in this presentation an overview on the Statistical Analysis of Rainfall Data. followed by quick review of (Collecting, Describing and Summarizing Data. Graphical Data Analysis. Estimating Missing data, Check the Consistency of Precipitation Data. and how to check data quality)
Probability / likelihood of occurrence
Double Revolving field theory-how the rotor develops torque
Statistical analysis of rainfall data
1. Statistical Analysis of Rainfall Data
Water Resources Research Institute
email: wrri@wrri.org.eg
Web: www.wrri.org.eg
Dr. Ahmed Adel Saleh
email: norahmed1@gmail.com
F.B. | https://www.facebook.com/ahmed.a.saleh.965
Dr. Ahmed Adel Saleh
4. StatisticsDescriptiveStatistics
statistical techniques used
to summarize and describe
a data set.
Measures of central
tendency
• mean and median, and
dispersion, such as
• range and standard deviation
Displays of data,
• histograms and box-plots.
Inferentialstatistics,or
statisticalinduction,
means the use of statistics
to make inferences
concerning some unknown
aspect.
• hypothesis testing, linear
regression, and prediction.
5. Importance of rainfall statistical data analysis
Collecting, Describing and Summarizing Data
Graphical Data Analysis
Estimating Missing data
Check the Consistency of Precipitation Data
Probability / likelihood of occurrence
An application (HyFran)
10. Numerical Summaries (Descriptive Statistics)
• a measure of the center of the data
(mean, median)
• a measure of spread or variability
(variance, standard deviation)
• a measure of the symmetry of the
data distribution (skewness)
• estimates of extremes such as
some large or small percentile
• the complete probability
distribution
25. Checking data homogeneity
• properties or characteristics of different portion of the data series do
not vary significantly.
• Rainfall data for multiple series at neighbouring stations should
ideally possess spatial homogeneity.
35. Why Data Quality Control ?
Metadata
errors
Location
Period
Instrument
Units
Data
errors
Biases
Fat Finger Errors
Missing minus signs
missing set to zero?
Rounding
Quality
Control
tests
Errors (tmax<tmin, out of bounds)
Comparison with neighbours
Missing Weekend Observations
time of observation
Outlier