Pandas Library

  1. Core Data Structures
    1. The Series
      1. Understanding the Series Object
        1. Creating a Series
          1. From Lists
            1. From NumPy Arrays
              1. From Dictionaries
                1. With Custom Index
                  1. With Default Index
                  2. Series Attributes
                    1. index
                      1. values
                        1. dtype
                          1. name
                            1. size
                              1. shape
                                1. ndim
                                2. Basic Operations
                                  1. Vectorized Operations
                                    1. Accessing Elements by Label
                                      1. Accessing Elements by Position
                                        1. Slicing
                                          1. Boolean Indexing
                                            1. Arithmetic Operations
                                              1. Alignment and Broadcasting
                                              2. Series Methods
                                                1. head()
                                                  1. tail()
                                                    1. unique()
                                                      1. value_counts()
                                                        1. sort_values()
                                                          1. sort_index()
                                                        2. The DataFrame
                                                          1. Understanding the DataFrame Object
                                                            1. Creating a DataFrame
                                                              1. From Dictionary of Lists
                                                                1. From List of Dictionaries
                                                                  1. From NumPy Arrays
                                                                    1. From Another DataFrame
                                                                      1. From Series
                                                                        1. With Custom Index and Columns
                                                                        2. DataFrame Attributes
                                                                          1. index
                                                                            1. columns
                                                                              1. dtypes
                                                                                1. values
                                                                                  1. shape
                                                                                    1. size
                                                                                      1. ndim
                                                                                      2. Fundamental Inspection Methods
                                                                                        1. head()
                                                                                          1. tail()
                                                                                            1. info()
                                                                                              1. describe()
                                                                                                1. memory_usage()
                                                                                                  1. sample()
                                                                                                  2. DataFrame Methods
                                                                                                    1. sort_values()
                                                                                                      1. sort_index()
                                                                                                        1. drop()
                                                                                                          1. copy()

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                                                                                                      1. Introduction to Pandas

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                                                                                                      3. Data Loading and Saving