Python for Data Analysis & Visualization 🐍 Crash Course
Python for Data Analysis and Visualization Crash Course
python libraries in this course: Pandas, Numpy, Matplotlib and Seaborn
Time Stamp
PYTHON FUNDAMENTALS
Variables - 0:00:03
Data Types - 0:03:08
List - 0:05:19
Tuple - 0:10:19
Sets - 0:12:30
Dictionary - 0:14:51
Strings - 0:18:58
Datatype Casting - 0:23:18
Range - 0:26:48
Indexing - 0:29:46
Operators - 0:35:38
For Loop - 0:41:25
Conditional Statements - 0:45:36
While Loop - 0:49:48
Functions - 0:53:59
Lambda - 0:57:28
Break Statement - 0:59:59
Continue Statement - 1:03:54
NUMPY
Numpy Overview - 1:07:16
Creating 1 & 2 Dimensional Arrays - 1:08:21
Slicing and Indexing Numpy Arrays - 1:14:40
Array Manipulation Functions - 1:25:01
Array Creation Functions - 1:29:55
Array Mathematics - 1:33:37
PANDAS
Pandas Series - 1:39:15
Pandas Dataframe - 1:44:16
Selecting Data - 1:49:52
Data Manipulation - 2:01:36
Data Aggregation and Grouping - 2:16:40
Data Cleaning - 2:27:40
MATPLOTLIB
Creating Figures and Axes - 2:32:16
Subplots - 2:38:13
Bar Plots - 2:43:22
Line Plot - 2:53:15
Scatter Plot - 2:57:37
Histogram - 3:03:12
Box Plot and Violin Plot - 3:06:55
SEABORN
Categorical Plots (Bar Plots) - 3:13:03
Count Plot - 3:16:10
Box Plot - 3:19:18
Line Plot - 3:23:55
Rel Plot - 3:26:14
Scatter Plot - 3:28:32
Pair Plot - 3:31:15
Histogram - 3:32:34
Regression Plot - 3:33:21
Lm Plot - 3:35:01
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For files in this video click on the link above then go to extras.
Datasets:
https://drive.google.com/file/d/1YE9n...
https://drive.google.com/file/d/1FrY9...
https://drive.google.com/file/d/18Wpx...
https://drive.google.com/file/d/1YE9n...
https://drive.google.com/file/d/1FrY9...
https://docs.google.com/spreadsheets/...
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