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@arokem
Created March 31, 2025 20:37
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import subprocess\n",
"import pandas as pd\n",
"from datetime import datetime, timezone\n",
"import seaborn as sns\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"\n",
"mpl.rc('font', **{'size' : 18})\n",
"sns.set_theme(style='whitegrid')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"years= range(1990, 2026)\n",
"\n",
"def get_git_log(repo_path):\n",
" cmd = ['git', '-C', repo_path, 'log', '--format=%at %aN']\n",
" result = subprocess.run(cmd, capture_output=True, text=True, check=True)\n",
" return result.stdout.strip().split(\"\\n\")\n",
"\n",
"def process_git_log(logs):\n",
" authors_over_time = []\n",
" seen_authors = set()\n",
" date_int = 0\n",
" for entry in logs[-1::-1]:\n",
" timestamp, author = entry.split(\" \", 1)\n",
" if int(timestamp) > int(date_int):\n",
" date_int = timestamp\n",
" date = datetime.fromtimestamp(int(date_int), tz=timezone.utc).date()\n",
"\n",
" if author not in seen_authors:\n",
" old_seen_authors = seen_authors.copy()\n",
" seen_authors.add(author)\n",
" if len(seen_authors) > len(old_seen_authors):\n",
" authors_over_time.append((date, len(seen_authors)))\n",
"\n",
"\n",
" return authors_over_time\n",
"\n",
"def create_time_series(repo_path):\n",
" logs = get_git_log(repo_path)\n",
" authors_data = process_git_log(logs)\n",
"\n",
" df = pd.DataFrame(authors_data, columns=[\"Date\", \"Cumulative Authors\"])\n",
" return df\n",
"\n",
"def plot_time_series(repo_dirs, max_contributors,ybottom=0):\n",
" time_series = [create_time_series(r) for r in repo_dirs]\n",
" fig, ax = plt.subplots(1)\n",
" for ts in time_series:\n",
" sns.lineplot(data=ts,\n",
" x=\"Date\", y=\"Cumulative Authors\")\n",
" fig.set_size_inches([10, 8])\n",
" ax.set_xlabel('Time')\n",
" ax.set_ylabel('Cumulative # contributors')\n",
" ax.set_xticks([datetime(y, 2, 1) for y in years])\n",
" ax.set_xticklabels(['January-%s'%y for y in years])\n",
" ax.set_ylim([ybottom, max_contributors])\n",
" ax.figure.autofmt_xdate()\n",
" ax.legend(ax.lines, [r.split('/')[-1] for r in repo_dirs])\n",
" return fig\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/px/t5ym05pn5k16nz97mzcpqqkr0000gn/T/ipykernel_43407/169846528.py:32: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
" fig.axes[0].set_yticklabels(yticklabels);\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1000x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"repo_dirs = [\n",
" '/Users/arokem/source/nibabel',\n",
" '/Users/arokem/source/dipy',\n",
" '/Users/arokem/source/nilearn',\n",
" '/Users/arokem/source/nipype',\n",
" # '/Users/arokem/source/nitime',\n",
" # '/Users/arokem/source/fmriprep',\n",
" '/Users/arokem/source/afni',\n",
" '/Users/arokem/source/mrtrix3',\n",
" '/Users/arokem/source/mne-python',\n",
" '/Users/arokem/source/bids-specification'\n",
" ]\n",
"\n",
"fig = plot_time_series(repo_dirs, 400, ybottom=-60)\n",
"\n",
"# plt.axvspan(datetime(2010, 10, 1),\n",
"# datetime(2013, 1, 1),\n",
"# facecolor='b', alpha=0.1)\n",
"\n",
"# plt.axvspan(datetime(2013, 1, 1),\n",
"# datetime(2014, 9, 5),\n",
"# facecolor='b', alpha=0.2)\n",
"\n",
"\n",
"plt.axvspan(datetime(2020, 2, 29),\n",
" datetime(2022, 6, 22),\n",
" facecolor='r', alpha=0.1)\n",
"\n",
"\n",
"yticklabels = fig.axes[0].get_yticklabels()\n",
"yticklabels[0]= \"\"\n",
"fig.axes[0].set_yticklabels(yticklabels);\n",
"\n",
"fig.axes[0].annotate(\"OHBM 2019\", [datetime(2019, 6, 9), 0], [datetime(2017, 7, 23), -35], arrowprops=dict(arrowstyle=\"->\", color=\"k\"))\n",
"\n",
"\n",
"#fig.axes[0].annotate(\"OHBM 2020\", [datetime(2020, 6, 23), 0], [datetime(2020, 1, 23), -30], arrowprops=dict(arrowstyle=\"->\", color=\"k\"))\n",
"# fig.axes[0].annotate(\"OHBM 2022\", [datetime(2020, 6, 23), 0], [datetime(2020, 1, 23), -30], arrowprops=dict(arrowstyle=\"->\", color=\"k\"))\n",
"\n",
"fig.axes[0].annotate(\"NeuroHackademy 2016\", [datetime(2016, 9, 5), 0], [datetime(2013, 1, 23), -50], arrowprops=dict(arrowstyle=\"->\", color=\"k\"))\n",
"\n",
"fig.axes[0].annotate(\"OHBM Brainhack \\n 2013\", [datetime(2013, 6, 16), 0], [datetime(2006, 1, 23), -30], arrowprops=dict(arrowstyle=\"->\", color=\"k\"))\n",
"\n",
"fig.axes[0].annotate(\"ChatGPT launch\", [datetime(2022, 11, 30), 0], [datetime(2021,6, 1), -30], arrowprops=dict(arrowstyle=\"->\", color=\"k\"))\n",
"\n",
"fig.axes[0].annotate(\"Nipy projects \\n move to GitHub\", [datetime(2010, 7, 31), 20], [datetime(2008, 1, 23), 50], arrowprops=dict(arrowstyle=\"->\", color=\"k\"))\n",
"\n",
"# fig.axes[0].annotate(\"Chris Markiewicz takes over as lead for nibabel\", [datetime(2019, 1, 31), 20], [datetime(2008, 1, 23), 50], arrowprops=dict(arrowstyle=\"->\", color=\"k\"))\n",
"\n",
"\n",
"fig.axes[0].annotate(\"AFNI moves to GitHub\", [datetime(2015, 5, 1), 0], [datetime(2009, 1, 23), -35], arrowprops=dict(arrowstyle=\"->\", color=\"k\"))\n",
"\n",
"plt.show()\n",
"\n",
"fig.savefig(\"figures/contributors.png\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# repo_dirs = [\n",
"# '/Users/arokem/source/numpy',\n",
"# '/Users/arokem/source/scipy',\n",
"# '/Users/arokem/source/matplotlib',\n",
"# '/Users/arokem/source/tensorflow',\n",
"# '/Users/arokem/source/pytorch',\n",
"# '/Users/arokem/source/transformers'\n",
"# ]\n",
"\n",
"# fig = plot_time_series(repo_dirs, 5000, ybottom=-833)\n",
"\n",
"# plt.axvspan(datetime(2010, 10, 1),\n",
"# datetime(2013, 1, 1),\n",
"# facecolor='k', alpha=0.1)\n",
"\n",
"# plt.axvspan(datetime(2013, 1, 1),\n",
"# datetime(2014, 9, 5),\n",
"# facecolor='b', alpha=0.2)\n",
"\n",
"# plt.axvspan(datetime(2020, 2, 29),\n",
"# datetime(2021, 8, 1),\n",
"# facecolor='r', alpha=0.1)\n",
"\n",
"\n",
"# plt.axhspan(0,450, facecolor='r', alpha=0.1)\n",
"\n",
"# fig.axes[0].arrow(datetime(2020, 6, 23), 10, 0, -10)\n",
"\n",
"\n",
"# fig.axes[0].annotate(\"ChatGPT launch\", [datetime(2022, 11, 30), 0], [datetime(2021,6, 1), -500], arrowprops=dict(arrowstyle=\"->\", color=\"k\"))\n",
"\n",
"# fig.axes[0].annotate(\"Pytorch first release\", [datetime(2016, 9, 1), 0], [datetime(2014, 6, 1), -500], arrowprops=dict(arrowstyle=\"->\", color=\"k\"))\n",
"\n",
"# xlims = fig.axes[0].get_xlim()\n",
"# fig.axes[0].plot([xlims[0], xlims[1]], [0, 0], 'k', linewidth=0.5)\n",
"# fig.axes[0].set_xlim(*xlims)\n",
"\n",
"# yticklabels = fig.axes[0].get_yticklabels()\n",
"# yticklabels[0]= \"\"\n",
"# fig.axes[0].set_yticklabels(yticklabels);\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "aperture",
"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": "3.11.11"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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