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[03] F1 - Circuit Groupings

<p>The workflow uses a track profile for each driver within each qualifying session to derive clusters of circuits with similar characteristics.</p><p>Uses data from Formula 1 qualifying session downloaded from the OpenF1 API.</p>

URL: Workflow : [01] F1 - Download Data https://hub.knime.com/s/nhmqNo95qyhDTFG5
URL: Workflow : [02] F1 - Circuit Profile https://hub.knime.com/s/Byod1ImwLToYgXJi
URL: OpenF1.org https://openf1.org/

Circuit Profile
CSV Reader
Normalizer
Number of Clusters
Counting Loop Start
Numberof Clusters
Loop End
1 : Cluster Centers2 : Circuits3 : Laps
Final Models
Normalized DataLaps
Cache
Circuitswith Cluster
Table View
Color Manager
Circuits per Cluster
Closest toCluster Center
Representative Circuit
Cluster Centers
Table View
For Radar Plotby Circuit
Table View
Percentages
Number Rounder
Scatter Plot
Normalizer
BestSilhouetteScore
Top k Row Filter
Unpivot
Add RepresentativeCircuit
Joiner
Joiner
Feature Importancefrom XGBoost
Sort Columns
Unpivot
Denormalizer
Integers
Number Rounder
Laps
Table View
Feature Selection
Column Filter
per lap
Tyre, Team, and Driver
Column Renamer
Minimum andMaximum
Clusters & Features
Column Resorter
Number of Clusters
Applied toCircuit data
PCA Apply
Based onLap data
PCA Compute

Nodes

Extensions

Links