From dcc74fba426fcbd71406fe2d7b12b8bc75363cb2 Mon Sep 17 00:00:00 2001
From: mikeqfu <qian.fu@outlook.com>
Date: Sat, 17 Jun 2023 19:58:02 +0100
Subject: [PATCH] Update docs\source\

---
 docs/source/conf.py         |  6 ++++--
 docs/source/quick-start.rst | 11 +++++------
 2 files changed, 9 insertions(+), 8 deletions(-)

diff --git a/docs/source/conf.py b/docs/source/conf.py
index 88f6fb0..1adf10a 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -243,7 +243,7 @@ def __init__(self, **options):
 
     \clearpage
     \pagenumbering{arabic}
-    ''' % (project,
+    ''' % (__project__,
            __description__.rstrip('.'),
            release,
            __author__,
@@ -269,6 +269,8 @@ def __init__(self, **options):
     \linespread{1.05}
     \renewcommand{\sfdefault}{pplj}
     \newunicodechar{≤}{\ensuremath{\leq}}
+    \newunicodechar{≈}{\ensuremath{\approx}}
+    \newunicodechar{≥}{\ensuremath{\geq}}
     \IfFileExists{zlmtt.sty}
                  {\usepackage[light,scaled=1.05]{zlmtt}}
                  {\renewcommand{\ttdefault}{lmtt}}
@@ -294,7 +296,7 @@ def __init__(self, **options):
 
     'preamble': latex_preamble,
 
-    'figure_align': 'H',  # 'htbp',
+    'figure_align': 'H',  # Latex figure (float) alignment; optional: 'htbp'
     'extraclassoptions': 'openany,oneside',
 
     'maketitle': latex_maketitle,
diff --git a/docs/source/quick-start.rst b/docs/source/quick-start.rst
index 1557d34..9202144 100644
--- a/docs/source/quick-start.rst
+++ b/docs/source/quick-start.rst
@@ -531,22 +531,21 @@ The module :mod:`pyhelpers.text` can assist us in manipulating textual data. For
     >>> result_1
     'Anglia'
 
-By default, the function relies on `difflib`_ - a Python built-in module - to perform the task. Alternatively, we could also make use of an open-source package, `FuzzyWuzzy`_, via setting the parameter ``engine='fuzzywuzzy'``:
+By default, the function relies on `difflib`_ - a Python built-in module - to perform the task. Alternatively, we could also make use of an open-source package, `RapidFuzz`_, via setting the parameter ``engine='rapidfuzz'`` (or simply ``engine='fuzz'``):
 
-.. _`FuzzyWuzzy`: https://pypi.org/project/fuzzywuzzy/
 .. _`difflib`: https://docs.python.org/3/library/difflib.html
+.. _`RapidFuzz`: https://pypi.org/project/rapidfuzz/
 
 .. code-block:: python
 
-    >>> # Find the most similar word to 'angle' by using FuzzyWuzzy
-    >>> result_2 = find_similar_str(word, lookup_list, engine='fuzzywuzzy')
+    >>> # Find the most similar word to 'angle' by using RapidFuzz
+    >>> result_2 = find_similar_str(word, lookup_list, engine='rapidfuzz')
     >>> result_2
     'Anglia'
 
 .. note::
 
-    - The package `FuzzyWuzzy`_ is NOT an essential dependency for the installation of pyhelpers>=1.3.0. We need to install it (e.g. via ``pip install``) to make the function run successfully with setting ``engine='fuzzywuzzy'``.
-    - In previous versions of pyhelpers (i.e. pyhelpers<=1.2.14), optional values for the parameter ``engine`` include ``'fuzzywuzzy'`` and ``'nltk'``. The latter has been replaced with ``'difflib'`` since pyhelpers 1.2.15.
+    - The package `RapidFuzz`_ is NOT an essential dependency for the installation of pyhelpers. We need to install it (e.g. via ``pip install``) to make the function run successfully with setting ``engine='rapidfuzz'`` (or ``engine='fuzz'``).