:orphan:

Chapters
========


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1. basics
---------

Tutorials concerning python basics


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    <div class="sphx-glr-thumbcontainer" tooltip="1.1 variables">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_variables_thumb.png
    :alt: 1.1 variables

  :ref:`sphx_glr_auto_examples_basics_variables.py`

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      <div class="sphx-glr-thumbnail-title">1.1 variables</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="1.2 sequential data">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_sequential_data_thumb.png
    :alt: 1.2 sequential data

  :ref:`sphx_glr_auto_examples_basics_sequential_data.py`

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      <div class="sphx-glr-thumbnail-title">1.2 sequential data</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="The traiditional mathematical operations can be performed on python objects just by using their...">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_operators_thumb.png
    :alt: 1.3 operators

  :ref:`sphx_glr_auto_examples_basics_operators.py`

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      <div class="sphx-glr-thumbnail-title">1.3 operators</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="1.4 lists">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_lists_thumb.png
    :alt: 1.4 lists

  :ref:`sphx_glr_auto_examples_basics_lists.py`

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      <div class="sphx-glr-thumbnail-title">1.4 lists</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This lessor describes how to copy a list in Python.">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_copying_lists_thumb.png
    :alt: 1.5 copying lists

  :ref:`sphx_glr_auto_examples_basics_copying_lists.py`

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      <div class="sphx-glr-thumbnail-title">1.5 copying lists</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="1.6 dictionary">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_dictionaries_thumb.png
    :alt: 1.6 dictionary

  :ref:`sphx_glr_auto_examples_basics_dictionaries.py`

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      <div class="sphx-glr-thumbnail-title">1.6 dictionary</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="1.7 sets">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_sets_thumb.png
    :alt: 1.7 sets

  :ref:`sphx_glr_auto_examples_basics_sets.py`

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      <div class="sphx-glr-thumbnail-title">1.7 sets</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="1.8 conditional statements">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_conditional_statements_thumb.png
    :alt: 1.8 conditional statements

  :ref:`sphx_glr_auto_examples_basics_conditional_statements.py`

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      <div class="sphx-glr-thumbnail-title">1.8 conditional statements</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="1.9 while loops">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_while_loops_thumb.png
    :alt: 1.9 while loops

  :ref:`sphx_glr_auto_examples_basics_while_loops.py`

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      <div class="sphx-glr-thumbnail-title">1.9 while loops</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This lesson introduces for loops in python.">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_for_loops_thumb.png
    :alt: 1.10 for loops

  :ref:`sphx_glr_auto_examples_basics_for_loops.py`

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      <div class="sphx-glr-thumbnail-title">1.10 for loops</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="1.11 print">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_print_function_thumb.png
    :alt: 1.11 print

  :ref:`sphx_glr_auto_examples_basics_print_function.py`

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      <div class="sphx-glr-thumbnail-title">1.11 print</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="1.12 functions">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_functions_thumb.png
    :alt: 1.12 functions

  :ref:`sphx_glr_auto_examples_basics_functions.py`

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      <div class="sphx-glr-thumbnail-title">1.12 functions</div>
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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_args_and_kwargs_thumb.png
    :alt: 1.13 args and kwargs

  :ref:`sphx_glr_auto_examples_basics_args_and_kwargs.py`

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      <div class="sphx-glr-thumbnail-title">1.13 args and kwargs</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="1.14 global vs local">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_global_vs_local_thumb.png
    :alt: 1.14 global vs local

  :ref:`sphx_glr_auto_examples_basics_global_vs_local.py`

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      <div class="sphx-glr-thumbnail-title">1.14 global vs local</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="1.15 nested functions">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_nested_functions_thumb.png
    :alt: 1.15 nested functions

  :ref:`sphx_glr_auto_examples_basics_nested_functions.py`

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      <div class="sphx-glr-thumbnail-title">1.15 nested functions</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="1.16 iterator vs iterable">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_iterator_vs_iterable_thumb.png
    :alt: 1.16 iterator vs iterable

  :ref:`sphx_glr_auto_examples_basics_iterator_vs_iterable.py`

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      <div class="sphx-glr-thumbnail-title">1.16 iterator vs iterable</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This lesson shows how to read/write files using python.">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_io_operations_thumb.png
    :alt: 1.17 read/write operations

  :ref:`sphx_glr_auto_examples_basics_io_operations.py`

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      <div class="sphx-glr-thumbnail-title">1.17 read/write operations</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="1.18 Exceptions">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_exceptions_thumb.png
    :alt: 1.18 Exceptions

  :ref:`sphx_glr_auto_examples_basics_exceptions.py`

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      <div class="sphx-glr-thumbnail-title">1.18 Exceptions</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="1.19 generators">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_generators_thumb.png
    :alt: 1.19 generators

  :ref:`sphx_glr_auto_examples_basics_generators.py`

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      <div class="sphx-glr-thumbnail-title">1.19 generators</div>
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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_installing_packages_thumb.png
    :alt: 1.20 installing packages

  :ref:`sphx_glr_auto_examples_basics_installing_packages.py`

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      <div class="sphx-glr-thumbnail-title">1.20 installing packages</div>
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    <div class="sphx-glr-thumbcontainer" tooltip=" .. important::   This lesson is still under development.">

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  .. image:: /auto_examples/basics/images/thumb/sphx_glr_keywords_thumb.png
    :alt: 1.21. builtin functions

  :ref:`sphx_glr_auto_examples_basics_keywords.py`

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      <div class="sphx-glr-thumbnail-title">1.21. builtin functions</div>
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2. builtin modules
-------------------

This chapter describes some useful built-in modules/packages in python.


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    <div class="sphx-glr-thumbcontainer" tooltip="When python is installed, several modules/packages are pre-installed in it. These modules provi...">

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  .. image:: /auto_examples/builtin_modules/images/thumb/sphx_glr__os_thumb.png
    :alt: 2.1 os

  :ref:`sphx_glr_auto_examples_builtin_modules__os.py`

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      <div class="sphx-glr-thumbnail-title">2.1 os</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2.2 sys">

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  .. image:: /auto_examples/builtin_modules/images/thumb/sphx_glr__sys_thumb.png
    :alt: 2.2 sys

  :ref:`sphx_glr_auto_examples_builtin_modules__sys.py`

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      <div class="sphx-glr-thumbnail-title">2.2 sys</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2.3 time and dateandtime">

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  .. image:: /auto_examples/builtin_modules/images/thumb/sphx_glr__time_thumb.png
    :alt: 2.3 time and dateandtime

  :ref:`sphx_glr_auto_examples_builtin_modules__time.py`

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      <div class="sphx-glr-thumbnail-title">2.3 time and dateandtime</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2.4 copy">

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  .. image:: /auto_examples/builtin_modules/images/thumb/sphx_glr__copy_thumb.png
    :alt: 2.4 copy

  :ref:`sphx_glr_auto_examples_builtin_modules__copy.py`

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      <div class="sphx-glr-thumbnail-title">2.4 copy</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2.5 collections">

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  .. image:: /auto_examples/builtin_modules/images/thumb/sphx_glr__collections_thumb.png
    :alt: 2.5 collections

  :ref:`sphx_glr_auto_examples_builtin_modules__collections.py`

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      <div class="sphx-glr-thumbnail-title">2.5 collections</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2.6 types and typing">

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  .. image:: /auto_examples/builtin_modules/images/thumb/sphx_glr__types_typing_thumb.png
    :alt: 2.6 types and typing

  :ref:`sphx_glr_auto_examples_builtin_modules__types_typing.py`

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      <div class="sphx-glr-thumbnail-title">2.6 types and typing</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2.7 math">

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  .. image:: /auto_examples/builtin_modules/images/thumb/sphx_glr__math_thumb.png
    :alt: 2.7 math

  :ref:`sphx_glr_auto_examples_builtin_modules__math.py`

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      <div class="sphx-glr-thumbnail-title">2.7 math</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2.8 pathlib">

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  .. image:: /auto_examples/builtin_modules/images/thumb/sphx_glr__pathlib_thumb.png
    :alt: 2.8 pathlib

  :ref:`sphx_glr_auto_examples_builtin_modules__pathlib.py`

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      <div class="sphx-glr-thumbnail-title">2.8 pathlib</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3.9 warnings">

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  .. image:: /auto_examples/builtin_modules/images/thumb/sphx_glr__warnings_thumb.png
    :alt: 3.9 warnings

  :ref:`sphx_glr_auto_examples_builtin_modules__warnings.py`

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      <div class="sphx-glr-thumbnail-title">3.9 warnings</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2.10 random">

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  .. image:: /auto_examples/builtin_modules/images/thumb/sphx_glr__random_module_thumb.png
    :alt: 2.10 random

  :ref:`sphx_glr_auto_examples_builtin_modules__random_module.py`

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      <div class="sphx-glr-thumbnail-title">2.10 random</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2.11 csv">

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  .. image:: /auto_examples/builtin_modules/images/thumb/sphx_glr__csv_thumb.png
    :alt: 2.11 csv

  :ref:`sphx_glr_auto_examples_builtin_modules__csv.py`

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      <div class="sphx-glr-thumbnail-title">2.11 csv</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2.12 itertools">

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  .. image:: /auto_examples/builtin_modules/images/thumb/sphx_glr__itertools_thumb.png
    :alt: 2.12 itertools

  :ref:`sphx_glr_auto_examples_builtin_modules__itertools.py`

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      <div class="sphx-glr-thumbnail-title">2.12 itertools</div>
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3. oop
-------

Tutorials concerning object oriented programming


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    <div class="sphx-glr-thumbcontainer" tooltip="3.1 introduction">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_introduction_thumb.png
    :alt: 3.1 introduction

  :ref:`sphx_glr_auto_examples_oop_introduction.py`

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      <div class="sphx-glr-thumbnail-title">3.1 introduction</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3.2 creating class">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_class_thumb.png
    :alt: 3.2 creating class

  :ref:`sphx_glr_auto_examples_oop_class.py`

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      <div class="sphx-glr-thumbnail-title">3.2 creating class</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3.3 Attributes">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_attributes_thumb.png
    :alt: 3.3 Attributes

  :ref:`sphx_glr_auto_examples_oop_attributes.py`

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      <div class="sphx-glr-thumbnail-title">3.3 Attributes</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This lesson discusses the concept of method in python.">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_methods_thumb.png
    :alt: 3.4 methods

  :ref:`sphx_glr_auto_examples_oop_methods.py`

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      <div class="sphx-glr-thumbnail-title">3.4 methods</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3.5 init method">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_init_thumb.png
    :alt: 3.5 init method

  :ref:`sphx_glr_auto_examples_oop_init.py`

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      <div class="sphx-glr-thumbnail-title">3.5 init method</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3.6 str and repr methods">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_str_repr_thumb.png
    :alt: 3.6 str and repr methods

  :ref:`sphx_glr_auto_examples_oop_str_repr.py`

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      <div class="sphx-glr-thumbnail-title">3.6 str and repr methods</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Based on accessibility, attributes can be categorized into 3 categories: *    Public *    Prote...">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_public_vs_private_attributes_thumb.png
    :alt: 3.7 public vs private attributes

  :ref:`sphx_glr_auto_examples_oop_public_vs_private_attributes.py`

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      <div class="sphx-glr-thumbnail-title">3.7 public vs private attributes</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3.8 class vs  instance attributes">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_class_vs_instance_attributes_thumb.png
    :alt: 3.8 class vs  instance attributes

  :ref:`sphx_glr_auto_examples_oop_class_vs_instance_attributes.py`

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      <div class="sphx-glr-thumbnail-title">3.8 class vs  instance attributes</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="In previous section we wrote a code to count number of instances of class using a public attrib...">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_static_methods_thumb.png
    :alt: 3.9 static methods

  :ref:`sphx_glr_auto_examples_oop_static_methods.py`

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      <div class="sphx-glr-thumbnail-title">3.9 static methods</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3.10 class methods">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_class_methods_thumb.png
    :alt: 3.10 class methods

  :ref:`sphx_glr_auto_examples_oop_class_methods.py`

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      <div class="sphx-glr-thumbnail-title">3.10 class methods</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3.11 property">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_property_thumb.png
    :alt: 3.11 property

  :ref:`sphx_glr_auto_examples_oop_property.py`

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      <div class="sphx-glr-thumbnail-title">3.11 property</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3.12 Descriptors">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_descriptors_thumb.png
    :alt: 3.12 Descriptors

  :ref:`sphx_glr_auto_examples_oop_descriptors.py`

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      <div class="sphx-glr-thumbnail-title">3.12 Descriptors</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3.13 inheritance">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_inheritance_thumb.png
    :alt: 3.13 inheritance

  :ref:`sphx_glr_auto_examples_oop_inheritance.py`

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      <div class="sphx-glr-thumbnail-title">3.13 inheritance</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3.14 __call__">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_call_thumb.png
    :alt: 3.14 __call__

  :ref:`sphx_glr_auto_examples_oop_call.py`

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      <div class="sphx-glr-thumbnail-title">3.14 __call__</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3.15 __getattr__">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr___getattr___thumb.png
    :alt: 3.15 __getattr__

  :ref:`sphx_glr_auto_examples_oop___getattr__.py`

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      <div class="sphx-glr-thumbnail-title">3.15 __getattr__</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This file describes the so called magic methods in python. Magic methods are those methods whic...">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_magical_methods_thumb.png
    :alt: 3.16 magic methods

  :ref:`sphx_glr_auto_examples_oop_magical_methods.py`

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      <div class="sphx-glr-thumbnail-title">3.16 magic methods</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This lesson shows the usage of setattr and getattr">

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  .. image:: /auto_examples/oop/images/thumb/sphx_glr_getattr_setattr_thumb.png
    :alt: 3.17 getattr vs setattr

  :ref:`sphx_glr_auto_examples_oop_getattr_setattr.py`

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      <div class="sphx-glr-thumbnail-title">3.17 getattr vs setattr</div>
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4. numpy
---------

Tutorials concerning `numpy library <https://numpy.org>`_ .


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    <div class="sphx-glr-thumbcontainer" tooltip="4.1 understanding dimensions/axis">

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  .. image:: /auto_examples/numpy/images/thumb/sphx_glr_dimensions_axis_thumb.png
    :alt: 4.1 understanding dimensions/axis

  :ref:`sphx_glr_auto_examples_numpy_dimensions_axis.py`

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      <div class="sphx-glr-thumbnail-title">4.1 understanding dimensions/axis</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This lesson illustrates difference between stack, vstack, hstack, column_stack, row_stack and c...">

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  .. image:: /auto_examples/numpy/images/thumb/sphx_glr_stack_vs_concatenate_thumb.png
    :alt: 4.2 stacking vs concatenating

  :ref:`sphx_glr_auto_examples_numpy_stack_vs_concatenate.py`

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      <div class="sphx-glr-thumbnail-title">4.2 stacking vs concatenating</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This file describes the concept of quantile and how to cclculate it in numpy and various functi...">

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  .. image:: /auto_examples/numpy/images/thumb/sphx_glr_digitize_thumb.png
    :alt: 4.3 quantile and digitize

  :ref:`sphx_glr_auto_examples_numpy_digitize.py`

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      <div class="sphx-glr-thumbnail-title">4.3 quantile and digitize</div>
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5. pandas
---------

Tutorials concerning pandas `library <https://pandas.pydata.org>`_


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    <div class="sphx-glr-thumbnails">


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    <div class="sphx-glr-thumbcontainer" tooltip="5.1 introduction">

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  .. image:: /auto_examples/pandas/images/thumb/sphx_glr_dataframe_vs_series_thumb.png
    :alt: 5.1 introduction

  :ref:`sphx_glr_auto_examples_pandas_dataframe_vs_series.py`

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      <div class="sphx-glr-thumbnail-title">5.1 introduction</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This lesson shows how to select rows or columns from pandas dataframe.">

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  .. image:: /auto_examples/pandas/images/thumb/sphx_glr_indexing_vs_slicing_thumb.png
    :alt: 5.2 indexing and slicing

  :ref:`sphx_glr_auto_examples_pandas_indexing_vs_slicing.py`

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      <div class="sphx-glr-thumbnail-title">5.2 indexing and slicing</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="In this file you will learn about following concepts of pandas">

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  .. image:: /auto_examples/pandas/images/thumb/sphx_glr_working_with_timeseries_thumb.png
    :alt: 5.3 working with time series

  :ref:`sphx_glr_auto_examples_pandas_working_with_timeseries.py`

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      <div class="sphx-glr-thumbnail-title">5.3 working with time series</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="5.4 reading/writing">

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  .. image:: /auto_examples/pandas/images/thumb/sphx_glr_io_thumb.png
    :alt: 5.4 reading/writing

  :ref:`sphx_glr_auto_examples_pandas_io.py`

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      <div class="sphx-glr-thumbnail-title">5.4 reading/writing</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="5.5 apply">

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  .. image:: /auto_examples/pandas/images/thumb/sphx_glr_apply_thumb.png
    :alt: 5.5 apply

  :ref:`sphx_glr_auto_examples_pandas_apply.py`

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      <div class="sphx-glr-thumbnail-title">5.5 apply</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="5.6 groupby">

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  .. image:: /auto_examples/pandas/images/thumb/sphx_glr_groupby_thumb.png
    :alt: 5.6 groupby

  :ref:`sphx_glr_auto_examples_pandas_groupby.py`

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      <div class="sphx-glr-thumbnail-title">5.6 groupby</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="5.7 multi-indexing">

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  .. image:: /auto_examples/pandas/images/thumb/sphx_glr_multi-indexing_thumb.png
    :alt: 5.7 multi-indexing

  :ref:`sphx_glr_auto_examples_pandas_multi-indexing.py`

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      <div class="sphx-glr-thumbnail-title">5.7 multi-indexing</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="5.8 efficient pandas">

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  .. image:: /auto_examples/pandas/images/thumb/sphx_glr_speeding_up_thumb.png
    :alt: 5.8 efficient pandas

  :ref:`sphx_glr_auto_examples_pandas_speeding_up.py`

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      <div class="sphx-glr-thumbnail-title">5.8 efficient pandas</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="5.9 pivot vs melt">

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  .. image:: /auto_examples/pandas/images/thumb/sphx_glr_pivot_vs_melt_thumb.png
    :alt: 5.9 pivot vs melt

  :ref:`sphx_glr_auto_examples_pandas_pivot_vs_melt.py`

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      <div class="sphx-glr-thumbnail-title">5.9 pivot vs melt</div>
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    </div>


6. plotting
-----------

This chapter contains lessons regarding plotting.


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    <div class="sphx-glr-thumbnails">


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    <div class="sphx-glr-thumbcontainer" tooltip="This lesson introduces basics of plotting in python.">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr_intro_thumb.png
    :alt: 6.0 Introduction

  :ref:`sphx_glr_auto_examples_plotting_intro.py`

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      <div class="sphx-glr-thumbnail-title">6.0 Introduction</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.1 basic plot">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__plot_thumb.png
    :alt: 6.1 basic plot

  :ref:`sphx_glr_auto_examples_plotting__plot.py`

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      <div class="sphx-glr-thumbnail-title">6.1 basic plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.2 scatter plot">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__scatter_thumb.png
    :alt: 6.2 scatter plot

  :ref:`sphx_glr_auto_examples_plotting__scatter.py`

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      <div class="sphx-glr-thumbnail-title">6.2 scatter plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.3 bar plot">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__bar_thumb.png
    :alt: 6.3 bar plot

  :ref:`sphx_glr_auto_examples_plotting__bar.py`

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      <div class="sphx-glr-thumbnail-title">6.3 bar plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.4 heatmap/imshow">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__imshow_thumb.png
    :alt: 6.4 heatmap/imshow

  :ref:`sphx_glr_auto_examples_plotting__imshow.py`

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      <div class="sphx-glr-thumbnail-title">6.4 heatmap/imshow</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.5 regression plot">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__regplot_thumb.png
    :alt: 6.5 regression plot

  :ref:`sphx_glr_auto_examples_plotting__regplot.py`

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      <div class="sphx-glr-thumbnail-title">6.5 regression plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.6 lollipop plot">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__lollipop_thumb.png
    :alt: 6.6 lollipop plot

  :ref:`sphx_glr_auto_examples_plotting__lollipop.py`

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      <div class="sphx-glr-thumbnail-title">6.6 lollipop plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.7 dumbell plot">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__dumbell_thumb.png
    :alt: 6.7 dumbell plot

  :ref:`sphx_glr_auto_examples_plotting__dumbell.py`

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      <div class="sphx-glr-thumbnail-title">6.7 dumbell plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.8 circular_bar plot">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__circular_bar_thumb.png
    :alt: 6.8 circular_bar plot

  :ref:`sphx_glr_auto_examples_plotting__circular_bar.py`

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      <div class="sphx-glr-thumbnail-title">6.8 circular_bar plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.9 histogram plot">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__hist_thumb.png
    :alt: 6.9 histogram plot

  :ref:`sphx_glr_auto_examples_plotting__hist.py`

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      <div class="sphx-glr-thumbnail-title">6.9 histogram plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.10 ridge plot">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__ridge_thumb.png
    :alt: 6.10 ridge plot

  :ref:`sphx_glr_auto_examples_plotting__ridge.py`

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      <div class="sphx-glr-thumbnail-title">6.10 ridge plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.11 contour plot">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__contour_thumb.png
    :alt: 6.11 contour plot

  :ref:`sphx_glr_auto_examples_plotting__contour.py`

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      <div class="sphx-glr-thumbnail-title">6.11 contour plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.12 pie plot">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr_pie_thumb.png
    :alt: 6.12 pie plot

  :ref:`sphx_glr_auto_examples_plotting_pie.py`

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      <div class="sphx-glr-thumbnail-title">6.12 pie plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.13 spider plot">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__spider_thumb.png
    :alt: 6.13 spider plot

  :ref:`sphx_glr_auto_examples_plotting__spider.py`

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      <div class="sphx-glr-thumbnail-title">6.13 spider plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.14 parallel_coordinates">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__parallel_plot_thumb.png
    :alt: 6.14 parallel_coordinates

  :ref:`sphx_glr_auto_examples_plotting__parallel_plot.py`

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      <div class="sphx-glr-thumbnail-title">6.14 parallel_coordinates</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="6.15 taylor plot">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__taylor_thumb.png
    :alt: 6.15 taylor plot

  :ref:`sphx_glr_auto_examples_plotting__taylor.py`

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      <div class="sphx-glr-thumbnail-title">6.15 taylor plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This file shows the usage of boxplot function.">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__boxplot_thumb.png
    :alt: 6.16 boxplot

  :ref:`sphx_glr_auto_examples_plotting__boxplot.py`

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      <div class="sphx-glr-thumbnail-title">6.16 boxplot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This file shows the usage of violin_plot function.">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr__violin_thumb.png
    :alt: 6.17 violin

  :ref:`sphx_glr_auto_examples_plotting__violin.py`

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      <div class="sphx-glr-thumbnail-title">6.17 violin</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This lesson shows how to add marginal plots to an existing matplotlib axes">

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  .. image:: /auto_examples/plotting/images/thumb/sphx_glr_marginal_plots_thumb.png
    :alt: 6.18 Adding Marginal plots

  :ref:`sphx_glr_auto_examples_plotting_marginal_plots.py`

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      <div class="sphx-glr-thumbnail-title">6.18 Adding Marginal plots</div>
    </div>


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    </div>

7. Advanced
-----------


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    <div class="sphx-glr-thumbnails">


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    <div class="sphx-glr-thumbcontainer" tooltip="7.1 Regular expressions">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_reg_expressions_thumb.png
    :alt: 7.1 Regular expressions

  :ref:`sphx_glr_auto_examples_advanced_reg_expressions.py`

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      <div class="sphx-glr-thumbnail-title">7.1 Regular expressions</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This lesson demonstrates various ways of parallelizing the python code on cpu cores.">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_parallel_processing_thumb.png
    :alt: 7.2. Parallel Processing

  :ref:`sphx_glr_auto_examples_advanced_parallel_processing.py`

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      <div class="sphx-glr-thumbnail-title">7.2. Parallel Processing</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="7.3 cython">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr__cython_thumb.png
    :alt: 7.3 cython

  :ref:`sphx_glr_auto_examples_advanced__cython.py`

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      <div class="sphx-glr-thumbnail-title">7.3 cython</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This lesson describes how to call functions/modules written in C into python and">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_interfacing_with_c_cpp_thumb.png
    :alt: 7.4 interfacing with C

  :ref:`sphx_glr_auto_examples_advanced_interfacing_with_c_cpp.py`

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      <div class="sphx-glr-thumbnail-title">7.4 interfacing with C</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This lesson describes how to call functions/modules written in C++ into python and">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_interfacing_with_cpp_thumb.png
    :alt: 7.5 interfacing with C++

  :ref:`sphx_glr_auto_examples_advanced_interfacing_with_cpp.py`

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      <div class="sphx-glr-thumbnail-title">7.5 interfacing with C++</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This lesson describes how to call functions/modules written in Fortran into python and">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_interfacing_with_fortran_thumb.png
    :alt: 7.6 interfacing with Fortran

  :ref:`sphx_glr_auto_examples_advanced_interfacing_with_fortran.py`

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      <div class="sphx-glr-thumbnail-title">7.6 interfacing with Fortran</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This lesson describes how to call functions/modules written in matlab into python and">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_interfacing_with_matlab_thumb.png
    :alt: 7.7 interfacing with matlab

  :ref:`sphx_glr_auto_examples_advanced_interfacing_with_matlab.py`

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      <div class="sphx-glr-thumbnail-title">7.7 interfacing with matlab</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This lesson describes unit testing in python.">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_unit_testing_thumb.png
    :alt: 7.8 testing your code

  :ref:`sphx_glr_auto_examples_advanced_unit_testing.py`

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      <div class="sphx-glr-thumbnail-title">7.8 testing your code</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="7.9 Speeding up with numba">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_speeding_up_with_numba_thumb.png
    :alt: 7.9 Speeding up with numba

  :ref:`sphx_glr_auto_examples_advanced_speeding_up_with_numba.py`

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      <div class="sphx-glr-thumbnail-title">7.9 Speeding up with numba</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="7.10 Scripts to executables">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_scripts_to_executables_thumb.png
    :alt: 7.10 Scripts to executables

  :ref:`sphx_glr_auto_examples_advanced_scripts_to_executables.py`

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      <div class="sphx-glr-thumbnail-title">7.10 Scripts to executables</div>
    </div>


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    </div>


.. toctree::
   :hidden:
   :includehidden:

   /auto_examples/basics/index.rst
   /auto_examples/builtin_modules/index.rst
   /auto_examples/oop/index.rst
   /auto_examples/numpy/index.rst
   /auto_examples/pandas/index.rst
   /auto_examples/plotting/index.rst
   /auto_examples/advanced/index.rst


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  .. container:: sphx-glr-footer sphx-glr-footer-gallery

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: auto_examples_python.zip </auto_examples/auto_examples_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip </auto_examples/auto_examples_jupyter.zip>`


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 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_