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Download "The Ultimate Pandas Bootcamp: Advanced Python Data Analysis"

Title:
The Ultimate Pandas Bootcamp: Advanced Python Data Analysis
Category:
Tutorials > Tutorials
Language:
English
Total Size:
9.79 GB
Info Hash:
38a0ea20795b306ea70e5caba5459f3df138916e
Added By:
tutsnode
Date Added:
2 weeks ago
  • Seeds: 239
  • Leechers: 97
  • Uploaded By: tutsnode
Uploaders Description

Description

Welcome to the best resource online for learning and mastering data analysis with pandas and python.

Over 32 hours, 10+ datasets, and 50+ skill challenges, you will gain hands-on mastery of, not only pandas 1.x, but also tens of computer science, statistics, and programming concepts.

We will break down, understand, and practice hundreds of methods, attributes, and techniques in pandas and python that will fundamentally change the way you work with data.

In The Ultimate Pandas Bootcamp (2021) you won’t be working with outdated versions of pandas, writing repetitive commands on the same boring dataset. Instead, you’ll learn pandorable and pythonic solutions to interesting, real-world data problems, while working with many diverse datasets that range from wine servings, video game sales, and SAT scores to stock prices, college salaries and more!

Data analysis is an applied science, which is why in each section, you’ll stop and practice what you learn in dedicated skill challenges, followed by detailed solutions where we often consider and compare alternative solutions.

Data analysis is one of the most in-demand skill across all industries and an increasing number of roles. And python is increasingly the language of choice.

Pandas is the wonderful open-source library that is the embodiment of those trends: based on the python programming language, pandas is the de facto data analysis library in the python data science community.

––––– Structure & Curriculum –––––

Over more than 31 hours, we’ll cover everything that pandas has to offer, from manipulating series and dataframes, to merging datasets, handling time series, aggregations, filtering, sorting and much more!

The first four sections of the bootcamp constitute the core curriculum. You’ll get acquainted with series and dataframes and develop an in-depth understanding of pandas data structures.

· Series at a Glance

· Series Methods and Handling

· Introducing DataFrames

· DataFrames More In Depth

In the next eight sections, you will dive into more advanced topics and take your pandas skills to another level, learning how to work with multiple datasets, manipulate time series, visualize data, write custom functions to transform data and much more.

· Working With Multiple DataFrames

· Going MultiDimensional

· GroupBy And Aggregates

· Reshaping With Pivots

· Working With Dates And Time

· Regular Expressions And Text Manipulation

· Visualizing Data

· Data Formats And I/O

Pandas and python go hand-in-hand which is why this bootcamp also includes a full-length introduction to the python programming language, to get you up and running writing pythonic code in no time.

This is the ultimate course on one of the most-valuable skills today. I hope you commit to mastering data analysis with pandas.

See you inside!
Who this course is for:

    Anyone looking to deeply understand and master pandas
    Anyone interested in mastering data analysis with python

Requirements

    A computer (Windows/Mac/Linux). That’s all!
    No prior knowledge of python is required.
    No prior knowledge of pandas is required.

Last Updated 9/2021


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TutsNode com txt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/1 Introduction/1 Course Structure mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/1 Introduction/1 Course Structure srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/1 Introduction/2 Pandas Is Not Single mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/1 Introduction/2 Pandas Is Not Single srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/1 Introduction/3 Anaconda mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/1 Introduction/3 Anaconda srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/1 Introduction/5 Cloud vs Local mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/1 Introduction/5 Cloud vs Local srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/1 Introduction/6 Hello, Python mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/1 Introduction/7 NumPy mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/16 Shifting Dates With pd DateOffset mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/17 BONUS Timedeltas And Absolute Time mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/18 Resampling Timeseries mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/2 The Python datetime Module mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/20 What About asfreq() mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/21 BONUS Rolling Windows mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/3 Parsing Dates From Text mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/4 Even Better dateutil mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/4 Even Better dateutil srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/5 From Datetime To String mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/6 Performant Datetimes With Numpy mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/6 Performant Datetimes With Numpy srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/7 The Pandas Timestamp mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/7 The Pandas Timestamp srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/8 Our Dataset Brent Prices mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/8 Our Dataset Brent Prices srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/10 Handling Date And Time/9 Date Parsing And DatetimeIndex mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/11 Regex And Text Manipulation/1 Section Intro mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/11 Regex And Text Manipulation/1 Section Intro srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/11 Regex And Text Manipulation/10 Skill Challenge srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/11 Regex And Text Manipulation/14 BONUS Parsing Indicators With get_dummies() mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/11 Regex And Text Manipulation/20 BONUS What's The Point Of re compile() mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/11 Regex And Text Manipulation/21 Pandas str contains(), split() And replace() With Regex mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/12 Visualizing Data/3 The Preliminaries Of matplotlib mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/13 Data Formats And IO/5 Creating Output The to_ Family Of Methods mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/13 Data Formats And IO/6 BONUS Introduction To Pickling mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/13 Data Formats And IO/8 The Many Other Formats mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/10 Lists vs Strings mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/11 List Methods And Functions mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/12 Containers II Tuples mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/13 Containers III Sets mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/14 Containers IV Dictionaries mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/15 Dictionary Keys And Values mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/16 Membership Operators mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/17 Controlling Flow if, else, And elif mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/18 Truth Value Of Non-booleans mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/20 The range() Immutable Sequence mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/21 While Loops mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/23 Zipping Iterables mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/24 List Comprehensions mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/25 Defining Functions mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/26 Function Arguments Positional vs Keyword mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/26 Function Arguments Positional vs Keyword srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/27 Lambdas mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/28 Importing Modules mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/3 Variables mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/3 Variables srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/4 Arithmetic And Augmented Assignment Operators mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/5 Ints And Floats mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/6 Booleans And Comparison Operators mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/7 Strings mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/8 Methods mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/14 Appendix A - Rapid-Fire Python Fundamentals/9 Containers I Lists mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/15 Appendix B - Going Local Installation And Setup/1 Installing Anaconda And Python - Windows mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/15 Appendix B - Going Local Installation And Setup/1 Installing Anaconda And Python - Windows srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/15 Appendix B - Going Local Installation And Setup/2 Installing Anaconda And Python - Mac mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/15 Appendix B - Going Local Installation And Setup/2 Installing Anaconda And Python - Mac srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/15 Appendix B - Going Local Installation And Setup/3 Installing Anaconda And Python - Linux mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/15 Appendix B - Going Local Installation And Setup/3 Installing Anaconda And Python - Linux srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/2 Series At A Glance/1 Section Intro mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/2 Series At A Glance/12 The head() And tail() Methods mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/2 Series At A Glance/14 Accessing Elements By Label mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/2 Series At A Glance/15 BONUS The add_prefix() And add_suffix() Methods mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/2 Series At A Glance/17 Boolean Masks And The loc Indexer mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/2 Series At A Glance/19 BONUS Using Callables With loc And iloc mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/2 Series At A Glance/20 Selecting With get() mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/2 Series At A Glance/4 What’s In The Data mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/2 Series At A Glance/4 What’s In The Data srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/2 Series At A Glance/6 BONUS What Is dtype('o'), Really mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/3 Series Methods And Handling/2 Reading In Data With read_csv() mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/3 Series Methods And Handling/22 Series Arithmetics And fill_value() mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/3 Series Methods And Handling/25 Pairwise Differences With diff() mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/3 Series Methods And Handling/27 Filtering filter(), where(), And mask() mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/3 Series Methods And Handling/31 Solution II - Mean, Median, And Standard Deviation mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/3 Series Methods And Handling/4 Unique Values And Series Monotonicity mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/3 Series Methods And Handling/5 The count() Method mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/4 Working With DataFrames/1 Section Intro mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/4 Working With DataFrames/10 BONUS - How Are Random Numbers Generated mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/4 Working With DataFrames/13 Extracting From DataFrames By Label mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/4 Working With DataFrames/22 Part I Collecting The Units srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/4 Working With DataFrames/24 DataFrame dropna() mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/4 Working With DataFrames/27 Part III Removing Units From Values srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/4 Working With DataFrames/28 Filtering in 2D srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/4 Working With DataFrames/32 DataFrame nlargest() And nsmallest() mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/4 Working With DataFrames/4 BONUS - Four More Ways To Build DataFrames srt
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/4 Working With DataFrames/7 Some Cleanup Removing The Duplicated Index mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/4 Working With DataFrames/9 BONUS - Sampling With Replacement Or Weights mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/5 DataFrames In Depth/16 15 BONUS - Please Avoid Sorting Like This mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/5 DataFrames In Depth/22 BONUS - Removing Columns mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/5 DataFrames In Depth/24 BONUS - A Sophisticated Alternative mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/5 DataFrames In Depth/25 Null Values In DataFrames mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/5 DataFrames In Depth/27 BONUS - Methods And Axes With fillna() mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/5 DataFrames In Depth/29 Solution mp4
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[TutsNode com] - The Ultimate Pandas Bootcamp Advanced Python Data Analysis/9 Reshaping With Pivots/5 What About Aggregates mp4
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