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├── .gitignore
├── CODE_OF_CONDUCT.md
├── LICENSE
├── README.md
├── SECURITY.md
├── even-more-python-for-beginners-data-tools
    ├── 01 - Jupyter Notebooks
    │   └── README.md
    ├── 02 - Introduction to Anaconda and Conda
    │   └── README.md
    ├── 03 - Intro to Pandas
    │   ├── 03 - Pandas Series and DataFrame.ipynb
    │   └── README.md
    ├── 04 - Examining Pandas DataFrame contents
    │   ├── 04 - Exploring pandas DataFrame contents.ipynb
    │   └── README.md
    ├── 05 - Query a pandas Dataframe
    │   ├── 05 - Querying DataFrames.ipynb
    │   └── README.md
    ├── 06 - CSV Files and Jupyter Notebooks
    │   ├── README.md
    │   └── airports.csv
    ├── 07 - Read and write CSV files from pandas DataFrames
    │   ├── 07 - Read write CSV files.ipynb
    │   ├── README.md
    │   ├── airports.csv
    │   ├── airportsBlankValues.csv
    │   ├── airportsInvalidRows.csv
    │   └── airportsNoHeaderRows.csv
    ├── 08 - Removing and splitting DataFrame columns
    │   ├── 08 - Removing columns.ipynb
    │   ├── README.md
    │   └── flight_delays.csv
    ├── 09 - Handling duplicates and rows with missing values
    │   ├── 09 - Removing rows.ipynb
    │   ├── Lots_of_flight_data.csv
    │   ├── README.md
    │   └── airportsDuplicateRows.csv
    ├── 10 - Splitting test and training data with scikit-learn
    │   ├── 10 - Train Test split.ipynb
    │   ├── Lots_of_flight_data.csv
    │   └── README.md
    ├── 11 - Train a linear regression model with scikit-learn
    │   ├── 11 - Train a basic model.ipynb
    │   ├── Lots_of_flight_data.csv
    │   └── README.md
    ├── 12 - Testing a model
    │   ├── 12 - Test a model.ipynb
    │   ├── Lots_of_flight_data.csv
    │   └── README.md
    ├── 13 - Evaluating accuracy of a model using calculations
    │   ├── 13 - Evaluate accuracy.ipynb
    │   ├── Lots_of_flight_data.csv
    │   └── README.md
    ├── 14 - NumPy vs Pandas
    │   ├── 14 - Working with numpy and pandas.ipynb
    │   ├── Lots_of_flight_data.csv
    │   └── README.md
    ├── 15 - Visualizing data with Matplotlib
    │   ├── 15 - Visualizing correlations.ipynb
    │   ├── Lots_of_flight_data.csv
    │   └── README.md
    ├── README.md
    └── Slides
    │   ├── 01 - Jupyter Notebooks.pptx
    │   ├── 02 - Intro to Anaconda and conda.pptx
    │   ├── 03 - Pandas series and DataFrame.pptx
    │   ├── 04 - Examining pandas DataFrame contents.pptx
    │   ├── 05 - Query a pandas DataFrame.pptx
    │   ├── 06 - CSV Files and Jupyter notebooks.pptx
    │   ├── 07 - Read and write CSV files from DataFrames.pptx
    │   ├── 08 - Remove columns from DataFrame.pptx
    │   ├── 09 - Remove rows with missing values.pptx
    │   ├── 10 - Splitting test and training data.pptx
    │   ├── 11 - Train a linear regression model with scikitlearn.pptx
    │   ├── 12 - Testing a model.pptx
    │   ├── 13 - Evaluate accuracy of a model using calculations.pptx
    │   ├── 14 - Working with numpy and pandas.pptx
    │   └── 15 - Visualizing Data Correlations with Matplotlib.pptx
├── more-python-for-beginners
    ├── .gitignore
    ├── 01 - Formatting and linting
    │   ├── .vscode
    │   │   └── settings.json
    │   ├── README.md
    │   ├── bad.py
    │   └── good.py
    ├── 02 - Lambdas
    │   ├── README.md
    │   ├── failed_sort.py
    │   ├── lambda_sorter.py
    │   └── method_sorter.py
    ├── 03 - Classes
    │   ├── README.md
    │   ├── basic_class.py
    │   └── properties_class.py
    ├── 04 - Inheritance
    │   ├── README.md
    │   └── demo.py
    ├── 05 - Mixins
    │   ├── README.md
    │   └── demo.py
    ├── 06 - Managing the file system
    │   ├── README.md
    │   ├── demo.txt
    │   ├── directories.py
    │   ├── files.py
    │   └── paths.py
    ├── 07 - Reading and writing files
    │   ├── README.md
    │   ├── demo.txt
    │   ├── manage.py
    │   ├── read.py
    │   └── write.py
    ├── 08 - Managing external resources
    │   ├── README.md
    │   ├── demo.py
    │   └── output.txt
    ├── 09 - Asynchronous programming
    │   ├── README.md
    │   ├── async_demo.py
    │   └── sync_demo.py
    ├── README.md
    ├── Slides
    │   ├── 01 - Formatting and linting.pptx
    │   ├── 02 - Lambdas.pptx
    │   ├── 03 - Classes.pptx
    │   ├── 04 - Inhheritance.pptx
    │   ├── 05 - Mixins (multiple inheritance).pptx
    │   ├── 06 - Managing the file system.pptx
    │   ├── 07 - Working with files.pptx
    │   ├── 08 - Cleanup with with.pptx
    │   └── 09 - Asynchronous operations.pptx
    └── requirements.txt
└── python-for-beginners
    ├── 02 - Print
        ├── README.md
        ├── ask_for_input.py
        ├── coding_challenge.py
        ├── coding_challenge_solution.py
        ├── hello_world.py
        ├── print_blank_line.py
        └── single_or_double_quotes.py
    ├── 03 - Comments
        ├── README.md
        ├── comments_are_not_executed.py
        ├── comments_for_debugging.py
        ├── enable_pin.py
        └── string_in_double_quotes.py
    ├── 04 - String variables
        ├── README.md
        ├── code_challenge.py
        ├── code_challenge_solution.py
        ├── combine_strings.py
        ├── format_strings.py
        ├── string_functions.py
        └── strings_in_variables.py
    ├── 05 - Numeric variables
        ├── README.md
        ├── code_challenge.py
        ├── code_challenge_solution.py
        ├── combining_strings_and_numbers.py
        ├── convert_strings_to_numbers_for_math.py
        ├── doing_math.py
        ├── numbers_treated_as_strings.py
        └── print_pi.py
    ├── 06 - Dates
        ├── README.md
        ├── code_challenge.py
        ├── code_challenge_solution.py
        ├── date_functions.py
        ├── format_date.py
        ├── get_current_date.py
        └── input_date.py
    ├── 07 - Error handling
        ├── README.md
        ├── logic.py
        ├── runtime.py
        └── syntax.py
    ├── 08 - Handling conditions
        ├── README.md
        ├── add_else.py
        ├── add_else_different_indentation.py
        ├── case_insensitive_comparisons.py
        ├── check_tax.py
        ├── code_challenge.py
        ├── code_challenge_solution.py
        └── comparing_strings.py
    ├── 09 - Handling multiple conditions
        ├── README.md
        ├── add_else_to_elif.py
        ├── code_challenge.py
        ├── code_challenge_solution.py
        ├── multiple_if_statements.py
        ├── nested_if.py
        ├── or_statements.py
        ├── use_elif.py
        └── use_in_statements.py
    ├── 10 - Complex conditon checks
        ├── boolean_variables.py
        ├── code_challenge.py
        ├── code_challenge_solution.py
        ├── readme.md
        └── using_and.py
    ├── 11 - Collections
        ├── README.md
        ├── arrays.py
        ├── common-operations.py
        ├── dictionaries.py
        ├── lists.py
        └── ranges.py
    ├── 12 - Loops
        ├── README.md
        ├── for.py
        ├── number.py
        └── while.py
    ├── 13 - Functions
        ├── README.md
        ├── code_challenge.py
        ├── code_challenge_solution.py
        ├── get_initails_function.py
        ├── get_initials.py
        ├── getting_clever_with_functions_harder_to_read.py
        ├── print_time_function.py
        ├── print_time_function_different_messages.py
        ├── print_time_function_fix_import.py
        ├── print_time_repeated_code.py
        └── print_time_with_message_parameter.py
    ├── 14 - Function parameters
        ├── code_challenge.py
        ├── code_challenge_solution.py
        ├── get_initials_default_values.py
        ├── get_initials_function.py
        ├── get_initials_multiple_parameters.py
        ├── get_initials_named_parameters.py
        ├── named_parameters_make_code_readable.py
        └── readme.md
    ├── 15 - Packages
        ├── README.md
        ├── color_import_demo.py
        ├── helpers.py
        ├── import_module.py
        └── requirements.txt
    ├── 16 - Calling APIs
        ├── TestImages
        │   ├── FeedingKangaroo.jpg
        │   ├── Parliament_Hill.jpg
        │   └── PolarBear.jpg
        ├── call_api.py
        ├── code_challenge.py
        └── readme.md
    ├── 17 - JSON
        ├── TestImages
        │   ├── FeedingKangaroo.jpg
        │   ├── Parliament_Hill.jpg
        │   └── PolarBear.jpg
        ├── create_json_from_dict.py
        ├── create_json_with_list.py
        ├── create_json_with_nested_dict.py
        ├── read_json.py
        ├── read_key_pair.py
        ├── read_key_pair_list.py
        ├── read_subkey.py
        └── readme.md
    ├── 18 - Decorators
        ├── README.md
        └── creating_decorators.py
    ├── README.md
    └── Slides
        ├── 0 - Intro.pptx
        ├── 1 - Getting started.pptx
        ├── 10 - ComplexConditionChecks.pptx
        ├── 11 - Collections.pptx
        ├── 12 - Loops.pptx
        ├── 13 - Functions.pptx
        ├── 14 - FunctionParameters.pptx
        ├── 15 - ModulesPackages.pptx
        ├── 16 - CallingAPI.pptx
        ├── 17 - JSON.pptx
        ├── 2 - Print.pptx
        ├── 3 - Comments.pptx
        ├── 4 - StringVariables.pptx
        ├── 5 - NumericVariables.pptx
        ├── 6 - Dates.pptx
        ├── 7 - ErrorHandling.pptx
        ├── 8 - Conditions.pptx
        └── 9 - MultipleConditions.pptx


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