manifold/web/pages/analytics.tsx

333 lines
9.0 KiB
TypeScript

import dayjs from 'dayjs'
import _ from 'lodash'
import { IS_PRIVATE_MANIFOLD } from '../../common/envs/constants'
import {
DailyCountChart,
DailyPercentChart,
} from '../components/analytics/charts'
import { Col } from '../components/layout/col'
import { Spacer } from '../components/layout/spacer'
import { Tabs } from '../components/layout/tabs'
import { Page } from '../components/page'
import { Title } from '../components/title'
import { fromPropz, usePropz } from '../hooks/use-propz'
import { getDailyBets } from '../lib/firebase/bets'
import { getDailyComments } from '../lib/firebase/comments'
import { getDailyContracts } from '../lib/firebase/contracts'
export const getStaticProps = fromPropz(getStaticPropz)
export async function getStaticPropz() {
const numberOfDays = 80
const today = dayjs(dayjs().format('YYYY-MM-DD'))
const startDate = today.subtract(numberOfDays, 'day')
const [dailyBets, dailyContracts, dailyComments] = await Promise.all([
getDailyBets(startDate.valueOf(), numberOfDays),
getDailyContracts(startDate.valueOf(), numberOfDays),
getDailyComments(startDate.valueOf(), numberOfDays),
])
const dailyBetCounts = dailyBets.map((bets) => bets.length)
const dailyContractCounts = dailyContracts.map(
(contracts) => contracts.length
)
const dailyCommentCounts = dailyComments.map((comments) => comments.length)
const dailyUserIds = _.zip(dailyContracts, dailyBets, dailyComments).map(
([contracts, bets, comments]) => {
const creatorIds = (contracts ?? []).map((c) => c.creatorId)
const betUserIds = (bets ?? []).map((bet) => bet.userId)
const commentUserIds = (comments ?? []).map((comment) => comment.userId)
return _.uniq([...creatorIds, ...betUserIds, ...commentUserIds])
}
)
const dailyActiveUsers = dailyUserIds.map((userIds) => userIds.length)
const weeklyActiveUsers = dailyUserIds.map((_, i) => {
const start = Math.max(0, i - 6)
const end = i
const uniques = new Set<string>()
for (let j = start; j <= end; j++)
dailyUserIds[j].forEach((userId) => uniques.add(userId))
return uniques.size
})
const monthlyActiveUsers = dailyUserIds.map((_, i) => {
const start = Math.max(0, i - 30)
const end = i
const uniques = new Set<string>()
for (let j = start; j <= end; j++)
dailyUserIds[j].forEach((userId) => uniques.add(userId))
return uniques.size
})
const weekOnWeekRetention = dailyUserIds.map((_userId, i) => {
const twoWeeksAgo = {
start: Math.max(0, i - 13),
end: Math.max(0, i - 7),
}
const lastWeek = {
start: Math.max(0, i - 6),
end: i,
}
const activeTwoWeeksAgo = new Set<string>()
for (let j = twoWeeksAgo.start; j <= twoWeeksAgo.end; j++) {
dailyUserIds[j].forEach((userId) => activeTwoWeeksAgo.add(userId))
}
const activeLastWeek = new Set<string>()
for (let j = lastWeek.start; j <= lastWeek.end; j++) {
dailyUserIds[j].forEach((userId) => activeLastWeek.add(userId))
}
const retainedCount = _.sumBy(Array.from(activeTwoWeeksAgo), (userId) =>
activeLastWeek.has(userId) ? 1 : 0
)
const retainedFrac = retainedCount / activeTwoWeeksAgo.size
return Math.round(retainedFrac * 100 * 100) / 100
})
return {
props: {
startDate: startDate.valueOf(),
dailyActiveUsers,
weeklyActiveUsers,
monthlyActiveUsers,
dailyBetCounts,
dailyContractCounts,
dailyCommentCounts,
weekOnWeekRetention,
},
revalidate: 12 * 60 * 60, // regenerate after half a day
}
}
export default function Analytics(props: {
startDate: number
dailyActiveUsers: number[]
weeklyActiveUsers: number[]
monthlyActiveUsers: number[]
dailyBetCounts: number[]
dailyContractCounts: number[]
dailyCommentCounts: number[]
weekOnWeekRetention: number[]
}) {
props = usePropz(props, getStaticPropz) ?? {
startDate: 0,
dailyActiveUsers: [],
weeklyActiveUsers: [],
monthlyActiveUsers: [],
dailyBetCounts: [],
dailyContractCounts: [],
dailyCommentCounts: [],
weekOnWeekRetention: [],
}
return (
<Page>
<CustomAnalytics {...props} />
<Spacer h={8} />
{!IS_PRIVATE_MANIFOLD && <FirebaseAnalytics />}
</Page>
)
}
export function CustomAnalytics(props: {
startDate: number
dailyActiveUsers: number[]
weeklyActiveUsers: number[]
monthlyActiveUsers: number[]
dailyBetCounts: number[]
dailyContractCounts: number[]
dailyCommentCounts: number[]
weekOnWeekRetention: number[]
}) {
const {
startDate,
dailyActiveUsers,
dailyBetCounts,
dailyContractCounts,
dailyCommentCounts,
weeklyActiveUsers,
monthlyActiveUsers,
weekOnWeekRetention,
} = props
const dailyDividedByWeekly = dailyActiveUsers
.map((dailyActive, i) =>
Math.round((100 * dailyActive) / weeklyActiveUsers[i])
)
.slice(7)
const dailyDividedByMonthly = dailyActiveUsers
.map((dailyActive, i) =>
Math.round((100 * dailyActive) / monthlyActiveUsers[i])
)
.slice(7)
const weeklyDividedByMonthly = weeklyActiveUsers
.map((weeklyActive, i) =>
Math.round((100 * weeklyActive) / monthlyActiveUsers[i])
)
.slice(7)
const oneWeekLaterDate = startDate + 7 * 24 * 60 * 60 * 1000
return (
<Col className="px-2 sm:px-0">
<Title text="Active users" />
<p className="text-gray-500">
An active user is a user who has traded in, commented on, or created a
market.
</p>
<Spacer h={4} />
<Tabs
defaultIndex={1}
tabs={[
{
title: 'Daily',
content: (
<DailyCountChart
dailyCounts={dailyActiveUsers}
startDate={startDate}
small
/>
),
},
{
title: 'Weekly',
content: (
<DailyCountChart
dailyCounts={weeklyActiveUsers}
startDate={startDate}
small
/>
),
},
{
title: 'Monthly',
content: (
<DailyCountChart
dailyCounts={monthlyActiveUsers}
startDate={startDate}
small
/>
),
},
]}
/>
<Spacer h={8} />
<Title text="Daily activity" />
<Tabs
defaultIndex={0}
tabs={[
{
title: 'Trades',
content: (
<DailyCountChart
dailyCounts={dailyBetCounts}
startDate={startDate}
small
/>
),
},
{
title: 'Markets created',
content: (
<DailyCountChart
dailyCounts={dailyContractCounts}
startDate={startDate}
small
/>
),
},
{
title: 'Comments',
content: (
<DailyCountChart
dailyCounts={dailyCommentCounts}
startDate={startDate}
small
/>
),
},
]}
/>
<Spacer h={8} />
<Title text="Week-on-week retention" />
<p className="text-gray-500">
Out of all active users 2 weeks ago, how many came back last week?
</p>
<DailyPercentChart
dailyPercent={weekOnWeekRetention.slice(7)}
startDate={oneWeekLaterDate}
small
/>
<Spacer h={8} />
<Title text="Ratio of Active Users" />
<Tabs
defaultIndex={0}
tabs={[
{
title: 'Daily / Weekly',
content: (
<DailyPercentChart
dailyPercent={dailyDividedByWeekly}
startDate={oneWeekLaterDate}
small
/>
),
},
{
title: 'Daily / Monthly',
content: (
<DailyPercentChart
dailyPercent={dailyDividedByMonthly}
startDate={oneWeekLaterDate}
small
/>
),
},
{
title: 'Weekly / Monthly',
content: (
<DailyPercentChart
dailyPercent={weeklyDividedByMonthly}
startDate={oneWeekLaterDate}
small
/>
),
},
]}
/>
<Spacer h={8} />
</Col>
)
}
export function FirebaseAnalytics() {
// Edit dashboard at https://datastudio.google.com/u/0/reporting/faeaf3a4-c8da-4275-b157-98dad017d305/page/Gg3/edit
return (
<>
<Title text="Google Analytics" />
<p className="text-gray-500">
Less accurate; includes all viewers (not just signed-in users).
</p>
<Spacer h={4} />
<iframe
className="w-full"
height={2200}
src="https://datastudio.google.com/embed/reporting/faeaf3a4-c8da-4275-b157-98dad017d305/page/Gg3"
frameBorder="0"
style={{ border: 0 }}
allowFullScreen
/>
</>
)
}