From f5d5a26f00857cbfde003831cdbb304d12fa10a0 Mon Sep 17 00:00:00 2001
From: Kx Chen <51215903105@stu.ecnu.edu.cn>
Date: Tue, 28 Jun 2022 00:15:13 +0800
Subject: [PATCH 1/8] =?UTF-8?q?feat:=20=E5=88=9B=E5=BB=BAvscode=E6=96=87?=
=?UTF-8?q?=E4=BB=B6=E5=A4=B9?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
.idea/.gitignore | 5 +++++
.idea/OSSDevGov2022.iml | 12 ++++++++++++
.idea/modules.xml | 8 ++++++++
.idea/vcs.xml | 6 ++++++
Final/44-vscode/vscode.md | 14 ++++++++++++++
5 files changed, 45 insertions(+)
create mode 100644 .idea/.gitignore
create mode 100644 .idea/OSSDevGov2022.iml
create mode 100644 .idea/modules.xml
create mode 100644 .idea/vcs.xml
create mode 100644 Final/44-vscode/vscode.md
diff --git a/.idea/.gitignore b/.idea/.gitignore
new file mode 100644
index 0000000..b58b603
--- /dev/null
+++ b/.idea/.gitignore
@@ -0,0 +1,5 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
diff --git a/.idea/OSSDevGov2022.iml b/.idea/OSSDevGov2022.iml
new file mode 100644
index 0000000..0c8867d
--- /dev/null
+++ b/.idea/OSSDevGov2022.iml
@@ -0,0 +1,12 @@
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
index 0000000..56ef5d4
--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000..94a25f7
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+
+
+
+
+
+
\ No newline at end of file
diff --git a/Final/44-vscode/vscode.md b/Final/44-vscode/vscode.md
new file mode 100644
index 0000000..f5dd03b
--- /dev/null
+++ b/Final/44-vscode/vscode.md
@@ -0,0 +1,14 @@
+# microsoft/vscode项目报告
+## 1 项目的基本背景和发展历程介绍
+
+## 2 项目的历史轨迹分析
+
+## 3 项目对比分析
+- 期中项目为：2-edex-ui
+
+## 4 小组成员与分工
+|成员|学号|分工|
+|---|---|---|
+|张天赐|51215903023|主要负责项目的基本背景和发展历程调研，撰写分析报告|
+|李锦路|51215903034|主要负责分析项目的历史轨迹，将数据分析成果整合为一份Jupiter文件|
+|陈可璇|51215903105|主要负责期中期末项目对比分析，撰写分析报告|
From 0503361234e14d923c543451cb8bb6d3482f3a06 Mon Sep 17 00:00:00 2001
From: lujinli <41559368+lijinlus@users.noreply.github.com>
Date: Tue, 28 Jun 2022 19:04:29 +0800
Subject: [PATCH 2/8] Add files via upload
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
upload ipynb文件
---
microsoftvscode.ipynb | 1290 +++++++++++++++++++++++++++++++++++++++++
1 file changed, 1290 insertions(+)
create mode 100644 microsoftvscode.ipynb
diff --git a/microsoftvscode.ipynb b/microsoftvscode.ipynb
new file mode 100644
index 0000000..241fad0
--- /dev/null
+++ b/microsoftvscode.ipynb
@@ -0,0 +1,1290 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "id": "521e0f53-55e7-4182-b16f-331a36813b8e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "var openDigger = require('../src/open_digger');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "id": "96f05713-1a3f-4aea-8cfd-2d05c9ed7cdb",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[\n",
+ " { name: '_temporary_and_external_tables' },\n",
+ " { name: 'default' },\n",
+ " { name: 'github_log' },\n",
+ " { name: 'system' }\n",
+ "]\n"
+ ]
+ }
+ ],
+ "source": [
+ "var query = openDigger.driver.clickhouse.query;query( `SHOW DATABASES`).then(res=>{ console.log(res);})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "id": "95dbda8f-de6b-4e5a-95c6-77b8cc4ca08d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[ { name: 'events' } ]\n"
+ ]
+ }
+ ],
+ "source": [
+ "query( `SHOW TABLES from github_log`).then(res=>{ console.log(res);})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "id": "e3544824-9ad7-49fb-8ab7-bb98b9f405ba",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "data": [
+ {
+ "mode": "scatter",
+ "name": "fork数量",
+ "x": [
+ "2019-06",
+ "2019-07",
+ "2019-08",
+ "2019-09",
+ "2019-10",
+ "2019-11",
+ "2019-12",
+ "2020-01",
+ "2020-02",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-01",
+ "2021-02",
+ "2021-03",
+ "2021-04",
+ "2021-05",
+ "2021-06",
+ "2021-07",
+ "2021-08",
+ "2021-09",
+ "2021-10",
+ "2021-11",
+ "2021-12",
+ "2022-01",
+ "2022-02",
+ "2022-03",
+ "2022-04",
+ "2022-05",
+ "2022-06"
+ ],
+ "y": [
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+ 97
+ ]
+ },
+ {
+ "mode": "scatter",
+ "name": "star数量",
+ "x": [
+ "2019-06",
+ "2019-07",
+ "2019-08",
+ "2019-09",
+ "2019-10",
+ "2019-11",
+ "2019-12",
+ "2020-01",
+ "2020-02",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-01",
+ "2021-02",
+ "2021-03",
+ "2021-04",
+ "2021-05",
+ "2021-06",
+ "2021-07",
+ "2021-08",
+ "2021-09",
+ "2021-10",
+ "2021-11",
+ "2021-12",
+ "2022-01",
+ "2022-02",
+ "2022-03",
+ "2022-04",
+ "2022-05",
+ "2022-06"
+ ],
+ "y": [
+ 1719,
+ 1563,
+ 1616,
+ 1659,
+ 1524,
+ 2370,
+ 1812,
+ 1412,
+ 1280,
+ 1564,
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+ 1914,
+ 1724,
+ 1492,
+ 1502,
+ 1491,
+ 1682,
+ 1417,
+ 1652,
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+ 1610,
+ 1298,
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+ 1427,
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+ 1274,
+ 1447,
+ 1142,
+ 1141,
+ 1259,
+ 1361,
+ 1141,
+ 1545,
+ 432
+ ],
+ "yaxis": "y2"
+ }
+ ],
+ "layout": {
+ "autosize": true,
+ "title": {
+ "text": "每月新增Fork和Star的个数"
+ },
+ "xaxis": {
+ "autorange": true,
+ "range": [
+ "2019-06-01",
+ "2022-06-01"
+ ],
+ "type": "date"
+ },
+ "yaxis": {
+ "autorange": true,
+ "range": [
+ 72.88888888888889,
+ 555.1111111111111
+ ],
+ "type": "linear"
+ },
+ "yaxis2": {
+ "anchor": "x",
+ "autorange": true,
+ "overlaying": "y",
+ "range": [
+ 324.3333333333333,
+ 2477.6666666666665
+ ],
+ "side": "right",
+ "type": "linear"
+ }
+ }
+ },
+ "image/png": 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"
+ },
+ "execution_count": 128,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "var years = [2015,2016,2017,2018,2019,2020,2021,2022]\n",
+ "Promise.all(\n",
+ " years.map((year) => {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, max(repo_stargazers_count) as star ,max(repo_forks_count) as fork\n",
+ "FROM github_log.events \n",
+ "where repo_name='microsoft/vscode' and repo_stargazers_count >0 and repo_forks_count>0\n",
+ " group by formatDateTime(created_at, '%Y-%m')\n",
+ " order by formatDateTime(created_at, '%Y-%m')\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " // console.log(res[0])\n",
+ " star=[]\n",
+ " fork=[]\n",
+ " month=[]\n",
+ " // month.push(res[0][0].date)\n",
+ " for (var i=1;i {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)issue_id \n",
+ " FROM github_log.events \n",
+ "where repo_name='microsoft/vscode'and type = 'PullRequestEvent'\n",
+ " group by formatDateTime(created_at, '%Y-%m')\n",
+ " order by formatDateTime(created_at, '%Y-%m')\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " for (var i=1;i {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)issue_id \n",
+ " FROM github_log.events \n",
+ "where repo_name='microsoft/vscode'and type = 'PullRequestEvent'and issue_created_at{\n",
+ " \n",
+ " for (var i=1;i {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)open\n",
+ " FROM github_log.events \n",
+ "where repo_name='microsoft/vscode'and type = 'PullRequestEvent' and action = 'opened'\n",
+ " group by formatDateTime(created_at, '%Y-%m')\n",
+ " order by formatDateTime(created_at, '%Y-%m')\n",
+ " \n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " fork={}\n",
+ " star={}\n",
+ " \n",
+ " let year=2015\n",
+ " for (let i = 0; i < res.length-1; i++) {\n",
+ " year=year+1\n",
+ " for (let j = 0; j < res[i].length-1; j++) {\n",
+ " star[year+'--'+res[i][j].m] = Number(res[i][j].open);\n",
+ " }\n",
+ " \n",
+ " }\n",
+ " for (var key in star){\n",
+ " month.push(key);\n",
+ " let thisMonth = star[key];\n",
+ " open.push(thisMonth);\n",
+ " }\n",
+ " });\n",
+ "\n",
+ "Promise.all(\n",
+ " years.map((year) => {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)pull_merged_at\n",
+ " FROM github_log.events \n",
+ "where repo_name='microsoft/vscode'and type = 'PullRequestEvent' and action ='closed'\n",
+ " group by formatDateTime(created_at, '%Y-%m')\n",
+ " order by formatDateTime(created_at, '%Y-%m')\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " star={}\n",
+ " let year=2015\n",
+ " for (let i = 0; i < res.length-1; i++) {\n",
+ " year=year+1\n",
+ " for (let j = 0; j < res[i].length-1; j++) {\n",
+ " star[year+'--'+res[i][j].m] = Number(res[i][j].pull_merged_at);\n",
+ " }\n",
+ " \n",
+ " }\n",
+ " for (var key in star){\n",
+ " month2.push(key);\n",
+ " let thisMonth = star[key];\n",
+ " close.push(thisMonth);\n",
+ " }\n",
+ "\n",
+ "\n",
+ " \n",
+ " openDigger.render.plotly([\n",
+ " {x: month, y: open, mode: 'scatter', name: '打开pr数量', yaxis: 'y2'},\n",
+ " {x: month2, y: close, mode: 'scatter', name: '关闭pr数量', yaxis: 'y2'},\n",
+ " ], { title: \"每月打开pr和的合入pr个数\" , \n",
+ " yaxis2: { overlaying: 'y', side: 'right', anchor: 'x' },\n",
+ " });\n",
+ " });\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "c23c01ca-827f-400a-bfc0-151737bfca07",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "data": [
+ {
+ "mode": "scatter",
+ "name": "开发者活跃 数量",
+ "x": [
+ "2019-05",
+ "2019-06",
+ "2019-07",
+ "2019-08",
+ "2019-09",
+ "2019-10",
+ "2019-11",
+ "2019-12",
+ "2020-01",
+ "2020-02",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-01",
+ "2021-02",
+ "2021-03",
+ "2021-04",
+ "2021-05",
+ "2021-06",
+ "2021-07",
+ "2021-08",
+ "2021-09",
+ "2021-10",
+ "2021-11",
+ "2021-12",
+ "2022-01",
+ "2022-02",
+ "2022-03",
+ "2022-04",
+ "2022-05",
+ "2022-06"
+ ],
+ "y": [
+ "1788",
+ "2019",
+ "2249",
+ "2163",
+ "1835",
+ "2309",
+ "2535",
+ "2635",
+ "1986",
+ "2012",
+ "2403",
+ "2575",
+ "2431",
+ "2379",
+ "2669",
+ "2191",
+ "2389",
+ "2310",
+ "2349",
+ "2170",
+ "1865",
+ "2337",
+ "2202",
+ "2150",
+ "2085",
+ "2190",
+ "2208",
+ "2043",
+ "2474",
+ "1203",
+ "2177",
+ "1915",
+ "1810",
+ "2049",
+ "2173",
+ "2181",
+ "2189",
+ "765"
+ ]
+ }
+ ],
+ "layout": {
+ "autosize": true,
+ "title": {
+ "text": "microsoft/vscode每月在仓库中活跃的不同开发者总数"
+ },
+ "xaxis": {
+ "autorange": true,
+ "range": [
+ "2019-05-01",
+ "2022-06-01"
+ ],
+ "type": "date"
+ },
+ "yaxis": {
+ "autorange": true,
+ "range": [
+ 659.2222222222222,
+ 2774.777777777778
+ ],
+ "type": "linear"
+ }
+ }
+ },
+ "image/png": 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"
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "//4\n",
+ "\n",
+ "query(\n",
+ "`\n",
+ " select formatDateTime(created_at, '%Y-%m') as m, count(distinct actor_id) as cnt\n",
+ " from github_log.events \n",
+ " where repo_name = 'microsoft/vscode' \n",
+ " and type in ['IssueCommentEvent', 'IssuesEvent', 'PullRequestEvent', 'PullRequestReviewCommentEvent']\n",
+ " group by formatDateTime(created_at, '%Y-%m')\n",
+ " order by formatDateTime(created_at, '%Y-%m')\n",
+ "`\n",
+ ").then(\n",
+ " data => {\n",
+ " // console.log(data)\n",
+ " openDigger.render.plotly([\n",
+ " {y: data.map(d => d.cnt), x: data.map(d => d.m), mode: 'scatter', name: '开发者活跃 数量'},\n",
+ " ],{title: `microsoft/vscode每月在仓库中活跃的不同开发者总数`}); \n",
+ " }\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "881a28a5-154d-4dc9-b821-1950c40d3e2d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "13.338223645957047天平均时间解决issue\n",
+ "0.7665856481481481天中位数时间解决issue\n"
+ ]
+ }
+ ],
+ "source": [
+ "5//Issue 从打开到关闭的平均时长和中位数（单位：天）\n",
+ "\n",
+ " Promise.all(\n",
+ " years.map((year) => {\n",
+ " return query( `SELECT toUnixTimestamp(temp.issue_closed_at)-toUnixTimestamp(temp1.issue_created_at) as time\n",
+ "From github_log.events as temp1,(select issue_created_at,issue_id ,issue_closed_at from github_log.events where repo_name='microsoft/vscode' and\n",
+ " type = 'PullRequestEvent' and action = 'closed') as temp\n",
+ " where temp1.repo_name='microsoft/vscode' and temp1.type='PullRequestEvent' and temp.issue_id=temp1.issue_id and temp1.action='opened'\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " function sortNumber(a,b){\n",
+ " return a - b\n",
+ " }\n",
+ " times=[]\n",
+ " let sum=0 \n",
+ " let len=0\n",
+ " for(let i= 0; i < res.length;i++){\n",
+ " len=len+res[i].length\n",
+ " for (let j = 0; j < res[i].length; j++) {\n",
+ " times[i*res[i].length+j] = Number(res[i][j].time);\n",
+ " sum+=Number(res[i][j].time)\n",
+ " }\n",
+ " }\n",
+ " sum=sum/len\n",
+ " times.sort(sortNumber)\n",
+ " console.log(sum/86400+'天平均时间解决issue')\n",
+ " console.log(times[len/2]/86400+'天中位数时间解决issue') \n",
+ " });\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "id": "81b3fbd3-dbdf-400b-b360-e0254d705e81",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "7.370732942887969天平均时间pr\n",
+ "0.6565509259259259天中位数时间pr\n"
+ ]
+ }
+ ],
+ "source": [
+ "6//PR 从打开到合入的平均时长和中位数（单位：天）\n",
+ "\n",
+ "\n",
+ "Promise.all(\n",
+ " years.map((year) => {\n",
+ " return query( `SELECT toUnixTimestamp(temp1.pull_merged_at)-toUnixTimestamp(temp.created_at) as time\n",
+ "From github_log.events as temp1,(select created_at,issue_id from github_log.events where repo_name='microsoft/vscode' and\n",
+ " type = 'PullRequestEvent' and action ='opened') as temp\n",
+ " where temp1.repo_name='microsoft/vscode' and temp1.type='PullRequestEvent' and temp1.pull_merged=1 and temp.issue_id=temp1.issue_id\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " function sortNumber(a,b){\n",
+ " return a - b\n",
+ " }\n",
+ " times=[]\n",
+ " let sum=0 \n",
+ " let len=0\n",
+ " for(let i= 0; i < res.length;i++){\n",
+ " len=len+res[i].length\n",
+ " for (let j = 0; j < res[i].length; j++) {\n",
+ " times[i*res[i].length+j] = Number(res[i][j].time);\n",
+ " sum+=Number(res[i][j].time)\n",
+ " }\n",
+ " }\n",
+ " sum=sum/len\n",
+ " times.sort(sortNumber)\n",
+ " console.log(sum/86400+'天平均时间pr')\n",
+ " console.log(times[(len)/2]/86400+'天中位数时间pr') \n",
+ " });\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "372b4830-542d-4afb-97f0-f466200b3f1e",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "第一次有人回复(非本人)的平均时长135.0825240178187天\n",
+ "第一次有人回复(非本人)的中位数3.5388657407407407天\n"
+ ]
+ }
+ ],
+ "source": [
+ "//7 issue和PR从打开到第一次有人回复(非本人)的平均时长和中位数（单位：天）\n",
+ "\n",
+ "\n",
+ "Promise.all(\n",
+ " years.map((year) => {\n",
+ " return query( `SELECT toUnixTimestamp(issue_comment_created_at)-toUnixTimestamp(issue_created_at) as time\n",
+ "From github_log.events \n",
+ " where repo_name='microsoft/vscode' and type='IssueCommentEvent' and issue_author_id<>\n",
+ " issue_comment_author_id\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " function sortNumber(a,b){\n",
+ " return a - b\n",
+ " }\n",
+ " times=[]\n",
+ " let sum=0 \n",
+ " let len=0\n",
+ " for(let i= 0; i < res.length;i++){\n",
+ " len=len+res[i].length\n",
+ " for (let j = 0; j < res[i].length; j++) {\n",
+ " times[i*res[i].length+j] = Number(res[i][j].time);\n",
+ " sum+=Number(res[i][j].time)\n",
+ " }\n",
+ " }\n",
+ " sum=sum/len\n",
+ " times.sort(sortNumber)\n",
+ " console.log('第一次有人回复(非本人)的平均时长'+sum/86400+'天')\n",
+ " console.log('第一次有人回复(非本人)的中位数'+times[len/2+1]/86400+'天') \n",
+ " });"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9a4f3878-a0b4-4fc5-8cf3-a95cb12454da",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8a9f5495-1907-4772-b70a-890cdc3978cb",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "JavaScript (Node.js)",
+ "language": "javascript",
+ "name": "javascript"
+ },
+ "language_info": {
+ "file_extension": ".js",
+ "mimetype": "application/javascript",
+ "name": "javascript",
+ "version": "16.13.2"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
From 95083d2967379db15a81c48eff6c50be8007c0bf Mon Sep 17 00:00:00 2001
From: lujinli <41559368+lijinlus@users.noreply.github.com>
Date: Tue, 28 Jun 2022 19:05:28 +0800
Subject: [PATCH 3/8] Add files via upload
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
upload ipynb文件
---
Final/44-vscode/microsoftvscode.ipynb | 1290 +++++++++++++++++++++++++
1 file changed, 1290 insertions(+)
create mode 100644 Final/44-vscode/microsoftvscode.ipynb
diff --git a/Final/44-vscode/microsoftvscode.ipynb b/Final/44-vscode/microsoftvscode.ipynb
new file mode 100644
index 0000000..241fad0
--- /dev/null
+++ b/Final/44-vscode/microsoftvscode.ipynb
@@ -0,0 +1,1290 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "id": "521e0f53-55e7-4182-b16f-331a36813b8e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "var openDigger = require('../src/open_digger');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "id": "96f05713-1a3f-4aea-8cfd-2d05c9ed7cdb",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[\n",
+ " { name: '_temporary_and_external_tables' },\n",
+ " { name: 'default' },\n",
+ " { name: 'github_log' },\n",
+ " { name: 'system' }\n",
+ "]\n"
+ ]
+ }
+ ],
+ "source": [
+ "var query = openDigger.driver.clickhouse.query;query( `SHOW DATABASES`).then(res=>{ console.log(res);})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "id": "95dbda8f-de6b-4e5a-95c6-77b8cc4ca08d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[ { name: 'events' } ]\n"
+ ]
+ }
+ ],
+ "source": [
+ "query( `SHOW TABLES from github_log`).then(res=>{ console.log(res);})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "id": "e3544824-9ad7-49fb-8ab7-bb98b9f405ba",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "data": [
+ {
+ "mode": "scatter",
+ "name": "fork数量",
+ "x": [
+ "2019-06",
+ "2019-07",
+ "2019-08",
+ "2019-09",
+ "2019-10",
+ "2019-11",
+ "2019-12",
+ "2020-01",
+ "2020-02",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-01",
+ "2021-02",
+ "2021-03",
+ "2021-04",
+ "2021-05",
+ "2021-06",
+ "2021-07",
+ "2021-08",
+ "2021-09",
+ "2021-10",
+ "2021-11",
+ "2021-12",
+ "2022-01",
+ "2022-02",
+ "2022-03",
+ "2022-04",
+ "2022-05",
+ "2022-06"
+ ],
+ "y": [
+ 337,
+ 342,
+ 409,
+ 375,
+ 436,
+ 531,
+ 415,
+ 279,
+ 334,
+ 352,
+ 366,
+ 411,
+ 304,
+ 328,
+ 297,
+ 328,
+ 375,
+ 377,
+ 292,
+ 299,
+ 310,
+ 273,
+ 299,
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+ 265,
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+ 385,
+ 268,
+ 273,
+ 283,
+ 308,
+ 292,
+ 238,
+ 259,
+ 97
+ ]
+ },
+ {
+ "mode": "scatter",
+ "name": "star数量",
+ "x": [
+ "2019-06",
+ "2019-07",
+ "2019-08",
+ "2019-09",
+ "2019-10",
+ "2019-11",
+ "2019-12",
+ "2020-01",
+ "2020-02",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-01",
+ "2021-02",
+ "2021-03",
+ "2021-04",
+ "2021-05",
+ "2021-06",
+ "2021-07",
+ "2021-08",
+ "2021-09",
+ "2021-10",
+ "2021-11",
+ "2021-12",
+ "2022-01",
+ "2022-02",
+ "2022-03",
+ "2022-04",
+ "2022-05",
+ "2022-06"
+ ],
+ "y": [
+ 1719,
+ 1563,
+ 1616,
+ 1659,
+ 1524,
+ 2370,
+ 1812,
+ 1412,
+ 1280,
+ 1564,
+ 1714,
+ 1880,
+ 1499,
+ 1914,
+ 1724,
+ 1492,
+ 1502,
+ 1491,
+ 1682,
+ 1417,
+ 1652,
+ 1952,
+ 1610,
+ 1298,
+ 1337,
+ 1448,
+ 1427,
+ 1236,
+ 1274,
+ 1447,
+ 1142,
+ 1141,
+ 1259,
+ 1361,
+ 1141,
+ 1545,
+ 432
+ ],
+ "yaxis": "y2"
+ }
+ ],
+ "layout": {
+ "autosize": true,
+ "title": {
+ "text": "每月新增Fork和Star的个数"
+ },
+ "xaxis": {
+ "autorange": true,
+ "range": [
+ "2019-06-01",
+ "2022-06-01"
+ ],
+ "type": "date"
+ },
+ "yaxis": {
+ "autorange": true,
+ "range": [
+ 72.88888888888889,
+ 555.1111111111111
+ ],
+ "type": "linear"
+ },
+ "yaxis2": {
+ "anchor": "x",
+ "autorange": true,
+ "overlaying": "y",
+ "range": [
+ 324.3333333333333,
+ 2477.6666666666665
+ ],
+ "side": "right",
+ "type": "linear"
+ }
+ }
+ },
+ "image/png": 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"
+ },
+ "execution_count": 128,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "var years = [2015,2016,2017,2018,2019,2020,2021,2022]\n",
+ "Promise.all(\n",
+ " years.map((year) => {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, max(repo_stargazers_count) as star ,max(repo_forks_count) as fork\n",
+ "FROM github_log.events \n",
+ "where repo_name='microsoft/vscode' and repo_stargazers_count >0 and repo_forks_count>0\n",
+ " group by formatDateTime(created_at, '%Y-%m')\n",
+ " order by formatDateTime(created_at, '%Y-%m')\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " // console.log(res[0])\n",
+ " star=[]\n",
+ " fork=[]\n",
+ " month=[]\n",
+ " // month.push(res[0][0].date)\n",
+ " for (var i=1;i {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)issue_id \n",
+ " FROM github_log.events \n",
+ "where repo_name='microsoft/vscode'and type = 'PullRequestEvent'\n",
+ " group by formatDateTime(created_at, '%Y-%m')\n",
+ " order by formatDateTime(created_at, '%Y-%m')\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " for (var i=1;i {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)issue_id \n",
+ " FROM github_log.events \n",
+ "where repo_name='microsoft/vscode'and type = 'PullRequestEvent'and issue_created_at{\n",
+ " \n",
+ " for (var i=1;i {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)open\n",
+ " FROM github_log.events \n",
+ "where repo_name='microsoft/vscode'and type = 'PullRequestEvent' and action = 'opened'\n",
+ " group by formatDateTime(created_at, '%Y-%m')\n",
+ " order by formatDateTime(created_at, '%Y-%m')\n",
+ " \n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " fork={}\n",
+ " star={}\n",
+ " \n",
+ " let year=2015\n",
+ " for (let i = 0; i < res.length-1; i++) {\n",
+ " year=year+1\n",
+ " for (let j = 0; j < res[i].length-1; j++) {\n",
+ " star[year+'--'+res[i][j].m] = Number(res[i][j].open);\n",
+ " }\n",
+ " \n",
+ " }\n",
+ " for (var key in star){\n",
+ " month.push(key);\n",
+ " let thisMonth = star[key];\n",
+ " open.push(thisMonth);\n",
+ " }\n",
+ " });\n",
+ "\n",
+ "Promise.all(\n",
+ " years.map((year) => {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)pull_merged_at\n",
+ " FROM github_log.events \n",
+ "where repo_name='microsoft/vscode'and type = 'PullRequestEvent' and action ='closed'\n",
+ " group by formatDateTime(created_at, '%Y-%m')\n",
+ " order by formatDateTime(created_at, '%Y-%m')\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " star={}\n",
+ " let year=2015\n",
+ " for (let i = 0; i < res.length-1; i++) {\n",
+ " year=year+1\n",
+ " for (let j = 0; j < res[i].length-1; j++) {\n",
+ " star[year+'--'+res[i][j].m] = Number(res[i][j].pull_merged_at);\n",
+ " }\n",
+ " \n",
+ " }\n",
+ " for (var key in star){\n",
+ " month2.push(key);\n",
+ " let thisMonth = star[key];\n",
+ " close.push(thisMonth);\n",
+ " }\n",
+ "\n",
+ "\n",
+ " \n",
+ " openDigger.render.plotly([\n",
+ " {x: month, y: open, mode: 'scatter', name: '打开pr数量', yaxis: 'y2'},\n",
+ " {x: month2, y: close, mode: 'scatter', name: '关闭pr数量', yaxis: 'y2'},\n",
+ " ], { title: \"每月打开pr和的合入pr个数\" , \n",
+ " yaxis2: { overlaying: 'y', side: 'right', anchor: 'x' },\n",
+ " });\n",
+ " });\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "c23c01ca-827f-400a-bfc0-151737bfca07",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "data": [
+ {
+ "mode": "scatter",
+ "name": "开发者活跃 数量",
+ "x": [
+ "2019-05",
+ "2019-06",
+ "2019-07",
+ "2019-08",
+ "2019-09",
+ "2019-10",
+ "2019-11",
+ "2019-12",
+ "2020-01",
+ "2020-02",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-01",
+ "2021-02",
+ "2021-03",
+ "2021-04",
+ "2021-05",
+ "2021-06",
+ "2021-07",
+ "2021-08",
+ "2021-09",
+ "2021-10",
+ "2021-11",
+ "2021-12",
+ "2022-01",
+ "2022-02",
+ "2022-03",
+ "2022-04",
+ "2022-05",
+ "2022-06"
+ ],
+ "y": [
+ "1788",
+ "2019",
+ "2249",
+ "2163",
+ "1835",
+ "2309",
+ "2535",
+ "2635",
+ "1986",
+ "2012",
+ "2403",
+ "2575",
+ "2431",
+ "2379",
+ "2669",
+ "2191",
+ "2389",
+ "2310",
+ "2349",
+ "2170",
+ "1865",
+ "2337",
+ "2202",
+ "2150",
+ "2085",
+ "2190",
+ "2208",
+ "2043",
+ "2474",
+ "1203",
+ "2177",
+ "1915",
+ "1810",
+ "2049",
+ "2173",
+ "2181",
+ "2189",
+ "765"
+ ]
+ }
+ ],
+ "layout": {
+ "autosize": true,
+ "title": {
+ "text": "microsoft/vscode每月在仓库中活跃的不同开发者总数"
+ },
+ "xaxis": {
+ "autorange": true,
+ "range": [
+ "2019-05-01",
+ "2022-06-01"
+ ],
+ "type": "date"
+ },
+ "yaxis": {
+ "autorange": true,
+ "range": [
+ 659.2222222222222,
+ 2774.777777777778
+ ],
+ "type": "linear"
+ }
+ }
+ },
+ "image/png": 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"
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "//4\n",
+ "\n",
+ "query(\n",
+ "`\n",
+ " select formatDateTime(created_at, '%Y-%m') as m, count(distinct actor_id) as cnt\n",
+ " from github_log.events \n",
+ " where repo_name = 'microsoft/vscode' \n",
+ " and type in ['IssueCommentEvent', 'IssuesEvent', 'PullRequestEvent', 'PullRequestReviewCommentEvent']\n",
+ " group by formatDateTime(created_at, '%Y-%m')\n",
+ " order by formatDateTime(created_at, '%Y-%m')\n",
+ "`\n",
+ ").then(\n",
+ " data => {\n",
+ " // console.log(data)\n",
+ " openDigger.render.plotly([\n",
+ " {y: data.map(d => d.cnt), x: data.map(d => d.m), mode: 'scatter', name: '开发者活跃 数量'},\n",
+ " ],{title: `microsoft/vscode每月在仓库中活跃的不同开发者总数`}); \n",
+ " }\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "881a28a5-154d-4dc9-b821-1950c40d3e2d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "13.338223645957047天平均时间解决issue\n",
+ "0.7665856481481481天中位数时间解决issue\n"
+ ]
+ }
+ ],
+ "source": [
+ "5//Issue 从打开到关闭的平均时长和中位数（单位：天）\n",
+ "\n",
+ " Promise.all(\n",
+ " years.map((year) => {\n",
+ " return query( `SELECT toUnixTimestamp(temp.issue_closed_at)-toUnixTimestamp(temp1.issue_created_at) as time\n",
+ "From github_log.events as temp1,(select issue_created_at,issue_id ,issue_closed_at from github_log.events where repo_name='microsoft/vscode' and\n",
+ " type = 'PullRequestEvent' and action = 'closed') as temp\n",
+ " where temp1.repo_name='microsoft/vscode' and temp1.type='PullRequestEvent' and temp.issue_id=temp1.issue_id and temp1.action='opened'\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " function sortNumber(a,b){\n",
+ " return a - b\n",
+ " }\n",
+ " times=[]\n",
+ " let sum=0 \n",
+ " let len=0\n",
+ " for(let i= 0; i < res.length;i++){\n",
+ " len=len+res[i].length\n",
+ " for (let j = 0; j < res[i].length; j++) {\n",
+ " times[i*res[i].length+j] = Number(res[i][j].time);\n",
+ " sum+=Number(res[i][j].time)\n",
+ " }\n",
+ " }\n",
+ " sum=sum/len\n",
+ " times.sort(sortNumber)\n",
+ " console.log(sum/86400+'天平均时间解决issue')\n",
+ " console.log(times[len/2]/86400+'天中位数时间解决issue') \n",
+ " });\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "id": "81b3fbd3-dbdf-400b-b360-e0254d705e81",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "7.370732942887969天平均时间pr\n",
+ "0.6565509259259259天中位数时间pr\n"
+ ]
+ }
+ ],
+ "source": [
+ "6//PR 从打开到合入的平均时长和中位数（单位：天）\n",
+ "\n",
+ "\n",
+ "Promise.all(\n",
+ " years.map((year) => {\n",
+ " return query( `SELECT toUnixTimestamp(temp1.pull_merged_at)-toUnixTimestamp(temp.created_at) as time\n",
+ "From github_log.events as temp1,(select created_at,issue_id from github_log.events where repo_name='microsoft/vscode' and\n",
+ " type = 'PullRequestEvent' and action ='opened') as temp\n",
+ " where temp1.repo_name='microsoft/vscode' and temp1.type='PullRequestEvent' and temp1.pull_merged=1 and temp.issue_id=temp1.issue_id\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " function sortNumber(a,b){\n",
+ " return a - b\n",
+ " }\n",
+ " times=[]\n",
+ " let sum=0 \n",
+ " let len=0\n",
+ " for(let i= 0; i < res.length;i++){\n",
+ " len=len+res[i].length\n",
+ " for (let j = 0; j < res[i].length; j++) {\n",
+ " times[i*res[i].length+j] = Number(res[i][j].time);\n",
+ " sum+=Number(res[i][j].time)\n",
+ " }\n",
+ " }\n",
+ " sum=sum/len\n",
+ " times.sort(sortNumber)\n",
+ " console.log(sum/86400+'天平均时间pr')\n",
+ " console.log(times[(len)/2]/86400+'天中位数时间pr') \n",
+ " });\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "372b4830-542d-4afb-97f0-f466200b3f1e",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "第一次有人回复(非本人)的平均时长135.0825240178187天\n",
+ "第一次有人回复(非本人)的中位数3.5388657407407407天\n"
+ ]
+ }
+ ],
+ "source": [
+ "//7 issue和PR从打开到第一次有人回复(非本人)的平均时长和中位数（单位：天）\n",
+ "\n",
+ "\n",
+ "Promise.all(\n",
+ " years.map((year) => {\n",
+ " return query( `SELECT toUnixTimestamp(issue_comment_created_at)-toUnixTimestamp(issue_created_at) as time\n",
+ "From github_log.events \n",
+ " where repo_name='microsoft/vscode' and type='IssueCommentEvent' and issue_author_id<>\n",
+ " issue_comment_author_id\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " function sortNumber(a,b){\n",
+ " return a - b\n",
+ " }\n",
+ " times=[]\n",
+ " let sum=0 \n",
+ " let len=0\n",
+ " for(let i= 0; i < res.length;i++){\n",
+ " len=len+res[i].length\n",
+ " for (let j = 0; j < res[i].length; j++) {\n",
+ " times[i*res[i].length+j] = Number(res[i][j].time);\n",
+ " sum+=Number(res[i][j].time)\n",
+ " }\n",
+ " }\n",
+ " sum=sum/len\n",
+ " times.sort(sortNumber)\n",
+ " console.log('第一次有人回复(非本人)的平均时长'+sum/86400+'天')\n",
+ " console.log('第一次有人回复(非本人)的中位数'+times[len/2+1]/86400+'天') \n",
+ " });"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9a4f3878-a0b4-4fc5-8cf3-a95cb12454da",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8a9f5495-1907-4772-b70a-890cdc3978cb",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "JavaScript (Node.js)",
+ "language": "javascript",
+ "name": "javascript"
+ },
+ "language_info": {
+ "file_extension": ".js",
+ "mimetype": "application/javascript",
+ "name": "javascript",
+ "version": "16.13.2"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
From 917e07b188ab496e1c50bc5ffa286c36731bcf9c Mon Sep 17 00:00:00 2001
From: lujinli <41559368+lijinlus@users.noreply.github.com>
Date: Tue, 28 Jun 2022 19:07:03 +0800
Subject: [PATCH 4/8] Delete microsoftvscode.ipynb
---
Final/44-vscode/microsoftvscode.ipynb | 1290 -------------------------
1 file changed, 1290 deletions(-)
delete mode 100644 Final/44-vscode/microsoftvscode.ipynb
diff --git a/Final/44-vscode/microsoftvscode.ipynb b/Final/44-vscode/microsoftvscode.ipynb
deleted file mode 100644
index 241fad0..0000000
--- a/Final/44-vscode/microsoftvscode.ipynb
+++ /dev/null
@@ -1,1290 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 77,
- "id": "521e0f53-55e7-4182-b16f-331a36813b8e",
- "metadata": {},
- "outputs": [],
- "source": [
- "var openDigger = require('../src/open_digger');"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 78,
- "id": "96f05713-1a3f-4aea-8cfd-2d05c9ed7cdb",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[\n",
- " { name: '_temporary_and_external_tables' },\n",
- " { name: 'default' },\n",
- " { name: 'github_log' },\n",
- " { name: 'system' }\n",
- "]\n"
- ]
- }
- ],
- "source": [
- "var query = openDigger.driver.clickhouse.query;query( `SHOW DATABASES`).then(res=>{ console.log(res);})"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 83,
- "id": "95dbda8f-de6b-4e5a-95c6-77b8cc4ca08d",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[ { name: 'events' } ]\n"
- ]
- }
- ],
- "source": [
- "query( `SHOW TABLES from github_log`).then(res=>{ console.log(res);})"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 128,
- "id": "e3544824-9ad7-49fb-8ab7-bb98b9f405ba",
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "application/vnd.plotly.v1+json": {
- "data": [
- {
- "mode": "scatter",
- "name": "fork数量",
- "x": [
- "2019-06",
- "2019-07",
- "2019-08",
- "2019-09",
- "2019-10",
- "2019-11",
- "2019-12",
- "2020-01",
- "2020-02",
- "2020-03",
- "2020-04",
- "2020-05",
- "2020-06",
- "2020-07",
- "2020-08",
- "2020-09",
- "2020-10",
- "2020-11",
- "2020-12",
- "2021-01",
- "2021-02",
- "2021-03",
- "2021-04",
- "2021-05",
- "2021-06",
- "2021-07",
- "2021-08",
- "2021-09",
- "2021-10",
- "2021-11",
- "2021-12",
- "2022-01",
- "2022-02",
- "2022-03",
- "2022-04",
- "2022-05",
- "2022-06"
- ],
- "y": [
- 337,
- 342,
- 409,
- 375,
- 436,
- 531,
- 415,
- 279,
- 334,
- 352,
- 366,
- 411,
- 304,
- 328,
- 297,
- 328,
- 375,
- 377,
- 292,
- 299,
- 310,
- 273,
- 299,
- 296,
- 221,
- 306,
- 265,
- 369,
- 385,
- 268,
- 273,
- 283,
- 308,
- 292,
- 238,
- 259,
- 97
- ]
- },
- {
- "mode": "scatter",
- "name": "star数量",
- "x": [
- "2019-06",
- "2019-07",
- "2019-08",
- "2019-09",
- "2019-10",
- "2019-11",
- "2019-12",
- "2020-01",
- "2020-02",
- "2020-03",
- "2020-04",
- "2020-05",
- "2020-06",
- "2020-07",
- "2020-08",
- "2020-09",
- "2020-10",
- "2020-11",
- "2020-12",
- "2021-01",
- "2021-02",
- "2021-03",
- "2021-04",
- "2021-05",
- "2021-06",
- "2021-07",
- "2021-08",
- "2021-09",
- "2021-10",
- "2021-11",
- "2021-12",
- "2022-01",
- "2022-02",
- "2022-03",
- "2022-04",
- "2022-05",
- "2022-06"
- ],
- "y": [
- 1719,
- 1563,
- 1616,
- 1659,
- 1524,
- 2370,
- 1812,
- 1412,
- 1280,
- 1564,
- 1714,
- 1880,
- 1499,
- 1914,
- 1724,
- 1492,
- 1502,
- 1491,
- 1682,
- 1417,
- 1652,
- 1952,
- 1610,
- 1298,
- 1337,
- 1448,
- 1427,
- 1236,
- 1274,
- 1447,
- 1142,
- 1141,
- 1259,
- 1361,
- 1141,
- 1545,
- 432
- ],
- "yaxis": "y2"
- }
- ],
- "layout": {
- "autosize": true,
- "title": {
- "text": "每月新增Fork和Star的个数"
- },
- "xaxis": {
- "autorange": true,
- "range": [
- "2019-06-01",
- "2022-06-01"
- ],
- "type": "date"
- },
- "yaxis": {
- "autorange": true,
- "range": [
- 72.88888888888889,
- 555.1111111111111
- ],
- "type": "linear"
- },
- "yaxis2": {
- "anchor": "x",
- "autorange": true,
- "overlaying": "y",
- "range": [
- 324.3333333333333,
- 2477.6666666666665
- ],
- "side": "right",
- "type": "linear"
- }
- }
- },
- "image/png": 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"
- },
- "execution_count": 128,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "var years = [2015,2016,2017,2018,2019,2020,2021,2022]\n",
- "Promise.all(\n",
- " years.map((year) => {\n",
- " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, max(repo_stargazers_count) as star ,max(repo_forks_count) as fork\n",
- "FROM github_log.events \n",
- "where repo_name='microsoft/vscode' and repo_stargazers_count >0 and repo_forks_count>0\n",
- " group by formatDateTime(created_at, '%Y-%m')\n",
- " order by formatDateTime(created_at, '%Y-%m')\n",
- "`);\n",
- " })\n",
- ").then(res=>{ \n",
- " // console.log(res[0])\n",
- " star=[]\n",
- " fork=[]\n",
- " month=[]\n",
- " // month.push(res[0][0].date)\n",
- " for (var i=1;i {\n",
- " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)issue_id \n",
- " FROM github_log.events \n",
- "where repo_name='microsoft/vscode'and type = 'PullRequestEvent'\n",
- " group by formatDateTime(created_at, '%Y-%m')\n",
- " order by formatDateTime(created_at, '%Y-%m')\n",
- "`);\n",
- " })\n",
- ").then(res=>{ \n",
- " for (var i=1;i {\n",
- " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)issue_id \n",
- " FROM github_log.events \n",
- "where repo_name='microsoft/vscode'and type = 'PullRequestEvent'and issue_created_at{\n",
- " \n",
- " for (var i=1;i {\n",
- " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)open\n",
- " FROM github_log.events \n",
- "where repo_name='microsoft/vscode'and type = 'PullRequestEvent' and action = 'opened'\n",
- " group by formatDateTime(created_at, '%Y-%m')\n",
- " order by formatDateTime(created_at, '%Y-%m')\n",
- " \n",
- "`);\n",
- " })\n",
- ").then(res=>{ \n",
- " fork={}\n",
- " star={}\n",
- " \n",
- " let year=2015\n",
- " for (let i = 0; i < res.length-1; i++) {\n",
- " year=year+1\n",
- " for (let j = 0; j < res[i].length-1; j++) {\n",
- " star[year+'--'+res[i][j].m] = Number(res[i][j].open);\n",
- " }\n",
- " \n",
- " }\n",
- " for (var key in star){\n",
- " month.push(key);\n",
- " let thisMonth = star[key];\n",
- " open.push(thisMonth);\n",
- " }\n",
- " });\n",
- "\n",
- "Promise.all(\n",
- " years.map((year) => {\n",
- " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)pull_merged_at\n",
- " FROM github_log.events \n",
- "where repo_name='microsoft/vscode'and type = 'PullRequestEvent' and action ='closed'\n",
- " group by formatDateTime(created_at, '%Y-%m')\n",
- " order by formatDateTime(created_at, '%Y-%m')\n",
- "`);\n",
- " })\n",
- ").then(res=>{ \n",
- " star={}\n",
- " let year=2015\n",
- " for (let i = 0; i < res.length-1; i++) {\n",
- " year=year+1\n",
- " for (let j = 0; j < res[i].length-1; j++) {\n",
- " star[year+'--'+res[i][j].m] = Number(res[i][j].pull_merged_at);\n",
- " }\n",
- " \n",
- " }\n",
- " for (var key in star){\n",
- " month2.push(key);\n",
- " let thisMonth = star[key];\n",
- " close.push(thisMonth);\n",
- " }\n",
- "\n",
- "\n",
- " \n",
- " openDigger.render.plotly([\n",
- " {x: month, y: open, mode: 'scatter', name: '打开pr数量', yaxis: 'y2'},\n",
- " {x: month2, y: close, mode: 'scatter', name: '关闭pr数量', yaxis: 'y2'},\n",
- " ], { title: \"每月打开pr和的合入pr个数\" , \n",
- " yaxis2: { overlaying: 'y', side: 'right', anchor: 'x' },\n",
- " });\n",
- " });\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 41,
- "id": "c23c01ca-827f-400a-bfc0-151737bfca07",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.plotly.v1+json": {
- "data": [
- {
- "mode": "scatter",
- "name": "开发者活跃 数量",
- "x": [
- "2019-05",
- "2019-06",
- "2019-07",
- "2019-08",
- "2019-09",
- "2019-10",
- "2019-11",
- "2019-12",
- "2020-01",
- "2020-02",
- "2020-03",
- "2020-04",
- "2020-05",
- "2020-06",
- "2020-07",
- "2020-08",
- "2020-09",
- "2020-10",
- "2020-11",
- "2020-12",
- "2021-01",
- "2021-02",
- "2021-03",
- "2021-04",
- "2021-05",
- "2021-06",
- "2021-07",
- "2021-08",
- "2021-09",
- "2021-10",
- "2021-11",
- "2021-12",
- "2022-01",
- "2022-02",
- "2022-03",
- "2022-04",
- "2022-05",
- "2022-06"
- ],
- "y": [
- "1788",
- "2019",
- "2249",
- "2163",
- "1835",
- "2309",
- "2535",
- "2635",
- "1986",
- "2012",
- "2403",
- "2575",
- "2431",
- "2379",
- "2669",
- "2191",
- "2389",
- "2310",
- "2349",
- "2170",
- "1865",
- "2337",
- "2202",
- "2150",
- "2085",
- "2190",
- "2208",
- "2043",
- "2474",
- "1203",
- "2177",
- "1915",
- "1810",
- "2049",
- "2173",
- "2181",
- "2189",
- "765"
- ]
- }
- ],
- "layout": {
- "autosize": true,
- "title": {
- "text": "microsoft/vscode每月在仓库中活跃的不同开发者总数"
- },
- "xaxis": {
- "autorange": true,
- "range": [
- "2019-05-01",
- "2022-06-01"
- ],
- "type": "date"
- },
- "yaxis": {
- "autorange": true,
- "range": [
- 659.2222222222222,
- 2774.777777777778
- ],
- "type": "linear"
- }
- }
- },
- "image/png": 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"
- },
- "execution_count": 41,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "//4\n",
- "\n",
- "query(\n",
- "`\n",
- " select formatDateTime(created_at, '%Y-%m') as m, count(distinct actor_id) as cnt\n",
- " from github_log.events \n",
- " where repo_name = 'microsoft/vscode' \n",
- " and type in ['IssueCommentEvent', 'IssuesEvent', 'PullRequestEvent', 'PullRequestReviewCommentEvent']\n",
- " group by formatDateTime(created_at, '%Y-%m')\n",
- " order by formatDateTime(created_at, '%Y-%m')\n",
- "`\n",
- ").then(\n",
- " data => {\n",
- " // console.log(data)\n",
- " openDigger.render.plotly([\n",
- " {y: data.map(d => d.cnt), x: data.map(d => d.m), mode: 'scatter', name: '开发者活跃 数量'},\n",
- " ],{title: `microsoft/vscode每月在仓库中活跃的不同开发者总数`}); \n",
- " }\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 37,
- "id": "881a28a5-154d-4dc9-b821-1950c40d3e2d",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "13.338223645957047天平均时间解决issue\n",
- "0.7665856481481481天中位数时间解决issue\n"
- ]
- }
- ],
- "source": [
- "5//Issue 从打开到关闭的平均时长和中位数（单位：天）\n",
- "\n",
- " Promise.all(\n",
- " years.map((year) => {\n",
- " return query( `SELECT toUnixTimestamp(temp.issue_closed_at)-toUnixTimestamp(temp1.issue_created_at) as time\n",
- "From github_log.events as temp1,(select issue_created_at,issue_id ,issue_closed_at from github_log.events where repo_name='microsoft/vscode' and\n",
- " type = 'PullRequestEvent' and action = 'closed') as temp\n",
- " where temp1.repo_name='microsoft/vscode' and temp1.type='PullRequestEvent' and temp.issue_id=temp1.issue_id and temp1.action='opened'\n",
- "`);\n",
- " })\n",
- ").then(res=>{ \n",
- " function sortNumber(a,b){\n",
- " return a - b\n",
- " }\n",
- " times=[]\n",
- " let sum=0 \n",
- " let len=0\n",
- " for(let i= 0; i < res.length;i++){\n",
- " len=len+res[i].length\n",
- " for (let j = 0; j < res[i].length; j++) {\n",
- " times[i*res[i].length+j] = Number(res[i][j].time);\n",
- " sum+=Number(res[i][j].time)\n",
- " }\n",
- " }\n",
- " sum=sum/len\n",
- " times.sort(sortNumber)\n",
- " console.log(sum/86400+'天平均时间解决issue')\n",
- " console.log(times[len/2]/86400+'天中位数时间解决issue') \n",
- " });\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 39,
- "id": "81b3fbd3-dbdf-400b-b360-e0254d705e81",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "7.370732942887969天平均时间pr\n",
- "0.6565509259259259天中位数时间pr\n"
- ]
- }
- ],
- "source": [
- "6//PR 从打开到合入的平均时长和中位数（单位：天）\n",
- "\n",
- "\n",
- "Promise.all(\n",
- " years.map((year) => {\n",
- " return query( `SELECT toUnixTimestamp(temp1.pull_merged_at)-toUnixTimestamp(temp.created_at) as time\n",
- "From github_log.events as temp1,(select created_at,issue_id from github_log.events where repo_name='microsoft/vscode' and\n",
- " type = 'PullRequestEvent' and action ='opened') as temp\n",
- " where temp1.repo_name='microsoft/vscode' and temp1.type='PullRequestEvent' and temp1.pull_merged=1 and temp.issue_id=temp1.issue_id\n",
- "`);\n",
- " })\n",
- ").then(res=>{ \n",
- " function sortNumber(a,b){\n",
- " return a - b\n",
- " }\n",
- " times=[]\n",
- " let sum=0 \n",
- " let len=0\n",
- " for(let i= 0; i < res.length;i++){\n",
- " len=len+res[i].length\n",
- " for (let j = 0; j < res[i].length; j++) {\n",
- " times[i*res[i].length+j] = Number(res[i][j].time);\n",
- " sum+=Number(res[i][j].time)\n",
- " }\n",
- " }\n",
- " sum=sum/len\n",
- " times.sort(sortNumber)\n",
- " console.log(sum/86400+'天平均时间pr')\n",
- " console.log(times[(len)/2]/86400+'天中位数时间pr') \n",
- " });\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 40,
- "id": "372b4830-542d-4afb-97f0-f466200b3f1e",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "第一次有人回复(非本人)的平均时长135.0825240178187天\n",
- "第一次有人回复(非本人)的中位数3.5388657407407407天\n"
- ]
- }
- ],
- "source": [
- "//7 issue和PR从打开到第一次有人回复(非本人)的平均时长和中位数（单位：天）\n",
- "\n",
- "\n",
- "Promise.all(\n",
- " years.map((year) => {\n",
- " return query( `SELECT toUnixTimestamp(issue_comment_created_at)-toUnixTimestamp(issue_created_at) as time\n",
- "From github_log.events \n",
- " where repo_name='microsoft/vscode' and type='IssueCommentEvent' and issue_author_id<>\n",
- " issue_comment_author_id\n",
- "`);\n",
- " })\n",
- ").then(res=>{ \n",
- " function sortNumber(a,b){\n",
- " return a - b\n",
- " }\n",
- " times=[]\n",
- " let sum=0 \n",
- " let len=0\n",
- " for(let i= 0; i < res.length;i++){\n",
- " len=len+res[i].length\n",
- " for (let j = 0; j < res[i].length; j++) {\n",
- " times[i*res[i].length+j] = Number(res[i][j].time);\n",
- " sum+=Number(res[i][j].time)\n",
- " }\n",
- " }\n",
- " sum=sum/len\n",
- " times.sort(sortNumber)\n",
- " console.log('第一次有人回复(非本人)的平均时长'+sum/86400+'天')\n",
- " console.log('第一次有人回复(非本人)的中位数'+times[len/2+1]/86400+'天') \n",
- " });"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "9a4f3878-a0b4-4fc5-8cf3-a95cb12454da",
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "8a9f5495-1907-4772-b70a-890cdc3978cb",
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "JavaScript (Node.js)",
- "language": "javascript",
- "name": "javascript"
- },
- "language_info": {
- "file_extension": ".js",
- "mimetype": "application/javascript",
- "name": "javascript",
- "version": "16.13.2"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
From cdb4147d6a5d95f515a28c338e39dad0e823a404 Mon Sep 17 00:00:00 2001
From: lujinli <41559368+lijinlus@users.noreply.github.com>
Date: Tue, 28 Jun 2022 19:07:25 +0800
Subject: [PATCH 5/8] Add files via upload
---
Final/44-vscode/microsoftvscode (1).ipynb | 1152 +++++++++++++++++++++
1 file changed, 1152 insertions(+)
create mode 100644 Final/44-vscode/microsoftvscode (1).ipynb
diff --git a/Final/44-vscode/microsoftvscode (1).ipynb b/Final/44-vscode/microsoftvscode (1).ipynb
new file mode 100644
index 0000000..bfaf027
--- /dev/null
+++ b/Final/44-vscode/microsoftvscode (1).ipynb
@@ -0,0 +1,1152 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 149,
+ "id": "521e0f53-55e7-4182-b16f-331a36813b8e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "var openDigger = require('../src/open_digger');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 150,
+ "id": "96f05713-1a3f-4aea-8cfd-2d05c9ed7cdb",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[\n",
+ " { name: '_temporary_and_external_tables' },\n",
+ " { name: 'default' },\n",
+ " { name: 'github_log' },\n",
+ " { name: 'system' }\n",
+ "]\n"
+ ]
+ }
+ ],
+ "source": [
+ "var query = openDigger.driver.clickhouse.query;query( `SHOW DATABASES`).then(res=>{ console.log(res);})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 151,
+ "id": "95dbda8f-de6b-4e5a-95c6-77b8cc4ca08d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[ { name: 'events' } ]\n"
+ ]
+ }
+ ],
+ "source": [
+ "query( `SHOW TABLES from github_log`).then(res=>{ console.log(res);})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 152,
+ "id": "e3544824-9ad7-49fb-8ab7-bb98b9f405ba",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "data": [
+ {
+ "mode": "scatter",
+ "name": "fork数量",
+ "x": [
+ "2019-06",
+ "2019-07",
+ "2019-08",
+ "2019-09",
+ "2019-10",
+ "2019-11",
+ "2019-12",
+ "2020-01",
+ "2020-02",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-01",
+ "2021-02",
+ "2021-03",
+ "2021-04",
+ "2021-05",
+ "2021-06",
+ "2021-07",
+ "2021-08",
+ "2021-09",
+ "2021-10",
+ "2021-11",
+ "2021-12",
+ "2022-01",
+ "2022-02",
+ "2022-03",
+ "2022-04",
+ "2022-05",
+ "2022-06"
+ ],
+ "y": [
+ 337,
+ 342,
+ 409,
+ 375,
+ 436,
+ 531,
+ 415,
+ 279,
+ 334,
+ 352,
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+ 304,
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+ 273,
+ 283,
+ 308,
+ 292,
+ 238,
+ 259,
+ 97
+ ]
+ },
+ {
+ "mode": "scatter",
+ "name": "star数量",
+ "x": [
+ "2019-06",
+ "2019-07",
+ "2019-08",
+ "2019-09",
+ "2019-10",
+ "2019-11",
+ "2019-12",
+ "2020-01",
+ "2020-02",
+ "2020-03",
+ "2020-04",
+ "2020-05",
+ "2020-06",
+ "2020-07",
+ "2020-08",
+ "2020-09",
+ "2020-10",
+ "2020-11",
+ "2020-12",
+ "2021-01",
+ "2021-02",
+ "2021-03",
+ "2021-04",
+ "2021-05",
+ "2021-06",
+ "2021-07",
+ "2021-08",
+ "2021-09",
+ "2021-10",
+ "2021-11",
+ "2021-12",
+ "2022-01",
+ "2022-02",
+ "2022-03",
+ "2022-04",
+ "2022-05",
+ "2022-06"
+ ],
+ "y": [
+ 1719,
+ 1563,
+ 1616,
+ 1659,
+ 1524,
+ 2370,
+ 1812,
+ 1412,
+ 1280,
+ 1564,
+ 1714,
+ 1880,
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+ 1492,
+ 1502,
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+ 1682,
+ 1417,
+ 1652,
+ 1952,
+ 1610,
+ 1298,
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+ 1448,
+ 1427,
+ 1236,
+ 1274,
+ 1447,
+ 1142,
+ 1141,
+ 1259,
+ 1361,
+ 1141,
+ 1545,
+ 432
+ ],
+ "yaxis": "y2"
+ }
+ ],
+ "layout": {
+ "autosize": true,
+ "title": {
+ "text": "每月新增Fork和Star的个数"
+ },
+ "xaxis": {
+ "autorange": true,
+ "range": [
+ "2019-06-01",
+ "2022-06-01"
+ ],
+ "type": "date"
+ },
+ "yaxis": {
+ "autorange": true,
+ "range": [
+ 72.88888888888889,
+ 555.1111111111111
+ ],
+ "type": "linear"
+ },
+ "yaxis2": {
+ "anchor": "x",
+ "autorange": true,
+ "overlaying": "y",
+ "range": [
+ 324.3333333333333,
+ 2477.6666666666665
+ ],
+ "side": "right",
+ "type": "linear"
+ }
+ }
+ },
+ "image/png": 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"
+ },
+ "execution_count": 152,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "var years = [2015,2016,2017,2018,2019,2020,2021,2022]\n",
+ "Promise.all(\n",
+ " years.map((year) => {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, max(repo_stargazers_count) as star ,max(repo_forks_count) as fork\n",
+ "FROM github_log.events \n",
+ "where repo_name='microsoft/vscode' and repo_stargazers_count >0 and repo_forks_count>0\n",
+ " group by formatDateTime(created_at, '%Y-%m')\n",
+ " order by formatDateTime(created_at, '%Y-%m')\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " // console.log(res[0])\n",
+ " star=[]\n",
+ " fork=[]\n",
+ " month=[]\n",
+ " // month.push(res[0][0].date)\n",
+ " for (var i=1;i {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)issue_id \n",
+ " FROM github_log.events \n",
+ "where repo_name='microsoft/vscode'and type = 'PullRequestEvent'\n",
+ " group by formatDateTime(created_at, '%Y-%m')\n",
+ " order by formatDateTime(created_at, '%Y-%m')\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " for (var i=1;i {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)issue_id \n",
+ " FROM github_log.events \n",
+ "where repo_name='microsoft/vscode'and type = 'PullRequestEvent'and issue_created_at{\n",
+ " \n",
+ " for (var i=1;i {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)open\n",
+ " FROM github_log.events \n",
+ "where repo_name='microsoft/vscode'and type = 'PullRequestEvent' and action = 'opened'\n",
+ " group by formatDateTime(created_at, '%Y-%m')\n",
+ " order by formatDateTime(created_at, '%Y-%m')\n",
+ " \n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " for (var i=1;i {\n",
+ " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)pull_merged_at\n",
+ " FROM github_log.events \n",
+ "where repo_name='microsoft/vscode'and type = 'PullRequestEvent' and action ='closed'\n",
+ " group by formatDateTime(created_at, '%Y-%m')\n",
+ " order by formatDateTime(created_at, '%Y-%m')\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " for (var i=1;i {\n",
+ " // console.log(data)\n",
+ " openDigger.render.plotly([\n",
+ " {y: data.map(d => d.cnt), x: data.map(d => d.m), mode: 'scatter', name: '开发者活跃 数量'},\n",
+ " ],{title: `每月在仓库中活跃的不同开发者总数`}); \n",
+ " }\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "881a28a5-154d-4dc9-b821-1950c40d3e2d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "13.338223645957047天平均时间解决issue\n",
+ "0.7665856481481481天中位数时间解决issue\n"
+ ]
+ }
+ ],
+ "source": [
+ "5//Issue 从打开到关闭的平均时长和中位数（单位：天）\n",
+ "\n",
+ " Promise.all(\n",
+ " years.map((year) => {\n",
+ " return query( `SELECT toUnixTimestamp(temp.issue_closed_at)-toUnixTimestamp(temp1.issue_created_at) as time\n",
+ "From github_log.events as temp1,(select issue_created_at,issue_id ,issue_closed_at from github_log.events where repo_name='microsoft/vscode' and\n",
+ " type = 'PullRequestEvent' and action = 'closed') as temp\n",
+ " where temp1.repo_name='microsoft/vscode' and temp1.type='PullRequestEvent' and temp.issue_id=temp1.issue_id and temp1.action='opened'\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " function sortNumber(a,b){\n",
+ " return a - b\n",
+ " }\n",
+ " times=[]\n",
+ " let sum=0 \n",
+ " let len=0\n",
+ " for(let i= 0; i < res.length;i++){\n",
+ " len=len+res[i].length\n",
+ " for (let j = 0; j < res[i].length; j++) {\n",
+ " times[i*res[i].length+j] = Number(res[i][j].time);\n",
+ " sum+=Number(res[i][j].time)\n",
+ " }\n",
+ " }\n",
+ " sum=sum/len\n",
+ " times.sort(sortNumber)\n",
+ " console.log(sum/86400+'天平均时间解决issue')\n",
+ " console.log(times[len/2]/86400+'天中位数时间解决issue') \n",
+ " });\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "id": "81b3fbd3-dbdf-400b-b360-e0254d705e81",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "7.370732942887969天平均时间pr\n",
+ "0.6565509259259259天中位数时间pr\n"
+ ]
+ }
+ ],
+ "source": [
+ "6//PR 从打开到合入的平均时长和中位数（单位：天）\n",
+ "\n",
+ "\n",
+ "Promise.all(\n",
+ " years.map((year) => {\n",
+ " return query( `SELECT toUnixTimestamp(temp1.pull_merged_at)-toUnixTimestamp(temp.created_at) as time\n",
+ "From github_log.events as temp1,(select created_at,issue_id from github_log.events where repo_name='microsoft/vscode' and\n",
+ " type = 'PullRequestEvent' and action ='opened') as temp\n",
+ " where temp1.repo_name='microsoft/vscode' and temp1.type='PullRequestEvent' and temp1.pull_merged=1 and temp.issue_id=temp1.issue_id\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " function sortNumber(a,b){\n",
+ " return a - b\n",
+ " }\n",
+ " times=[]\n",
+ " let sum=0 \n",
+ " let len=0\n",
+ " for(let i= 0; i < res.length;i++){\n",
+ " len=len+res[i].length\n",
+ " for (let j = 0; j < res[i].length; j++) {\n",
+ " times[i*res[i].length+j] = Number(res[i][j].time);\n",
+ " sum+=Number(res[i][j].time)\n",
+ " }\n",
+ " }\n",
+ " sum=sum/len\n",
+ " times.sort(sortNumber)\n",
+ " console.log(sum/86400+'天平均时间pr')\n",
+ " console.log(times[(len)/2]/86400+'天中位数时间pr') \n",
+ " });\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "372b4830-542d-4afb-97f0-f466200b3f1e",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "第一次有人回复(非本人)的平均时长135.0825240178187天\n",
+ "第一次有人回复(非本人)的中位数3.5388657407407407天\n"
+ ]
+ }
+ ],
+ "source": [
+ "//7 issue和PR从打开到第一次有人回复(非本人)的平均时长和中位数（单位：天）\n",
+ "\n",
+ "\n",
+ "Promise.all(\n",
+ " years.map((year) => {\n",
+ " return query( `SELECT toUnixTimestamp(issue_comment_created_at)-toUnixTimestamp(issue_created_at) as time\n",
+ "From github_log.events \n",
+ " where repo_name='microsoft/vscode' and type='IssueCommentEvent' and issue_author_id<>\n",
+ " issue_comment_author_id\n",
+ "`);\n",
+ " })\n",
+ ").then(res=>{ \n",
+ " function sortNumber(a,b){\n",
+ " return a - b\n",
+ " }\n",
+ " times=[]\n",
+ " let sum=0 \n",
+ " let len=0\n",
+ " for(let i= 0; i < res.length;i++){\n",
+ " len=len+res[i].length\n",
+ " for (let j = 0; j < res[i].length; j++) {\n",
+ " times[i*res[i].length+j] = Number(res[i][j].time);\n",
+ " sum+=Number(res[i][j].time)\n",
+ " }\n",
+ " }\n",
+ " sum=sum/len\n",
+ " times.sort(sortNumber)\n",
+ " console.log('第一次有人回复(非本人)的平均时长'+sum/86400+'天')\n",
+ " console.log('第一次有人回复(非本人)的中位数'+times[len/2+1]/86400+'天') \n",
+ " });"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9a4f3878-a0b4-4fc5-8cf3-a95cb12454da",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8a9f5495-1907-4772-b70a-890cdc3978cb",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "JavaScript (Node.js)",
+ "language": "javascript",
+ "name": "javascript"
+ },
+ "language_info": {
+ "file_extension": ".js",
+ "mimetype": "application/javascript",
+ "name": "javascript",
+ "version": "16.13.2"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
From af969531d64572c541f73f8050ecb0db5fc87bb6 Mon Sep 17 00:00:00 2001
From: lujinli <41559368+lijinlus@users.noreply.github.com>
Date: Tue, 28 Jun 2022 19:08:43 +0800
Subject: [PATCH 6/8] Rename microsoftvscode (1).ipynb to microsoftvscode
.ipynb
---
.../{microsoftvscode (1).ipynb => microsoftvscode .ipynb} | 0
1 file changed, 0 insertions(+), 0 deletions(-)
rename Final/44-vscode/{microsoftvscode (1).ipynb => microsoftvscode .ipynb} (100%)
diff --git a/Final/44-vscode/microsoftvscode (1).ipynb b/Final/44-vscode/microsoftvscode .ipynb
similarity index 100%
rename from Final/44-vscode/microsoftvscode (1).ipynb
rename to Final/44-vscode/microsoftvscode .ipynb
From e0e18f5c4e3926ce1fdb5ee75a4b90d50b5a8db6 Mon Sep 17 00:00:00 2001
From: Kx Chen <51215903105@stu.ecnu.edu.cn>
Date: Tue, 28 Jun 2022 20:39:52 +0800
Subject: [PATCH 7/8] =?UTF-8?q?feat:=20=E6=8A=A5=E5=91=8A=E4=BA=8C?=
=?UTF-8?q?=E3=80=81=E4=B8=89=E9=83=A8=E5=88=86?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
Final/44-vscode/vscode.md | 83 ++-
microsoftvscode.ipynb | 1290 -------------------------------------
2 files changed, 81 insertions(+), 1292 deletions(-)
delete mode 100644 microsoftvscode.ipynb
diff --git a/Final/44-vscode/vscode.md b/Final/44-vscode/vscode.md
index f5dd03b..55929dc 100644
--- a/Final/44-vscode/vscode.md
+++ b/Final/44-vscode/vscode.md
@@ -2,9 +2,88 @@
## 1 项目的基本背景和发展历程介绍
## 2 项目的历史轨迹分析
+### 2.1 每月新增 Star 和 Frok 的个数
+
+- fork和star的波动情况相仿，每月新增数都较为稳定。
+- 2019年11月出现fork和star的高峰。
+### 2.2 每月打开 Issue 和 关闭 Issue 的个数
+
+- 打开的issue多于关闭的issue，且每月打开的issue数约为关闭的issue数的两倍。
+- 打开issue和关闭issue的波动情况相仿，且较为平稳。
+- 2021年10月出现打开issue和关闭issue的低谷期。
+### 2.3 每月打开 PR 和合入 PR 的个数
+
+- 打开pr和合入pr的波动情况相仿。
+- 2021年10月出现打开pr和合入pr的低谷期。
+- 每月打开PR和合入PR的波动曲线与每月打开issue和关闭issue的波动曲线类似。
+### 2.4 每月在仓库中活跃的不同开发者总数
+
+- 活跃度较为平缓，2021年10月拥有较低的活跃度。
+- 与issue、pr波动曲线相似。
+### 2.5 Issue 从打开到关闭的平均时长和中位数
+- Issue从打开到关闭的平均时长为13.338天
+- Issue从打开到关闭的中位数天数为0.767天
+### 2.6 PR 从打开到关闭的平均时长和中位数
+- PR从打开到关闭的平均时长为7.371天
+- PR从打开到关闭的中位数天数为0.657天
+### 2.7 Issue 和 PR 从打开到第一次有人回复（非本人回复）的平均时长和中位数
+- 第一次有人回复(非本人)的平均时长135.083天
+- 第一次有人回复(非本人)的中位数3.539天
+### 2.8 关键时间节点
+- 2021年10月，是打开issue和关闭issue的低谷期、打开pr和合入pr的低谷期、活跃度的低谷期。
-## 3 项目对比分析
-- 期中项目为：2-edex-ui
+## 3 edex-ui 和 vscode 项目对比分析
+> 期中项目为：2-edex-ui
期末项目为：44-vscode
+### 3.1 每月新增 Star 和 Fork 的个数对比
+
+edex-ui 每月新增 Star 和 Fork 的个数
+
+
+vscode 每月新增 Star 和 Fork 的个数
+
+- edex-ui的Star和Fork数波动较大，vscode的Star和Fork数波动较小
+- edex-ui的每月新增Star数大多数时间在0-2000间波动，每月新增Fork数大多数时间在0-100间波动
+- vscode的每月新增Star数大多数时间在1000-2000间波动，每月新增Fork数大多数时间在200-400间波动
+- 在edex-ui和vscode有近似的每月新增Star数甚至部分时间edex-ui的每月新增Star数高于vscode时，vscode的每月新增Fork数却高于edex-ui
+### 3.2 每月打开 Issue 和 关闭 Issue 的个数对比
+
+edex-ui 每月打开 Issue 和 关闭 Issue 的个数
+
+
+vscode 每月打开 Issue 和 关闭 Issue 的个数
+
+- edex-ui的每月打开issue和关闭issue数波动较大，vscode的每月打开issue和关闭issue数波动较小
+- edex-ui的每月打开issue和关闭issue数大多数时间在0-40间波动，vscode的每月打开issue和关闭issue数大多数时间在200-500间波动
+- edex-ui的每月打开issue和关闭issue数远小于vscode的每月打开issue和关闭issue数
+### 3.3 每月打开 PR 和合入 PR 的个数对比
+
+edex-ui 每月打开 PR 和合入 PR 的个数
+
+
+vscode 每月打开 PR 和合入 PR 的个数
+
+- edex-ui的每月打开PR和合入PR的个数大多数时间在0-30间波动，vscode的每月打开PR和合入PR的个数大多数时间在100-300间波动
+- edex-ui的每月打开PR和合入PR的个数远小于vscode的每月打开PR和合入PR的个数
+### 3.4 每月在仓库中活跃的不同开发者总数对比
+
+edex-ui 每月在仓库中活跃的不同开发者总数
+
+
+vscode 每月在仓库中活跃的不同开发者总数
+
+- edex-ui的每月在仓库中活跃的不同开发者总数大多数时间在0-50间波动，vscode的每月在仓库中活跃的不同开发者总数大多数时间在1500-2500间波动
+- edex-ui的每月在仓库中活跃的不同开发者总数远小于vscode的每月在仓库中活跃的不同开发者总数
+### 3.5 项目发展到活跃/归档的原因探讨
+- 项目背景
+ - edex-ui是个人开发者创建的项目，vscode是背靠microsoft创建的项目。这使得edex-ui的稳定性、抗风险能力、号召力远低于vscode
+ - edex-ui更受限于个人开发者，如资金短缺、个人开发的时间精力不足等，vscode则几乎不会收到这类因素影响
+- 项目价值
+ - edex-ui是一个将电子产品"桌面"改造成电影中黑客画风的应用，这注定了它是一个炫酷的具有艺术性但缺乏实用性的应用
+ - vscode则广为使用，极具实用性，且可以使用插件，让vscode的功能越发强大，从而更加实用，形成了良性循环
+- 社区活跃度
+ - 从分析的数据可以看出，edex-ui数据波动更大，vscode更为稳定，且vscode的基数远大于edex-ui
+ - edex-ui是间歇性活跃，vscode是持续性活跃
+ - vscode拥有更健康的社区环境
## 4 小组成员与分工
|成员|学号|分工|
diff --git a/microsoftvscode.ipynb b/microsoftvscode.ipynb
deleted file mode 100644
index 241fad0..0000000
--- a/microsoftvscode.ipynb
+++ /dev/null
@@ -1,1290 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 77,
- "id": "521e0f53-55e7-4182-b16f-331a36813b8e",
- "metadata": {},
- "outputs": [],
- "source": [
- "var openDigger = require('../src/open_digger');"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 78,
- "id": "96f05713-1a3f-4aea-8cfd-2d05c9ed7cdb",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[\n",
- " { name: '_temporary_and_external_tables' },\n",
- " { name: 'default' },\n",
- " { name: 'github_log' },\n",
- " { name: 'system' }\n",
- "]\n"
- ]
- }
- ],
- "source": [
- "var query = openDigger.driver.clickhouse.query;query( `SHOW DATABASES`).then(res=>{ console.log(res);})"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 83,
- "id": "95dbda8f-de6b-4e5a-95c6-77b8cc4ca08d",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[ { name: 'events' } ]\n"
- ]
- }
- ],
- "source": [
- "query( `SHOW TABLES from github_log`).then(res=>{ console.log(res);})"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 128,
- "id": "e3544824-9ad7-49fb-8ab7-bb98b9f405ba",
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "application/vnd.plotly.v1+json": {
- "data": [
- {
- "mode": "scatter",
- "name": "fork数量",
- "x": [
- "2019-06",
- "2019-07",
- "2019-08",
- "2019-09",
- "2019-10",
- "2019-11",
- "2019-12",
- "2020-01",
- "2020-02",
- "2020-03",
- "2020-04",
- "2020-05",
- "2020-06",
- "2020-07",
- "2020-08",
- "2020-09",
- "2020-10",
- "2020-11",
- "2020-12",
- "2021-01",
- "2021-02",
- "2021-03",
- "2021-04",
- "2021-05",
- "2021-06",
- "2021-07",
- "2021-08",
- "2021-09",
- "2021-10",
- "2021-11",
- "2021-12",
- "2022-01",
- "2022-02",
- "2022-03",
- "2022-04",
- "2022-05",
- "2022-06"
- ],
- "y": [
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- 342,
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- 304,
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- },
- {
- "mode": "scatter",
- "name": "star数量",
- "x": [
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- "2019-07",
- "2019-08",
- "2019-09",
- "2019-10",
- "2019-11",
- "2019-12",
- "2020-01",
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- "2021-04",
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- "2021-06",
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- "2021-09",
- "2021-10",
- "2021-11",
- "2021-12",
- "2022-01",
- "2022-02",
- "2022-03",
- "2022-04",
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- "y": [
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- ],
- "yaxis": "y2"
- }
- ],
- "layout": {
- "autosize": true,
- "title": {
- "text": "每月新增Fork和Star的个数"
- },
- "xaxis": {
- "autorange": true,
- "range": [
- "2019-06-01",
- "2022-06-01"
- ],
- "type": "date"
- },
- "yaxis": {
- "autorange": true,
- "range": [
- 72.88888888888889,
- 555.1111111111111
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- "type": "linear"
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- "yaxis2": {
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- "autorange": true,
- "overlaying": "y",
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- 324.3333333333333,
- 2477.6666666666665
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- "side": "right",
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"
- },
- "execution_count": 128,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "var years = [2015,2016,2017,2018,2019,2020,2021,2022]\n",
- "Promise.all(\n",
- " years.map((year) => {\n",
- " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, max(repo_stargazers_count) as star ,max(repo_forks_count) as fork\n",
- "FROM github_log.events \n",
- "where repo_name='microsoft/vscode' and repo_stargazers_count >0 and repo_forks_count>0\n",
- " group by formatDateTime(created_at, '%Y-%m')\n",
- " order by formatDateTime(created_at, '%Y-%m')\n",
- "`);\n",
- " })\n",
- ").then(res=>{ \n",
- " // console.log(res[0])\n",
- " star=[]\n",
- " fork=[]\n",
- " month=[]\n",
- " // month.push(res[0][0].date)\n",
- " for (var i=1;i {\n",
- " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)issue_id \n",
- " FROM github_log.events \n",
- "where repo_name='microsoft/vscode'and type = 'PullRequestEvent'\n",
- " group by formatDateTime(created_at, '%Y-%m')\n",
- " order by formatDateTime(created_at, '%Y-%m')\n",
- "`);\n",
- " })\n",
- ").then(res=>{ \n",
- " for (var i=1;i {\n",
- " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)issue_id \n",
- " FROM github_log.events \n",
- "where repo_name='microsoft/vscode'and type = 'PullRequestEvent'and issue_created_at{\n",
- " \n",
- " for (var i=1;i {\n",
- " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)open\n",
- " FROM github_log.events \n",
- "where repo_name='microsoft/vscode'and type = 'PullRequestEvent' and action = 'opened'\n",
- " group by formatDateTime(created_at, '%Y-%m')\n",
- " order by formatDateTime(created_at, '%Y-%m')\n",
- " \n",
- "`);\n",
- " })\n",
- ").then(res=>{ \n",
- " fork={}\n",
- " star={}\n",
- " \n",
- " let year=2015\n",
- " for (let i = 0; i < res.length-1; i++) {\n",
- " year=year+1\n",
- " for (let j = 0; j < res[i].length-1; j++) {\n",
- " star[year+'--'+res[i][j].m] = Number(res[i][j].open);\n",
- " }\n",
- " \n",
- " }\n",
- " for (var key in star){\n",
- " month.push(key);\n",
- " let thisMonth = star[key];\n",
- " open.push(thisMonth);\n",
- " }\n",
- " });\n",
- "\n",
- "Promise.all(\n",
- " years.map((year) => {\n",
- " return query( `SELECT formatDateTime(created_at, '%Y-%m') as date, count(*)pull_merged_at\n",
- " FROM github_log.events \n",
- "where repo_name='microsoft/vscode'and type = 'PullRequestEvent' and action ='closed'\n",
- " group by formatDateTime(created_at, '%Y-%m')\n",
- " order by formatDateTime(created_at, '%Y-%m')\n",
- "`);\n",
- " })\n",
- ").then(res=>{ \n",
- " star={}\n",
- " let year=2015\n",
- " for (let i = 0; i < res.length-1; i++) {\n",
- " year=year+1\n",
- " for (let j = 0; j < res[i].length-1; j++) {\n",
- " star[year+'--'+res[i][j].m] = Number(res[i][j].pull_merged_at);\n",
- " }\n",
- " \n",
- " }\n",
- " for (var key in star){\n",
- " month2.push(key);\n",
- " let thisMonth = star[key];\n",
- " close.push(thisMonth);\n",
- " }\n",
- "\n",
- "\n",
- " \n",
- " openDigger.render.plotly([\n",
- " {x: month, y: open, mode: 'scatter', name: '打开pr数量', yaxis: 'y2'},\n",
- " {x: month2, y: close, mode: 'scatter', name: '关闭pr数量', yaxis: 'y2'},\n",
- " ], { title: \"每月打开pr和的合入pr个数\" , \n",
- " yaxis2: { overlaying: 'y', side: 'right', anchor: 'x' },\n",
- " });\n",
- " });\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 41,
- "id": "c23c01ca-827f-400a-bfc0-151737bfca07",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.plotly.v1+json": {
- "data": [
- {
- "mode": "scatter",
- "name": "开发者活跃 数量",
- "x": [
- "2019-05",
- "2019-06",
- "2019-07",
- "2019-08",
- "2019-09",
- "2019-10",
- "2019-11",
- "2019-12",
- "2020-01",
- "2020-02",
- "2020-03",
- "2020-04",
- "2020-05",
- "2020-06",
- "2020-07",
- "2020-08",
- "2020-09",
- "2020-10",
- "2020-11",
- "2020-12",
- "2021-01",
- "2021-02",
- "2021-03",
- "2021-04",
- "2021-05",
- "2021-06",
- "2021-07",
- "2021-08",
- "2021-09",
- "2021-10",
- "2021-11",
- "2021-12",
- "2022-01",
- "2022-02",
- "2022-03",
- "2022-04",
- "2022-05",
- "2022-06"
- ],
- "y": [
- "1788",
- "2019",
- "2249",
- "2163",
- "1835",
- "2309",
- "2535",
- "2635",
- "1986",
- "2012",
- "2403",
- "2575",
- "2431",
- "2379",
- "2669",
- "2191",
- "2389",
- "2310",
- "2349",
- "2170",
- "1865",
- "2337",
- "2202",
- "2150",
- "2085",
- "2190",
- "2208",
- "2043",
- "2474",
- "1203",
- "2177",
- "1915",
- "1810",
- "2049",
- "2173",
- "2181",
- "2189",
- "765"
- ]
- }
- ],
- "layout": {
- "autosize": true,
- "title": {
- "text": "microsoft/vscode每月在仓库中活跃的不同开发者总数"
- },
- "xaxis": {
- "autorange": true,
- "range": [
- "2019-05-01",
- "2022-06-01"
- ],
- "type": "date"
- },
- "yaxis": {
- "autorange": true,
- "range": [
- 659.2222222222222,
- 2774.777777777778
- ],
- "type": "linear"
- }
- }
- },
- "image/png": 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"
- },
- "execution_count": 41,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "//4\n",
- "\n",
- "query(\n",
- "`\n",
- " select formatDateTime(created_at, '%Y-%m') as m, count(distinct actor_id) as cnt\n",
- " from github_log.events \n",
- " where repo_name = 'microsoft/vscode' \n",
- " and type in ['IssueCommentEvent', 'IssuesEvent', 'PullRequestEvent', 'PullRequestReviewCommentEvent']\n",
- " group by formatDateTime(created_at, '%Y-%m')\n",
- " order by formatDateTime(created_at, '%Y-%m')\n",
- "`\n",
- ").then(\n",
- " data => {\n",
- " // console.log(data)\n",
- " openDigger.render.plotly([\n",
- " {y: data.map(d => d.cnt), x: data.map(d => d.m), mode: 'scatter', name: '开发者活跃 数量'},\n",
- " ],{title: `microsoft/vscode每月在仓库中活跃的不同开发者总数`}); \n",
- " }\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 37,
- "id": "881a28a5-154d-4dc9-b821-1950c40d3e2d",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "13.338223645957047天平均时间解决issue\n",
- "0.7665856481481481天中位数时间解决issue\n"
- ]
- }
- ],
- "source": [
- "5//Issue 从打开到关闭的平均时长和中位数（单位：天）\n",
- "\n",
- " Promise.all(\n",
- " years.map((year) => {\n",
- " return query( `SELECT toUnixTimestamp(temp.issue_closed_at)-toUnixTimestamp(temp1.issue_created_at) as time\n",
- "From github_log.events as temp1,(select issue_created_at,issue_id ,issue_closed_at from github_log.events where repo_name='microsoft/vscode' and\n",
- " type = 'PullRequestEvent' and action = 'closed') as temp\n",
- " where temp1.repo_name='microsoft/vscode' and temp1.type='PullRequestEvent' and temp.issue_id=temp1.issue_id and temp1.action='opened'\n",
- "`);\n",
- " })\n",
- ").then(res=>{ \n",
- " function sortNumber(a,b){\n",
- " return a - b\n",
- " }\n",
- " times=[]\n",
- " let sum=0 \n",
- " let len=0\n",
- " for(let i= 0; i < res.length;i++){\n",
- " len=len+res[i].length\n",
- " for (let j = 0; j < res[i].length; j++) {\n",
- " times[i*res[i].length+j] = Number(res[i][j].time);\n",
- " sum+=Number(res[i][j].time)\n",
- " }\n",
- " }\n",
- " sum=sum/len\n",
- " times.sort(sortNumber)\n",
- " console.log(sum/86400+'天平均时间解决issue')\n",
- " console.log(times[len/2]/86400+'天中位数时间解决issue') \n",
- " });\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 39,
- "id": "81b3fbd3-dbdf-400b-b360-e0254d705e81",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "7.370732942887969天平均时间pr\n",
- "0.6565509259259259天中位数时间pr\n"
- ]
- }
- ],
- "source": [
- "6//PR 从打开到合入的平均时长和中位数（单位：天）\n",
- "\n",
- "\n",
- "Promise.all(\n",
- " years.map((year) => {\n",
- " return query( `SELECT toUnixTimestamp(temp1.pull_merged_at)-toUnixTimestamp(temp.created_at) as time\n",
- "From github_log.events as temp1,(select created_at,issue_id from github_log.events where repo_name='microsoft/vscode' and\n",
- " type = 'PullRequestEvent' and action ='opened') as temp\n",
- " where temp1.repo_name='microsoft/vscode' and temp1.type='PullRequestEvent' and temp1.pull_merged=1 and temp.issue_id=temp1.issue_id\n",
- "`);\n",
- " })\n",
- ").then(res=>{ \n",
- " function sortNumber(a,b){\n",
- " return a - b\n",
- " }\n",
- " times=[]\n",
- " let sum=0 \n",
- " let len=0\n",
- " for(let i= 0; i < res.length;i++){\n",
- " len=len+res[i].length\n",
- " for (let j = 0; j < res[i].length; j++) {\n",
- " times[i*res[i].length+j] = Number(res[i][j].time);\n",
- " sum+=Number(res[i][j].time)\n",
- " }\n",
- " }\n",
- " sum=sum/len\n",
- " times.sort(sortNumber)\n",
- " console.log(sum/86400+'天平均时间pr')\n",
- " console.log(times[(len)/2]/86400+'天中位数时间pr') \n",
- " });\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 40,
- "id": "372b4830-542d-4afb-97f0-f466200b3f1e",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "第一次有人回复(非本人)的平均时长135.0825240178187天\n",
- "第一次有人回复(非本人)的中位数3.5388657407407407天\n"
- ]
- }
- ],
- "source": [
- "//7 issue和PR从打开到第一次有人回复(非本人)的平均时长和中位数（单位：天）\n",
- "\n",
- "\n",
- "Promise.all(\n",
- " years.map((year) => {\n",
- " return query( `SELECT toUnixTimestamp(issue_comment_created_at)-toUnixTimestamp(issue_created_at) as time\n",
- "From github_log.events \n",
- " where repo_name='microsoft/vscode' and type='IssueCommentEvent' and issue_author_id<>\n",
- " issue_comment_author_id\n",
- "`);\n",
- " })\n",
- ").then(res=>{ \n",
- " function sortNumber(a,b){\n",
- " return a - b\n",
- " }\n",
- " times=[]\n",
- " let sum=0 \n",
- " let len=0\n",
- " for(let i= 0; i < res.length;i++){\n",
- " len=len+res[i].length\n",
- " for (let j = 0; j < res[i].length; j++) {\n",
- " times[i*res[i].length+j] = Number(res[i][j].time);\n",
- " sum+=Number(res[i][j].time)\n",
- " }\n",
- " }\n",
- " sum=sum/len\n",
- " times.sort(sortNumber)\n",
- " console.log('第一次有人回复(非本人)的平均时长'+sum/86400+'天')\n",
- " console.log('第一次有人回复(非本人)的中位数'+times[len/2+1]/86400+'天') \n",
- " });"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "9a4f3878-a0b4-4fc5-8cf3-a95cb12454da",
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "8a9f5495-1907-4772-b70a-890cdc3978cb",
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "JavaScript (Node.js)",
- "language": "javascript",
- "name": "javascript"
- },
- "language_info": {
- "file_extension": ".js",
- "mimetype": "application/javascript",
- "name": "javascript",
- "version": "16.13.2"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
From 049d4713b82c7ec6e3304a5d21b406a6b04af26a Mon Sep 17 00:00:00 2001
From: voodoozhang <60604818+voodoozhang@users.noreply.github.com>
Date: Wed, 29 Jun 2022 19:14:33 +0800
Subject: [PATCH 8/8] Update vscode.md
---
Final/44-vscode/vscode.md | 22 +++++++++++++++++++++-
1 file changed, 21 insertions(+), 1 deletion(-)
diff --git a/Final/44-vscode/vscode.md b/Final/44-vscode/vscode.md
index 55929dc..46b1ff4 100644
--- a/Final/44-vscode/vscode.md
+++ b/Final/44-vscode/vscode.md
@@ -1,6 +1,26 @@
# microsoft/vscode项目报告
## 1 项目的基本背景和发展历程介绍
-
+### 1.1项目介绍
+
+- vscode是一款由微软发布的轻量级代码编辑器。
+- 它提供全面的代码编辑、导航和理解支持以及轻量级调试、丰富的可扩展性模型以及与现有工具的轻量级集成。
+- 项目地址：https://github.com/microsoft/vscode
+### 1.2技术类型
+
+- 该项目主要由typescript实现。
+### 1.3历史版本发布
+
+
+- 目前为止已发布70个版本。
+- 最行版本为1.68.1。
+### 1.4主要贡献者构成
+
+- 目前共有1661位代码贡献者。
+- 主要代码贡献者来自于欧洲，其中瑞士的贡献者较多。
+### 1.5CI/CD使用
+
+- 目前共跑流水线906934次。
+- 成功708756次，失败12174次。
## 2 项目的历史轨迹分析
### 2.1 每月新增 Star 和 Frok 的个数
