Datasets:
customer_id
stringlengths 8
8
| minutes_watched_rest_of_last_week
float64 -10,000
240
⌀ | minutes_watched_week_2
float64 -10,000
240
⌀ | minutes_watched_week_3
float64 -10,000
240
⌀ | minutes_watched_week_4
float64 -10,000
240
⌀ | minutes_watched_last_3d
float64 -210.21
240
⌀ | minutes_watched_last_1d
float64 -208.5
240
⌀ | minutes_watched_second_last_day
float64 -209.44
240
⌀ | minutes_watched_third_last_day
float64 -209.93
240
⌀ | minutes_watched_delta_rest_of_week
float64 0
100
⌀ | minutes_watched_delta_week_1_2
float64 0
100
⌀ | minutes_watched_delta_week_2_3
float64 0
100
⌀ | minutes_watched_delta_week_3_4
float64 0
100
⌀ | minutes_watched_delta_last_3d
float64 0
100
⌀ | minutes_watched_delta_last_1d
float64 0
1
⌀ | minutes_watched_delta_second_last_day
float64 0
1
⌀ | minutes_watched_delta_third_last_day
float64 0
100
⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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| null | 210.093374
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UTT27594
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HER11355
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ZRQ19908
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EAT08840
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KYJ36841
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| null | null | 0
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FWX15967
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YFL75558
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SYQ06673
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ULR53254
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BVL44253
| 180.739759
| -10,000
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| 100
| 0
| 0
| 0
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UQL42536
| -10,000
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| null | 0
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LPH32057
| 203.759276
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| null | null | 208.672859
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NJG43060
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| 0
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FYI89056
| 224.574731
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| -144.53104
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| 0
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TGU54813
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QVZ12279
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KQG00897
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FDC92007
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IEV53432
| 189.475442
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WMF55079
| -240
| 212.656466
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LSN05898
| -10,000
| -10,000
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| 100
| 0
| 100
| 0
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| 0
| null |
JJX83308
| 193.130273
| 185.800435
| 223.623099
| null | null | 190.746628
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| null | 0
| 0
| 0
| 0
| 0
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NPG28360
| null | 183.614872
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| null | 0
| 0
| 0
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LWJ41058
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| 0
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| null | 0
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MMQ14097
| 200.101882
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| 0
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XIQ65801
| 220.316044
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| null | 196.638496
| 0
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RIE90272
| 194.017285
| -10,000
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| 0
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| 4.967104
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| 0
| 0
| 0
|
JPL63793
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| -10,000
| 184.770387
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SBL96047
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YZL67303
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QJQ91079
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AIO31525
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CYV66335
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| 100
| 3.863798
| null | null | 0
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HAM36066
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IYI88199
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| 100
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| 100
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REI72685
| 172.792411
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YDT32038
| 218.286868
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| 3.156503
| null | 0
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| 0
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RSE17915
| null | 181.480516
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| null | null | 168.267899
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| 0.208306
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SZY94877
| 175.120201
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| 216.928119
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| 0
| 0
| 0
| null | 0
| 0
|
QQH57335
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| 100
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| null | 0
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|
LBG42803
| null | null | 168.190409
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| null | null | 1.520045
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| null | 0
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|
YLW93736
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PUA40448
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| null | 236.170834
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| 0
| 100
| 0
| 0
| null | 0
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ZUL37788
| 196.351004
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| null | 0.038859
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| 0
| 2.856941
| null | 0
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| 0
|
YCG05067
| -154.512141
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| 0
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LOT91986
| 234.263419
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| 0
| 0
| 1.516181
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| 0
| null |
UTK59451
| -148.031156
| -147.769231
| 200.68505
| 214.267184
| 226.103831
| 201.032209
| 217.16908
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| null | null | 0
| 100
| null | 0
| null | 0
|
DOZ03972
| 210.166128
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| 0
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|
CLE00583
| -240
| 177.941239
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| 0
| null | 100
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| 0
| null | 0
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AXI01623
| 201.589495
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| 193.051658
| 217.837349
| 221.890036
| 200.602932
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| null | 0
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| 4.013018
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| 0
| 0
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|
QBF53256
| 172.225127
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QWP63580
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| null | 0
| null | 0
| 1
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KNK85635
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ZJF12832
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QKA99390
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EHS45445
| 182.52453
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| null | null | 6.32803
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| 100
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| 1
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MKZ46008
| 230.224739
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| 0
| 0
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LET59307
| 176.369716
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| 204.037797
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| null | 0
| 1.932952
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| 0
| 0
| 0
| 0.04435
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TVN82783
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YYS04882
| null | -10,000
| null | -10,000
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| 178.557741
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| 0
| null |
DIE91375
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| null | 0
|
GAG26035
| 185.994184
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| 190.57448
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| null | 184.018129
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| 0
| null | null | 0
| 0
| null |
SND85365
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UKK29832
| null | 192.634307
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DRX95540
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| null | null | 100
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| 1
| 100
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XFJ27123
| 172.046008
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YRR64967
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QKN77130
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YMP33603
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| 0
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TYS05584
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| null | 0
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PRY91645
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GCJ95363
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VSC10416
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IEW36027
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| null | 0
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ZIR84608
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QUY87956
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UQZ83677
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BKT47476
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VSV88678
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| 100
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FXW71877
| -165.338535
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TXA76772
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OZV83155
| 204.47363
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TKG08174
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QJW30872
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VEP03424
| 200.174065
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FYU15387
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AOX27134
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SWN47629
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AXL02591
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XFQ19616
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ZJV28549
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ZZG33448
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LOJ99938
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AYR96718
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XQS73547
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📦 ENGAGEMENT MINUTES
Este dataset fue generado completamente de manera sintética, empleando:
- Modelos estadísticos en Python
- Algoritmos probabilísticos personalizados
- Modelos de inteligencia artificial para añadir variabilidad y comportamientos realistas
No contiene datos personales ni información proveniente de individuos reales. Su propósito es estrictamente educativo, académico, experimental y de investigación.
📝 Dataset Summary
Este dataset contiene datos sintéticos diseñados para simular interacciones ficticias de usuarios. Está optimizado para prácticas de análisis de datos, experimentación en ciencia de datos y prototipos de machine learning. No debe utilizarse para aplicaciones comerciales ni para la creación de perfiles reales.
📊 Estructura del Dataset
El dataset incluye las siguientes columnas:
| Columna | Tipo | Descripción |
|---|---|---|
customer_id |
string | Identificador único del cliente. |
minutes_watched_rest_of_last_week |
float | Minutos visualizados durante el resto de la semana actual. |
minutes_watched_week_2 |
float | Minutos visualizados hace dos semanas. |
minutes_watched_week_3 |
float | Minutos visualizados hace tres semanas. |
minutes_watched_week_4 |
float | Minutos visualizados hace cuatro semanas. |
minutes_watched_last_3d |
float | Minutos visualizados en los últimos 3 días. |
minutes_watched_last_1d |
float | Minutos visualizados en el último día. |
minutes_watched_second_last_day |
float | Minutos visualizados en el penúltimo día. |
minutes_watched_delta_week_1_2 |
float | Diferencia de minutos vistos entre la semana actual y la semana −2. |
minutes_watched_delta_week_2_3 |
float | Diferencia de minutos vistos entre la semana −2 y la semana −3. |
minutes_watched_delta_week_3_4 |
float | Diferencia de minutos vistos entre la semana −3 y la semana −4. |
minutes_watched_delta_rest_of_week |
float | Diferencia en minutos vistos durante el resto de la semana actual respecto a la anterior. |
minutes_watched_delta_last_3d |
float | Diferencia de minutos vistos en los últimos 3 días frente a los 3 días previos. |
minutes_watched_delta_last_1d |
float | Diferencia de minutos vistos en el último día respecto al día anterior. |
minutes_watched_delta_second_last_day |
float | Diferencia de minutos vistos en el penúltimo día frente al antepenúltimo. |
minutes_watched_delta_third_last_day |
float | Diferencia de minutos vistos en el antepenúltimo día respecto al cuarto día anterior. |
Obs: Las columnas numéricas si tienen un valor - significa el número 0.
Descripcion de Rangos para minutes_watched:
| Rango de valores | Significado |
|---|---|
NaN |
Posiblemente no hubo registros o dispositivo apagados. |
-10000 |
Dispositivo apagado o fuera de servicio (no intentar interpretarlo como minutos reales). |
>0 |
Minutos estimados vistos con servicio normal. |
<0 |
Minutos estimados vistos con servicio deficiente. El valor absoluto es igual a los minutos vistos; el signo negativo indica mala calidad del servicio. |
📥 Cómo Cargar el Dataset desde Hugging Face
🔹 Opción 1:
- Usando
datasets.load_dataset:
from datasets import load_dataset
ds = load_dataset("hpestrellag/engagement_minutes")
ds
- Convertir a Pandas:
import pandas as pd
df = ds["train"].to_pandas()
df.head()
🔹 Opción 2:
Leer el CSV directamente desde Hugging Face Hub
import pandas as pd
df = pd.read_csv("hf://datasets/hpestrellag/engagement_minutes/engagement_minutes.csv")
df.head()
🔐 Licencia
Este dataset se publica bajo la licencia:
Creative Commons Atribución-NoComercial 4.0 (CC BY-NC 4.0)
Permisos y restricciones:
✔️ Permitido:
- Uso académico
- Investigación
- Prototipos no comerciales
- Uso personal o educativo
❌ No permitido:
- Uso comercial
- Integración en productos de pago
- Proyectos que generen ingresos directos o indirectos
🔗 Licencia completa: https://creativecommons.org/licenses/by-nc/4.0/
📚 Cómo Citar Este Dataset
@misc{estrella2025_engagement_minutes,
title = {engagement\_minutes},
author = {{Pavel Estrella G.}},
year = {2025},
publisher = {Hugging Face Datasets},
howpublished = {\url{https://huggingface.co/datasets/hpestrellag/engagement_minutes}},
note = {Dataset sintético generado para investigación. Licencia CC BY-NC 4.0.}
}
⚠️ Notas Sobre Datos Sintéticos
- No representan individuos reales.
- No fueron obtenidos de personas, empresas o fuentes externas.
- No contienen información sensible.
- Se generaron enteramente mediante métodos estadísticos y modelos de IA.
- No deben utilizarse para tareas que requieran datos reales (marketing, segmentación real, perfiles reales).
👤 Autor
PAVEL ESTRELLA G.
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