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authorCoprDistGit <infra@openeuler.org>2023-04-11 00:40:32 +0000
committerCoprDistGit <infra@openeuler.org>2023-04-11 00:40:32 +0000
commit23844c65ce043e15aec65502d42b8b416384b8b6 (patch)
treec38266c616f5c1df11e3b7111bb0b5c8324a242c
parenta1454dae04cdedc35a47803aadb1f94a3e351516 (diff)
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+%global _empty_manifest_terminate_build 0
+Name: python-textstat
+Version: 0.7.3
+Release: 1
+Summary: Calculate statistical features from text
+License: MIT
+URL: https://github.com/shivam5992/textstat
+Source0: https://mirrors.nju.edu.cn/pypi/web/packages/9a/eb/73c6c404afc9e8fd9a4b05188e0ab218d5d97a19e9ada891d1919210c657/textstat-0.7.3.tar.gz
+BuildArch: noarch
+
+Requires: python3-pyphen
+
+%description
+# Textstat
+
+[![PyPI](https://img.shields.io/pypi/v/textstat.svg)](https://pypi.org/project/textstat/)
+[![Build Status](https://github.com/shivam5992/textstat/actions/workflows/test.yml/badge.svg?branch=master)](https://github.com/shivam5992/textstat/actions/workflows/test.yml)
+[![Downloads](https://img.shields.io/badge/dynamic/json.svg?url=https://pypistats.org/api/packages/textstat/recent?mirrors=false&label=downloads&query=$.data.last_month&suffix=/month)](https://pypistats.org/packages/textstat)
+
+**Textstat is an easy to use library to calculate statistics from text. It helps determine readability, complexity, and grade level.**
+
+<p align="center">
+ <img width="100%" src="https://images.unsplash.com/photo-1457369804613-52c61a468e7d?ixlib=rb-1.2.1&auto=format&fit=crop&w=1350&h=400&q=80">
+</p>
+<p align="right">
+ <sup>Photo by <a href="https://unsplash.com/@impatrickt">Patrick Tomasso</a>
+ on <a href="https://unsplash.com/images/things/book">Unsplash</a></sup>
+</p>
+
+## Usage
+
+```python
+>>> import textstat
+
+>>> test_data = (
+ "Playing games has always been thought to be important to "
+ "the development of well-balanced and creative children; "
+ "however, what part, if any, they should play in the lives "
+ "of adults has never been researched that deeply. I believe "
+ "that playing games is every bit as important for adults "
+ "as for children. Not only is taking time out to play games "
+ "with our children and other adults valuable to building "
+ "interpersonal relationships but is also a wonderful way "
+ "to release built up tension."
+)
+
+>>> textstat.flesch_reading_ease(test_data)
+>>> textstat.flesch_kincaid_grade(test_data)
+>>> textstat.smog_index(test_data)
+>>> textstat.coleman_liau_index(test_data)
+>>> textstat.automated_readability_index(test_data)
+>>> textstat.dale_chall_readability_score(test_data)
+>>> textstat.difficult_words(test_data)
+>>> textstat.linsear_write_formula(test_data)
+>>> textstat.gunning_fog(test_data)
+>>> textstat.text_standard(test_data)
+>>> textstat.fernandez_huerta(test_data)
+>>> textstat.szigriszt_pazos(test_data)
+>>> textstat.gutierrez_polini(test_data)
+>>> textstat.crawford(test_data)
+>>> textstat.gulpease_index(test_data)
+>>> textstat.osman(test_data)
+```
+
+The argument (text) for all the defined functions remains the same -
+i.e the text for which statistics need to be calculated.
+
+## Install
+
+You can install textstat either via the Python Package Index (PyPI) or from source.
+
+### Install using pip
+
+```shell
+pip install textstat
+```
+
+### Install using easy_install
+
+```shell
+easy_install textstat
+```
+
+### Install latest version from GitHub
+
+```shell
+git clone https://github.com/shivam5992/textstat.git
+cd textstat
+pip install .
+```
+
+### Install from PyPI
+
+Download the latest version of textstat from http://pypi.python.org/pypi/textstat/
+
+You can install it by doing the following:
+
+```shell
+tar xfz textstat-*.tar.gz
+cd textstat-*/
+python setup.py build
+python setup.py install # as root
+```
+
+## Language support
+By default functions implement algorithms for english language.
+To change language, use:
+
+```python
+textstat.set_lang(lang)
+```
+
+The language will be used for syllable calculation and to choose
+variant of the formula.
+
+### Language variants
+All functions implement `en_US` language. Some of them has also variants
+for other languages listed below.
+
+| Function | en | de | es | fr | it | nl | pl | ru |
+|-----------------------------|----|----|----|----|----|----|----|----|
+| flesch_reading_ease | ✔ | ✔ | ✔ | ✔ | ✔ | ✔ | | ✔ |
+| gunning_fog | ✔ | | | | | | ✔ | |
+
+#### Spanish-specific tests
+The following functions are specifically designed for spanish language.
+They can be used on non-spanish texts, even though that use case is not recommended.
+
+```python
+>>> textstat.fernandez_huerta(test_data)
+>>> textstat.szigriszt_pazos(test_data)
+>>> textstat.gutierrez_polini(test_data)
+>>> textstat.crawford(test_data)
+```
+
+Additional information on the formula they implement can be found in their respective docstrings.
+
+## List of Functions
+
+### Formulas
+
+#### The Flesch Reading Ease formula
+
+```python
+textstat.flesch_reading_ease(text)
+```
+
+Returns the Flesch Reading Ease Score.
+
+The following table can be helpful to assess the ease of
+readability in a document.
+
+The table is an _example_ of values. While the
+maximum score is 121.22, there is no limit on how low
+the score can be. A negative score is valid.
+
+| Score | Difficulty |
+|-------|-------------------|
+|90-100 | Very Easy |
+| 80-89 | Easy |
+| 70-79 | Fairly Easy |
+| 60-69 | Standard |
+| 50-59 | Fairly Difficult |
+| 30-49 | Difficult |
+| 0-29 | Very Confusing |
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Flesch%E2%80%93Kincaid_readability_tests#Flesch_reading_ease)
+
+#### The Flesch-Kincaid Grade Level
+
+```python
+textstat.flesch_kincaid_grade(text)
+```
+
+Returns the Flesch-Kincaid Grade of the given text. This is a grade
+formula in that a score of 9.3 means that a ninth grader would be able to
+read the document.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Flesch%E2%80%93Kincaid_readability_tests#Flesch%E2%80%93Kincaid_grade_level)
+
+#### The Fog Scale (Gunning FOG Formula)
+
+```python
+textstat.gunning_fog(text)
+```
+
+Returns the FOG index of the given text. This is a grade formula in that
+a score of 9.3 means that a ninth grader would be able to read the document.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Gunning_fog_index)
+
+#### The SMOG Index
+
+```python
+textstat.smog_index(text)
+```
+
+Returns the SMOG index of the given text. This is a grade formula in that
+a score of 9.3 means that a ninth grader would be able to read the document.
+
+Texts of fewer than 30 sentences are statistically invalid, because
+the SMOG formula was normed on 30-sentence samples. textstat requires at
+least 3 sentences for a result.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/SMOG)
+
+#### Automated Readability Index
+
+```python
+textstat.automated_readability_index(text)
+```
+
+Returns the ARI (Automated Readability Index) which outputs
+a number that approximates the grade level needed to
+comprehend the text.
+
+For example if the ARI is 6.5, then the grade level to comprehend
+the text is 6th to 7th grade.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Automated_readability_index)
+
+#### The Coleman-Liau Index
+
+```python
+textstat.coleman_liau_index(text)
+```
+
+Returns the grade level of the text using the Coleman-Liau Formula. This is
+a grade formula in that a score of 9.3 means that a ninth grader would be
+able to read the document.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Coleman%E2%80%93Liau_index)
+
+#### Linsear Write Formula
+
+```python
+textstat.linsear_write_formula(text)
+```
+
+Returns the grade level using the Linsear Write Formula. This is
+a grade formula in that a score of 9.3 means that a ninth grader would be
+able to read the document.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Linsear_Write)
+
+#### Dale-Chall Readability Score
+
+```python
+textstat.dale_chall_readability_score(text)
+```
+
+Different from other tests, since it uses a lookup table
+of the most commonly used 3000 English words. Thus it returns
+the grade level using the New Dale-Chall Formula.
+
+| Score | Understood by |
+|-------------|-----------------------------------------------|
+|4.9 or lower | average 4th-grade student or lower |
+| 5.0–5.9 | average 5th or 6th-grade student |
+| 6.0–6.9 | average 7th or 8th-grade student |
+| 7.0–7.9 | average 9th or 10th-grade student |
+| 8.0–8.9 | average 11th or 12th-grade student |
+| 9.0–9.9 | average 13th to 15th-grade (college) student |
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Dale%E2%80%93Chall_readability_formula)
+
+#### Readability Consensus based upon all the above tests
+
+```python
+textstat.text_standard(text, float_output=False)
+```
+
+Based upon all the above tests, returns the estimated school
+grade level required to understand the text.
+
+Optional `float_output` allows the score to be returned as a
+`float`. Defaults to `False`.
+
+#### Spache Readability Formula
+
+```python
+textstat.spache_readability(text)
+```
+
+Returns grade level of english text.
+
+Intended for text written for children up to grade four.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Spache_readability_formula)
+
+#### McAlpine EFLAW Readability Score
+
+```python
+textstat.mcalpine_eflaw(text)
+```
+
+Returns a score for the readability of an english text for a foreign learner or
+English, focusing on the number of miniwords and length of sentences.
+
+It is recommended to aim for a score equal to or lower than 25.
+
+> Further reading on
+[This blog post](https://strainindex.wordpress.com/2009/04/30/mcalpine-eflaw-readability-score/)
+
+#### Reading Time
+
+```python
+textstat.reading_time(text, ms_per_char=14.69)
+```
+
+Returns the reading time of the given text.
+
+Assumes 14.69ms per character.
+
+> Further reading in
+[This academic paper](https://homepages.inf.ed.ac.uk/keller/papers/cognition08a.pdf)
+
+### Language Specific Formulas
+#### Índice de lecturabilidad Fernandez-Huerta (Spanish)
+
+```python
+textstat.fernandez_huerta(text)
+```
+
+Reformulation of the Flesch Reading Ease Formula specifically for spanish.
+The results can be interpreted similarly
+
+> Further reading on
+[This blog post](https://legible.es/blog/lecturabilidad-fernandez-huerta/)
+
+#### Índice de perspicuidad de Szigriszt-Pazos (Spanish)
+
+```python
+textstat.szigriszt_pazos(text)
+```
+Adaptation of Flesch Reading Ease formula for spanish-based texts.
+
+Attempts to quantify how understandable a text is.
+
+> Further reading on
+[This blog post](https://legible.es/blog/perspicuidad-szigriszt-pazos/)
+
+#### Fórmula de comprensibilidad de Gutiérrez de Polini (Spanish)
+
+```python
+textstat.gutierrez_polini(text)
+```
+
+Returns the Guttiérrez de Polini understandability index.
+
+Specifically designed for the texts in spanish, not an adaptation.
+Conceived for grade-school level texts.
+
+Scores for more complex text are not reliable.
+
+> Further reading on
+[This blog post](https://legible.es/blog/comprensibilidad-gutierrez-de-polini/)
+
+#### Fórmula de Crawford (Spanish)
+
+```python
+textstat.crawford(text)
+```
+
+Returns the Crawford score for the text.
+
+Returns an estimate of the years of schooling required to understand the text.
+
+The text is only valid for elementary school level texts.
+
+> Further reading on
+[This blog post](https://legible.es/blog/formula-de-crawford/)
+
+#### Osman (Arabic)
+
+```python
+textstat.osman(text)
+```
+
+Returns OSMAN score for text.
+
+Designed for Arabic, an adaption of Flesch and Fog Formula.
+Introduces a new factor called "Faseeh".
+
+> Further reading in
+[This academic paper](https://www.aclweb.org/anthology/L16-1038.pdf)
+
+#### Gulpease Index (Italian)
+
+```python
+textstat.gulpease_index(text)
+```
+
+Returns the Gulpease index of Italian text, which translates to
+level of education completed.
+
+Lower scores require higher level of education to read with ease.
+
+> Further reading on
+[Wikipedia](https://it.wikipedia.org/wiki/Indice_Gulpease)
+
+#### Wiener Sachtextformel (German)
+
+```python
+textstat.wiener_sachtextformel(text, variant)
+```
+
+Returns a grade level score for the given text.
+
+A value of 4 means very easy text, whereas 15 means very difficult text.
+
+> Further reading on
+[Wikipedia](https://de.wikipedia.org/wiki/Lesbarkeitsindex#Wiener_Sachtextformel)
+
+### Aggregates and Averages
+
+#### Syllable Count
+
+```python
+textstat.syllable_count(text)
+```
+
+Returns the number of syllables present in the given text.
+
+Uses the Python module [Pyphen](https://github.com/Kozea/Pyphen)
+for syllable calculation.
+
+#### Lexicon Count
+
+```python
+textstat.lexicon_count(text, removepunct=True)
+```
+
+Calculates the number of words present in the text.
+Optional `removepunct` specifies whether we need to take
+punctuation symbols into account while counting lexicons.
+Default value is `True`, which removes the punctuation
+before counting lexicon items.
+
+#### Sentence Count
+
+```python
+textstat.sentence_count(text)
+```
+
+Returns the number of sentences present in the given text.
+
+#### Character Count
+
+```python
+textstat.char_count(text, ignore_spaces=True)
+```
+
+Returns the number of characters present in the given text.
+
+#### Letter Count
+
+```python
+textstat.letter_count(text, ignore_spaces=True)
+```
+
+Returns the number of characters present in the given text without punctuation.
+
+#### Polysyllable Count
+
+```python
+textstat.polysyllabcount(text)
+```
+
+Returns the number of words with a syllable count greater than or equal to 3.
+
+#### Monosyllable Count
+
+```python
+textstat.monosyllabcount(text)
+```
+
+Returns the number of words with a syllable count equal to one.
+
+## Contributing
+
+If you find any problems, you should open an
+[issue](https://github.com/shivam5992/textstat/issues).
+
+If you can fix an issue you've found, or another issue, you should open
+a [pull request](https://github.com/shivam5992/textstat/pulls).
+
+1. Fork this repository on GitHub to start making your changes to the master
+branch (or branch off of it).
+2. Write a test which shows that the bug was fixed or that the feature works as expected.
+3. Send a pull request!
+
+### Development setup
+
+> It is recommended you use a [virtual environment](
+https://docs.python.org/3/tutorial/venv.html), or [Pipenv](
+https://docs.pipenv.org/) to keep your development work isolated from your
+systems Python installation.
+
+```bash
+$ git clone https://github.com/<yourname>/textstat.git # Clone the repo from your fork
+$ cd textstat
+$ pip install -r requirements.txt # Install all dependencies
+
+$ # Make changes
+
+$ python -m pytest test.py # Run tests
+```
+
+
+
+
+
+%package -n python3-textstat
+Summary: Calculate statistical features from text
+Provides: python-textstat
+BuildRequires: python3-devel
+BuildRequires: python3-setuptools
+BuildRequires: python3-pip
+%description -n python3-textstat
+# Textstat
+
+[![PyPI](https://img.shields.io/pypi/v/textstat.svg)](https://pypi.org/project/textstat/)
+[![Build Status](https://github.com/shivam5992/textstat/actions/workflows/test.yml/badge.svg?branch=master)](https://github.com/shivam5992/textstat/actions/workflows/test.yml)
+[![Downloads](https://img.shields.io/badge/dynamic/json.svg?url=https://pypistats.org/api/packages/textstat/recent?mirrors=false&label=downloads&query=$.data.last_month&suffix=/month)](https://pypistats.org/packages/textstat)
+
+**Textstat is an easy to use library to calculate statistics from text. It helps determine readability, complexity, and grade level.**
+
+<p align="center">
+ <img width="100%" src="https://images.unsplash.com/photo-1457369804613-52c61a468e7d?ixlib=rb-1.2.1&auto=format&fit=crop&w=1350&h=400&q=80">
+</p>
+<p align="right">
+ <sup>Photo by <a href="https://unsplash.com/@impatrickt">Patrick Tomasso</a>
+ on <a href="https://unsplash.com/images/things/book">Unsplash</a></sup>
+</p>
+
+## Usage
+
+```python
+>>> import textstat
+
+>>> test_data = (
+ "Playing games has always been thought to be important to "
+ "the development of well-balanced and creative children; "
+ "however, what part, if any, they should play in the lives "
+ "of adults has never been researched that deeply. I believe "
+ "that playing games is every bit as important for adults "
+ "as for children. Not only is taking time out to play games "
+ "with our children and other adults valuable to building "
+ "interpersonal relationships but is also a wonderful way "
+ "to release built up tension."
+)
+
+>>> textstat.flesch_reading_ease(test_data)
+>>> textstat.flesch_kincaid_grade(test_data)
+>>> textstat.smog_index(test_data)
+>>> textstat.coleman_liau_index(test_data)
+>>> textstat.automated_readability_index(test_data)
+>>> textstat.dale_chall_readability_score(test_data)
+>>> textstat.difficult_words(test_data)
+>>> textstat.linsear_write_formula(test_data)
+>>> textstat.gunning_fog(test_data)
+>>> textstat.text_standard(test_data)
+>>> textstat.fernandez_huerta(test_data)
+>>> textstat.szigriszt_pazos(test_data)
+>>> textstat.gutierrez_polini(test_data)
+>>> textstat.crawford(test_data)
+>>> textstat.gulpease_index(test_data)
+>>> textstat.osman(test_data)
+```
+
+The argument (text) for all the defined functions remains the same -
+i.e the text for which statistics need to be calculated.
+
+## Install
+
+You can install textstat either via the Python Package Index (PyPI) or from source.
+
+### Install using pip
+
+```shell
+pip install textstat
+```
+
+### Install using easy_install
+
+```shell
+easy_install textstat
+```
+
+### Install latest version from GitHub
+
+```shell
+git clone https://github.com/shivam5992/textstat.git
+cd textstat
+pip install .
+```
+
+### Install from PyPI
+
+Download the latest version of textstat from http://pypi.python.org/pypi/textstat/
+
+You can install it by doing the following:
+
+```shell
+tar xfz textstat-*.tar.gz
+cd textstat-*/
+python setup.py build
+python setup.py install # as root
+```
+
+## Language support
+By default functions implement algorithms for english language.
+To change language, use:
+
+```python
+textstat.set_lang(lang)
+```
+
+The language will be used for syllable calculation and to choose
+variant of the formula.
+
+### Language variants
+All functions implement `en_US` language. Some of them has also variants
+for other languages listed below.
+
+| Function | en | de | es | fr | it | nl | pl | ru |
+|-----------------------------|----|----|----|----|----|----|----|----|
+| flesch_reading_ease | ✔ | ✔ | ✔ | ✔ | ✔ | ✔ | | ✔ |
+| gunning_fog | ✔ | | | | | | ✔ | |
+
+#### Spanish-specific tests
+The following functions are specifically designed for spanish language.
+They can be used on non-spanish texts, even though that use case is not recommended.
+
+```python
+>>> textstat.fernandez_huerta(test_data)
+>>> textstat.szigriszt_pazos(test_data)
+>>> textstat.gutierrez_polini(test_data)
+>>> textstat.crawford(test_data)
+```
+
+Additional information on the formula they implement can be found in their respective docstrings.
+
+## List of Functions
+
+### Formulas
+
+#### The Flesch Reading Ease formula
+
+```python
+textstat.flesch_reading_ease(text)
+```
+
+Returns the Flesch Reading Ease Score.
+
+The following table can be helpful to assess the ease of
+readability in a document.
+
+The table is an _example_ of values. While the
+maximum score is 121.22, there is no limit on how low
+the score can be. A negative score is valid.
+
+| Score | Difficulty |
+|-------|-------------------|
+|90-100 | Very Easy |
+| 80-89 | Easy |
+| 70-79 | Fairly Easy |
+| 60-69 | Standard |
+| 50-59 | Fairly Difficult |
+| 30-49 | Difficult |
+| 0-29 | Very Confusing |
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Flesch%E2%80%93Kincaid_readability_tests#Flesch_reading_ease)
+
+#### The Flesch-Kincaid Grade Level
+
+```python
+textstat.flesch_kincaid_grade(text)
+```
+
+Returns the Flesch-Kincaid Grade of the given text. This is a grade
+formula in that a score of 9.3 means that a ninth grader would be able to
+read the document.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Flesch%E2%80%93Kincaid_readability_tests#Flesch%E2%80%93Kincaid_grade_level)
+
+#### The Fog Scale (Gunning FOG Formula)
+
+```python
+textstat.gunning_fog(text)
+```
+
+Returns the FOG index of the given text. This is a grade formula in that
+a score of 9.3 means that a ninth grader would be able to read the document.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Gunning_fog_index)
+
+#### The SMOG Index
+
+```python
+textstat.smog_index(text)
+```
+
+Returns the SMOG index of the given text. This is a grade formula in that
+a score of 9.3 means that a ninth grader would be able to read the document.
+
+Texts of fewer than 30 sentences are statistically invalid, because
+the SMOG formula was normed on 30-sentence samples. textstat requires at
+least 3 sentences for a result.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/SMOG)
+
+#### Automated Readability Index
+
+```python
+textstat.automated_readability_index(text)
+```
+
+Returns the ARI (Automated Readability Index) which outputs
+a number that approximates the grade level needed to
+comprehend the text.
+
+For example if the ARI is 6.5, then the grade level to comprehend
+the text is 6th to 7th grade.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Automated_readability_index)
+
+#### The Coleman-Liau Index
+
+```python
+textstat.coleman_liau_index(text)
+```
+
+Returns the grade level of the text using the Coleman-Liau Formula. This is
+a grade formula in that a score of 9.3 means that a ninth grader would be
+able to read the document.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Coleman%E2%80%93Liau_index)
+
+#### Linsear Write Formula
+
+```python
+textstat.linsear_write_formula(text)
+```
+
+Returns the grade level using the Linsear Write Formula. This is
+a grade formula in that a score of 9.3 means that a ninth grader would be
+able to read the document.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Linsear_Write)
+
+#### Dale-Chall Readability Score
+
+```python
+textstat.dale_chall_readability_score(text)
+```
+
+Different from other tests, since it uses a lookup table
+of the most commonly used 3000 English words. Thus it returns
+the grade level using the New Dale-Chall Formula.
+
+| Score | Understood by |
+|-------------|-----------------------------------------------|
+|4.9 or lower | average 4th-grade student or lower |
+| 5.0–5.9 | average 5th or 6th-grade student |
+| 6.0–6.9 | average 7th or 8th-grade student |
+| 7.0–7.9 | average 9th or 10th-grade student |
+| 8.0–8.9 | average 11th or 12th-grade student |
+| 9.0–9.9 | average 13th to 15th-grade (college) student |
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Dale%E2%80%93Chall_readability_formula)
+
+#### Readability Consensus based upon all the above tests
+
+```python
+textstat.text_standard(text, float_output=False)
+```
+
+Based upon all the above tests, returns the estimated school
+grade level required to understand the text.
+
+Optional `float_output` allows the score to be returned as a
+`float`. Defaults to `False`.
+
+#### Spache Readability Formula
+
+```python
+textstat.spache_readability(text)
+```
+
+Returns grade level of english text.
+
+Intended for text written for children up to grade four.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Spache_readability_formula)
+
+#### McAlpine EFLAW Readability Score
+
+```python
+textstat.mcalpine_eflaw(text)
+```
+
+Returns a score for the readability of an english text for a foreign learner or
+English, focusing on the number of miniwords and length of sentences.
+
+It is recommended to aim for a score equal to or lower than 25.
+
+> Further reading on
+[This blog post](https://strainindex.wordpress.com/2009/04/30/mcalpine-eflaw-readability-score/)
+
+#### Reading Time
+
+```python
+textstat.reading_time(text, ms_per_char=14.69)
+```
+
+Returns the reading time of the given text.
+
+Assumes 14.69ms per character.
+
+> Further reading in
+[This academic paper](https://homepages.inf.ed.ac.uk/keller/papers/cognition08a.pdf)
+
+### Language Specific Formulas
+#### Índice de lecturabilidad Fernandez-Huerta (Spanish)
+
+```python
+textstat.fernandez_huerta(text)
+```
+
+Reformulation of the Flesch Reading Ease Formula specifically for spanish.
+The results can be interpreted similarly
+
+> Further reading on
+[This blog post](https://legible.es/blog/lecturabilidad-fernandez-huerta/)
+
+#### Índice de perspicuidad de Szigriszt-Pazos (Spanish)
+
+```python
+textstat.szigriszt_pazos(text)
+```
+Adaptation of Flesch Reading Ease formula for spanish-based texts.
+
+Attempts to quantify how understandable a text is.
+
+> Further reading on
+[This blog post](https://legible.es/blog/perspicuidad-szigriszt-pazos/)
+
+#### Fórmula de comprensibilidad de Gutiérrez de Polini (Spanish)
+
+```python
+textstat.gutierrez_polini(text)
+```
+
+Returns the Guttiérrez de Polini understandability index.
+
+Specifically designed for the texts in spanish, not an adaptation.
+Conceived for grade-school level texts.
+
+Scores for more complex text are not reliable.
+
+> Further reading on
+[This blog post](https://legible.es/blog/comprensibilidad-gutierrez-de-polini/)
+
+#### Fórmula de Crawford (Spanish)
+
+```python
+textstat.crawford(text)
+```
+
+Returns the Crawford score for the text.
+
+Returns an estimate of the years of schooling required to understand the text.
+
+The text is only valid for elementary school level texts.
+
+> Further reading on
+[This blog post](https://legible.es/blog/formula-de-crawford/)
+
+#### Osman (Arabic)
+
+```python
+textstat.osman(text)
+```
+
+Returns OSMAN score for text.
+
+Designed for Arabic, an adaption of Flesch and Fog Formula.
+Introduces a new factor called "Faseeh".
+
+> Further reading in
+[This academic paper](https://www.aclweb.org/anthology/L16-1038.pdf)
+
+#### Gulpease Index (Italian)
+
+```python
+textstat.gulpease_index(text)
+```
+
+Returns the Gulpease index of Italian text, which translates to
+level of education completed.
+
+Lower scores require higher level of education to read with ease.
+
+> Further reading on
+[Wikipedia](https://it.wikipedia.org/wiki/Indice_Gulpease)
+
+#### Wiener Sachtextformel (German)
+
+```python
+textstat.wiener_sachtextformel(text, variant)
+```
+
+Returns a grade level score for the given text.
+
+A value of 4 means very easy text, whereas 15 means very difficult text.
+
+> Further reading on
+[Wikipedia](https://de.wikipedia.org/wiki/Lesbarkeitsindex#Wiener_Sachtextformel)
+
+### Aggregates and Averages
+
+#### Syllable Count
+
+```python
+textstat.syllable_count(text)
+```
+
+Returns the number of syllables present in the given text.
+
+Uses the Python module [Pyphen](https://github.com/Kozea/Pyphen)
+for syllable calculation.
+
+#### Lexicon Count
+
+```python
+textstat.lexicon_count(text, removepunct=True)
+```
+
+Calculates the number of words present in the text.
+Optional `removepunct` specifies whether we need to take
+punctuation symbols into account while counting lexicons.
+Default value is `True`, which removes the punctuation
+before counting lexicon items.
+
+#### Sentence Count
+
+```python
+textstat.sentence_count(text)
+```
+
+Returns the number of sentences present in the given text.
+
+#### Character Count
+
+```python
+textstat.char_count(text, ignore_spaces=True)
+```
+
+Returns the number of characters present in the given text.
+
+#### Letter Count
+
+```python
+textstat.letter_count(text, ignore_spaces=True)
+```
+
+Returns the number of characters present in the given text without punctuation.
+
+#### Polysyllable Count
+
+```python
+textstat.polysyllabcount(text)
+```
+
+Returns the number of words with a syllable count greater than or equal to 3.
+
+#### Monosyllable Count
+
+```python
+textstat.monosyllabcount(text)
+```
+
+Returns the number of words with a syllable count equal to one.
+
+## Contributing
+
+If you find any problems, you should open an
+[issue](https://github.com/shivam5992/textstat/issues).
+
+If you can fix an issue you've found, or another issue, you should open
+a [pull request](https://github.com/shivam5992/textstat/pulls).
+
+1. Fork this repository on GitHub to start making your changes to the master
+branch (or branch off of it).
+2. Write a test which shows that the bug was fixed or that the feature works as expected.
+3. Send a pull request!
+
+### Development setup
+
+> It is recommended you use a [virtual environment](
+https://docs.python.org/3/tutorial/venv.html), or [Pipenv](
+https://docs.pipenv.org/) to keep your development work isolated from your
+systems Python installation.
+
+```bash
+$ git clone https://github.com/<yourname>/textstat.git # Clone the repo from your fork
+$ cd textstat
+$ pip install -r requirements.txt # Install all dependencies
+
+$ # Make changes
+
+$ python -m pytest test.py # Run tests
+```
+
+
+
+
+
+%package help
+Summary: Development documents and examples for textstat
+Provides: python3-textstat-doc
+%description help
+# Textstat
+
+[![PyPI](https://img.shields.io/pypi/v/textstat.svg)](https://pypi.org/project/textstat/)
+[![Build Status](https://github.com/shivam5992/textstat/actions/workflows/test.yml/badge.svg?branch=master)](https://github.com/shivam5992/textstat/actions/workflows/test.yml)
+[![Downloads](https://img.shields.io/badge/dynamic/json.svg?url=https://pypistats.org/api/packages/textstat/recent?mirrors=false&label=downloads&query=$.data.last_month&suffix=/month)](https://pypistats.org/packages/textstat)
+
+**Textstat is an easy to use library to calculate statistics from text. It helps determine readability, complexity, and grade level.**
+
+<p align="center">
+ <img width="100%" src="https://images.unsplash.com/photo-1457369804613-52c61a468e7d?ixlib=rb-1.2.1&auto=format&fit=crop&w=1350&h=400&q=80">
+</p>
+<p align="right">
+ <sup>Photo by <a href="https://unsplash.com/@impatrickt">Patrick Tomasso</a>
+ on <a href="https://unsplash.com/images/things/book">Unsplash</a></sup>
+</p>
+
+## Usage
+
+```python
+>>> import textstat
+
+>>> test_data = (
+ "Playing games has always been thought to be important to "
+ "the development of well-balanced and creative children; "
+ "however, what part, if any, they should play in the lives "
+ "of adults has never been researched that deeply. I believe "
+ "that playing games is every bit as important for adults "
+ "as for children. Not only is taking time out to play games "
+ "with our children and other adults valuable to building "
+ "interpersonal relationships but is also a wonderful way "
+ "to release built up tension."
+)
+
+>>> textstat.flesch_reading_ease(test_data)
+>>> textstat.flesch_kincaid_grade(test_data)
+>>> textstat.smog_index(test_data)
+>>> textstat.coleman_liau_index(test_data)
+>>> textstat.automated_readability_index(test_data)
+>>> textstat.dale_chall_readability_score(test_data)
+>>> textstat.difficult_words(test_data)
+>>> textstat.linsear_write_formula(test_data)
+>>> textstat.gunning_fog(test_data)
+>>> textstat.text_standard(test_data)
+>>> textstat.fernandez_huerta(test_data)
+>>> textstat.szigriszt_pazos(test_data)
+>>> textstat.gutierrez_polini(test_data)
+>>> textstat.crawford(test_data)
+>>> textstat.gulpease_index(test_data)
+>>> textstat.osman(test_data)
+```
+
+The argument (text) for all the defined functions remains the same -
+i.e the text for which statistics need to be calculated.
+
+## Install
+
+You can install textstat either via the Python Package Index (PyPI) or from source.
+
+### Install using pip
+
+```shell
+pip install textstat
+```
+
+### Install using easy_install
+
+```shell
+easy_install textstat
+```
+
+### Install latest version from GitHub
+
+```shell
+git clone https://github.com/shivam5992/textstat.git
+cd textstat
+pip install .
+```
+
+### Install from PyPI
+
+Download the latest version of textstat from http://pypi.python.org/pypi/textstat/
+
+You can install it by doing the following:
+
+```shell
+tar xfz textstat-*.tar.gz
+cd textstat-*/
+python setup.py build
+python setup.py install # as root
+```
+
+## Language support
+By default functions implement algorithms for english language.
+To change language, use:
+
+```python
+textstat.set_lang(lang)
+```
+
+The language will be used for syllable calculation and to choose
+variant of the formula.
+
+### Language variants
+All functions implement `en_US` language. Some of them has also variants
+for other languages listed below.
+
+| Function | en | de | es | fr | it | nl | pl | ru |
+|-----------------------------|----|----|----|----|----|----|----|----|
+| flesch_reading_ease | ✔ | ✔ | ✔ | ✔ | ✔ | ✔ | | ✔ |
+| gunning_fog | ✔ | | | | | | ✔ | |
+
+#### Spanish-specific tests
+The following functions are specifically designed for spanish language.
+They can be used on non-spanish texts, even though that use case is not recommended.
+
+```python
+>>> textstat.fernandez_huerta(test_data)
+>>> textstat.szigriszt_pazos(test_data)
+>>> textstat.gutierrez_polini(test_data)
+>>> textstat.crawford(test_data)
+```
+
+Additional information on the formula they implement can be found in their respective docstrings.
+
+## List of Functions
+
+### Formulas
+
+#### The Flesch Reading Ease formula
+
+```python
+textstat.flesch_reading_ease(text)
+```
+
+Returns the Flesch Reading Ease Score.
+
+The following table can be helpful to assess the ease of
+readability in a document.
+
+The table is an _example_ of values. While the
+maximum score is 121.22, there is no limit on how low
+the score can be. A negative score is valid.
+
+| Score | Difficulty |
+|-------|-------------------|
+|90-100 | Very Easy |
+| 80-89 | Easy |
+| 70-79 | Fairly Easy |
+| 60-69 | Standard |
+| 50-59 | Fairly Difficult |
+| 30-49 | Difficult |
+| 0-29 | Very Confusing |
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Flesch%E2%80%93Kincaid_readability_tests#Flesch_reading_ease)
+
+#### The Flesch-Kincaid Grade Level
+
+```python
+textstat.flesch_kincaid_grade(text)
+```
+
+Returns the Flesch-Kincaid Grade of the given text. This is a grade
+formula in that a score of 9.3 means that a ninth grader would be able to
+read the document.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Flesch%E2%80%93Kincaid_readability_tests#Flesch%E2%80%93Kincaid_grade_level)
+
+#### The Fog Scale (Gunning FOG Formula)
+
+```python
+textstat.gunning_fog(text)
+```
+
+Returns the FOG index of the given text. This is a grade formula in that
+a score of 9.3 means that a ninth grader would be able to read the document.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Gunning_fog_index)
+
+#### The SMOG Index
+
+```python
+textstat.smog_index(text)
+```
+
+Returns the SMOG index of the given text. This is a grade formula in that
+a score of 9.3 means that a ninth grader would be able to read the document.
+
+Texts of fewer than 30 sentences are statistically invalid, because
+the SMOG formula was normed on 30-sentence samples. textstat requires at
+least 3 sentences for a result.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/SMOG)
+
+#### Automated Readability Index
+
+```python
+textstat.automated_readability_index(text)
+```
+
+Returns the ARI (Automated Readability Index) which outputs
+a number that approximates the grade level needed to
+comprehend the text.
+
+For example if the ARI is 6.5, then the grade level to comprehend
+the text is 6th to 7th grade.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Automated_readability_index)
+
+#### The Coleman-Liau Index
+
+```python
+textstat.coleman_liau_index(text)
+```
+
+Returns the grade level of the text using the Coleman-Liau Formula. This is
+a grade formula in that a score of 9.3 means that a ninth grader would be
+able to read the document.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Coleman%E2%80%93Liau_index)
+
+#### Linsear Write Formula
+
+```python
+textstat.linsear_write_formula(text)
+```
+
+Returns the grade level using the Linsear Write Formula. This is
+a grade formula in that a score of 9.3 means that a ninth grader would be
+able to read the document.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Linsear_Write)
+
+#### Dale-Chall Readability Score
+
+```python
+textstat.dale_chall_readability_score(text)
+```
+
+Different from other tests, since it uses a lookup table
+of the most commonly used 3000 English words. Thus it returns
+the grade level using the New Dale-Chall Formula.
+
+| Score | Understood by |
+|-------------|-----------------------------------------------|
+|4.9 or lower | average 4th-grade student or lower |
+| 5.0–5.9 | average 5th or 6th-grade student |
+| 6.0–6.9 | average 7th or 8th-grade student |
+| 7.0–7.9 | average 9th or 10th-grade student |
+| 8.0–8.9 | average 11th or 12th-grade student |
+| 9.0–9.9 | average 13th to 15th-grade (college) student |
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Dale%E2%80%93Chall_readability_formula)
+
+#### Readability Consensus based upon all the above tests
+
+```python
+textstat.text_standard(text, float_output=False)
+```
+
+Based upon all the above tests, returns the estimated school
+grade level required to understand the text.
+
+Optional `float_output` allows the score to be returned as a
+`float`. Defaults to `False`.
+
+#### Spache Readability Formula
+
+```python
+textstat.spache_readability(text)
+```
+
+Returns grade level of english text.
+
+Intended for text written for children up to grade four.
+
+> Further reading on
+[Wikipedia](https://en.wikipedia.org/wiki/Spache_readability_formula)
+
+#### McAlpine EFLAW Readability Score
+
+```python
+textstat.mcalpine_eflaw(text)
+```
+
+Returns a score for the readability of an english text for a foreign learner or
+English, focusing on the number of miniwords and length of sentences.
+
+It is recommended to aim for a score equal to or lower than 25.
+
+> Further reading on
+[This blog post](https://strainindex.wordpress.com/2009/04/30/mcalpine-eflaw-readability-score/)
+
+#### Reading Time
+
+```python
+textstat.reading_time(text, ms_per_char=14.69)
+```
+
+Returns the reading time of the given text.
+
+Assumes 14.69ms per character.
+
+> Further reading in
+[This academic paper](https://homepages.inf.ed.ac.uk/keller/papers/cognition08a.pdf)
+
+### Language Specific Formulas
+#### Índice de lecturabilidad Fernandez-Huerta (Spanish)
+
+```python
+textstat.fernandez_huerta(text)
+```
+
+Reformulation of the Flesch Reading Ease Formula specifically for spanish.
+The results can be interpreted similarly
+
+> Further reading on
+[This blog post](https://legible.es/blog/lecturabilidad-fernandez-huerta/)
+
+#### Índice de perspicuidad de Szigriszt-Pazos (Spanish)
+
+```python
+textstat.szigriszt_pazos(text)
+```
+Adaptation of Flesch Reading Ease formula for spanish-based texts.
+
+Attempts to quantify how understandable a text is.
+
+> Further reading on
+[This blog post](https://legible.es/blog/perspicuidad-szigriszt-pazos/)
+
+#### Fórmula de comprensibilidad de Gutiérrez de Polini (Spanish)
+
+```python
+textstat.gutierrez_polini(text)
+```
+
+Returns the Guttiérrez de Polini understandability index.
+
+Specifically designed for the texts in spanish, not an adaptation.
+Conceived for grade-school level texts.
+
+Scores for more complex text are not reliable.
+
+> Further reading on
+[This blog post](https://legible.es/blog/comprensibilidad-gutierrez-de-polini/)
+
+#### Fórmula de Crawford (Spanish)
+
+```python
+textstat.crawford(text)
+```
+
+Returns the Crawford score for the text.
+
+Returns an estimate of the years of schooling required to understand the text.
+
+The text is only valid for elementary school level texts.
+
+> Further reading on
+[This blog post](https://legible.es/blog/formula-de-crawford/)
+
+#### Osman (Arabic)
+
+```python
+textstat.osman(text)
+```
+
+Returns OSMAN score for text.
+
+Designed for Arabic, an adaption of Flesch and Fog Formula.
+Introduces a new factor called "Faseeh".
+
+> Further reading in
+[This academic paper](https://www.aclweb.org/anthology/L16-1038.pdf)
+
+#### Gulpease Index (Italian)
+
+```python
+textstat.gulpease_index(text)
+```
+
+Returns the Gulpease index of Italian text, which translates to
+level of education completed.
+
+Lower scores require higher level of education to read with ease.
+
+> Further reading on
+[Wikipedia](https://it.wikipedia.org/wiki/Indice_Gulpease)
+
+#### Wiener Sachtextformel (German)
+
+```python
+textstat.wiener_sachtextformel(text, variant)
+```
+
+Returns a grade level score for the given text.
+
+A value of 4 means very easy text, whereas 15 means very difficult text.
+
+> Further reading on
+[Wikipedia](https://de.wikipedia.org/wiki/Lesbarkeitsindex#Wiener_Sachtextformel)
+
+### Aggregates and Averages
+
+#### Syllable Count
+
+```python
+textstat.syllable_count(text)
+```
+
+Returns the number of syllables present in the given text.
+
+Uses the Python module [Pyphen](https://github.com/Kozea/Pyphen)
+for syllable calculation.
+
+#### Lexicon Count
+
+```python
+textstat.lexicon_count(text, removepunct=True)
+```
+
+Calculates the number of words present in the text.
+Optional `removepunct` specifies whether we need to take
+punctuation symbols into account while counting lexicons.
+Default value is `True`, which removes the punctuation
+before counting lexicon items.
+
+#### Sentence Count
+
+```python
+textstat.sentence_count(text)
+```
+
+Returns the number of sentences present in the given text.
+
+#### Character Count
+
+```python
+textstat.char_count(text, ignore_spaces=True)
+```
+
+Returns the number of characters present in the given text.
+
+#### Letter Count
+
+```python
+textstat.letter_count(text, ignore_spaces=True)
+```
+
+Returns the number of characters present in the given text without punctuation.
+
+#### Polysyllable Count
+
+```python
+textstat.polysyllabcount(text)
+```
+
+Returns the number of words with a syllable count greater than or equal to 3.
+
+#### Monosyllable Count
+
+```python
+textstat.monosyllabcount(text)
+```
+
+Returns the number of words with a syllable count equal to one.
+
+## Contributing
+
+If you find any problems, you should open an
+[issue](https://github.com/shivam5992/textstat/issues).
+
+If you can fix an issue you've found, or another issue, you should open
+a [pull request](https://github.com/shivam5992/textstat/pulls).
+
+1. Fork this repository on GitHub to start making your changes to the master
+branch (or branch off of it).
+2. Write a test which shows that the bug was fixed or that the feature works as expected.
+3. Send a pull request!
+
+### Development setup
+
+> It is recommended you use a [virtual environment](
+https://docs.python.org/3/tutorial/venv.html), or [Pipenv](
+https://docs.pipenv.org/) to keep your development work isolated from your
+systems Python installation.
+
+```bash
+$ git clone https://github.com/<yourname>/textstat.git # Clone the repo from your fork
+$ cd textstat
+$ pip install -r requirements.txt # Install all dependencies
+
+$ # Make changes
+
+$ python -m pytest test.py # Run tests
+```
+
+
+
+
+
+%prep
+%autosetup -n textstat-0.7.3
+
+%build
+%py3_build
+
+%install
+%py3_install
+install -d -m755 %{buildroot}/%{_pkgdocdir}
+if [ -d doc ]; then cp -arf doc %{buildroot}/%{_pkgdocdir}; fi
+if [ -d docs ]; then cp -arf docs %{buildroot}/%{_pkgdocdir}; fi
+if [ -d example ]; then cp -arf example %{buildroot}/%{_pkgdocdir}; fi
+if [ -d examples ]; then cp -arf examples %{buildroot}/%{_pkgdocdir}; fi
+pushd %{buildroot}
+if [ -d usr/lib ]; then
+ find usr/lib -type f -printf "/%h/%f\n" >> filelist.lst
+fi
+if [ -d usr/lib64 ]; then
+ find usr/lib64 -type f -printf "/%h/%f\n" >> filelist.lst
+fi
+if [ -d usr/bin ]; then
+ find usr/bin -type f -printf "/%h/%f\n" >> filelist.lst
+fi
+if [ -d usr/sbin ]; then
+ find usr/sbin -type f -printf "/%h/%f\n" >> filelist.lst
+fi
+touch doclist.lst
+if [ -d usr/share/man ]; then
+ find usr/share/man -type f -printf "/%h/%f.gz\n" >> doclist.lst
+fi
+popd
+mv %{buildroot}/filelist.lst .
+mv %{buildroot}/doclist.lst .
+
+%files -n python3-textstat -f filelist.lst
+%dir %{python3_sitelib}/*
+
+%files help -f doclist.lst
+%{_docdir}/*
+
+%changelog
+* Tue Apr 11 2023 Python_Bot <Python_Bot@openeuler.org> - 0.7.3-1
+- Package Spec generated
diff --git a/sources b/sources
new file mode 100644
index 0000000..0a16754
--- /dev/null
+++ b/sources
@@ -0,0 +1 @@
+48afba2c439f1e6169f1b1f48efecbf2 textstat-0.7.3.tar.gz