build out retention reports

This commit is contained in:
Francis Cao 2023-08-04 13:10:03 -07:00
parent 253a46460b
commit 9cde107ddf
14 changed files with 479 additions and 3 deletions

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@ -161,6 +161,7 @@ export const labels = defineMessages({
overview: { id: 'labels.overview', defaultMessage: 'Overview' },
totalRecords: { id: 'labels.total-records', defaultMessage: 'Total records' },
insights: { id: 'label.insights', defaultMessage: 'Insights' },
retention: { id: 'label.retention', defaultMessage: 'Retention' },
dropoff: { id: 'label.dropoff', defaultMessage: 'Dropoff' },
});

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@ -1,9 +1,11 @@
import FunnelReport from './funnel/FunnelReport';
import EventDataReport from './event-data/EventDataReport';
import RetentionReport from './retention/RetentionReport';
const reports = {
funnel: FunnelReport,
'event-data': EventDataReport,
retention: RetentionReport,
};
export default function ReportDetails({ reportId, reportType }) {

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@ -47,6 +47,12 @@ export function ReportTemplates() {
url: '/reports/funnel',
icon: <Funnel />,
},
{
title: formatMessage(labels.retention),
description: 'Track your websites user retention',
url: '/reports/retention',
icon: <Funnel />,
},
];
return (

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@ -1,5 +1,5 @@
import { useCallback, useContext, useMemo } from 'react';
import { Loading } from 'react-basics';
import { Loading, StatusLight } from 'react-basics';
import useMessages from 'hooks/useMessages';
import useTheme from 'hooks/useTheme';
import BarChart from 'components/metrics/BarChart';
@ -22,14 +22,25 @@ export function FunnelChart({ className, loading }) {
);
const renderTooltipPopup = useCallback((setTooltipPopup, model) => {
const { opacity, dataPoints } = model.tooltip;
const { opacity, labelColors, dataPoints } = model.tooltip;
if (!dataPoints?.length || !opacity) {
setTooltipPopup(null);
return;
}
setTooltipPopup(`${formatLongNumber(dataPoints[0].raw.y)} ${formatMessage(labels.visitors)}`);
setTooltipPopup(
<>
<div>
{formatLongNumber(dataPoints[0].raw.y)} {formatMessage(labels.visitors)}
</div>
<div>
<StatusLight color={labelColors?.[0]?.backgroundColor}>
{formatLongNumber(dataPoints[0].raw.z)}% {formatMessage(labels.dropoff)}
</StatusLight>
</div>
</>,
);
}, []);
const datasets = useMemo(() => {

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@ -0,0 +1,74 @@
import { useCallback, useContext, useMemo } from 'react';
import { Loading, StatusLight } from 'react-basics';
import useMessages from 'hooks/useMessages';
import useTheme from 'hooks/useTheme';
import BarChart from 'components/metrics/BarChart';
import { formatLongNumber } from 'lib/format';
import styles from './RetentionChart.module.css';
import { ReportContext } from '../Report';
export function RetentionChart({ className, loading }) {
const { report } = useContext(ReportContext);
const { formatMessage, labels } = useMessages();
const { colors } = useTheme();
const { parameters, data } = report || {};
const renderXLabel = useCallback(
(label, index) => {
return parameters.urls[index];
},
[parameters],
);
const renderTooltipPopup = useCallback((setTooltipPopup, model) => {
const { opacity, labelColors, dataPoints } = model.tooltip;
if (!dataPoints?.length || !opacity) {
setTooltipPopup(null);
return;
}
setTooltipPopup(
<>
<div>
{formatLongNumber(dataPoints[0].raw.y)} {formatMessage(labels.visitors)}
</div>
<div>
<StatusLight color={labelColors?.[0]?.backgroundColor}>
{formatLongNumber(dataPoints[0].raw.z)}% {formatMessage(labels.dropoff)}
</StatusLight>
</div>
</>,
);
}, []);
const datasets = useMemo(() => {
return [
{
label: formatMessage(labels.uniqueVisitors),
data: data,
borderWidth: 1,
...colors.chart.visitors,
},
];
}, [data]);
if (loading) {
return <Loading icon="dots" className={styles.loading} />;
}
return (
<BarChart
className={className}
datasets={datasets}
unit="day"
loading={loading}
renderXLabel={renderXLabel}
renderTooltipPopup={renderTooltipPopup}
XAxisType="category"
/>
);
}
export default RetentionChart;

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@ -0,0 +1,3 @@
.loading {
height: 300px;
}

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@ -0,0 +1,44 @@
import { useContext, useRef } from 'react';
import { useMessages } from 'hooks';
import { Form, FormButtons, FormInput, FormRow, SubmitButton, TextField } from 'react-basics';
import { ReportContext } from 'components/pages/reports/Report';
import BaseParameters from '../BaseParameters';
export function RetentionParameters() {
const { report, runReport, isRunning } = useContext(ReportContext);
const { formatMessage, labels } = useMessages();
const ref = useRef(null);
const { parameters } = report || {};
const { websiteId, dateRange } = parameters || {};
const queryDisabled = !websiteId || !dateRange;
const handleSubmit = (data, e) => {
e.stopPropagation();
e.preventDefault();
if (!queryDisabled) {
runReport(data);
}
};
return (
<Form ref={ref} values={parameters} onSubmit={handleSubmit} preventSubmit={true}>
<BaseParameters />
<FormRow label={formatMessage(labels.window)}>
<FormInput
name="window"
rules={{ required: formatMessage(labels.required), pattern: /[0-9]+/ }}
>
<TextField autoComplete="off" />
</FormInput>
</FormRow>
<FormButtons>
<SubmitButton variant="primary" disabled={queryDisabled} loading={isRunning}>
{formatMessage(labels.runQuery)}
</SubmitButton>
</FormButtons>
</Form>
);
}
export default RetentionParameters;

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@ -0,0 +1,28 @@
import RetentionChart from './RetentionChart';
import RetentionTable from './RetentionTable';
import RetentionParameters from './RetentionParameters';
import Report from '../Report';
import ReportHeader from '../ReportHeader';
import ReportMenu from '../ReportMenu';
import ReportBody from '../ReportBody';
import Funnel from 'assets/funnel.svg';
const defaultParameters = {
type: 'Retention',
parameters: { window: 60, urls: [] },
};
export default function RetentionReport({ reportId }) {
return (
<Report reportId={reportId} defaultParameters={defaultParameters}>
<ReportHeader icon={<Funnel />} />
<ReportMenu>
<RetentionParameters />
</ReportMenu>
<ReportBody>
<RetentionChart />
<RetentionTable />
</ReportBody>
</Report>
);
}

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@ -0,0 +1,10 @@
.filters {
display: flex;
flex-direction: column;
justify-content: space-between;
border: 1px solid var(--base400);
border-radius: var(--border-radius);
line-height: 32px;
padding: 10px;
overflow: hidden;
}

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@ -0,0 +1,19 @@
import { useContext } from 'react';
import DataTable from 'components/metrics/DataTable';
import { useMessages } from 'hooks';
import { ReportContext } from '../Report';
export function RetentionTable() {
const { report } = useContext(ReportContext);
const { formatMessage, labels } = useMessages();
return (
<DataTable
data={report?.data}
title={formatMessage(labels.url)}
metric={formatMessage(labels.visitors)}
showPercentage={true}
/>
);
}
export default RetentionTable;

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@ -0,0 +1,55 @@
import { canViewWebsite } from 'lib/auth';
import { useCors, useAuth } from 'lib/middleware';
import { NextApiRequestQueryBody } from 'lib/types';
import { NextApiResponse } from 'next';
import { ok, methodNotAllowed, unauthorized } from 'next-basics';
import { getRetention } from 'queries';
export interface RetentionRequestBody {
websiteId: string;
urls: string[];
window: number;
dateRange: {
startDate: string;
endDate: string;
};
}
export interface RetentionResponse {
urls: string[];
window: number;
startAt: number;
endAt: number;
}
export default async (
req: NextApiRequestQueryBody<any, RetentionRequestBody>,
res: NextApiResponse<RetentionResponse>,
) => {
await useCors(req, res);
await useAuth(req, res);
if (req.method === 'POST') {
const {
websiteId,
urls,
window,
dateRange: { startDate, endDate },
} = req.body;
if (!(await canViewWebsite(req.auth, websiteId))) {
return unauthorized(res);
}
const data = await getRetention(websiteId, {
startDate: new Date(startDate),
endDate: new Date(endDate),
urls,
windowMinutes: +window,
});
return ok(res, data);
}
return methodNotAllowed(res);
};

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@ -0,0 +1,13 @@
import AppLayout from 'components/layout/AppLayout';
import RetentionReport from 'components/pages/reports/retention/RetentionReport';
import useMessages from 'hooks/useMessages';
export default function () {
const { formatMessage, labels } = useMessages();
return (
<AppLayout title={`${formatMessage(labels.retention)} - ${formatMessage(labels.reports)}`}>
<RetentionReport />
</AppLayout>
);
}

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@ -0,0 +1,209 @@
import clickhouse from 'lib/clickhouse';
import { CLICKHOUSE, PRISMA, runQuery } from 'lib/db';
import prisma from 'lib/prisma';
export async function getRetention(
...args: [
websiteId: string,
criteria: {
windowMinutes: number;
startDate: Date;
endDate: Date;
urls: string[];
},
]
) {
return runQuery({
[PRISMA]: () => relationalQuery(...args),
[CLICKHOUSE]: () => clickhouseQuery(...args),
});
}
async function relationalQuery(
websiteId: string,
criteria: {
windowMinutes: number;
startDate: Date;
endDate: Date;
urls: string[];
},
): Promise<
{
x: string;
y: number;
z: number;
}[]
> {
const { windowMinutes, startDate, endDate, urls } = criteria;
const { rawQuery, getAddMinutesQuery } = prisma;
const { levelQuery, sumQuery } = getRetentionQuery(urls, windowMinutes);
function getRetentionQuery(
urls: string[],
windowMinutes: number,
): {
levelQuery: string;
sumQuery: string;
} {
return urls.reduce(
(pv, cv, i) => {
const levelNumber = i + 1;
const startSum = i > 0 ? 'union ' : '';
if (levelNumber >= 2) {
pv.levelQuery += `
, level${levelNumber} AS (
select distinct we.session_id, we.created_at
from level${i} l
join website_event we
on l.session_id = we.session_id
where we.created_at between l.created_at
and ${getAddMinutesQuery(`l.created_at `, windowMinutes)}
and we.referrer_path = {{${i - 1}}}
and we.url_path = {{${i}}}
and we.created_at <= {{endDate}}
and we.website_id = {{websiteId::uuid}}
)`;
}
pv.sumQuery += `\n${startSum}select ${levelNumber} as level, count(distinct(session_id)) as count from level${levelNumber}`;
return pv;
},
{
levelQuery: '',
sumQuery: '',
},
);
}
return rawQuery(
`
WITH level1 AS (
select distinct session_id, created_at
from website_event
where website_id = {{websiteId::uuid}}
and created_at between {{startDate}} and {{endDate}}
and url_path = {{0}}
)
${levelQuery}
${sumQuery}
ORDER BY level;
`,
{
websiteId,
startDate,
endDate,
...urls,
},
).then(results => {
return urls.map((a, i) => ({
x: a,
y: results[i]?.count || 0,
z: (1 - Number(results[i]?.count) / Number(results[i - 1]?.count)) * 100 || 0, // drop off
}));
});
}
async function clickhouseQuery(
websiteId: string,
criteria: {
windowMinutes: number;
startDate: Date;
endDate: Date;
urls: string[];
},
): Promise<
{
x: string;
y: number;
z: number;
}[]
> {
const { windowMinutes, startDate, endDate, urls } = criteria;
const { rawQuery } = clickhouse;
const { levelQuery, sumQuery, urlFilterQuery, urlParams } = getRetentionQuery(
urls,
windowMinutes,
);
function getRetentionQuery(
urls: string[],
windowMinutes: number,
): {
levelQuery: string;
sumQuery: string;
urlFilterQuery: string;
urlParams: { [key: string]: string };
} {
return urls.reduce(
(pv, cv, i) => {
const levelNumber = i + 1;
const startSum = i > 0 ? 'union all ' : '';
const startFilter = i > 0 ? ', ' : '';
if (levelNumber >= 2) {
pv.levelQuery += `\n
, level${levelNumber} AS (
select distinct y.session_id as session_id,
y.url_path as url_path,
y.referrer_path as referrer_path,
y.created_at as created_at
from level${i} x
join level0 y
on x.session_id = y.session_id
where y.created_at between x.created_at and x.created_at + interval ${windowMinutes} minute
and y.referrer_path = {url${i - 1}:String}
and y.url_path = {url${i}:String}
)`;
}
pv.sumQuery += `\n${startSum}select ${levelNumber} as level, count(distinct(session_id)) as count from level${levelNumber}`;
pv.urlFilterQuery += `${startFilter}{url${i}:String} `;
pv.urlParams[`url${i}`] = cv;
return pv;
},
{
levelQuery: '',
sumQuery: '',
urlFilterQuery: '',
urlParams: {},
},
);
}
return rawQuery<{ level: number; count: number }[]>(
`
WITH level0 AS (
select distinct session_id, url_path, referrer_path, created_at
from umami.website_event
where url_path in (${urlFilterQuery})
and website_id = {websiteId:UUID}
and created_at between {startDate:DateTime64} and {endDate:DateTime64}
),
level1 AS (
select *
from level0
where url_path = {url0:String}
)
${levelQuery}
select *
from (
${sumQuery}
) ORDER BY level;
`,
{
websiteId,
startDate,
endDate,
...urlParams,
},
).then(results => {
return urls.map((a, i) => ({
x: a,
y: results[i]?.count || 0,
z: (1 - Number(results[i]?.count) / Number(results[i - 1]?.count)) * 100 || 0, // drop off
}));
});
}

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@ -12,6 +12,7 @@ export * from './analytics/eventData/getEventDataFields';
export * from './analytics/eventData/getEventDataUsage';
export * from './analytics/events/saveEvent';
export * from './analytics/reports/getFunnel';
export * from './analytics/reports/getRetention';
export * from './analytics/reports/getInsights';
export * from './analytics/pageviews/getPageviewMetrics';
export * from './analytics/pageviews/getPageviewStats';