Learn Data Analysis With Pandas In 2023

سرفصل های دوره

Learn Data Analysis with Pandas, Matplotlib, & Python in 2023

01 - Getting Started

001 Introduction

002 Installing Anaconda

003 Jupyter Notebook

004 Resources

external-links.txt

02 - Series

001 Introduction

002 Attributes

003 Methods

004 Handling CSV files

004 TopRichestInWorld.csv

005 head() & tail()

006 Sorting values in a Series

007 Counting values in a Series

008 Accessing elements via position

009 Accessing elements via index

010 Homework

010 series-homework.zip

011 Homework (Solutions)

external-links.txt

03 - Excel

001 Handling excel files

04 - DataFrames (Part 1)

001 Introduction

002 Methods

003 describe() & info()

003 imdb-top-1000.csv

004 nlargest() & nsmallest()

005 set index() & reset index()

006 Removing columnsrows in a DataFrame with drop()

007 Adding columns to a DataFrame

008 dropna()

009 fillna()

010 Homework

010 homework-dataframes-001.zip

011 Homework (Solutions)

external-links.txt

05 - DataFrames (Part 2)

001 Titanic.xls

001 titanic3.xls

002 .loc[]

003 .loc[] (Continued)

004 .iloc[]

005 .iloc[] (Continued)

006 Broadcasting

007 Conditions

008 Multiple conditions

009 between()

010 isin(), isnull(), & notnull()

011 Renaming

012 Homework

012 homework3.zip

013 Homework (Solutions)

external-links.txt

06 - DataFrames (Part 3)

001 Pokemon.csv

002 apply()

003 map() & applymap()

004 astype()

005 replace()

006 where()

007 agg()

008 copy()

009 Multi-indexing

010 Multi-indexing (Continued)

011 Homework

011 homework-df3.zip

012 Homework (Solutions)

external-links.txt

07 - String Operations

001 .str

002 startswith() & endswith()

003 Index & columns

08 - Reshaping Datasets

001 Introduction

001 exams.csv

002 transpose()

003 stack() & unstack()

004 melt()

004 olympics.csv

005 people.csv

005 pivot()

006 people2.csv

006 pivot table()

007 groupby() - Part 1

008 groupby() - Part 2

009 groupby() - Part 3

010 Homework

010 reshape-homework.zip

011 Homework (Solutions)

external-links.txt

09 - Combining Datasets

001 Introduction

002 concat()

003 company21.csv

003 company22.csv

003 merge()

004 Outer join

005 Inner join

006 Left & right join

007 Left & right join (Minus)

008 Outer join (Minus)

009 Merging with different column names

10 - Time Series

001 Introduction

002 Timestamp & DatetimeIndex

003 date range()

004 Period & PeriodIndex

005 Timedelta & TimedeltaIndex

006 Accessing time attributes through .dt

007 Timestamp methods & attributes

008 AAPL.csv

008 Time Series in files (Part 1)

009 Time Series in files (Part 2)

010 loc[] & iloc[] with DatetimeIndex

011 reindex()

012 resample()

013 Homework

013 time-series-homework.zip

014 Homework (Solutions)

external-links.txt

11 - Matplotlib

001 Introduction

002 Line plots

003 Bar plots

004 Histograms

005 Pie charts

006 Styles

007 Interactive plots

008 Scatter

009 Candlestick charts (Bonus)

010 Color by value (Bonus)

010 gap.csv

external-links.txt

12 - Bar Chart Race

001 Preview

002 Installation

002 languages.csv

003 Implementation

external-links.txt

13 - NumPy

001 Introduction

002 Lists vs. NumPy arrays

003 What are arrays

004 More information

005 Array basics

006 Sorting and concatenating arrays

007 Getting the shape and size of an array

008 Reshaping an array

009 Adding a new axis to an array

010 Indexing and slicing

011 Creating arrays from existing data

012 Basic operations

013 Broadcasting

014 Matrices

015 Generating random numbers

016 Finding unique elements

017 Transposing and reshaping arrays

018 Reversing arrays

019 Reshaping & flattening multidimensional arrays

020 Saving & loading arrays

external-links.txt

14 - Final

001 Whats next

external-links.txt

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تولید کننده: Udemy