Workspace / Analytics/ User cockpit

v 2.4.1model: engagement_v3live · generated Apr 21, 2026, 2:23 PM

source:user_events.csvusers:500etl:numpy pipelinemodel:engagement_v3run snapshot ✓

Understanding
500users across
five regions.

A precomputed snapshot from raw events. Below you move from global context to regional pattern to model explainability to row-level inspection — in that order, without leaving the page.

Purchase rate

21.2%

▲ 2.1 pp vs last run

Avg engagement

0.451

▲ 1.4 vs last run

High-value users

▼ 3 vs last run

Top users by engagementscore ↓

Snapshot — benchmark for current scope

Recomputes when you toggle region chips. Use it as a quick sanity check after filtering.

Scope

All regions

5 regions · 500 users

Avg score

0.451

High-value users

Revenue

$7,573.13

Avg session

493.6 sec

Insights — interpretation, not reporting

Short, opinionated takeaways the system surfaced from this run.

Top region

Middle East & Africa leads on average engagement with 0.795, ahead of LATAM by 0.092 pts.

n = 46 usersMEA

Highest spender

U-00376 from Middle East & Africa drove $445.89 in a single session.

97 sec sessionMEA

Peak engagement

U-00376 scored 9.513 — 7 pages in 97 sec.

4.3 pages/minMEA

Purchase conversion

21.2% of visible users purchased — close to the population average.

106 of 500CONV

Metrics — fixed anchors

These are always global. They don't move with region filters, so you always have a point of comparison.

Total users

500

▲ 2.3%vs last run

Total revenue

$7,573.13

▲ 4.1%vs last run

Avg session

493.6 sec

▼ 0.8%vs last run

High-value users

▲ 8%vs last run

Avg engagement

0.451

▲ 1.2vs last run

Patterns — spread, clusters, outliers

Three complementary views of the same population.

Session × Pages — engagement intensity

n = 500

purchasernon-purchaserdot ∝ revenue

Revenue by region

USD

Score distribution

bins of 10

Signal matrix — what's driving the score

Average normalized contribution of each feature to the engagement score, by region. Darker = larger push.

Region	Session duration	Pages viewed	Pages / sec	Purchase	Total score
North America NA · n=151	0.028	0.019	0.006	0.022	0.394
Europe EU · n=127	-0.023	-0.013	0.006	0.040	0.385
Asia-Pacific APAC · n=95	-0.025	-0.017	0.007	0.017	0.246
Latin America LATAM · n=81	0.075	0.042	0.007	0.123	0.704
Middle East & Africa MEA · n=46	0.135	0.072	0.008	0.161	0.795

Visible users

500

after region + search filters

Top visible score

9.513

by U-00376 · MEA

Top visible users

TOP 5

Leaderboard — row-level inspection

Click any user to open the explainability drawer. Sortable columns — click a header.

Ranked users (500)

Sorted by score ↓ · click header to change

#			Region				Status
01	U-00376	9.513	MEA	97	7	$445.89	PURCHASED
02	U-00109	8.767	APAC	333	8	$393.25	PURCHASED
03	U-00180	8.577	NA	6,401	59	$104.64	PURCHASED
04	U-00479	8.202	LATAM	7,200	60	$67.43	PURCHASED
05	U-00375	7.885	LATAM	3,242	34	$202.58	PURCHASED
06	U-00266	7.095	NA	55	1	$322.06	PURCHASED
07	U-00253	6.785	MEA	3,123	27	$163.29	PURCHASED
08	U-00495	6.160	APAC	1,522	14	$201.57	PURCHASED
09	U-00210	5.626	MEA	7,200	60	—	VIEW
10	U-00114	5.235	NA	4,703	43	$32.64	PURCHASED
11	U-00478	5.086	LATAM	356	3	$201.03	PURCHASED
12	U-00134	5.054	NA	432	5	$193.40	PURCHASED
13	U-00053	4.971	EU	109	4	$200.24	PURCHASED
14	U-00126	4.262	NA	3,390	34	$36.02	PURCHASED
15	U-00035	4.239	EU	657	9	$139.39	PURCHASED
16	U-00395	4.239	LATAM	1,008	15	$119.63	PURCHASED
17	U-00234	4.148	LATAM	112	3	$160.55	PURCHASED
18	U-00301	4.054	NA	91	7	$149.03	PURCHASED
19	U-00190	3.602	LATAM	40	6	$129.91	PURCHASED
20	U-00039	3.559	EU	50	6	$127.85	PURCHASED
21	U-00196	3.487	MEA	389	4	$119.68	PURCHASED
22	U-00317	3.471	EU	555	9	$106.20	PURCHASED
23	U-00031	3.448	NA	119	7	$119.54	PURCHASED
24	U-00311	3.337	EU	188	4	$117.89	PURCHASED
25	U-00344	3.314	LATAM	133	7	$113.01	PURCHASED
26	U-00213	3.246	EU	769	8	$92.39	PURCHASED
27	U-00439	3.158	APAC	32	4	$113.00	PURCHASED
28	U-00122	3.087	LATAM	82	1	$114.25	PURCHASED
29	U-00116	3.065	LATAM	351	5	$99.70	PURCHASED
30	U-00019	3.048	NA	82	6	$103.75	PURCHASED
31	U-00242	2.962	NA	213	8	$93.58	PURCHASED
32	U-00060	2.901	MEA	789	10	$74.00	PURCHASED
33	U-00281	2.894	APAC	280	9	$87.41	PURCHASED
34	U-00432	2.874	MEA	30	5	$98.29	PURCHASED
35	U-00335	2.866	EU	789	12	$69.54	PURCHASED
36	U-00221	2.861	MEA	3,935	35	—	VIEW
37	U-00390	2.836	EU	123	6	$93.45	PURCHASED
38	U-00338	2.823	EU	166	8	$88.63	PURCHASED
39	U-00082	2.815	MEA	376	8	$83.32	PURCHASED
40	U-00494	2.744	LATAM	87	5	$91.85	PURCHASED
41	U-00388	2.682	NA	2,325	21	$20.08	PURCHASED
42	U-00267	2.679	APAC	1,735	20	$31.52	PURCHASED
43	U-00048	2.648	APAC	870	14	$56.06	PURCHASED
44	U-00156	2.408	EU	104	7	$73.87	PURCHASED
45	U-00379	2.368	NA	3,387	30	—	VIEW
46	U-00475	2.279	NA	1,762	19	$19.77	PURCHASED
47	U-00285	2.278	LATAM	3,164	31	—	VIEW
48	U-00245	2.276	LATAM	58	4	$74.02	PURCHASED
49	U-00235	2.265	LATAM	3,206	30	—	VIEW
50	U-00347	2.151	NA	43	3	$70.67	PURCHASED
51	U-00209	2.111	LATAM	454	10	$50.08	PURCHASED
52	U-00154	2.090	EU	323	3	$62.13	PURCHASED
53	U-00486	2.081	NA	44	5	$64.58	PURCHASED
54	U-00480	2.047	APAC	938	13	$34.04	PURCHASED
55	U-00324	2.047	EU	3,014	27	—	VIEW
56	U-00004	2.025	EU	1,522	15	$20.59	PURCHASED
57	U-00358	2.023	EU	173	2	$64.33	PURCHASED
58	U-00421	1.946	MEA	2,901	26	—	VIEW
59	U-00252	1.921	EU	736	8	$39.98	PURCHASED
60	U-00050	1.907	EU	30	2	$62.60	PURCHASED
61	U-00389	1.881	LATAM	766	13	$31.75	PURCHASED
62	U-00005	1.875	LATAM	185	6	$52.39	PURCHASED
63	U-00496	1.853	NA	467	7	$44.31	PURCHASED
64	U-00248	1.736	APAC	112	4	$51.42	PURCHASED
65	U-00461	1.731	LATAM	2,586	25	—	VIEW
66	U-00148	1.706	APAC	50	7	$46.93	PURCHASED
67	U-00193	1.673	NA	316	7	$40.89	PURCHASED
68	U-00471	1.664	NA	176	2	$50.22	PURCHASED
69	U-00401	1.651	LATAM	36	7	$44.91	PURCHASED
70	U-00323	1.633	NA	92	6	$45.11	PURCHASED
71	U-00215	1.618	NA	168	8	$40.49	PURCHASED
72	U-00238	1.576	EU	306	8	$36.38	PURCHASED
73	U-00107	1.526	EU	2,353	23	—	VIEW
74	U-00444	1.523	NA	220	4	$41.39	PURCHASED
75	U-00278	1.512	MEA	119	6	$40.29	PURCHASED
76	U-00022	1.511	EU	187	8	$36.37	PURCHASED
77	U-00032	1.509	EU	2,259	24	—	VIEW
78	U-00079	1.497	NA	273	8	$34.30	PURCHASED
79	U-00168	1.470	APAC	2,383	21	—	VIEW
80	U-00020	1.466	EU	45	6	$39.70	PURCHASED
81	U-00304	1.449	LATAM	509	6	$30.75	PURCHASED
82	U-00236	1.439	NA	524	6	$30.13	PURCHASED
83	U-00157	1.421	NA	2,296	21	—	VIEW
84	U-00499	1.415	EU	86	2	$42.86	PURCHASED
85	U-00071	1.405	NA	378	9	$28.13	PURCHASED
86	U-00052	1.398	LATAM	154	6	$35.64	PURCHASED
87	U-00073	1.371	NA	234	8	$30.77	PURCHASED
88	U-00394	1.368	NA	2,203	21	—	VIEW
89	U-00309	1.362	EU	472	7	$27.41	PURCHASED
90	U-00422	1.332	EU	2,011	23	—	VIEW
91	U-00117	1.281	NA	235	2	$35.25	PURCHASED
92	U-00081	1.276	MEA	188	3	$34.69	PURCHASED
93	U-00249	1.273	NA	2,036	21	—	VIEW
94	U-00412	1.271	EU	64	3	$36.78	PURCHASED
95	U-00113	1.250	NA	263	4	$31.18	PURCHASED
96	U-00455	1.239	MEA	130	6	$30.75	PURCHASED
97	U-00355	1.234	NA	239	7	$27.47	PURCHASED
98	U-00229	1.233	EU	104	6	$30.96	PURCHASED
99	U-00489	1.206	APAC	1,853	22	—	VIEW
100	U-00182	1.176	APAC	88	1	$35.72	PURCHASED
101	U-00173	1.168	EU	223	2	$31.64	PURCHASED
102	U-00232	1.123	LATAM	317	4	$26.10	PURCHASED
103	U-00434	1.116	APAC	579	6	$19.28	PURCHASED
104	U-00437	1.098	EU	1,727	21	—	VIEW
105	U-00283	1.013	APAC	1,641	20	—	VIEW
106	U-00153	0.961	APAC	108	1	$28.22	PURCHASED
107	U-00500	0.935	NA	47	1	$28.45	PURCHASED
108	U-00007	0.932	LATAM	1,628	18	—	VIEW
109	U-00473	0.916	APAC	40	1	$27.93	PURCHASED
110	U-00270	0.912	LATAM	286	4	$20.27	PURCHASED
111	U-00261	0.903	NA	81	6	$21.00	PURCHASED
112	U-00417	0.902	APAC	1,574	18	—	VIEW
113	U-00074	0.880	EU	1,600	17	—	VIEW
114	U-00136	0.864	NA	1,572	17	—	VIEW
115	U-00083	0.863	APAC	1,442	19	—	VIEW
116	U-00300	0.855	EU	521	6	$13.16	PURCHASED
117	U-00049	0.834	NA	370	6	$14.81	PURCHASED
118	U-00492	0.829	NA	1,445	18	—	VIEW
119	U-00137	0.823	EU	96	1	$24.10	PURCHASED
120	U-00115	0.813	EU	194	4	$18.89	PURCHASED
121	U-00021	0.778	NA	1,421	17	—	VIEW
122	U-00072	0.778	LATAM	1,549	15	—	VIEW
123	U-00135	0.772	EU	81	6	$17.29	PURCHASED
124	U-00336	0.767	EU	205	7	$14.48	PURCHASED
125	U-00271	0.755	NA	1,380	17	—	VIEW
126	U-00220	0.736	APAC	270	4	$15.64	PURCHASED
127	U-00362	0.736	NA	1,540	14	—	VIEW
128	U-00435	0.705	LATAM	1,485	14	—	VIEW
129	U-00178	0.694	NA	1,400	15	—	VIEW
130	U-00426	0.690	EU	1,264	17	—	VIEW
131	U-00224	0.658	EU	35	4	$16.71	PURCHASED
132	U-00123	0.647	MEA	1,317	15	—	VIEW
133	U-00110	0.642	NA	224	6	$12.02	PURCHASED
134	U-00228	0.625	EU	67	6	$13.56	PURCHASED
135	U-00352	0.605	EU	1,437	12	—	VIEW
136	U-00398	0.604	APAC	1,242	15	—	VIEW
137	U-00142	0.603	NA	1,175	16	—	VIEW
138	U-00373	0.582	NA	1,396	12	—	VIEW
139	U-00298	0.541	APAC	354	5	$8.87	PURCHASED
140	U-00188	0.536	EU	224	7	$8.71	PURCHASED
141	U-00474	0.505	NA	1,262	12	—	VIEW
142	U-00315	0.491	APAC	1,172	13	—	VIEW
143	U-00419	0.471	NA	1,007	15	—	VIEW
144	U-00414	0.470	APAC	1,134	13	—	VIEW
145	U-00066	0.460	MEA	1,246	11	—	VIEW
146	U-00307	0.433	LATAM	1,134	12	—	VIEW
147	U-00208	0.428	NA	453	8	$3.63	PURCHASED
148	U-00273	0.424	LATAM	988	14	—	VIEW
149	U-00163	0.421	NA	983	14	—	VIEW
150	U-00327	0.384	EU	982	13	—	VIEW
151	U-00257	0.351	LATAM	1,119	10	—	VIEW
152	U-00312	0.346	NA	915	13	—	VIEW
153	U-00086	0.343	LATAM	134	3	$8.83	PURCHASED
154	U-00226	0.340	APAC	904	13	—	VIEW
155	U-00119	0.337	NA	964	12	—	VIEW
156	U-00212	0.332	NA	956	12	—	VIEW
157	U-00400	0.330	EU	1,081	10	—	VIEW
158	U-00055	0.305	MEA	843	13	—	VIEW
159	U-00203	0.299	EU	898	12	—	VIEW
160	U-00429	0.285	APAC	871	12	—	VIEW
161	U-00424	0.273	LATAM	785	13	—	VIEW
162	U-00068	0.253	NA	816	12	—	VIEW
163	U-00204	0.245	LATAM	867	11	—	VIEW
164	U-00254	0.233	NA	845	11	—	VIEW
165	U-00452	0.227	NA	770	12	—	VIEW
166	U-00092	0.198	APAC	782	11	—	VIEW
167	U-00374	0.193	MEA	774	11	—	VIEW
168	U-00294	0.176	EU	678	12	—	VIEW
169	U-00087	0.170	LATAM	734	11	—	VIEW
170	U-00176	0.166	EU	660	12	—	VIEW
171	U-00314	0.159	LATAM	650	12	—	VIEW
172	U-00065	0.159	MEA	649	12	—	VIEW
173	U-00299	0.122	EU	649	11	—	VIEW
174	U-00165	0.122	NA	778	9	—	VIEW
175	U-00490	0.117	APAC	705	10	—	VIEW
176	U-00146	0.109	MEA	625	11	—	VIEW
177	U-00353	0.106	NA	685	10	—	VIEW
178	U-00186	0.082	EU	576	11	—	VIEW
179	U-00260	0.069	APAC	620	10	—	VIEW
180	U-00230	0.068	APAC	553	11	—	VIEW
181	U-00056	0.068	LATAM	748	8	—	VIEW
182	U-00446	0.065	NA	547	11	—	VIEW
183	U-00120	0.060	LATAM	603	10	—	VIEW
184	U-00297	0.053	LATAM	720	8	—	VIEW
185	U-00329	0.048	NA	518	11	—	VIEW
186	U-00467	0.045	NA	511	11	—	VIEW
187	U-00411	0.044	EU	575	10	—	VIEW
188	U-00377	0.039	EU	697	8	—	VIEW
189	U-00244	0.036	NA	692	8	—	VIEW
190	U-00477	0.032	LATAM	489	11	—	VIEW
191	U-00167	0.016	APAC	656	8	—	VIEW
192	U-00076	0.016	EU	656	8	—	VIEW
193	U-00121	0.003	EU	632	8	—	VIEW
194	U-00162	0.001	APAC	629	8	—	VIEW
195	U-00223	-0.003	EU	558	9	—	VIEW
196	U-00192	-0.005	MEA	684	7	—	VIEW
197	U-00216	-0.011	EU	608	8	—	VIEW
198	U-00282	-0.011	EU	542	9	—	VIEW
199	U-00149	-0.022	LATAM	458	10	—	VIEW
200	U-00361	-0.023	EU	456	10	—	VIEW
201	U-00139	-0.024	EU	650	7	—	VIEW
202	U-00054	-0.029	LATAM	510	9	—	VIEW
203	U-00365	-0.038	EU	560	8	—	VIEW
204	U-00240	-0.043	EU	681	6	—	VIEW
205	U-00303	-0.052	MEA	600	7	—	VIEW
206	U-00166	-0.053	NA	402	10	—	VIEW
207	U-00313	-0.056	EU	659	6	—	VIEW
208	U-00410	-0.061	APAC	454	9	—	VIEW
209	U-00406	-0.062	APAC	517	8	—	VIEW
210	U-00028	-0.063	EU	384	10	—	VIEW
211	U-00201	-0.068	NA	376	10	—	VIEW
212	U-00328	-0.070	EU	633	6	—	VIEW
213	U-00158	-0.073	NA	432	9	—	VIEW
214	U-00288	-0.074	NA	496	8	—	VIEW
215	U-00125	-0.075	LATAM	495	8	—	VIEW
216	U-00428	-0.076	EU	557	7	—	VIEW
217	U-00211	-0.080	NA	485	8	—	VIEW
218	U-00008	-0.081	LATAM	615	6	—	VIEW
219	U-00468	-0.085	MEA	607	6	—	VIEW
220	U-00160	-0.087	NA	538	7	—	VIEW
221	U-00214	-0.089	MEA	535	7	—	VIEW
222	U-00010	-0.089	NA	469	8	—	VIEW
223	U-00003	-0.090	EU	532	7	—	VIEW
224	U-00364	-0.093	EU	396	9	—	VIEW
225	U-00207	-0.098	NA	454	8	—	VIEW
226	U-00069	-0.103	APAC	378	9	—	VIEW
227	U-00184	-0.107	NA	437	8	—	VIEW
228	U-00322	-0.109	LATAM	500	7	—	VIEW
229	U-00359	-0.113	EU	360	9	—	VIEW
230	U-00150	-0.119	MEA	350	9	—	VIEW
231	U-00097	-0.119	APAC	349	9	—	VIEW
232	U-00202	-0.120	MEA	480	7	—	VIEW
233	U-00155	-0.120	APAC	348	9	—	VIEW
234	U-00339	-0.127	LATAM	402	8	—	VIEW
235	U-00250	-0.129	APAC	398	8	—	VIEW
236	U-00041	-0.129	APAC	594	5	—	VIEW
237	U-00243	-0.137	LATAM	449	7	—	VIEW
238	U-00372	-0.140	NA	445	7	—	VIEW
239	U-00277	-0.141	EU	311	9	—	VIEW
240	U-00415	-0.148	EU	365	8	—	VIEW
241	U-00386	-0.150	EU	293	9	—	VIEW
242	U-00091	-0.160	NA	275	9	—	VIEW
243	U-00321	-0.160	NA	275	9	—	VIEW
244	U-00175	-0.161	APAC	341	8	—	VIEW
245	U-00098	-0.164	EU	335	8	—	VIEW
246	U-00425	-0.165	EU	531	5	—	VIEW
247	U-00279	-0.165	EU	266	9	—	VIEW
248	U-00023	-0.166	LATAM	265	9	—	VIEW
249	U-00420	-0.166	MEA	265	9	—	VIEW
250	U-00106	-0.166	NA	397	7	—	VIEW
251	U-00013	-0.169	NA	327	8	—	VIEW
252	U-00330	-0.171	APAC	520	5	—	VIEW
253	U-00181	-0.172	LATAM	518	5	—	VIEW
254	U-00371	-0.173	APAC	252	9	—	VIEW
255	U-00464	-0.175	EU	316	8	—	VIEW
256	U-00274	-0.175	APAC	248	9	—	VIEW
257	U-00447	-0.176	NA	380	7	—	VIEW
258	U-00099	-0.176	APAC	246	9	—	VIEW
259	U-00040	-0.178	EU	310	8	—	VIEW
260	U-00295	-0.178	LATAM	376	7	—	VIEW
261	U-00387	-0.182	APAC	369	7	—	VIEW
262	U-00174	-0.182	MEA	369	7	—	VIEW
263	U-00042	-0.183	NA	301	8	—	VIEW
264	U-00198	-0.187	NA	294	8	—	VIEW
265	U-00351	-0.190	MEA	355	7	—	VIEW
266	U-00259	-0.192	NA	417	6	—	VIEW
267	U-00418	-0.194	EU	281	8	—	VIEW
268	U-00369	-0.197	EU	275	8	—	VIEW
269	U-00145	-0.201	APAC	334	7	—	VIEW
270	U-00343	-0.205	EU	328	7	—	VIEW
271	U-00233	-0.207	NA	258	8	—	VIEW
272	U-00316	-0.211	NA	251	8	—	VIEW
273	U-00454	-0.211	LATAM	448	5	—	VIEW
274	U-00368	-0.212	MEA	248	8	—	VIEW
275	U-00001	-0.214	MEA	444	5	—	VIEW
276	U-00442	-0.219	MEA	235	8	—	VIEW
277	U-00059	-0.222	EU	364	6	—	VIEW
278	U-00051	-0.223	APAC	361	6	—	VIEW
279	U-00129	-0.234	LATAM	276	7	—	VIEW
280	U-00199	-0.241	EU	262	7	—	VIEW
281	U-00441	-0.245	EU	388	5	—	VIEW
282	U-00090	-0.245	NA	453	4	—	VIEW
283	U-00265	-0.249	LATAM	181	8	—	VIEW
284	U-00037	-0.249	NA	314	6	—	VIEW
285	U-00392	-0.252	APAC	442	4	—	VIEW
286	U-00187	-0.257	APAC	432	4	—	VIEW
287	U-00088	-0.259	EU	363	5	—	VIEW
288	U-00276	-0.261	APAC	426	4	—	VIEW
289	U-00451	-0.261	MEA	227	7	—	VIEW
290	U-00018	-0.263	APAC	357	5	—	VIEW
291	U-00102	-0.266	LATAM	148	8	—	VIEW
292	U-00399	-0.268	EU	213	7	—	VIEW
293	U-00043	-0.268	APAC	213	7	—	VIEW
294	U-00345	-0.270	APAC	139	8	—	VIEW
295	U-00105	-0.275	APAC	202	7	—	VIEW
296	U-00025	-0.276	EU	127	8	—	VIEW
297	U-00498	-0.278	NA	195	7	—	VIEW
298	U-00350	-0.281	NA	189	7	—	VIEW
299	U-00346	-0.281	APAC	323	5	—	VIEW
300	U-00466	-0.282	MEA	188	7	—	VIEW
301	U-00006	-0.284	EU	185	7	—	VIEW
302	U-00331	-0.290	NA	241	6	—	VIEW
303	U-00144	-0.291	NA	305	5	—	VIEW
304	U-00152	-0.292	APAC	371	4	—	VIEW
305	U-00319	-0.297	APAC	361	4	—	VIEW
306	U-00409	-0.304	APAC	283	5	—	VIEW
307	U-00026	-0.306	EU	280	5	—	VIEW
308	U-00011	-0.307	APAC	140	7	—	VIEW
309	U-00320	-0.308	LATAM	209	6	—	VIEW
310	U-00077	-0.310	NA	272	5	—	VIEW
311	U-00354	-0.312	NA	202	6	—	VIEW
312	U-00132	-0.314	EU	266	5	—	VIEW
313	U-00404	-0.317	NA	259	5	—	VIEW
314	U-00141	-0.319	EU	322	4	—	VIEW
315	U-00367	-0.320	EU	320	4	—	VIEW
316	U-00177	-0.323	LATAM	249	5	—	VIEW
317	U-00403	-0.324	APAC	246	5	—	VIEW
318	U-00484	-0.325	NA	312	4	—	VIEW
319	U-00179	-0.325	EU	178	6	—	VIEW
320	U-00231	-0.326	EU	102	7	—	VIEW
321	U-00491	-0.327	APAC	242	5	—	VIEW
322	U-00170	-0.327	LATAM	99	7	—	VIEW
323	U-00385	-0.328	NA	98	7	—	VIEW
324	U-00378	-0.329	EU	305	4	—	VIEW
325	U-00108	-0.331	NA	302	4	—	VIEW
326	U-00195	-0.331	NA	301	4	—	VIEW
327	U-00138	-0.331	LATAM	166	6	—	VIEW
328	U-00341	-0.331	NA	91	7	—	VIEW
329	U-00171	-0.334	LATAM	84	7	—	VIEW
330	U-00161	-0.337	NA	76	7	—	VIEW
331	U-00407	-0.340	MEA	68	7	—	VIEW
332	U-00200	-0.342	NA	62	7	—	VIEW
333	U-00038	-0.342	LATAM	30	7	—	VIEW
334	U-00269	-0.343	NA	144	6	—	VIEW
335	U-00015	-0.343	APAC	31	7	—	VIEW
336	U-00397	-0.343	LATAM	31	7	—	VIEW
337	U-00251	-0.344	NA	54	7	—	VIEW
338	U-00289	-0.344	NA	343	3	—	VIEW
339	U-00445	-0.345	APAC	51	7	—	VIEW
340	U-00393	-0.345	MEA	50	7	—	VIEW
341	U-00012	-0.345	NA	140	6	—	VIEW
342	U-00255	-0.345	EU	40	7	—	VIEW
343	U-00205	-0.345	APAC	47	7	—	VIEW
344	U-00130	-0.348	NA	134	6	—	VIEW
345	U-00449	-0.349	NA	132	6	—	VIEW
346	U-00493	-0.349	NA	269	4	—	VIEW
347	U-00151	-0.351	APAC	331	3	—	VIEW
348	U-00227	-0.351	EU	264	4	—	VIEW
349	U-00062	-0.352	NA	196	5	—	VIEW
350	U-00342	-0.353	LATAM	328	3	—	VIEW
351	U-00128	-0.353	APAC	124	6	—	VIEW
352	U-00218	-0.359	NA	184	5	—	VIEW
353	U-00169	-0.360	NA	182	5	—	VIEW
354	U-00433	-0.362	EU	177	5	—	VIEW
355	U-00258	-0.363	APAC	105	6	—	VIEW
356	U-00349	-0.363	MEA	103	6	—	VIEW
357	U-00033	-0.365	LATAM	241	4	—	VIEW
358	U-00030	-0.365	NA	172	5	—	VIEW
359	U-00416	-0.365	NA	100	6	—	VIEW
360	U-00305	-0.366	NA	239	4	—	VIEW
361	U-00058	-0.367	APAC	169	5	—	VIEW
362	U-00164	-0.369	LATAM	91	6	—	VIEW
363	U-00246	-0.370	EU	164	5	—	VIEW
364	U-00057	-0.370	NA	89	6	—	VIEW
365	U-00381	-0.370	LATAM	89	6	—	VIEW
366	U-00440	-0.371	LATAM	229	4	—	VIEW
367	U-00197	-0.372	EU	85	6	—	VIEW
368	U-00482	-0.375	EU	78	6	—	VIEW
369	U-00017	-0.377	APAC	73	6	—	VIEW
370	U-00306	-0.379	EU	282	3	—	VIEW
371	U-00133	-0.379	EU	68	6	—	VIEW
372	U-00457	-0.379	LATAM	215	4	—	VIEW
373	U-00465	-0.380	LATAM	214	4	—	VIEW
374	U-00118	-0.382	EU	60	6	—	VIEW
375	U-00481	-0.382	NA	210	4	—	VIEW
376	U-00460	-0.382	APAC	58	6	—	VIEW
377	U-00247	-0.383	LATAM	138	5	—	VIEW
378	U-00014	-0.384	MEA	30	6	—	VIEW
379	U-00263	-0.384	MEA	30	6	—	VIEW
380	U-00472	-0.384	EU	30	6	—	VIEW
381	U-00219	-0.384	NA	137	5	—	VIEW
382	U-00124	-0.385	NA	46	6	—	VIEW
383	U-00101	-0.385	LATAM	45	6	—	VIEW
384	U-00143	-0.385	MEA	36	6	—	VIEW
385	U-00045	-0.386	LATAM	42	6	—	VIEW
386	U-00333	-0.386	MEA	268	3	—	VIEW
387	U-00436	-0.387	EU	267	3	—	VIEW
388	U-00089	-0.388	NA	130	5	—	VIEW
389	U-00016	-0.391	LATAM	125	5	—	VIEW
390	U-00310	-0.392	LATAM	192	4	—	VIEW
391	U-00402	-0.393	EU	119	5	—	VIEW
392	U-00029	-0.393	NA	119	5	—	VIEW
393	U-00462	-0.394	EU	255	3	—	VIEW
394	U-00185	-0.394	NA	187	4	—	VIEW
395	U-00290	-0.395	NA	116	5	—	VIEW
396	U-00100	-0.396	APAC	185	4	—	VIEW
397	U-00070	-0.397	NA	113	5	—	VIEW
398	U-00487	-0.397	EU	113	5	—	VIEW
399	U-00357	-0.403	EU	239	3	—	VIEW
400	U-00044	-0.403	EU	171	4	—	VIEW
401	U-00104	-0.406	NA	93	5	—	VIEW
402	U-00172	-0.407	EU	92	5	—	VIEW
403	U-00067	-0.411	APAC	224	3	—	VIEW
404	U-00280	-0.412	EU	154	4	—	VIEW
405	U-00206	-0.413	APAC	79	5	—	VIEW
406	U-00427	-0.414	EU	77	5	—	VIEW
407	U-00363	-0.416	LATAM	215	3	—	VIEW
408	U-00450	-0.417	NA	69	5	—	VIEW
409	U-00183	-0.418	APAC	68	5	—	VIEW
410	U-00396	-0.420	NA	139	4	—	VIEW
411	U-00002	-0.420	LATAM	207	3	—	VIEW
412	U-00225	-0.421	EU	139	4	—	VIEW
413	U-00408	-0.421	NA	206	3	—	VIEW
414	U-00159	-0.421	NA	59	5	—	VIEW
415	U-00287	-0.422	EU	204	3	—	VIEW
416	U-00438	-0.425	APAC	47	5	—	VIEW
417	U-00075	-0.425	MEA	30	5	—	VIEW
418	U-00237	-0.425	EU	30	5	—	VIEW
419	U-00268	-0.425	LATAM	44	5	—	VIEW
420	U-00470	-0.429	NA	123	4	—	VIEW
421	U-00291	-0.430	NA	191	3	—	VIEW
422	U-00293	-0.430	APAC	121	4	—	VIEW
423	U-00308	-0.430	NA	120	4	—	VIEW
424	U-00423	-0.435	NA	182	3	—	VIEW
425	U-00334	-0.437	EU	109	4	—	VIEW
426	U-00112	-0.441	MEA	237	2	—	VIEW
427	U-00456	-0.444	NA	95	4	—	VIEW
428	U-00085	-0.445	NA	93	4	—	VIEW
429	U-00337	-0.446	NA	91	4	—	VIEW
430	U-00262	-0.446	APAC	228	2	—	VIEW
431	U-00189	-0.447	NA	89	4	—	VIEW
432	U-00448	-0.451	EU	79	4	—	VIEW
433	U-00325	-0.454	NA	73	4	—	VIEW
434	U-00458	-0.455	EU	71	4	—	VIEW
435	U-00191	-0.456	NA	143	3	—	VIEW
436	U-00034	-0.456	NA	69	4	—	VIEW
437	U-00047	-0.457	EU	141	3	—	VIEW
438	U-00256	-0.459	APAC	137	3	—	VIEW
439	U-00431	-0.460	APAC	59	4	—	VIEW
440	U-00064	-0.460	EU	58	4	—	VIEW
441	U-00084	-0.462	EU	131	3	—	VIEW
442	U-00469	-0.463	NA	130	3	—	VIEW
443	U-00459	-0.465	APAC	126	3	—	VIEW
444	U-00272	-0.465	APAC	44	4	—	VIEW
445	U-00302	-0.466	EU	125	3	—	VIEW
446	U-00413	-0.466	NA	39	4	—	VIEW
447	U-00483	-0.467	APAC	36	4	—	VIEW
448	U-00383	-0.467	LATAM	30	4	—	VIEW
449	U-00476	-0.472	MEA	182	2	—	VIEW
450	U-00078	-0.478	MEA	171	2	—	VIEW
451	U-00318	-0.479	EU	169	2	—	VIEW
452	U-00217	-0.481	LATAM	97	3	—	VIEW
453	U-00370	-0.481	NA	97	3	—	VIEW
454	U-00094	-0.481	MEA	165	2	—	VIEW
455	U-00380	-0.483	NA	93	3	—	VIEW
456	U-00103	-0.483	NA	162	2	—	VIEW
457	U-00360	-0.484	NA	91	3	—	VIEW
458	U-00095	-0.488	APAC	153	2	—	VIEW
459	U-00366	-0.489	EU	151	2	—	VIEW
460	U-00127	-0.492	LATAM	75	3	—	VIEW
461	U-00356	-0.492	MEA	74	3	—	VIEW
462	U-00264	-0.493	APAC	72	3	—	VIEW
463	U-00405	-0.494	LATAM	143	2	—	VIEW
464	U-00009	-0.495	NA	139	2	—	VIEW
465	U-00061	-0.496	EU	138	2	—	VIEW
466	U-00292	-0.498	APAC	135	2	—	VIEW
467	U-00027	-0.498	NA	62	3	—	VIEW
468	U-00036	-0.500	APAC	57	3	—	VIEW
469	U-00384	-0.500	APAC	130	2	—	VIEW
470	U-00194	-0.501	APAC	55	3	—	VIEW
471	U-00340	-0.504	APAC	124	2	—	VIEW
472	U-00348	-0.505	NA	45	3	—	VIEW
473	U-00096	-0.506	NA	42	3	—	VIEW
474	U-00382	-0.507	EU	119	2	—	VIEW
475	U-00131	-0.507	NA	38	3	—	VIEW
476	U-00111	-0.508	APAC	30	3	—	VIEW
477	U-00222	-0.508	NA	30	3	—	VIEW
478	U-00430	-0.508	EU	30	3	—	VIEW
479	U-00239	-0.511	NA	111	2	—	VIEW
480	U-00463	-0.514	APAC	106	2	—	VIEW
481	U-00485	-0.518	APAC	99	2	—	VIEW
482	U-00488	-0.534	EU	67	2	—	VIEW
483	U-00326	-0.539	EU	57	2	—	VIEW
484	U-00080	-0.550	LATAM	30	2	—	VIEW
485	U-00443	-0.550	NA	30	2	—	VIEW
486	U-00296	-0.551	MEA	107	1	—	VIEW
487	U-00093	-0.552	EU	105	1	—	VIEW
488	U-00046	-0.553	NA	103	1	—	VIEW
489	U-00241	-0.558	NA	95	1	—	VIEW
490	U-00332	-0.564	LATAM	83	1	—	VIEW
491	U-00391	-0.564	NA	83	1	—	VIEW
492	U-00275	-0.568	NA	75	1	—	VIEW
493	U-00453	-0.569	APAC	75	1	—	VIEW
494	U-00497	-0.571	LATAM	71	1	—	VIEW
495	U-00063	-0.574	APAC	65	1	—	VIEW
496	U-00140	-0.579	NA	56	1	—	VIEW
497	U-00147	-0.579	LATAM	56	1	—	VIEW
498	U-00284	-0.579	APAC	55	1	—	VIEW
499	U-00024	-0.585	EU	44	1	—	VIEW
500	U-00286	-0.591	APAC	30	1	—	VIEW

How this page is built — an engineered pipeline, not hand-made charts.

latency: snapshot export

export

Operational Export

Raw user_events CSV standing in for PostgreSQL OLTP data.

→

etl

ETL Transform

Session, page, and purchase fields normalized into analytics-ready features.

→

features

Feature Matrix

Bias-adjusted feature vectors aligned for model-style scoring.

→

score

Engagement Score

Weighted matrix math produces a per-user engagement ranking.

→

reverse-etl

Reverse ETL

Derived score becomes product-facing output for prioritization and targeting.

Understanding500users acrossfive regions.

Snapshot — benchmark for current scope

Insights — interpretation, not reporting

Metrics — fixed anchors

Patterns — spread, clusters, outliers

Session × Pages — engagement intensity

Revenue by region

Score distribution

Signal matrix — what's driving the score

Top visible users

Leaderboard — row-level inspection

Ranked users (500)

How this page is built — an engineered pipeline, not hand-made charts.

Understanding
500users across
five regions.