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SepalLengthCm float64 -1.79 2.41 | SepalWidthCm float64 -2.35 2.45 | PetalLengthCm float64 -1.53 1.77 | PetalWidthCm float64 -1.47 1.7 | Species int64 0 2 |
|---|---|---|---|---|
-0.040953 | -0.751486 | 0.179257 | -0.279931 | 1 |
-0.391551 | -0.980455 | 0.34977 | -0.015803 | 1 |
0.543377 | -0.293549 | 1.03182 | 0.776584 | 2 |
1.244572 | 0.164388 | 0.633957 | 0.380391 | 1 |
1.59517 | -0.064581 | 1.145495 | 0.512455 | 2 |
1.59517 | 1.30923 | 1.316008 | 1.701035 | 2 |
0.660242 | -0.751486 | 0.861307 | 0.908648 | 2 |
-1.56021 | -1.66736 | -1.412194 | -1.204383 | 0 |
-0.97588 | -0.064581 | -1.241682 | -1.336447 | 0 |
2.413231 | 1.767167 | 1.48652 | 1.040713 | 2 |
2.179499 | -0.522518 | 1.657033 | 1.040713 | 2 |
-1.443344 | 0.393356 | -1.355357 | -1.336447 | 0 |
0.543377 | -0.522518 | 0.747632 | 0.380391 | 2 |
-0.859014 | -1.209423 | -0.445956 | -0.147867 | 1 |
-0.508417 | 1.996136 | -1.412194 | -1.072318 | 0 |
1.01084 | -0.064581 | 0.80447 | 1.436906 | 2 |
-0.859014 | 1.767167 | -1.298519 | -1.204383 | 0 |
-0.274685 | -0.751486 | 0.236094 | 0.116262 | 1 |
-0.157819 | -0.293549 | 0.236094 | 0.116262 | 1 |
-0.742149 | -0.751486 | 0.065582 | 0.248326 | 1 |
-1.209612 | -0.064581 | -1.355357 | -1.468511 | 0 |
-1.092746 | -0.064581 | -1.355357 | -1.336447 | 0 |
-0.859014 | 1.080262 | -1.355357 | -1.336447 | 0 |
-0.040953 | -0.980455 | 0.122419 | -0.015803 | 1 |
1.59517 | 0.393356 | 1.25917 | 0.776584 | 2 |
0.543377 | 0.622325 | 1.25917 | 1.701035 | 2 |
-1.092746 | 0.164388 | -1.298519 | -1.468511 | 0 |
-0.274685 | -0.522518 | 0.633957 | 1.040713 | 2 |
-1.677076 | -0.064581 | -1.412194 | -1.336447 | 0 |
1.01084 | -1.209423 | 1.145495 | 0.776584 | 2 |
2.062633 | -0.064581 | 1.600195 | 1.172777 | 2 |
-0.391551 | -1.209423 | 0.122419 | 0.116262 | 1 |
-0.040953 | -0.751486 | 0.747632 | 0.908648 | 2 |
1.01084 | 0.622325 | 1.088658 | 1.701035 | 2 |
-1.793942 | -0.064581 | -1.525869 | -1.468511 | 0 |
-0.040953 | -0.751486 | 0.065582 | -0.015803 | 1 |
-1.326478 | 0.393356 | -1.241682 | -1.336447 | 0 |
-0.97588 | -2.354266 | -0.161768 | -0.279931 | 1 |
-1.326478 | 0.393356 | -1.412194 | -1.336447 | 0 |
-1.209612 | 0.851293 | -1.071169 | -1.336447 | 0 |
0.192779 | 0.851293 | 0.406607 | 0.512455 | 1 |
-0.97588 | 1.080262 | -1.241682 | -0.808189 | 0 |
0.192779 | -0.751486 | 0.747632 | 0.512455 | 1 |
-1.677076 | -0.293549 | -1.355357 | -1.336447 | 0 |
-1.209612 | -0.064581 | -1.355357 | -1.204383 | 0 |
1.361438 | 0.393356 | 0.520282 | 0.248326 | 1 |
-0.040953 | -0.522518 | 0.747632 | 1.568971 | 2 |
0.543377 | -1.209423 | 0.633957 | 0.380391 | 1 |
-0.508417 | 0.851293 | -1.298519 | -1.072318 | 0 |
2.179499 | -0.064581 | 1.316008 | 1.436906 | 2 |
0.309645 | -0.064581 | 0.463445 | 0.248326 | 1 |
-0.157819 | 2.454073 | -1.298519 | -1.072318 | 0 |
1.244572 | 0.393356 | 1.088658 | 1.436906 | 2 |
-0.859014 | 1.538199 | -1.298519 | -1.072318 | 0 |
-0.157819 | -0.064581 | 0.236094 | -0.015803 | 1 |
1.244572 | 0.164388 | 0.918145 | 1.172777 | 2 |
-1.092746 | -1.209423 | 0.406607 | 0.64452 | 2 |
0.777108 | -0.522518 | 0.463445 | 0.380391 | 1 |
0.543377 | -1.209423 | 0.690795 | 0.908648 | 2 |
-0.274685 | -0.293549 | -0.104931 | 0.116262 | 1 |
0.075913 | -0.064581 | 0.236094 | 0.380391 | 1 |
-0.391551 | -1.438392 | -0.048093 | -0.279931 | 1 |
0.192779 | -1.896329 | 0.690795 | 0.380391 | 2 |
-0.859014 | 1.080262 | -1.355357 | -1.204383 | 0 |
0.192779 | -1.896329 | 0.122419 | -0.279931 | 1 |
0.426511 | -0.522518 | 0.57712 | 0.776584 | 2 |
-1.677076 | 0.393356 | -1.412194 | -1.336447 | 0 |
-0.97588 | -1.66736 | -0.275443 | -0.279931 | 1 |
-1.443344 | 0.164388 | -1.298519 | -1.336447 | 0 |
-0.157819 | -0.522518 | 0.406607 | 0.116262 | 1 |
0.309645 | -0.522518 | 0.122419 | 0.116262 | 1 |
0.075913 | -0.064581 | 0.747632 | 0.776584 | 2 |
1.127706 | -0.522518 | 0.57712 | 0.248326 | 1 |
0.426511 | 0.851293 | 0.918145 | 1.436906 | 2 |
1.478304 | -0.064581 | 1.202333 | 1.172777 | 2 |
-0.625283 | 1.538199 | -1.298519 | -1.336447 | 0 |
1.828902 | -0.522518 | 1.316008 | 0.908648 | 2 |
0.426511 | -0.293549 | 0.292932 | 0.116262 | 1 |
-0.859014 | 0.622325 | -1.184844 | -0.940254 | 0 |
2.179499 | -0.980455 | 1.770708 | 1.436906 | 2 |
-0.97588 | 1.30923 | -1.355357 | -1.336447 | 0 |
0.660242 | 0.393356 | 0.861307 | 1.436906 | 2 |
1.01084 | 0.164388 | 0.520282 | 0.380391 | 1 |
-0.391551 | -1.438392 | 0.008744 | -0.147867 | 1 |
-0.97588 | 0.851293 | -1.241682 | -1.072318 | 0 |
-0.274685 | -0.064581 | 0.406607 | 0.380391 | 1 |
0.777108 | 0.393356 | 0.747632 | 1.040713 | 2 |
-1.209612 | 0.164388 | -1.241682 | -1.336447 | 0 |
-0.742149 | 1.080262 | -1.298519 | -1.336447 | 0 |
1.127706 | 0.393356 | 1.202333 | 1.436906 | 2 |
0.660242 | 0.164388 | 0.974983 | 0.776584 | 2 |
-0.391551 | -1.66736 | 0.122419 | 0.116262 | 1 |
1.01084 | 0.622325 | 1.088658 | 1.172777 | 2 |
-0.97588 | 0.393356 | -1.469032 | -1.336447 | 0 |
2.179499 | 1.767167 | 1.657033 | 1.304842 | 2 |
-0.274685 | -0.064581 | 0.179257 | 0.116262 | 1 |
-0.157819 | -1.209423 | 0.690795 | 1.040713 | 2 |
0.543377 | 0.851293 | 1.03182 | 1.568971 | 2 |
-0.859014 | 0.851293 | -1.298519 | -1.336447 | 0 |
0.309645 | -0.522518 | 0.520282 | -0.015803 | 1 |
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Clasificación de Especies de Flores
Descripción del Dataset
Modelo de clasificación multiclase para predecir especies de flores usando el dataset gusdelact/dumy00
Información General
- Autor: gusdelact
- Fecha de creación: 2026-05-16
- Fuente original: gusdelact/dumy00
- Licencia: Apache-2.0
Composición del Dataset
- Filas: 150
- Columnas: 5
- Variable target: Species
Preprocesamiento Aplicado
- Eliminación de duplicados (3 registros)
- Clipping de outliers con IQR (factor 1.6)
- Escalado StandardScaler para variables numéricas
- Separación train/test con ratio 0.2 estratificado
Uso Previsto
Este dataset curado está diseñado para entrenamiento de modelos de clasificación de especies de flores (Iris).
Variables
- SepalLengthCm: Largo del sépalo en cm
- SepalWidthCm: Ancho del sépalo en cm
- PetalLengthCm: Largo del pétalo en cm
- PetalWidthCm: Ancho del pétalo en cm
- Species: Especie de flor (Iris-setosa, Iris-versicolor, Iris-virginica)
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