import pandas as pd
import numpy as np
df = pd.read_excel(
"flotacion_cobre.xlsx",
sheet_name="Datos"
)
#Seleccionar variables
print ("Seleccionar variables")
variables = [
"densidad_pulpa",
"p80",
"flujo_aire",
"nivel_celda",
"ph",
"dosificacion_espumante"
]
X = df[variables]
print (X)
#Estandarizar y calcular distancia
print ("Estandarizar y calcular distancia")
from sklearn.preprocessing import StandardScaler
scaler = StandardScaler()
X_scaled = scaler.fit_transform(X)
centro_normal = X_scaled.mean(axis=0)
df["distancia_operativa"] = np.linalg.norm(
X_scaled - centro_normal,
axis=1
)
print (df["distancia_operativa"])
#Revisar registros más alejados
print ("Revisar registros más alejados")
print (df[[
"fecha_hora",
"distancia_operativa",
"evento_sobre_espumacion",
"nivel_celda",
"flujo_aire",
"dosificacion_espumante"
]].sort_values("distancia_operativa", ascending=False).head(10))
#Comparar con y sin evento
print ("Comparar con y sin evento")
print (df.groupby("evento_sobre_espumacion")["distancia_operativa"].mean())
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