams. It has 3339.32 million streams
Happier Than Ever has over a million streams. It has 1106.43 million streams
Scarlet has over a million streams. It has 400.6 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 3401.83 million streams
SOS has over a million streams. It has 4306.81 million streams
Guts has over a million streams. It has 467.03 million streams
After Hours has over a million streams. It has 3751.83 million streams
Happier Than Ever has over a million streams. It has 4889.6 million streams
Guts has over a million streams. It has 2381.52 million streams
Austin has over a million streams. It has 3577.51 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 2580.96 million streams
Proof has over a million streams. It has 1231.26 million streams
Happier Than Ever has over a million streams. It has 729.2 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 4373.63 million streams
For All The Dogs has over a million streams. It has 3156.29 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 3386.9 million streams
1989 (Taylor's Version) has over a million streams. It has 792.92 million streams
Proof has over a million streams. It has 2535.1 million streams
Scarlet has over a million streams. It has 2787.8 million streams
Autumn Variations has over a million streams. It has 2755.47 million streams
Guts has over a million streams. It has 3703.51 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 1195.79 million streams
For All The Dogs has over a million streams. It has 2002.04 million streams
SOS has over a million streams. It has 1664.95 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 1604.46 million streams
For All The Dogs has over a million streams. It has 3538.29 million streams
BORN PINK has over a million streams. It has 1337.83 million streams
After Hours has over a million streams. It has 3979.36 million streams
Happier Than Ever has over a million streams. It has 4591.27 million streams
For All The Dogs has over a million streams. It has 2331.92 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 1411.16 million streams
Future Nostalgia has over a million streams. It has 729.32 million streams
BORN PINK has over a million streams. It has 2449.16 million streams
After Hours has over a million streams. It has 4958.08 million streams
Proof has over a million streams. It has 4982.14 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 3703.62 million streams
After Hours has over a million streams. It has 2477.66 million streams
SOS has over a million streams. It has 1736.76 million streams
Austin has over a million streams. It has 4804.77 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 3969.62 million streams
Austin has over a million streams. It has 4081.55 million streams
BORN PINK has over a million streams. It has 1625.17 million streams
After Hours has over a million streams. It has 4432.34 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 584.77 million streams
SOS has over a million streams. It has 552.07 million streams
Proof has over a million streams. It has 568.39 million streams
Guts has over a million streams. It has 3537.3 million streams
After Hours has over a million streams. It has 4631.59 million streams
Eternal Sunshine has over a million streams. It has 68.89 million streams
Happier Than Ever has over a million streams. It has 621.77 million streams
Guts has over a million streams. It has 270.85 million streams
For All The Dogs has over a million streams. It has 3794.46 million streams
Happier Than Ever has over a million streams. It has 2407.5 million streams
Happier Than Ever has over a million streams. It has 3798.08 million streams
For All The Dogs has over a million streams. It has 3154.77 million streams
Guts has over a million streams. It has 4373.66 million streams
Autumn Variations has over a million streams. It has 2835.28 million streams
Autumn Variations has over a million streams. It has 1413.3 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 4608.13 million streams
Scarlet has over a million streams. It has 3731.43 million streams
After Hours has over a million streams. It has 2606.68 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 1004.18 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 2347.88 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 1754.03 million streams
Scarlet has over a million streams. It has 3254.53 million streams
Future Nostalgia has over a million streams. It has 4014.28 million streams
BORN PINK has over a million streams. It has 1130.13 million streams
Eternal Sunshine has over a million streams. It has 3437.85 million streams
Happier Than Ever has over a million streams. It has 3839.1 million streams
Happier Than Ever has over a million streams. It has 2121.9 million streams
Happier Than Ever has over a million streams. It has 1535.96 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 4502.98 million streams
Guts has over a million streams. It has 4263.51 million streams
Scarlet has over a million streams. It has 317.61 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 450.02 million streams
After Hours has over a million streams. It has 2473.41 million streams
BORN PINK has over a million streams. It has 3666.76 million streams
After Hours has over a million streams. It has 1948.57 million streams
Autumn Variations has over a million streams. It has 3449.56 million streams
1989 (Taylor's Version) has over a million streams. It has 699.47 million streams
BORN PINK has over a million streams. It has 2989.92 million streams
BORN PINK has over a million streams. It has 3524.25 million streams
Proof has over a million streams. It has 2123.19 million streams
After Hours has over a million streams. It has 4165.92 million streams
SOS has over a million streams. It has 1686.49 million streams
For All The Dogs has over a million streams. It has 551.39 million streams
Scarlet has over a million streams. It has 3399.99 million streams
Guts has over a million streams. It has 1378.13 million streams
Proof has over a million streams. It has 4009.5 million streams
For All The Dogs has over a million streams. It has 2866.27 million streams
Future Nostalgia has over a million streams. It has 2231.41 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 3365.73 million streams
Guts has over a million streams. It has 2813.8 million streams
Scarlet has over a million streams. It has 1637.14 million streams
For All The Dogs has over a million streams. It has 2268.09 million streams
For All The Dogs has over a million streams. It has 2768.04 million streams
Guts has over a million streams. It has 4229.37 million streams
For All The Dogs has over a million streams. It has 1739.72 million streams
1989 (Taylor's Version) has over a million streams. It has 3598.44 million streams
After Hours has over a million streams. It has 583.44 million streams
Eternal Sunshine has over a million streams. It has 3694.26 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 685.49 million streams
SOS has over a million streams. It has 1747.15 million streams
Proof has over a million streams. It has 4680.78 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 3202.54 million streams
Happier Than Ever has over a million streams. It has 2140.81 million streams
Proof has over a million streams. It has 774.82 million streams
For All The Dogs has over a million streams. It has 4330.97 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 4785.67 million streams
Scarlet has over a million streams. It has 3537.91 million streams
Future Nostalgia has over a million streams. It has 4814.25 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 2358.34 million streams
Scarlet has over a million streams. It has 2773.29 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 505.13 million streams
Eternal Sunshine has over a million streams. It has 4906.61 million streams
After Hours has over a million streams. It has 1937.79 million streams
Scarlet has over a million streams. It has 2255.51 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 374.09 million streams
Happier Than Ever has over a million streams. It has 167.58 million streams
For All The Dogs has over a million streams. It has 2067.78 million streams
1989 (Taylor's Version) has over a million streams. It has 2948.76 million streams
For All The Dogs has over a million streams. It has 4119.51 million streams
Proof has over a million streams. It has 4575.14 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 3003.44 million streams
After Hours has over a million streams. It has 755.15 million streams
Scarlet has over a million streams. It has 2770.84 million streams
Guts has over a million streams. It has 545.22 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 1854.24 million streams
Proof has over a million streams. It has 1691.24 million streams
For All The Dogs has over a million streams. It has 1022.34 million streams
Scarlet has over a million streams. It has 2970.68 million streams
After Hours has over a million streams. It has 712.71 million streams
Happier Than Ever has over a million streams. It has 838.15 million streams
1989 (Taylor's Version) has over a million streams. It has 1358.57 million streams
1989 (Taylor's Version) has over a million streams. It has 2630.8 million streams
Happier Than Ever has over a million streams. It has 4496.22 million streams
Future Nostalgia has over a million streams. It has 4416.07 million streams
Autumn Variations has over a million streams. It has 4065.3 million streams
1989 (Taylor's Version) has over a million streams. It has 2982.12 million streams
Eternal Sunshine has over a million streams. It has 3206.23 million streams
Future Nostalgia has over a million streams. It has 2083.3 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 390.77 million streams
Happier Than Ever has over a million streams. It has 928.24 million streams
Eternal Sunshine has over a million streams. It has 2634.12 million streams
Guts has over a million streams. It has 4194.09 million streams
Proof has over a million streams. It has 985.65 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 816.15 million streams
Austin has over a million streams. It has 2809.94 million streams
Austin has over a million streams. It has 4325.96 million streams
Austin has over a million streams. It has 3548.61 million streams
SOS has over a million streams. It has 1352.31 million streams
Proof has over a million streams. It has 4110.13 million streams
Proof has over a million streams. It has 2577.21 million streams
For All The Dogs has over a million streams. It has 2005.96 million streams
SOS has over a million streams. It has 4086.8 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 408.31 million streams
Proof has over a million streams. It has 3861.34 million streams
Future Nostalgia has over a million streams. It has 3186.63 million streams
Eternal Sunshine has over a million streams. It has 1353.58 million streams
Guts has over a million streams. It has 1381.93 million streams
Scarlet has over a million streams. It has 4182.96 million streams
Autumn Variations has over a million streams. It has 4247.65 million streams
Proof has over a million streams. It has 684.82 million streams
Future Nostalgia has over a million streams. It has 1612.47 million streams
Scarlet has over a million streams. It has 1223.84 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 1434.17 million streams
Eternal Sunshine has over a million streams. It has 4010.19 million streams
Eternal Sunshine has over a million streams. It has 2832.59 million streams
Scarlet has over a million streams. It has 1335.86 million streams
Scarlet has over a million streams. It has 3266.83 million streams
Austin has over a million streams. It has 1468.29 million streams
Happier Than Ever has over a million streams. It has 4540.01 million streams
Autumn Variations has over a million streams. It has 3915.82 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 3732.18 million streams
Eternal Sunshine has over a million streams. It has 2643.71 million streams
Proof has over a million streams. It has 2243.64 million streams
Scarlet has over a million streams. It has 2725.89 million streams
BORN PINK has over a million streams. It has 1582.82 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 4086.13 million streams
Austin has over a million streams. It has 2180.65 million streams
BORN PINK has over a million streams. It has 3698.73 million streams
Austin has over a million streams. It has 1459.15 million streams
Proof has over a million streams. It has 2291.2 million streams
1989 (Taylor's Version) has over a million streams. It has 668.94 million streams
BORN PINK has over a million streams. It has 2345.24 million streams
Eternal Sunshine has over a million streams. It has 4215.62 million streams
Austin has over a million streams. It has 215.88 million streams
SOS has over a million streams. It has 258.82 million streams
SOS has over a million streams. It has 609.0 million streams
Austin has over a million streams. It has 2926.33 million streams
Future Nostalgia has over a million streams. It has 4657.7 million streams
Austin has over a million streams. It has 1617.86 million streams
1989 (Taylor's Version) has over a million streams. It has 1290.95 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 2368.55 million streams
Scarlet has over a million streams. It has 53.56 million streams
Austin has over a million streams. It has 363.54 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 3222.47 million streams
Scarlet has over a million streams. It has 998.5 million streams
Proof has over a million streams. It has 3603.33 million streams
Austin has over a million streams. It has 4694.31 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 1118.71 million streams
Happier Than Ever has over a million streams. It has 935.54 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 942.96 million streams
SOS has over a million streams. It has 1657.04 million streams
Autumn Variations has over a million streams. It has 2773.68 million streams
Proof has over a million streams. It has 4967.39 million streams
SOS has over a million streams. It has 4633.32 million streams
After Hours has over a million streams. It has 504.93 million streams
Future Nostalgia has over a million streams. It has 1536.95 million streams
Guts has over a million streams. It has 646.68 million streams
Proof has over a million streams. It has 2846.32 million streams
Future Nostalgia has over a million streams. It has 1149.32 million streams
Eternal Sunshine has over a million streams. It has 2534.02 million streams
Happier Than Ever has over a million streams. It has 4985.54 million streams
For All The Dogs has over a million streams. It has 1858.07 million streams
Autumn Variations has over a million streams. It has 272.14 million streams
For All The Dogs has over a million streams. It has 4637.31 million streams
Future Nostalgia has over a million streams. It has 3713.06 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 3334.47 million streams
1989 (Taylor's Version) has over a million streams. It has 379.66 million streams
After Hours has over a million streams. It has 543.04 million streams
Eternal Sunshine has over a million streams. It has 2670.61 million streams
Happier Than Ever has over a million streams. It has 4894.01 million streams
Eternal Sunshine has over a million streams. It has 4491.02 million streams
BORN PINK has over a million streams. It has 4854.16 million streams
Happier Than Ever has over a million streams. It has 3540.43 million streams
Guts has over a million streams. It has 3611.23 million streams
BORN PINK has over a million streams. It has 4117.41 million streams
1989 (Taylor's Version) has over a million streams. It has 2856.86 million streams
Nadie Sabe Lo Que Va a Pasar Mañana has over a million streams. It has 3265.36 million streams
BORN PINK has over a million streams. It has 1151.64 million streams
Scarlet has over a million streams. It has 4340.54 million streams
BORN PINK has over a million streams. It has 2703.99 million streams
SOS has over a million streams. It has 4919.96 million streams
Austin has over a million streams. It has 1507.38 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 2947.97 million streams
Future Nostalgia has over a million streams. It has 4418.61 million streams
MAÑANA SERÁ BONITO has over a million streams. It has 2642.9 million streams
SOS has over a million streams. It has 4320.23 million streams
Proof has over a million streams. It has 4804.15 million streams
Review Questions
What Are Lists in Python?
Lists are ordered, changeable collections that can hold multiple items. You can access, modify, add, or remove elements. They’re useful for storing and managing groups of data.
Real-World Filtering Scenario
A filtering algorithm can be used in email apps to separate spam from important messages by checking keywords, sender info, and message patterns.
Why Filtering Efficiency Matters
Efficient filtering keeps apps fast, saves system resources, and improves user experience. It’s crucial for handling large data and scaling software smoothly.