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Lab_​Supplier_​Risk_​Assessment

Reliability Score Based Classification

Binary Classification

Data Preparation

Data Acquisition

Import Supplier Data

Model Accuracy

Data Split

Random Forest Classification Model

Risk Definition

Data Split

Random Forest Regression Model

Multi-level Classification

Data Split

Random Forest Classification Model

2026 Supplier Performance Prediction

upload Supplier dataset
CSV Reader
Random Forest Learner (Regression)
Numeric Scorer
Random Forest Predictor (Regression)
70/30 SplitStratified instead of random
Table Partitioner
date is convertedfrom string to actual data format
String to Date&Time
Missing Value
Random Forest Learner
upload Order dataset
CSV Reader
Random Forest Predictor
70/30 SplitStratified instead of random
Table Partitioner
Upload Prediction_supplier_features_2026.csv
CSV Reader
Scorer
estimate delivery delay
Date&Time Difference
Random Forest Predictor
GroupBy
Rank
Math Formula
combine supplier datawith order features
Joiner
estimatedefect rate &on-time flag
Expression
Number to String
Risk estimation
Expression
Math Formula
Normalizer
Random Forest Learner
Rule Engine
Scorer
70/30 SplitStratified instead of random
Table Partitioner
Random Forest Predictor

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