improve funnels
This commit is contained in:
@@ -12,6 +12,8 @@ import {
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formatClickhouseDate,
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getChartSql,
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getEventFiltersWhereClause,
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getProfiles,
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transformProfile,
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} from '@openpanel/db';
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import type {
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IChartEvent,
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@@ -183,7 +185,6 @@ export function withFormula(
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const scope = {
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[serie.event.id]: item?.count ?? 0,
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};
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const count = mathjs
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.parse(formula)
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.compile()
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@@ -418,8 +419,17 @@ export function getChartPrevStartEndDate({
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};
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}
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export async function getFunnelData({ projectId, ...payload }: IChartInput) {
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const { startDate, endDate } = getChartStartEndDate(payload);
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const ONE_DAY_IN_SECONDS = 60 * 60 * 24;
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export async function getFunnelData({
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projectId,
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startDate,
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endDate,
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...payload
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}: IChartInput) {
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if (!startDate || !endDate) {
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throw new Error('startDate and endDate are required');
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}
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if (payload.events.length === 0) {
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return {
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@@ -437,9 +447,13 @@ export async function getFunnelData({ projectId, ...payload }: IChartInput) {
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const innerSql = `SELECT
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session_id,
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windowFunnel(6048000000000000,'strict_increase')(toUnixTimestamp(created_at), ${funnels.join(', ')}) AS level
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windowFunnel(${ONE_DAY_IN_SECONDS})(toUnixTimestamp(created_at), ${funnels.join(', ')}) AS level
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FROM events
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WHERE (project_id = ${escape(projectId)} AND created_at >= '${formatClickhouseDate(startDate)}') AND (created_at <= '${formatClickhouseDate(endDate)}')
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WHERE
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project_id = ${escape(projectId)} AND
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created_at >= '${formatClickhouseDate(startDate)}' AND
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created_at <= '${formatClickhouseDate(endDate)}' AND
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name IN (${payload.events.map((event) => escape(event.name)).join(', ')})
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GROUP BY session_id`;
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const sql = `SELECT level, count() AS count FROM (${innerSql}) GROUP BY level ORDER BY level DESC`;
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@@ -491,31 +505,29 @@ export async function getFunnelData({ projectId, ...payload }: IChartInput) {
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.reduce(
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(acc, item, index, list) => {
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const prev = list[index - 1] ?? { count: totalSessions };
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const event = payload.events[item.level - 1]!;
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return [
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...acc,
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{
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event: payload.events[item.level - 1]!,
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before: prev.count,
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current: item.count,
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dropoff: {
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count: prev.count - item.count,
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percent: 100 - (item.count / prev.count) * 100,
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event: {
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...event,
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displayName: event.displayName ?? event.name,
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},
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count: item.count,
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percent: (item.count / totalSessions) * 100,
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prevPercent: (prev.count / totalSessions) * 100,
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dropoffCount: prev.count - item.count,
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dropoffPercent: 100 - (item.count / prev.count) * 100,
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previousCount: prev.count,
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},
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];
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},
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[] as {
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event: IChartEvent;
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before: number;
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current: number;
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dropoff: {
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count: number;
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percent: number;
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};
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event: IChartEvent & { displayName: string };
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count: number;
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percent: number;
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prevPercent: number;
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dropoffCount: number;
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dropoffPercent: number;
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previousCount: number;
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}[]
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);
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@@ -525,6 +537,63 @@ export async function getFunnelData({ projectId, ...payload }: IChartInput) {
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};
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}
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export async function getFunnelStep({
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projectId,
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startDate,
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endDate,
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step,
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...payload
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}: IChartInput & {
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step: number;
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}) {
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if (!startDate || !endDate) {
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throw new Error('startDate and endDate are required');
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}
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if (payload.events.length === 0) {
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throw new Error('no events selected');
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}
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const funnels = payload.events.map((event) => {
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const { sb, getWhere } = createSqlBuilder();
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sb.where = getEventFiltersWhereClause(event.filters);
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sb.where.name = `name = ${escape(event.name)}`;
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return getWhere().replace('WHERE ', '');
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});
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const innerSql = `SELECT
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session_id,
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windowFunnel(${ONE_DAY_IN_SECONDS})(toUnixTimestamp(created_at), ${funnels.join(', ')}) AS level
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FROM events
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WHERE
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project_id = ${escape(projectId)} AND
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created_at >= '${formatClickhouseDate(startDate)}' AND
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created_at <= '${formatClickhouseDate(endDate)}' AND
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name IN (${payload.events.map((event) => escape(event.name)).join(', ')})
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GROUP BY session_id`;
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const profileIdsQuery = `WITH sessions AS (${innerSql})
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SELECT
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DISTINCT e.profile_id as id
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FROM sessions s
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JOIN events e ON s.session_id = e.session_id
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WHERE
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s.level = ${step} AND
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e.project_id = ${escape(projectId)} AND
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e.created_at >= '${formatClickhouseDate(startDate)}' AND
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e.created_at <= '${formatClickhouseDate(endDate)}' AND
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name IN (${payload.events.map((event) => escape(event.name)).join(', ')})
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ORDER BY e.created_at DESC
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LIMIT 500
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`;
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const res = await chQuery<{
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id: string;
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}>(profileIdsQuery);
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return getProfiles({ ids: res.map((r) => r.id) });
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}
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export async function getSeriesFromEvents(input: IChartInput) {
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const { startDate, endDate } =
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input.startDate && input.endDate
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@@ -16,6 +16,7 @@ import {
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getChartPrevStartEndDate,
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getChartStartEndDate,
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getFunnelData,
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getFunnelStep,
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getSeriesFromEvents,
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} from './chart.helpers';
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@@ -150,9 +151,34 @@ export const chartRouter = createTRPCRouter({
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}),
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funnel: publicProcedure.input(zChartInput).query(async ({ input }) => {
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return getFunnelData(input);
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const currentPeriod = getChartStartEndDate(input);
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const previousPeriod = getChartPrevStartEndDate({
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range: input.range,
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...currentPeriod,
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});
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const [current, previous] = await Promise.all([
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getFunnelData({ ...input, ...currentPeriod }),
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getFunnelData({ ...input, ...previousPeriod }),
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]);
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return {
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current,
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previous,
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};
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}),
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funnelStep: publicProcedure
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.input(
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zChartInput.extend({
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step: z.number(),
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})
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)
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.query(async ({ input }) => {
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const currentPeriod = getChartStartEndDate(input);
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return getFunnelStep({ ...input, ...currentPeriod });
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}),
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// TODO: Make this private
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chart: publicProcedure.input(zChartInput).query(async ({ input }) => {
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const currentPeriod = getChartStartEndDate(input);
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@@ -189,7 +215,10 @@ export const chartRouter = createTRPCRouter({
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return {
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name: serie.name,
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event: serie.event,
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event: {
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...serie.event,
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displayName: serie.event.displayName ?? serie.event.name,
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},
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metrics: {
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...metrics,
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previous: {
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