SlideShare una empresa de Scribd logo
1 de 37
Descargar para leer sin conexión
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
Types of precipitation
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.
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)
Colecting, Describing and
Summarizing Rainfall Data
Measurement (Population vs samples)
Sampling techniques
Random
Sampling
Stratified
Sampling
Uniform
Sampling
Regular
Sampling
Clustered
Sampling
Traverse
Sampling
Precipitation description
Amount Intensity Duration Arial extent
Randomness Randomness Randomness Randomness
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
Mean
Graphical Data
Analysis
Bar Chart
exploratory data analysis
Dot Diagram
Ranked Data Plot
Histogram
Frequency Polygon
Cumulative Relative Frequency Diagram
Duration Curves
Box and Whisker plot
Scatterplot
Estimating Missing data
Interpolation
Check the Consistency of
Precipitation Data
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.
double-mass curve
Change a rainfall station
Compare two stations
Probability / likelihood of
occurrence
How do you use data to understand random variables?
Probability distributions
Probability distributions
Fitting of frequency distributions
Visual comparing
exceedance probability or non-exceedance
probability
Probability Plots
Assign empirical
probability
Assign order
Sort data
Annual exceedance rainfall
Data Quality Control
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
References
• https://www.youtube.com/watch?v=-ELsdso8pU8
• https://www.slideserve.com/kerri/statistical-hydrology
• https://www.slideshare.net/parimaljha90/precipitation-unit-2
• Frequency Analysis of Extreme Rainfall Events Salaheddine El Adlouni

Más contenido relacionado

La actualidad más candente

Integrated watershed managment
Integrated watershed managmentIntegrated watershed managment
Integrated watershed managment
Janak Shah
 
Water Balance Analysis
Water Balance AnalysisWater Balance Analysis
Water Balance Analysis
C. P. Kumar
 
APPLICATIONS OF REMOTE SENSING AND GIS IN WATERSHED MANAGEMENT
APPLICATIONS OF REMOTE SENSING AND GIS IN WATERSHED MANAGEMENTAPPLICATIONS OF REMOTE SENSING AND GIS IN WATERSHED MANAGEMENT
APPLICATIONS OF REMOTE SENSING AND GIS IN WATERSHED MANAGEMENT
Sriram Chakravarthy
 

La actualidad más candente (20)

Integrated watershed managment
Integrated watershed managmentIntegrated watershed managment
Integrated watershed managment
 
identification of ground water potential zones using gis and remote sensing
identification of ground water potential zones using gis and remote sensingidentification of ground water potential zones using gis and remote sensing
identification of ground water potential zones using gis and remote sensing
 
Evaporation and transpiration for hydrology subject
Evaporation and transpiration for hydrology subjectEvaporation and transpiration for hydrology subject
Evaporation and transpiration for hydrology subject
 
Surface Water and Groundwater Interaction
Surface Water and Groundwater InteractionSurface Water and Groundwater Interaction
Surface Water and Groundwater Interaction
 
Interception and Depression Storage
Interception and Depression StorageInterception and Depression Storage
Interception and Depression Storage
 
Introduction to Engineering Hydrology
Introduction to Engineering HydrologyIntroduction to Engineering Hydrology
Introduction to Engineering Hydrology
 
72.gis in water resources
72.gis in water resources72.gis in water resources
72.gis in water resources
 
Analysis of runoff for vishwamitri river watershed using scs cn method and ge...
Analysis of runoff for vishwamitri river watershed using scs cn method and ge...Analysis of runoff for vishwamitri river watershed using scs cn method and ge...
Analysis of runoff for vishwamitri river watershed using scs cn method and ge...
 
Water Balance Analysis
Water Balance AnalysisWater Balance Analysis
Water Balance Analysis
 
Runoff & Flood Frequency Analysis
Runoff & Flood Frequency AnalysisRunoff & Flood Frequency Analysis
Runoff & Flood Frequency Analysis
 
Runoff
RunoffRunoff
Runoff
 
Stochastic Hydrology Lecture 1: Introduction
Stochastic Hydrology Lecture 1: Introduction Stochastic Hydrology Lecture 1: Introduction
Stochastic Hydrology Lecture 1: Introduction
 
Flood forecasting presentation final
Flood forecasting presentation finalFlood forecasting presentation final
Flood forecasting presentation final
 
APPLICATIONS OF REMOTE SENSING AND GIS IN WATERSHED MANAGEMENT
APPLICATIONS OF REMOTE SENSING AND GIS IN WATERSHED MANAGEMENTAPPLICATIONS OF REMOTE SENSING AND GIS IN WATERSHED MANAGEMENT
APPLICATIONS OF REMOTE SENSING AND GIS IN WATERSHED MANAGEMENT
 
Flood risk mapping using GIS and remote sensing and SAR
Flood risk mapping using GIS and remote sensing and SARFlood risk mapping using GIS and remote sensing and SAR
Flood risk mapping using GIS and remote sensing and SAR
 
Application of GIS and RS in Watershed Management
Application of GIS and RS in Watershed ManagementApplication of GIS and RS in Watershed Management
Application of GIS and RS in Watershed Management
 
Surface water runoff
Surface water runoffSurface water runoff
Surface water runoff
 
ATMOMETER AND PAN EVAPORATION
ATMOMETER AND PAN EVAPORATION ATMOMETER AND PAN EVAPORATION
ATMOMETER AND PAN EVAPORATION
 
soil erosion modelling by RUSLE
soil erosion modelling by RUSLEsoil erosion modelling by RUSLE
soil erosion modelling by RUSLE
 
Unit hydrograph
Unit hydrographUnit hydrograph
Unit hydrograph
 

Similar a Statistical analysis of rainfall data

WEEK-1-IS-20022023-094301am.pdf
WEEK-1-IS-20022023-094301am.pdfWEEK-1-IS-20022023-094301am.pdf
WEEK-1-IS-20022023-094301am.pdf
MdDahri
 
IDS-Unit-II. bachelor of computer applicatio notes
IDS-Unit-II. bachelor of computer applicatio notesIDS-Unit-II. bachelor of computer applicatio notes
IDS-Unit-II. bachelor of computer applicatio notes
AnkurTiwari813070
 
Descriptive &amp; inferential statistics presentation 2
Descriptive &amp; inferential statistics presentation 2Descriptive &amp; inferential statistics presentation 2
Descriptive &amp; inferential statistics presentation 2
Angela Davidson
 

Similar a Statistical analysis of rainfall data (20)

data analysis in Statistics-2023 guide 2023
data analysis in Statistics-2023 guide 2023data analysis in Statistics-2023 guide 2023
data analysis in Statistics-2023 guide 2023
 
Analysis of Surveillance Data
Analysis of Surveillance DataAnalysis of Surveillance Data
Analysis of Surveillance Data
 
Trend Analysis.pdf
Trend Analysis.pdfTrend Analysis.pdf
Trend Analysis.pdf
 
Stats LECTURE 1.pptx
Stats LECTURE 1.pptxStats LECTURE 1.pptx
Stats LECTURE 1.pptx
 
Efficient Data Reviews and Quality in Clinical Trials - Kelci Miclaus
Efficient Data Reviews and Quality in Clinical Trials - Kelci MiclausEfficient Data Reviews and Quality in Clinical Trials - Kelci Miclaus
Efficient Data Reviews and Quality in Clinical Trials - Kelci Miclaus
 
Statistical Techniques for Processing & Analysis of Data Part 9.pdf
Statistical Techniques for Processing & Analysis of Data Part 9.pdfStatistical Techniques for Processing & Analysis of Data Part 9.pdf
Statistical Techniques for Processing & Analysis of Data Part 9.pdf
 
Statistics online lecture 01.pptx
Statistics online lecture  01.pptxStatistics online lecture  01.pptx
Statistics online lecture 01.pptx
 
WEEK-1-IS-20022023-094301am.pdf
WEEK-1-IS-20022023-094301am.pdfWEEK-1-IS-20022023-094301am.pdf
WEEK-1-IS-20022023-094301am.pdf
 
IDS-Unit-II. bachelor of computer applicatio notes
IDS-Unit-II. bachelor of computer applicatio notesIDS-Unit-II. bachelor of computer applicatio notes
IDS-Unit-II. bachelor of computer applicatio notes
 
Introduction to Statistics - Basic concepts
Introduction to Statistics - Basic conceptsIntroduction to Statistics - Basic concepts
Introduction to Statistics - Basic concepts
 
Estimation and hypothesis
Estimation and hypothesisEstimation and hypothesis
Estimation and hypothesis
 
Descriptive Analytics: Data Reduction
 Descriptive Analytics: Data Reduction Descriptive Analytics: Data Reduction
Descriptive Analytics: Data Reduction
 
BIOSTATISTICS FUNDAMENTALS FOR BIOTECHNOLOGY
BIOSTATISTICS FUNDAMENTALS FOR BIOTECHNOLOGYBIOSTATISTICS FUNDAMENTALS FOR BIOTECHNOLOGY
BIOSTATISTICS FUNDAMENTALS FOR BIOTECHNOLOGY
 
presentaion-ni-owel.pptx
presentaion-ni-owel.pptxpresentaion-ni-owel.pptx
presentaion-ni-owel.pptx
 
Statistics Assignments 090427
Statistics Assignments 090427Statistics Assignments 090427
Statistics Assignments 090427
 
DATA ANALYSIS Presentation Computing Fundamentals.pptx
DATA ANALYSIS Presentation Computing Fundamentals.pptxDATA ANALYSIS Presentation Computing Fundamentals.pptx
DATA ANALYSIS Presentation Computing Fundamentals.pptx
 
presentaion ni owel iwiw.pptx
presentaion ni owel iwiw.pptxpresentaion ni owel iwiw.pptx
presentaion ni owel iwiw.pptx
 
Descriptive &amp; inferential statistics presentation 2
Descriptive &amp; inferential statistics presentation 2Descriptive &amp; inferential statistics presentation 2
Descriptive &amp; inferential statistics presentation 2
 
Data analysis
Data analysisData analysis
Data analysis
 
Data Science and Data Visualization (All about Data Analysis) by Pooja Ajmera
Data Science and Data Visualization (All about Data Analysis) by Pooja AjmeraData Science and Data Visualization (All about Data Analysis) by Pooja Ajmera
Data Science and Data Visualization (All about Data Analysis) by Pooja Ajmera
 

Más de Ahmed Saleh, Ph.D

Más de Ahmed Saleh, Ph.D (13)

Fluid Mechanics Course - Civil Engineering -Lec 04
Fluid Mechanics Course - Civil Engineering -Lec 04Fluid Mechanics Course - Civil Engineering -Lec 04
Fluid Mechanics Course - Civil Engineering -Lec 04
 
Fluid Mechanics Course - Civil Engineering -Lec 03
Fluid Mechanics Course - Civil Engineering -Lec 03Fluid Mechanics Course - Civil Engineering -Lec 03
Fluid Mechanics Course - Civil Engineering -Lec 03
 
Fluid Mechanics Course - Civil Engineering -Lec 02
Fluid Mechanics Course - Civil Engineering -Lec 02Fluid Mechanics Course - Civil Engineering -Lec 02
Fluid Mechanics Course - Civil Engineering -Lec 02
 
Fluid Mechanics Course - Civil Engineering -Lec 01
Fluid Mechanics Course - Civil Engineering  -Lec 01Fluid Mechanics Course - Civil Engineering  -Lec 01
Fluid Mechanics Course - Civil Engineering -Lec 01
 
Characteristics of flash floods in arid regions
Characteristics of flash floods in arid regionsCharacteristics of flash floods in arid regions
Characteristics of flash floods in arid regions
 
(3) WMS التدريب على استخدام برنامج
(3) WMS التدريب على استخدام برنامج (3) WMS التدريب على استخدام برنامج
(3) WMS التدريب على استخدام برنامج
 
(2) WMS التدريب على استخدام برنامج
(2) WMS التدريب على استخدام برنامج (2) WMS التدريب على استخدام برنامج
(2) WMS التدريب على استخدام برنامج
 
(1) WMS التدريب على استخدام برنامج
(1) WMS التدريب على استخدام برنامج (1) WMS التدريب على استخدام برنامج
(1) WMS التدريب على استخدام برنامج
 
Using HEC-RAS to assess flash floods risk in arid regions
Using HEC-RAS to assess flash floods risk in arid regionsUsing HEC-RAS to assess flash floods risk in arid regions
Using HEC-RAS to assess flash floods risk in arid regions
 
Introduction to arid zone hydrology
Introduction to arid zone hydrologyIntroduction to arid zone hydrology
Introduction to arid zone hydrology
 
Numerial modeling of flood wave propagation
Numerial modeling of flood wave propagationNumerial modeling of flood wave propagation
Numerial modeling of flood wave propagation
 
Flood risk assessment: Introduction and examples.
Flood risk assessment: Introduction and examples.Flood risk assessment: Introduction and examples.
Flood risk assessment: Introduction and examples.
 
using embankment dams for flash flood risk management
using embankment dams for flash flood risk managementusing embankment dams for flash flood risk management
using embankment dams for flash flood risk management
 

Último

notes on Evolution Of Analytic Scalability.ppt
notes on Evolution Of Analytic Scalability.pptnotes on Evolution Of Analytic Scalability.ppt
notes on Evolution Of Analytic Scalability.ppt
MsecMca
 
Standard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power PlayStandard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power Play
Epec Engineered Technologies
 
DeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakesDeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakes
MayuraD1
 

Último (20)

A Study of Urban Area Plan for Pabna Municipality
A Study of Urban Area Plan for Pabna MunicipalityA Study of Urban Area Plan for Pabna Municipality
A Study of Urban Area Plan for Pabna Municipality
 
kiln thermal load.pptx kiln tgermal load
kiln thermal load.pptx kiln tgermal loadkiln thermal load.pptx kiln tgermal load
kiln thermal load.pptx kiln tgermal load
 
Work-Permit-Receiver-in-Saudi-Aramco.pptx
Work-Permit-Receiver-in-Saudi-Aramco.pptxWork-Permit-Receiver-in-Saudi-Aramco.pptx
Work-Permit-Receiver-in-Saudi-Aramco.pptx
 
Air Compressor reciprocating single stage
Air Compressor reciprocating single stageAir Compressor reciprocating single stage
Air Compressor reciprocating single stage
 
notes on Evolution Of Analytic Scalability.ppt
notes on Evolution Of Analytic Scalability.pptnotes on Evolution Of Analytic Scalability.ppt
notes on Evolution Of Analytic Scalability.ppt
 
Learn the concepts of Thermodynamics on Magic Marks
Learn the concepts of Thermodynamics on Magic MarksLearn the concepts of Thermodynamics on Magic Marks
Learn the concepts of Thermodynamics on Magic Marks
 
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKARHAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
 
AIRCANVAS[1].pdf mini project for btech students
AIRCANVAS[1].pdf mini project for btech studentsAIRCANVAS[1].pdf mini project for btech students
AIRCANVAS[1].pdf mini project for btech students
 
Block diagram reduction techniques in control systems.ppt
Block diagram reduction techniques in control systems.pptBlock diagram reduction techniques in control systems.ppt
Block diagram reduction techniques in control systems.ppt
 
School management system project Report.pdf
School management system project Report.pdfSchool management system project Report.pdf
School management system project Report.pdf
 
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptxA CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
 
COST-EFFETIVE and Energy Efficient BUILDINGS ptx
COST-EFFETIVE  and Energy Efficient BUILDINGS ptxCOST-EFFETIVE  and Energy Efficient BUILDINGS ptx
COST-EFFETIVE and Energy Efficient BUILDINGS ptx
 
Standard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power PlayStandard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power Play
 
Introduction to Serverless with AWS Lambda
Introduction to Serverless with AWS LambdaIntroduction to Serverless with AWS Lambda
Introduction to Serverless with AWS Lambda
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdf
 
DeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakesDeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakes
 
Hostel management system project report..pdf
Hostel management system project report..pdfHostel management system project report..pdf
Hostel management system project report..pdf
 
Computer Networks Basics of Network Devices
Computer Networks  Basics of Network DevicesComputer Networks  Basics of Network Devices
Computer Networks Basics of Network Devices
 
Bridge Jacking Design Sample Calculation.pptx
Bridge Jacking Design Sample Calculation.pptxBridge Jacking Design Sample Calculation.pptx
Bridge Jacking Design Sample Calculation.pptx
 
Double Revolving field theory-how the rotor develops torque
Double Revolving field theory-how the rotor develops torqueDouble Revolving field theory-how the rotor develops torque
Double Revolving field theory-how the rotor develops torque
 

Statistical analysis of rainfall data