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Energy Data Analysis with Python
Preface
Part I — Getting Started
Jupyter Notebooks
Python Packages
Part II — Python Basics
Pandas Introduction
Loading Data
Datetime Handling
Data Wrangling
Time Series
Exploratory Data Analysis (EDA)
Data Quality
Meteo Data
Part III — Data Visualizations
Statistical Plots
Boxplot
Histogram
Density Plot by Season
Correlation & Scatter
Outlier Detection
Autocorrelation
Cross-Correlation
Time Series Decomposition
Long-Term Decomposition
Short-Term Decomposition
Seasonal Visualizations
Overlapping Years
Miniplots
Polar Chart
Before / After Comparison
Heat Maps
Calendar Heat Map
Median Weeks
Daily Profiles
Overview
Overlaid Profiles
Mean Profile
Decomposed Profile
Sum & Frequency
Daily Duration Curve
Hourly Duration Curve
Comfort Diagrams
Temperature & Humidity Over Time
Temperature vs. Humidity
Mollier h-x Diagram
Comfort Donuts
Comfort Compass
SIA 180 Adaptive Comfort
Miscellaneous Visualizations
Energy Signature
Energy Signature (PES)
Electricity Household
Multiple Y-Axes
Appendix
Python Packages Overview
InfluxDB
Resources
Python Installation & IDE Setup
Repository
Open issue
Index
