readability scoring
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text_analysis/020125_CONTRIBUTING_readability.csv
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filename,flesch_reading_ease,flesch_kincaid_grade,linsear_write_formula,dale_chall_readability_score,mcalpine_eflaw,reading_time,char_count,word_count
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bobek_pkg-pimd_hullabaloo_CONTRIBUTING.md,63.7,8.4,8.833333333333334,9.63,22.4,45.63,3106,559
|
||||
mcmtroffaes_pathlib2.git_hullabaloo_CONTRIBUTING.rst,21.56,12.1,4.625,12.96,10.3,4.41,300,30
|
||||
Diaoul_subliminal.git_hullabaloo_CONTRIBUTING.md,64.71,8.0,8.625,9.64,20.0,5.04,343,60
|
||||
flask-restful_flask-restful_hullabaloo_CONTRIBUTING.md,88.23,3.1,3.75,9.94,11.3,4.39,299,51
|
||||
seccomp_libseccomp_hullabaloo_CONTRIBUTING.md,52.43,12.7,7.857142857142858,7.76,37.9,79.52,5413,1055
|
||||
ipython_ipython_genutils_hullabaloo_CONTRIBUTING.md,-62.54,23.7,6.0,19.77,9.0,1.69,115,7
|
||||
theskumar_python-dotenv.git_hullabaloo_CONTRIBUTING.md,32.86,9.8,2.7142857142857144,16.79,6.7,4.11,280,33
|
||||
Backblaze_b2-sdk-python.git_hullabaloo_CONTRIBUTING.md,47.49,10.4,13.4,9.25,20.9,38.05,2590,413
|
||||
Nuitka_Nuitka_hullabaloo_CONTRIBUTING.md,57.37,8.7,11.333333333333334,8.68,19.6,45.89,3124,555
|
||||
boto_botocore_hullabaloo_CONTRIBUTING.md,52.46,8.5,6.222222222222222,10.68,14.2,15.57,1060,167
|
||||
andialbrecht_sqlparse.git_hullabaloo_CONTRIBUTING.md,28.5,11.5,5.8,12.15,12.4,5.11,348,45
|
||||
processone_fast_tls.git_hullabaloo_CONTRIBUTING.md,54.93,9.6,13.2,7.57,22.6,73.66,5014,850
|
||||
lunarmodules_penlight_hullabaloo_CONTRIBUTING.md,57.67,8.6,11.8,9.01,18.5,26.88,1830,299
|
||||
mongodb_mongo-c-driver_hullabaloo_CONTRIBUTING.md,54.83,9.7,8.0,8.91,22.7,19.99,1361,230
|
||||
epeli_underscore.string_hullabaloo_CONTRIBUTING.md,52.8,10.5,12.4,9.18,27.2,6.55,446,92
|
||||
jeremyevans_sequel_hullabaloo_CONTRIBUTING,72.87,6.9,11.8,9.19,22.2,15.56,1059,214
|
||||
KhronosGroup_SPIRV-LLVM-Translator_hullabaloo_CONTRIBUTING.md,49.45,11.8,14.75,8.26,30.8,53.91,3670,650
|
||||
pyjokes_pyjokes_hullabaloo_CONTRIBUTING.md,36.15,10.7,6.625,13.03,12.0,4.14,282,39
|
||||
PyWavelets_pywt.git_hullabaloo_CONTRIBUTING.md,46.78,10.7,7.428571428571429,9.86,21.9,35.14,2392,384
|
||||
google_gopacket.git_hullabaloo_CONTRIBUTING.md,66.44,7.3,10.166666666666666,7.73,18.2,111.29,7576,1365
|
||||
carljm_django-model-utils.git_hullabaloo_CONTRIBUTING.rst,57.61,10.7,21.333333333333332,10.16,29.7,13.02,886,154
|
||||
Smattr_rumur.git_hullabaloo_CONTRIBUTING.rst,52.15,8.6,6.111111111111111,9.92,14.4,9.2,626,107
|
||||
include-what-you-use_include-what-you-use_hullabaloo_CONTRIBUTING.md,60.21,7.6,5.4,9.66,15.3,57.58,3920,632
|
||||
davidcelis_api-pagination.git_hullabaloo_CONTRIBUTING.md,79.56,4.3,3.916666666666667,11.05,12.0,4.22,287,52
|
||||
python_typed_ast.git_hullabaloo_CONTRIBUTING.md,14.97,14.7,9.0,17.87,17.0,1.79,122,14
|
||||
aws_aws-xray-sdk-python_hullabaloo_CONTRIBUTING.md,41.77,10.6,9.0,9.36,17.5,45.25,3080,465
|
||||
ianare_exif-py_hullabaloo_CONTRIBUTING.rst,49.72,9.6,8.142857142857142,8.97,18.1,10.55,718,118
|
||||
pallets_werkzeug_hullabaloo_CONTRIBUTING.rst,68.06,6.7,6.111111111111111,9.61,15.9,25.71,1750,281
|
||||
gstreamer_orc_hullabaloo_CONTRIBUTING.md,48.6,10.0,8.285714285714286,7.75,21.6,18.01,1226,199
|
||||
drwetter_testssl.sh.git_hullabaloo_CONTRIBUTING.md,45.22,9.2,5.7,11.64,12.9,9.12,621,92
|
||||
capistrano_capistrano.git_hullabaloo_CONTRIBUTING,60.79,11.5,12.2,8.51,38.9,56.75,3863,762
|
||||
faye_faye_hullabaloo_CONTRIBUTING.md,60.85,9.4,12.125,10.67,26.3,5.82,396,75
|
||||
jtauber_pyuca_hullabaloo_CONTRIBUTING.md,71.44,7.4,8.666666666666666,10.15,22.7,3.69,251,50
|
||||
ua-parser_uap-core.git_hullabaloo_CONTRIBUTING.md,70.6,5.7,4.166666666666667,10.34,12.8,11.53,785,129
|
||||
google_python_portpicker_hullabaloo_CONTRIBUTING.md,60.85,9.4,10.333333333333334,8.57,26.1,17.35,1181,225
|
||||
python-ldap_python-ldap_hullabaloo_CONTRIBUTING.rst,5.56,14.1,4.3,14.49,8.8,4.47,304,33
|
||||
OSGeo_shapelib.git_hullabaloo_CONTRIBUTING.md,44.34,11.6,13.7,10.21,25.4,8.53,581,92
|
||||
django-extensions_django-extensions_hullabaloo_CONTRIBUTING.md,45.15,11.3,11.833333333333334,9.8,24.0,16.0,1089,176
|
||||
tinfoil_devise-two-factor.git_hullabaloo_CONTRIBUTING.md,77.74,5.0,3.416666666666667,8.3,14.6,15.98,1088,221
|
||||
clojure_core.cache_hullabaloo_CONTRIBUTING.md,-27.08,18.4,2.9,10.92,7.1,8.83,601,54
|
||||
|
4254
text_analysis/020125_README_readability.csv
Normal file
4254
text_analysis/020125_README_readability.csv
Normal file
File diff suppressed because it is too large
Load Diff
219
text_analysis/quick_data_summary.ipynb
Normal file
219
text_analysis/quick_data_summary.ipynb
Normal file
@ -0,0 +1,219 @@
|
||||
{
|
||||
"cells": [
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import pandas as pd\n",
|
||||
"import math"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"contributing_readability = pd.read_csv(\"020125_CONTRIBUTING_readability.csv\")\n",
|
||||
"readme_readability = pd.read_csv(\"020125_README_readability.csv\")"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
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||||
"text/html": [
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||||
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||||
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|
||||
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||||
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||||
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|
||||
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|
||||
" <th></th>\n",
|
||||
" <th>filename</th>\n",
|
||||
" <th>flesch_reading_ease</th>\n",
|
||||
" <th>flesch_kincaid_grade</th>\n",
|
||||
" <th>linsear_write_formula</th>\n",
|
||||
" <th>dale_chall_readability_score</th>\n",
|
||||
" <th>mcalpine_eflaw</th>\n",
|
||||
" <th>reading_time</th>\n",
|
||||
" <th>char_count</th>\n",
|
||||
" <th>word_count</th>\n",
|
||||
" </tr>\n",
|
||||
" </thead>\n",
|
||||
" <tbody>\n",
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
" <td>pytest-dev_pytest-bdd.git_hullabaloo_CONTRIBUT...</td>\n",
|
||||
" <td>40.95</td>\n",
|
||||
" <td>10.9</td>\n",
|
||||
" <td>10.6000</td>\n",
|
||||
" <td>11.61</td>\n",
|
||||
" <td>18.2</td>\n",
|
||||
" <td>6.58</td>\n",
|
||||
" <td>448</td>\n",
|
||||
" <td>67</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>1</th>\n",
|
||||
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||||
" <td>51.14</td>\n",
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||||
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||||
" <td>8.0000</td>\n",
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" <td>9.63</td>\n",
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||||
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|
||||
" <td>10.44</td>\n",
|
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" <td>711</td>\n",
|
||||
" <td>105</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
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||||
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|
||||
" <td>71.14</td>\n",
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" <td>7.6</td>\n",
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||||
" <td>9.0000</td>\n",
|
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||||
" <td>27.0</td>\n",
|
||||
" <td>1.16</td>\n",
|
||||
" <td>79</td>\n",
|
||||
" <td>17</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>3</th>\n",
|
||||
" <td>muse-sequencer_muse.git_hullabaloo_CONTRIBUTING</td>\n",
|
||||
" <td>-68.97</td>\n",
|
||||
" <td>24.1</td>\n",
|
||||
" <td>3.5000</td>\n",
|
||||
" <td>25.99</td>\n",
|
||||
" <td>6.0</td>\n",
|
||||
" <td>1.09</td>\n",
|
||||
" <td>74</td>\n",
|
||||
" <td>5</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4</th>\n",
|
||||
" <td>mypaint_libmypaint_hullabaloo_CONTRIBUTING.md</td>\n",
|
||||
" <td>51.04</td>\n",
|
||||
" <td>9.1</td>\n",
|
||||
" <td>6.5625</td>\n",
|
||||
" <td>9.93</td>\n",
|
||||
" <td>16.8</td>\n",
|
||||
" <td>8.68</td>\n",
|
||||
" <td>591</td>\n",
|
||||
" <td>94</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n",
|
||||
"</div>"
|
||||
],
|
||||
"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
|
||||
}
|
||||
104
text_analysis/readability.ipynb
Normal file
104
text_analysis/readability.ipynb
Normal file
@ -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
|
||||
}
|
||||
Loading…
Reference in New Issue
Block a user