diff --git a/.gitignore b/.gitignore index fc2799d..7ec72b7 100644 --- a/.gitignore +++ b/.gitignore @@ -3,3 +3,5 @@ # PyCharm .idea/ *.iml +docs/insights/titles_cloud.png +.ipynb_checkpoints/ diff --git a/docs/insights/JupyterLab_issues.ipynb b/docs/insights/JupyterLab_issues.ipynb new file mode 100644 index 0000000..85a88cc --- /dev/null +++ b/docs/insights/JupyterLab_issues.ipynb @@ -0,0 +1,400 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f3153634-1d31-4d33-932f-7db50bb363d3", + "metadata": {}, + "source": [ + "# JupyterLab issues analysis\n", + "\n", + "The goal of this notebook is to provide a global vision on the issues reported by users." + ] + }, + { + "cell_type": "raw", + "id": "f724b12a-bca2-44bf-b27d-ca8eca3fa313", + "metadata": {}, + "source": [ + "Install dependencies" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "79e59df2-2400-424a-a105-46c58b68dc1b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: ghapi in /home/fcollonval/miniconda3/envs/github/lib/python3.9/site-packages (0.1.19)\n", + "Requirement already satisfied: fastcore in /home/fcollonval/miniconda3/envs/github/lib/python3.9/site-packages (from ghapi) (1.3.20)\n", + "Requirement already satisfied: pip in /home/fcollonval/miniconda3/envs/github/lib/python3.9/site-packages (from ghapi) (21.1.3)\n", + "Requirement already satisfied: packaging in /home/fcollonval/miniconda3/envs/github/lib/python3.9/site-packages (from ghapi) (21.0)\n", + "Requirement already satisfied: pyparsing>=2.0.2 in /home/fcollonval/miniconda3/envs/github/lib/python3.9/site-packages (from packaging->ghapi) (2.4.7)\n" + ] + } + ], + "source": [ + "!mamba install -qy matplotlib-base wordcloud\n", + "!pip install ghapi" + ] + }, + { + "cell_type": "raw", + "id": "4a9c25f4-c7ed-4076-898f-bf91437a43f3", + "metadata": {}, + "source": [ + "Import packages" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f641a793-981a-427d-8372-58de47d08055", + "metadata": {}, + "outputs": [], + "source": [ + "import time\n", + "from collections import Counter\n", + "from itertools import chain\n", + "from pathlib import Path\n", + "from datetime import datetime\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from ghapi.core import GhApi\n", + "from ghapi.page import paged\n", + "from IPython.display import display_png\n", + "from wordcloud import WordCloud\n", + "\n", + "api = GhApi()" + ] + }, + { + "cell_type": "markdown", + "id": "65e5d8ed-5a32-4ee8-82b5-16335e013086", + "metadata": {}, + "source": [ + "List GitHub issues" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "bccb1413-46e4-480a-bc65-fecfea1c5dd5", + "metadata": {}, + "outputs": [], + "source": [ + "filters = {\"state\": \"open\"}\n", + "\n", + "issues = paged(\n", + " api.issues.list_for_repo, \n", + " owner=\"jupyterlab\", \n", + " repo=\"jupyterlab\", \n", + " **filters, \n", + " per_page=100\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "11ee4800-52af-4d01-8430-6c5fe2513ca0", + "metadata": {}, + "outputs": [], + "source": [ + "all_issues = []\n", + "\n", + "for page in issues:\n", + " all_issues.extend(page)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "54b30518-5e96-44dc-b1d3-e2de135057bc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1878" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(all_issues)" + ] + }, + { + "cell_type": "markdown", + "id": "d5e73b28-3855-444c-a3bb-48021578cf57", + "metadata": {}, + "source": [ + "## Titles wordcloud" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a64a8b8d-ae3f-42e4-9bcf-0f14fe8757b1", + "metadata": {}, + "outputs": [], + "source": [ + "titles = \" \".join(map(lambda i: i['title'], all_issues))\n", + "\n", + "raw_cloud = WordCloud().generate(titles)\n", + "\n", + "to_drop = {'JupyterLab', 'jupyter lab', 'jupyter'}\n", + "words = {k: v for k, v in raw_cloud.words_.items() if k not in to_drop}" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e5c15db2-e221-4486-9958-0f20eda0aeea", + "metadata": {}, + "outputs": [], + "source": [ + "cloud = WordCloud(scale=2).generate_from_frequencies(words)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0c679e3b-b5c2-4aac-a057-e0e338bfa358", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "CLOUD_FILE = \"titles_cloud.png\"\n", + "cloud.to_file(CLOUD_FILE)\n", + "\n", + "display_png(Path(CLOUD_FILE).read_bytes(), raw=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c16e4d0c-b3ac-4e8d-8c6b-72d4e6354cc8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n_words = 25\n", + "\n", + "fig = plt.figure(figsize=(12, 9))\n", + "\n", + "fig.add_subplot(111).bar(list(words.keys())[:n_words], list(words.values())[:n_words])\n", + "plt.xticks(rotation=90)\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "id": "9234bd4e-6497-4181-98b8-e2be0de0fd38", + "metadata": {}, + "source": [ + "## Group by labels\n", + "\n", + "Group issues by labels." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6f757c27-a0b5-4ae8-be0d-b79ca3796c2a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n_labels = 25\n", + "\n", + "counter = Counter(chain(*map(lambda i: [l.name for l in (i.labels or [])], all_issues)))\n", + "most_commons = dict(counter.most_common(n_labels))\n", + "\n", + "fig = plt.figure(figsize=(12, 9))\n", + "\n", + "fig.add_subplot(111).bar(list(most_commons.keys()), list(most_commons.values()))\n", + "plt.xticks(rotation=90)\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "id": "ba16e361-6354-4112-b44f-9862c2c01099", + "metadata": {}, + "source": [ + "## Group by milestones\n", + "\n", + "Group issues by their milestones" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "1d14c3cd-922e-4a6d-ab58-758062af3aee", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "counter = Counter(map(lambda i: (i.milestone or {}).get(\"title\", \"none\"), all_issues))\n", + "most_commons = dict(counter.most_common())\n", + "\n", + "fig = plt.figure(figsize=(12, 9))\n", + "\n", + "fig.add_subplot(111).bar(list(most_commons.keys()), list(most_commons.values()))\n", + "plt.xticks(rotation=90)\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "id": "51a48b43-cebf-4ba3-a510-519824fa765a", + "metadata": {}, + "source": [ + "## Group by #comments\n", + "\n", + "Group issues by number of comments." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "175bf95a-72e6-47de-aec9-9af2e9ab8d80", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "counter = Counter(map(lambda i: i.comments, all_issues))\n", + "most_commons = dict(counter.most_common())\n", + "\n", + "fig = plt.figure(figsize=(12, 9))\n", + "\n", + "fig.add_subplot(111).bar(list(most_commons.keys()), list(most_commons.values()))\n", + "plt.xticks(rotation=90)\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "id": "3ad3614f-c9f9-4002-8dff-22d2aa22c2c0", + "metadata": {}, + "source": [ + "## Creation time\n", + "\n", + "Distribution of issue creation date per month (approximately)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "12e81994-c3f2-411b-98d9-d7f529681fab", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12, 9))\n", + "\n", + "all_created_at = map(lambda i: datetime(*time.strptime(i.created_at, \"%Y-%m-%dT%H:%M:%SZ\")[:6]), all_issues)\n", + "\n", + "fig.add_subplot(111).hist(list(all_created_at), bins=62)\n", + "plt.grid()\n", + "plt.show();" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:github]", + "language": "python", + "name": "conda-env-github-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}