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Insight from visualizations 
Information visualization 
• Abstract visualizations from data 
• Easy to perceive important aspects 
Data analysis 
• Statistics, machine learning, data 
mining 
Visual analytics 
• Explanations and answers to questions 
• Data analysis with interactive and 
interconnected visualizations 
Contacts 
Harri Nurmi 
Tel. +358 405717753 
harri.nurmi@vtt.fi 
Big data processing 
Paula Järvinen 
Tel. +358 400947453 
paula.jarvinen@vtt.fi 
Analysis 
Visualization 
KPI_ServiceWater_m3 
KPI_EffectivePower_m3_05_24 
KPI_EffectivePower_m3_00_05 
KPI_EffectivePower_m3 
KPI_EffectivePower_EEPrice_m3 
KPI_DistrictHeat_m3_WC 
Insight 
0 0.2 0.3 0.3 0.4 0.3 1 
-0.2 -0.2 1 1 1 1 0.3 
-0.1 -0.1 1 1 1 1 0.4 
-0.2 -0.2 1 1 1 1 0.3 
-0.2 -0.2 1 1 1 1 0.3 
1 1 -0.2 -0.2 -0.1 -0.2 0.2 
1 1 -0.2 -0.2 -0.1 -0.2 0 
for decision making 
User interfaces 
• Visual dashboards 
• Interactive visual analytic tools 
Big data management 
• Data extraction 
• Pre-processing 
• Storage 
• NoSQL/SQL databases 
• Scalable solutions 
Building correlations 
KPI_DistrictHeat_m3 
KPI_DistrictHeat_m3 
KPI_DistrictHeat_m3_WC 
KPI_Ef ectivePower_EEPrice_m3 
KPI_EfectivePower_m3 
KPI_EfectivePower_m3_00_05 
KPI_EffectivePower_m3_05_24 
KPI_ServiceWater_m3 
1.0 
0.5 
0.0 
-0.5 
-1.0 
VTT TECHNICAL RESEARCH CENTRE OF FINLAND 
Arho Virkki 
Tel. +358 408227620 
arho.virkki@vtt.fi

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Insight from visualizations, Sari Järvinen

  • 1. Insight from visualizations Information visualization • Abstract visualizations from data • Easy to perceive important aspects Data analysis • Statistics, machine learning, data mining Visual analytics • Explanations and answers to questions • Data analysis with interactive and interconnected visualizations Contacts Harri Nurmi Tel. +358 405717753 harri.nurmi@vtt.fi Big data processing Paula Järvinen Tel. +358 400947453 paula.jarvinen@vtt.fi Analysis Visualization KPI_ServiceWater_m3 KPI_EffectivePower_m3_05_24 KPI_EffectivePower_m3_00_05 KPI_EffectivePower_m3 KPI_EffectivePower_EEPrice_m3 KPI_DistrictHeat_m3_WC Insight 0 0.2 0.3 0.3 0.4 0.3 1 -0.2 -0.2 1 1 1 1 0.3 -0.1 -0.1 1 1 1 1 0.4 -0.2 -0.2 1 1 1 1 0.3 -0.2 -0.2 1 1 1 1 0.3 1 1 -0.2 -0.2 -0.1 -0.2 0.2 1 1 -0.2 -0.2 -0.1 -0.2 0 for decision making User interfaces • Visual dashboards • Interactive visual analytic tools Big data management • Data extraction • Pre-processing • Storage • NoSQL/SQL databases • Scalable solutions Building correlations KPI_DistrictHeat_m3 KPI_DistrictHeat_m3 KPI_DistrictHeat_m3_WC KPI_Ef ectivePower_EEPrice_m3 KPI_EfectivePower_m3 KPI_EfectivePower_m3_00_05 KPI_EffectivePower_m3_05_24 KPI_ServiceWater_m3 1.0 0.5 0.0 -0.5 -1.0 VTT TECHNICAL RESEARCH CENTRE OF FINLAND Arho Virkki Tel. +358 408227620 arho.virkki@vtt.fi