Skip to content

Instantly share code, notes, and snippets.

@he7d3r
Created May 10, 2020 22:31
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save he7d3r/0889ef07e912c88daee8a197f1bba728 to your computer and use it in GitHub Desktop.
Save he7d3r/0889ef07e912c88daee8a197f1bba728 to your computer and use it in GitHub Desktop.
Evolution of the assessments extracted from ptwiki
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"file_name = '../datasets/ptwiki.labelings.20200301.json'\n",
"df = pd.read_json(file_name, lines=True, convert_dates=False)\n",
"df['timestamp'] = pd.to_datetime(df['timestamp'], format='%Y%m%d%H%M%S')\n",
"df = df.set_index('timestamp')\n",
"df.sort_index(inplace=True)\n",
"quality_labels = ['Quality 1', 'Quality 2', 'Quality 3', 'Quality 4', 'Good article', 'Featured article']"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_dummies = pd.get_dummies(df['wp10'], columns=['wp10'])\n",
"ax = df_dummies.resample('Y')\\\n",
" .agg([np.sum])\\\n",
" .plot(kind='barh', stacked=True, logx=True, figsize=(15,4))\n",
"ax.legend(quality_labels)\n",
"ax.set_xlabel('Number of edits')\n",
"ax.set_ylabel('Year')\n",
"ax.set_title('Yearly article quality assessments on talk page templates')\n",
"ax.figure.savefig('all-labelings-yearly-assessments-stacked.png')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_monthly_sum = df_dummies.resample('M').agg([np.sum])\n",
"ax = df_monthly_sum.plot(logy=True, stacked=True, figsize=(15,5))\n",
"\n",
"ax.legend(quality_labels)\n",
"ax.set_xlabel('Year')\n",
"ax.set_ylabel('Number of assessments')\n",
"ax.set_title('Monthly article quality assessments on talk page templates')\n",
"\n",
"ax.axvline('2014-07-31', color='k', linestyle='--')\n",
"ax.text('2014-08-01', 2000, 'Migration of {{Marca de projeto}}\\nto Module:Avaliação/Marcas')\n",
"ax.axvline('2011-03-19', color='k', linestyle='--')\n",
"ax.text('2009-03-01', 15000, 'Beginning of migration\\nto {{Marca de projeto}}')\n",
"\n",
"ax.figure.savefig('all-labelings-monthly-assessments-stacked.png')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = df_dummies.resample('D').agg([np.sum]).cumsum().plot(logy=True, figsize=(15,5))\n",
"\n",
"ax.legend(quality_labels)\n",
"ax.set_xlabel('Year')\n",
"ax.set_ylabel('Number of assessments since the beginning')\n",
"ax.set_title('Cumulative daily article quality assessments on talk page templates')\n",
"\n",
"ax.axvline('2014-07-31', color='k', linestyle='--')\n",
"ax.text('2014-08-01', 8000, 'Migration of {{Marca de projeto}}\\nto Module:Avaliação/Marcas')\n",
"ax.axvline('2011-03-19', color='k', linestyle='--')\n",
"ax.text('2011-04-01', 8000, 'Beginning of migration\\nto {{Marca de projeto}}')\n",
"\n",
"ax.figure.savefig('all-labelings-daily-assessments-cumulative.png')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.5.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment