From 3cb7ad9082e4adf8b38e08fc72a7dc0190c44651 Mon Sep 17 00:00:00 2001 From: Matthew Gaughan Date: Sun, 2 Feb 2025 22:51:49 -0600 Subject: [PATCH] readability scoring --- .../020125_CONTRIBUTING_readability.csv | 716 +++ text_analysis/020125_README_readability.csv | 4254 +++++++++++++++++ text_analysis/quick_data_summary.ipynb | 219 + text_analysis/readability.ipynb | 104 + 4 files changed, 5293 insertions(+) create mode 100644 text_analysis/020125_CONTRIBUTING_readability.csv create mode 100644 text_analysis/020125_README_readability.csv create mode 100644 text_analysis/quick_data_summary.ipynb create mode 100644 text_analysis/readability.ipynb diff --git a/text_analysis/020125_CONTRIBUTING_readability.csv b/text_analysis/020125_CONTRIBUTING_readability.csv new file mode 100644 index 0000000..731e57f --- /dev/null +++ b/text_analysis/020125_CONTRIBUTING_readability.csv @@ -0,0 +1,716 @@ 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{}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " filename flesch_reading_ease \\\n", + "0 pytest-dev_pytest-bdd.git_hullabaloo_CONTRIBUT... 40.95 \n", + "1 lxqt_qterminal.git_hullabaloo_CONTRIBUTING.md 51.14 \n", + "2 rbenv_ruby-build.git_hullabaloo_CONTRIBUTING.md 71.14 \n", + "3 muse-sequencer_muse.git_hullabaloo_CONTRIBUTING -68.97 \n", + "4 mypaint_libmypaint_hullabaloo_CONTRIBUTING.md 51.04 \n", + "\n", + " flesch_kincaid_grade linsear_write_formula dale_chall_readability_score \\\n", + "0 10.9 10.6000 11.61 \n", + "1 9.0 8.0000 9.63 \n", + "2 7.6 9.0000 10.05 \n", + "3 24.1 3.5000 25.99 \n", + "4 9.1 6.5625 9.93 \n", + "\n", + " mcalpine_eflaw reading_time char_count word_count \n", + "0 18.2 6.58 448 67 \n", + "1 15.3 10.44 711 105 \n", + "2 27.0 1.16 79 17 \n", + "3 6.0 1.09 74 5 \n", + "4 16.8 8.68 591 94 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "contributing_readability.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "214.0" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "contributing_readability['word_count'].median()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "9.1" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "readme_readability['flesch_kincaid_grade'].median()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/text_analysis/readability.ipynb b/text_analysis/readability.ipynb new file mode 100644 index 0000000..aaa35ce --- /dev/null +++ b/text_analysis/readability.ipynb @@ -0,0 +1,104 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import os \n", + "import textstat\n", + "import csv" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "contributing_directory = \"/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/contributing/\"\n", + "readme_directory = \"/data/users/mgaughan/kkex/012825_cam_revision_main/final_data/first_version_documents/readme/\"\n", + "\n", + "csv_fieldnames = [ 'filename', 'flesch_reading_ease', 'flesch_kincaid_grade', 'linsear_write_formula', 'dale_chall_readability_score', 'mcalpine_eflaw', 'reading_time', 'char_count', 'word_count']" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_file(output_csv, wdirectory):\n", + " with open(output_csv, 'w') as csvfile: \n", + " writer = csv.DictWriter(csvfile, fieldnames = csv_fieldnames) \n", + " writer.writeheader() \n", + " files = os.listdir(wdirectory)\n", + " for file in files:\n", + " file_dict = {\"filename\": file}\n", + " full_address = wdirectory + file\n", + " file_dict = get_readibility(full_address, file_dict)\n", + " writer.writerow(file_dict)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def get_readibility(file_address, file_dict):\n", + " file = open(file_address, \"r\", encoding='utf-8', errors=\"ignore\")\n", + " document = file.read()\n", + " file_dict['flesch_reading_ease'] = textstat.flesch_reading_ease(document)\n", + " file_dict['flesch_kincaid_grade'] = textstat.flesch_kincaid_grade(document)\n", + " file_dict['linsear_write_formula'] = textstat.linsear_write_formula(document)\n", + " file_dict['dale_chall_readability_score'] = textstat.dale_chall_readability_score(document)\n", + " file_dict['mcalpine_eflaw'] = textstat.mcalpine_eflaw(document)\n", + " file_dict['reading_time'] = textstat.reading_time(document, ms_per_char=14.69)\n", + " file_dict['char_count'] = textstat.char_count(document, ignore_spaces=True)\n", + " file_dict['word_count'] = textstat.lexicon_count(document, removepunct=True)\n", + " return file_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "generate_file('020125_CONTRIBUTING_readability.csv', contributing_directory)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "generate_file('020125_README_readability.csv', readme_directory)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}