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Prikupljanje podataka

Čišćenje podataka

procjena špekulativnog rizika

Shift-Share model povrata

Spatial Probit/Logit

XGBoost / Random Forest regresija

vizualizacija

Q1 2025
CSV Reader
Numeric Scorer
Linear Regression Learner
Regression Predictor
Scorer
min max
Normalizer
Logistic Regression Learner
removed missing data
Missing Value
Logistic Regression Predictor
us regions
Rule Engine
(0 = none paid, 1 = fully paid)
Math Formula
multi-value delinquency code into a simple binary
Rule Engine
Numeric Scorer
95% of data
PCA Apply
Random Forest Learner (Regression)
CSV Writer
PCA Compute
One to Many
Tree Ensemble Predictor (Regression)
year 2023
CSV Reader
year 2024
CSV Reader
combined csvs
Concatenate
rescaled to [0, 1]
Normalizer
string columns to number
String to Number
Missing Value
Missing Value
Row Sampler
Box Plot
Row Filter
Scatter Plot (JavaScript) (legacy)
Missing Value
Color Manager
Rule Engine
Row Filter
Top k Row Filter
Column Filter
Row Sampler
Table Partitioner
Row Filter
Math Formula
create is_approved column
Rule Engine
Rule-based Row Filter
GroupBy
Bar Chart (JavaScript) (legacy)
mean or most common value
Missing Value
remove irrelevant or sparse
Column Filter
Column Renamer
loan_to_income_ratio
Math Formula
Column Renamer
discretize continuous columns
Numeric Binner
GroupBy
map state to US region
Rule Engine
Joiner
PCA Compute
95% of data
PCA Apply
Sorter

Nodes

Extensions

Links

Download

To use this workflow in KNIME, download it from the below URL and open it in KNIME:

Download Workflow
Created by: AmarTahirovic
Created at: 2026-05-13
On NodePit since: 2026-06-01
Last update: 2026-06-23
Created with KNIME version: v5.8.3

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