12. Introduction to NumPy/03. Array Programming/01. New Way of Thinking.webm
55.23MB
TeamTreehouse - Beginning Data Science (Track) [Thomas].jpg
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TeamTreehouse - Beginning Data Science (Track) [Thomas].png
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01. Data Analysis Basics/Data Analysis Basics.md
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01. Data Analysis Basics/01. Introducing Data Analysis/01. Making Better Decisions with Data Analysis.webm
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01. Data Analysis Basics/01. Introducing Data Analysis/02. Data is Everywhere.webm
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01. Data Analysis Basics/01. Introducing Data Analysis/03. Creating a Spreadsheet.webm
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01. Data Analysis Basics/01. Introducing Data Analysis/04. Getting Good Data is Hard.webm
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01. Data Analysis Basics/01. Introducing Data Analysis/Project Files/marathon_results_2017.csv
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01. Data Analysis Basics/02. Getting to Know Your Data/01. Summarizing Data Maximum, Minimum, Range.webm
17.91MB
01. Data Analysis Basics/02. Getting to Know Your Data/02. Summarizing Data Mean, Median, Mode.webm
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01. Data Analysis Basics/02. Getting to Know Your Data/03. Analyzing Data Spread.webm
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01. Data Analysis Basics/02. Getting to Know Your Data/04. Is Our Data Normal.webm
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01. Data Analysis Basics/02. Getting to Know Your Data/05. Visualizing Data.webm
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01. Data Analysis Basics/02. Getting to Know Your Data/06. Charting Our Data Part 1.webm
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01. Data Analysis Basics/02. Getting to Know Your Data/07. Charting Our Data Part 2.webm
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01. Data Analysis Basics/03. The Data Analysis Process/01. Understanding Metrics.webm
28.73MB
01. Data Analysis Basics/03. The Data Analysis Process/02. Defining Terms.webm
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01. Data Analysis Basics/03. The Data Analysis Process/03. Analyzing the Data.webm
14.43MB
01. Data Analysis Basics/03. The Data Analysis Process/04. Presenting Your Findings.webm
30.37MB
02. Python Basics/Python Basics.md
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02. Python Basics/01. Meet Python/01. Welcome.webm
35.87MB
02. Python Basics/01. Meet Python/02. Running Scripts.webm
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02. Python Basics/01. Meet Python/03. The Python Shell.webm
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02. Python Basics/01. Meet Python/04. Syntax and Errors.webm
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02. Python Basics/01. Meet Python/05. Variables.webm
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02. Python Basics/01. Meet Python/06. Code Challenges.md
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02. Python Basics/01. Meet Python/07. Input and Coding Style.webm
25.83MB
02. Python Basics/02. Types and Branching/01. Numeric.webm
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02. Python Basics/02. Types and Branching/02. Strings and Operators.webm
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02. Python Basics/02. Types and Branching/03. String Methods.webm
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02. Python Basics/02. Types and Branching/04. Booleans.webm
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02. Python Basics/02. Types and Branching/05. If, Else and Elif.webm
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02. Python Basics/02. Types and Branching/06. Comparisons.webm
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02. Python Basics/03. Functions and Looping/01. Functions.webm
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02. Python Basics/03. Functions and Looping/02. Returning Values.webm
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02. Python Basics/03. Functions and Looping/03. Expecting Exceptions.webm
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02. Python Basics/03. Functions and Looping/04. Raising Exceptions.webm
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02. Python Basics/03. Functions and Looping/05. While Loops.webm
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02. Python Basics/03. Functions and Looping/06. For Loops.webm
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02. Python Basics/04. All Together Now/01. The Project.webm
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02. Python Basics/04. All Together Now/02. Gather Information.webm
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02. Python Basics/04. All Together Now/03. Branch and Loop.webm
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02. Python Basics/04. All Together Now/04. Handle Exceptions.webm
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02. Python Basics/04. All Together Now/05. Cleaner Code Through Refactoring.webm
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02. Python Basics/04. All Together Now/06. Wrapping Up.webm
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03. Introducing Lists/Introducing Lists.md
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03. Introducing Lists/01. Meet Lists/01. Welcome.webm
16.24MB
03. Introducing Lists/01. Meet Lists/02. Creation.webm
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03. Introducing Lists/01. Meet Lists/03. Addition.webm
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03. Introducing Lists/01. Meet Lists/04. Indexing.webm
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03. Introducing Lists/01. Meet Lists/05. Deletion.webm
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03. Introducing Lists/02. Using Lists/01. Iteration.webm
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03. Introducing Lists/02. Using Lists/02. Mutability.webm
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03. Introducing Lists/02. Using Lists/03. Split and Join.webm
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03. Introducing Lists/02. Using Lists/04. Multidimensional Lists.webm
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03. Introducing Lists/03. Build an Application/01. The Application.webm
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03. Introducing Lists/03. Build an Application/02. Add Items.webm
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03. Introducing Lists/03. Build an Application/03. Display the List.webm
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03. Introducing Lists/03. Build an Application/04. Wrap Up.webm
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04. Introducing Dictionaries/Introducing Dictionaries.md
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04. Introducing Dictionaries/01. Introducing Dictionaries/01. What is a dictionary.webm
15.55MB
04. Introducing Dictionaries/01. Introducing Dictionaries/02. Dictionary Syntax and KeyValue Pairs.webm
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04. Introducing Dictionaries/01. Introducing Dictionaries/03. Accessing Keys and Values.webm
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04. Introducing Dictionaries/01. Introducing Dictionaries/04. Update and Mutate Dictionaries.webm
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04. Introducing Dictionaries/02. Iterating and Packing with Dictionaries/01. Iterate over Dictionaries.webm
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04. Introducing Dictionaries/02. Iterating and Packing with Dictionaries/02. Packing with Dictionaries.webm
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04. Introducing Dictionaries/02. Iterating and Packing with Dictionaries/03. Unpacking with Dictionaries.md
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05. Python Sequences/Python Sequences.md
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05. Python Sequences/01. Sequence Iteration/01. Lets Chat About Sequences.webm
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05. Python Sequences/01. Sequence Iteration/02. Iterating with Basic For Loops.webm
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05. Python Sequences/01. Sequence Iteration/03. Iterating with Enumerate.webm
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05. Python Sequences/02. Sequence Operations/06. Code Samples Membership Testing, Count, and Index.md
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05. Python Sequences/02. Sequence Operations/07. Concatenation and Multiplication.webm
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05. Python Sequences/02. Sequence Operations/08. Sequence Operations Cheat Sheet.md
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06. Functions, Packing, and Unpacking/Functions, Packing, and Unpacking.md
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06. Functions, Packing, and Unpacking/01. Introduction to Functions/01. Recap of Functions.webm
11.44MB
06. Functions, Packing, and Unpacking/01. Introduction to Functions/02. Defining a Function.webm
3.93MB
06. Functions, Packing, and Unpacking/01. Introduction to Functions/03. Calling a Function.webm
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06. Functions, Packing, and Unpacking/01. Introduction to Functions/04. Lets Talk About Scope.webm
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06. Functions, Packing, and Unpacking/02. Getting Info In and Out of Functions/01. Moving Forward.webm
4.88MB
06. Functions, Packing, and Unpacking/02. Getting Info In and Out of Functions/02. Functions Recap and Cheat Sheet.md
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06. Functions, Packing, and Unpacking/02. Getting Info In and Out of Functions/03. All About Returns.webm
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06. Functions, Packing, and Unpacking/02. Getting Info In and Out of Functions/04. Arguments and Parameters.webm
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06. Functions, Packing, and Unpacking/02. Getting Info In and Out of Functions/05. Function Gotchas.md
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06. Functions, Packing, and Unpacking/02. Getting Info In and Out of Functions/06. Multiple Arguments and Parameters.webm
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06. Functions, Packing, and Unpacking/03. Packing and Unpacking/01. Packing.webm
13.49MB
06. Functions, Packing, and Unpacking/03. Packing and Unpacking/02. Packing, a Practical Example.webm
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06. Functions, Packing, and Unpacking/03. Packing and Unpacking/03. Unpacking.webm
4.5MB
06. Functions, Packing, and Unpacking/03. Packing and Unpacking/04. Unpacking, a Practical Example.webm
5MB
07. Introducing Tuples/Introducing Tuples.md
1.83KB
07. Introducing Tuples/Getting to Know Tuples/01. Introducing Tuples.webm
7.81MB
07. Introducing Tuples/Getting to Know Tuples/02. Recap.webm
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07. Introducing Tuples/Getting to Know Tuples/03. Tuples vs. Lists.md
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07. Introducing Tuples/Getting to Know Tuples/04. Tuple Syntax.md
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08. Object-Oriented Python/Object-Oriented Python.md
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08. Object-Oriented Python/01. Instant Objects/01. What Are Objects And Classes.webm
29.96MB
08. Object-Oriented Python/01. Instant Objects/02. Lets Make a Class!.webm
7.62MB
08. Object-Oriented Python/01. Instant Objects/03. Methods.webm
14.04MB
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13.49MB
08. Object-Oriented Python/01. Instant Objects/05. Design.webm
31.53MB
08. Object-Oriented Python/01. Instant Objects/Project Files/Object-Oriented+Python+2.zip
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08. Object-Oriented Python/02. Inheritance/01. Complex Relationships.webm
18.73MB
08. Object-Oriented Python/02. Inheritance/02. Super-Duper!.webm
16.84MB
08. Object-Oriented Python/02. Inheritance/03. Multiple Superclasses.webm
31.27MB
08. Object-Oriented Python/02. Inheritance/04. Family Tree.webm
20.08MB
08. Object-Oriented Python/02. Inheritance/Project Files/Object-Oriented+Python+2.zip
130.13KB
08. Object-Oriented Python/03. Advanced Objects/01. Controlling Conversion.webm
19.7MB
08. Object-Oriented Python/03. Advanced Objects/02. Math.webm
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08. Object-Oriented Python/03. Advanced Objects/03. Emulating Built-ins.webm
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08. Object-Oriented Python/03. Advanced Objects/04. Subclassing Built-ins.webm
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08. Object-Oriented Python/03. Advanced Objects/05. Constructicons.webm
19.3MB
08. Object-Oriented Python/03. Advanced Objects/06. Special Methods.webm
19.91MB
08. Object-Oriented Python/03. Advanced Objects/Project Files/Object-Oriented+Python+2.zip
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08. Object-Oriented Python/04. Dice Roller/01. Project Breakdown.webm
17.06MB
08. Object-Oriented Python/04. Dice Roller/02. Comparing and Combining Dice.webm
17.75MB
08. Object-Oriented Python/04. Dice Roller/03. Giving a Hand.webm
19.73MB
08. Object-Oriented Python/04. Dice Roller/04. Yatzy Scoring.webm
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08. Object-Oriented Python/04. Dice Roller/05. Where to Now.webm
15.72MB
08. Object-Oriented Python/04. Dice Roller/Project Files/Object-Oriented+Python+2.zip
130.13KB
09. Learning SQL/Learning SQL.md
495B
10. Introduction to Anaconda/01. What is Anaconda and why use it.webm
21.77MB
10. Introduction to Anaconda/02. Installing Anaconda.webm
17.66MB
10. Introduction to Anaconda/03. Using conda to Install Packages.webm
9.35MB
10. Introduction to Anaconda/04. miniconda.webm
20.41MB
10. Introduction to Anaconda/Introduction to Anaconda.md
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11. Jupyter Notebooks/01. Installation and Creating Your First Notebook.webm
17.66MB
11. Jupyter Notebooks/02. Running Code in Cells.webm
12.4MB
11. Jupyter Notebooks/03. Graphs and Charts.webm
25.31MB
11. Jupyter Notebooks/04. Other Languages.webm
20.2MB
11. Jupyter Notebooks/Jupyter Notebooks.md
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12. Introduction to NumPy/Introduction to NumPy.md
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12. Introduction to NumPy/01. Meet NumPy/01. Welcome.webm
46.3MB
12. Introduction to NumPy/01. Meet NumPy/02. Getting Setup.webm
17.49MB
12. Introduction to NumPy/01. Meet NumPy/03. Introducing Arrays.webm
38.46MB
12. Introduction to NumPy/01. Meet NumPy/04. Creating the Study Log.webm
29.11MB
12. Introduction to NumPy/01. Meet NumPy/05. Multidimensional Arrays.webm
35.33MB
12. Introduction to NumPy/01. Meet NumPy/Project Files/python-intro-to-numpy.zip
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12. Introduction to NumPy/02. Array Organization/01. Indexing.webm
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12. Introduction to NumPy/02. Array Organization/02. Boolean Array Indexing.webm
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12. Introduction to NumPy/02. Array Organization/03. Slicing.webm
28.2MB
12. Introduction to NumPy/02. Array Organization/04. Manipulation.webm
43.46MB
12. Introduction to NumPy/02. Array Organization/Project Files/python-intro-to-numpy.zip
57.71KB
Beginning Data Science.md
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12. Introduction to NumPy/03. Array Programming/02. Universal Functions.webm
42.94MB
12. Introduction to NumPy/03. Array Programming/03. Routines in Action.webm
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12. Introduction to NumPy/03. Array Programming/04. Plotting.webm
38.74MB
12. Introduction to NumPy/03. Array Programming/05. No Problem.webm
17.91MB
12. Introduction to NumPy/03. Array Programming/Project Files/python-intro-to-numpy.zip
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13. Introduction to pandas/0. Meet pandas/0.Welcome.webm
39.76MB
13. Introduction to pandas/0. Meet pandas/1.Meet Series.webm
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13. Introduction to pandas/0. Meet pandas/2.Vectorization and Broadcasting Review.webm
13.69MB
13. Introduction to pandas/0. Meet pandas/3.Meet DataFrames.webm
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13. Introduction to pandas/0. Meet pandas/4.Onwards.webm
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13. Introduction to pandas/0. Meet pandas/Instruction/About This Course.png
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13. Introduction to pandas/0. Meet pandas/Instruction/Accessing a DataFrame.png
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13. Introduction to pandas/0. Meet pandas/Instruction/Accessing a Series.png
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13. Introduction to pandas/0. Meet pandas/Instruction/Creating a DataFrame.png
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13. Introduction to pandas/0. Meet pandas/Instruction/Creating a Series.png
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13. Introduction to pandas/0. Meet pandas/Instruction/Series Vectorization and Broadcasting.png
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13. Introduction to pandas/0. Meet pandas/Project Files/python-introducing-pandas-1.2.0.zip
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13. Introduction to pandas/1. Exploring pandas/0.Importing Data.webm
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13. Introduction to pandas/1. Exploring pandas/1.Manipulation.webm
5.47MB
13. Introduction to pandas/1. Exploring pandas/2.Combining DataFrames.webm
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13. Introduction to pandas/1. Exploring pandas/3.Until Next Time.webm
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13. Introduction to pandas/1. Exploring pandas/Instruction/Combining DataFrames.png
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13. Introduction to pandas/1. Exploring pandas/Instruction/Exploration Methods.png
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13. Introduction to pandas/1. Exploring pandas/Instruction/Grouping.png
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13. Introduction to pandas/1. Exploring pandas/Instruction/Handling Duplicated and Missing Data.png
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13. Introduction to pandas/1. Exploring pandas/Instruction/Manipulating Text.png
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13. Introduction to pandas/1. Exploring pandas/Instruction/Manipulation Techniques.png
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13. Introduction to pandas/1. Exploring pandas/Instruction/Optional Challenge #1 - Top Referrers.png
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13. Introduction to pandas/1. Exploring pandas/Instruction/Optional Challenge #2 - Update Users.png
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13. Introduction to pandas/1. Exploring pandas/Instruction/Optional Challenge #3 - Verified Email List.png
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13. Introduction to pandas/1. Exploring pandas/Instruction/Selecting Data.png
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14. Preparing Data for Analysis/Preparing Data for Analysis.md
2.31KB
14. Preparing Data for Analysis/01. Understanding Cleaning Data/01. What Is Cleaning Data.webm
16.69MB
14. Preparing Data for Analysis/01. Understanding Cleaning Data/02. Context.webm
17.35MB
14. Preparing Data for Analysis/01. Understanding Cleaning Data/03. Bad Data Types.webm
17.52MB
14. Preparing Data for Analysis/02. Data Cleaning/01. Cleaning A Spreadsheet.webm
35.38MB
14. Preparing Data for Analysis/02. Data Cleaning/02. Cleaning A Spreadsheet Part 2.webm
21.28MB
14. Preparing Data for Analysis/02. Data Cleaning/03. Cleaning A CSV.webm
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14. Preparing Data for Analysis/02. Data Cleaning/04. Cleaning A CSV Part 2.webm
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14. Preparing Data for Analysis/02. Data Cleaning/05. Cleaning A CSV Part 3.webm
23.96MB
14. Preparing Data for Analysis/02. Data Cleaning/06. Cleaning A CSV Part 4.webm
23.67MB
14. Preparing Data for Analysis/02. Data Cleaning/Project Files/preparing-data-for-analysis-student.zip
38KB
15. Introduction to Data Visualization with Matplotlib/Introduction to Data Visualization with Matplotlib.md
4.51KB
15. Introduction to Data Visualization with Matplotlib/01. Getting Started with Data Visualization/01. Welcome to Matplotlib.webm
13.19MB
15. Introduction to Data Visualization with Matplotlib/01. Getting Started with Data Visualization/02. Getting Started with Charting.webm
10.19MB
15. Introduction to Data Visualization with Matplotlib/01. Getting Started with Data Visualization/03. The Legend of Charting.webm
10.76MB
15. Introduction to Data Visualization with Matplotlib/01. Getting Started with Data Visualization/04. Chart Types & Reasons to Use.webm
18.92MB
15. Introduction to Data Visualization with Matplotlib/01. Getting Started with Data Visualization/Project Files/intro_matplotlib.zip
265.59KB
15. Introduction to Data Visualization with Matplotlib/02. Chart Toppers/01. Our Data Set - Flower Power.webm
19.09MB
15. Introduction to Data Visualization with Matplotlib/02. Chart Toppers/02. Scatter Plot.webm
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15. Introduction to Data Visualization with Matplotlib/02. Chart Toppers/03. Histogram.webm
18.01MB
15. Introduction to Data Visualization with Matplotlib/02. Chart Toppers/04. Box Plot.webm
14.64MB
15. Introduction to Data Visualization with Matplotlib/02. Chart Toppers/05. Saving Your Work.webm
12.02MB
15. Introduction to Data Visualization with Matplotlib/02. Chart Toppers/Project Files/intro_matplotlib.zip
265.59KB
15. Introduction to Data Visualization with Matplotlib/03. Data Eruption/01. Problem Discussion.webm
13.14MB
15. Introduction to Data Visualization with Matplotlib/03. Data Eruption/02. Decision Process.webm
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15. Introduction to Data Visualization with Matplotlib/03. Data Eruption/03. Problem Summary and Presentation.webm
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15. Introduction to Data Visualization with Matplotlib/03. Data Eruption/Project Files/intro_matplotlib.zip
265.59KB
16. More Visualization/More Visualization.md
1.01KB
17. Scraping Data From the Web/Scraping Data From the Web.md
4.08KB
17. Scraping Data From the Web/01. Introducing Data Scraping/01. What is Data Scraping.webm
31.01MB
17. Scraping Data From the Web/01. Introducing Data Scraping/02. Web Page Anatomy.webm
18.79MB
17. Scraping Data From the Web/01. Introducing Data Scraping/03. Beautiful Soup.webm
27.18MB
17. Scraping Data From the Web/01. Introducing Data Scraping/04. More Soup in the Tureen.webm
23.56MB
17. Scraping Data From the Web/01. Introducing Data Scraping/05. Being a Good Citizen.webm
31.17MB
17. Scraping Data From the Web/01. Introducing Data Scraping/Project Files/scraping_data_from_the_web.zip
37.26KB
17. Scraping Data From the Web/02. A World Full of Spiders/01. Everyone Loves Charlotte.webm
27.89MB
17. Scraping Data From the Web/02. A World Full of Spiders/02. Installing Scrapy.webm
11.9MB
17. Scraping Data From the Web/02. A World Full of Spiders/03. Crawling Spiders.webm
19.59MB
17. Scraping Data From the Web/02. A World Full of Spiders/04. The Endless Web.webm
38.37MB
17. Scraping Data From the Web/02. A World Full of Spiders/Project Files/scraping_data_from_the_web.zip
37.26KB
17. Scraping Data From the Web/03. Additional Scraping Tasks/01. An Intelligent Spider.webm
19.85MB
17. Scraping Data From the Web/03. Additional Scraping Tasks/02. Scraping APIs.webm
22.92MB
17. Scraping Data From the Web/03. Additional Scraping Tasks/03. Using Scrapers for Site Testing.webm
22.21MB
17. Scraping Data From the Web/03. Additional Scraping Tasks/04. Common Issues with Data Scraping.md
1.67KB
17. Scraping Data From the Web/03. Additional Scraping Tasks/05. Wrapping Up.webm
7.32MB
17. Scraping Data From the Web/03. Additional Scraping Tasks/Project Files/scraping_data_from_the_web.zip
37.26KB
18. Data from APIs/01. Accessing an API with Python.webm
32.28MB
18. Data from APIs/02. Gathering Weather Data.webm
8.34MB
18. Data from APIs/03. Calling the API.webm
25.47MB
18. Data from APIs/04. Saving the Data.webm
22.3MB
18. Data from APIs/Data from APIs.md
1.02KB
19. Introduction to Big Data/Introduction to Big Data.md
4.2KB
19. Introduction to Big Data/01. What is Big Data/01. Welcome.webm
19.16MB
19. Introduction to Big Data/01. What is Big Data/02. Characteristics of Big Data.webm
10.04MB
19. Introduction to Big Data/01. What is Big Data/03. The Importance of Big Data.webm
22.77MB
19. Introduction to Big Data/01. What is Big Data/04. Exploring Our New Problems.webm
41.33MB
19. Introduction to Big Data/02. Where and How is Big Data Used/01. Where is it Being Used.webm
14.11MB
19. Introduction to Big Data/02. Where and How is Big Data Used/02. Types of Data.webm
22.4MB
19. Introduction to Big Data/02. Where and How is Big Data Used/03. Domain Data Storage.webm
34.58MB
19. Introduction to Big Data/02. Where and How is Big Data Used/04. Domain Computations.webm
29.31MB
19. Introduction to Big Data/02. Where and How is Big Data Used/05. Domain Infrastructure.webm
17.49MB
19. Introduction to Big Data/03. Big Data at Netflix/01. What Problems Does Netflix Have.webm
29.49MB
19. Introduction to Big Data/03. Big Data at Netflix/02. How Does Netflix Apply Big Data Tools to Solve these Problems.webm
17.38MB
19. Introduction to Big Data/03. Big Data at Netflix/03. Wrapping Up.webm
27.63MB
20. Machine Learning Basics/Machine Learning Basics.md
3.36KB
20. Machine Learning Basics/01. Introduction to Machine Learning/01. What is Machine Learning.webm
22.4MB
20. Machine Learning Basics/01. Introduction to Machine Learning/02. Supervised and Unsupervised Learning.webm
29.39MB
20. Machine Learning Basics/01. Introduction to Machine Learning/03. Machine Learning Frameworks.webm
18.93MB
20. Machine Learning Basics/02. Machine Learning Vocabulary/01. Examples and Features.webm
12.81MB
20. Machine Learning Basics/02. Machine Learning Vocabulary/02. Labels and Classifiers.webm
10.9MB
20. Machine Learning Basics/03. Writing a Classifier/01. Installing scikit-learn using Anaconda.webm
18.02MB
20. Machine Learning Basics/03. Writing a Classifier/02. Loading a Dataset.webm
14.41MB
20. Machine Learning Basics/03. Writing a Classifier/03. Making Predictions with a Classifier.webm
11.34MB
20. Machine Learning Basics/03. Writing a Classifier/04. Machine Learning Review.webm
7.79MB
20. Machine Learning Basics/03. Writing a Classifier/Project Files/ML-machine-learning-basics.zip
614B
Common Issues with Data Scraping/Common Issues with Data Scraping.md
1.67KB