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Book DATA SCIENCE FOR RAIN CLASSIFICATION AND PREDICTION WITH PYTHON GUI

Download or read book DATA SCIENCE FOR RAIN CLASSIFICATION AND PREDICTION WITH PYTHON GUI written by Vivian Siahaan and published by BALIGE PUBLISHING. This book was released on 2023-06-29 with total page 374 pages. Available in PDF, EPUB and Kindle. Book excerpt: The dataset used in this book consists of daily weather observations from various locations in Australia spanning a 10-year period. The target variable is "RainTomorrow," which predicts whether it will rain the following day. The dataset comprises 23 attributes, including: DATE: The date of observation.; LOCATION: The name of the weather station's location.; MINTEMP: The minimum temperature in degrees Celsius.; MAXTEMP: The maximum temperature in degrees Celsius.; RAINFALL: The amount of rainfall recorded for the day in mm.; EVAPORATION: Class A pan evaporation in mm for the 24 hours until 9 am.; SUNSHINE: The number of hours of bright sunshine in a day.; WINDGUSTDIR: The direction of the strongest wind gust in the 24 hours until midnight.; WINDGUSTSPEED: The speed of the strongest wind gust in km/h in the 24 hours until midnight.; WINDDIR9AM: The direction of the wind at 9 am. The project utilizes several machine learning models, including K-Nearest Neighbor, Random Forest, Naive Bayes, Logistic Regression, Decision Tree, Support Vector Machine, Adaboost, LGBM classifier, Gradient Boosting, and XGB classifier. Three feature scaling techniques, namely raw scaling, MinMax scaling, and standard scaling, are employed. These machine learning models are utilized to analyze the weather attributes and make predictions about the occurrence of rainfall. Each model has its strengths and may perform differently based on the characteristics of the dataset. Additionally, a GUI is developed using PyQt5 to visualize cross-validation scores, predicted values versus true values, confusion matrix, learning curves, decision boundaries, model performance, scalability, training loss, and training accuracy. These visualizations within the GUI provide a comprehensive understanding of the model's performance, learning behavior, decision-making boundaries, and the quality of its predictions. Users can leverage these insights to fine-tune the model and improve its accuracy and generalization capabilities. In addition, the GUI developed using PyQt5 also includes the capability to visualize features on a year-wise and month-wise basis. This functionality allows users to explore the variations and trends in different weather attributes across different years and months. With the year-wise and month-wise visualizations, users can gain insights into the temporal patterns and trends present in the weather data. It enables them to observe how specific attributes change over time and across different seasons, providing a deeper understanding of the weather patterns and their potential influence on rainfall occurrences.

Book The Prediction

    Book Details:
  • Author : Darren Sugrue
  • Publisher : KDC Publishing
  • Release : 2013-06-30
  • ISBN : 1782800948
  • Pages : 332 pages

Download or read book The Prediction written by Darren Sugrue and published by KDC Publishing. This book was released on 2013-06-30 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: **Amazon Best Seller!** Reached #4 in Thrillers & Suspense ★★★★★ 'A captivating page-turner.' DOUGLAS WOLFE Nobody knows the day they’ll die… until now. Mathematical genius Daniel Geller has developed a formula to predict a person’s date of death, only to have it rejected by the faculty at Trinity College. Totally devastated he turns his back on the world he once loved. Twelve years on, Daniel’s old professor John Redmond and his wife are coming to terms with the death of their ten-year-old son. Could Daniel's formula have predicated his death? Revisiting the thesis, the professor makes an astonishing discovery: out of the five fellow students whom Daniel used the formula on, one of them died on the exact date he predicted. One more is due to die in six days: Daniel’s ex-lover Grace. The professor draws Daniel back into the world of mathematics where he is suddenly faced with the dilemma of allowing someone he once loved to die to be one step closer to proving his thesis and enjoying a prestige he once dreamed of… Set in the vibrant cities of Dublin and Amsterdam, The Prediction is a powerful story about coping with shattered dreams, the loss of a loved one, and an illustration of just how unpredictable the human heart can be. ____________________________________________ PRAISE FOR THE PREDICTION: 'Once you get hooked, you won't want to put the book down.' ALLISON JAMES 'There is something brilliant and enticing about a novel where one of the central conflicts is that you very much want for two mutually exclusive things to happen.' ANNE DOUCETTE 'I loved this book! It was emotionally intense, suspenseful, and so very touching and beautiful at the end. I cannot remember the last time a book brought me to tears...' JUDY SCHECHTER 'First Time Author Darren Sugrue hits the mark with a 5 star novel... This book is awesome.' L. FRIER 'The ending twist was just genius... I feel this is one of the few books anyone would enjoy no matter whether you are a romantic, thriller, horror or sci-fi reader.' GADGET GIRL REVIEWS 'Filled with suspense, peppered with a bit of romance and softened by tragedy, it is one of the best crime novels I have ever read... You will not hear this from me very often: this is a must-read! Readers of all genres, unite!' ANCA, REVIEWS WITH A TWIST BLOG 'Heart pounding suspense, lost love, regret, lost, murder, betrayal, it’s all there. Mind blowing plot twists that you have to pause to process... Drop everything, send the kids outside. This is an incredible read.' DOSEOFBELLA 'You really could not ask for more in a book. It is so well written it is hard to believe that this is Darren Sugrue's first book.' ANGIE, READAHOLIC ZONE 'The story is well written, moves at a good pace, with well-developed characters and a twist I really didn’t see coming.' JAMES WALSH

Book Forecast Verification

    Book Details:
  • Author : Ian T. Jolliffe
  • Publisher : John Wiley & Sons
  • Release : 2012-01-25
  • ISBN : 1119961076
  • Pages : 316 pages

Download or read book Forecast Verification written by Ian T. Jolliffe and published by John Wiley & Sons. This book was released on 2012-01-25 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: Forecast Verification: A Practioner's Guide in Atmospheric Science, 2nd Edition provides an indispensible guide to this area of active research by combining depth of information with a range of topics to appeal both to professional practitioners and researchers and postgraduates. The editors have succeeded in presenting chapters by a variety of the leading experts in the field while still retaining a cohesive and highly accessible style. The book balances explanations of concepts with clear and useful discussion of the main application areas. Reviews of first edition: "This book will provide a good reference, and I recommend it especially for developers and evaluators of statistical forecast systems." (Bulletin of the American Meteorological Society; April 2004) "...a good mixture of theory and practical applications...well organized and clearly written..." (Royal Statistical Society, Vol.168, No.1, January 2005) NEW to the second edition: Completely updated chapter on the Verification of Spatial Forecasts taking account of the wealth of new research in the area New separate chapters on Probability Forecasts and Ensemble Forecasts Includes new chapter on Forecasts of Extreme Events and Warnings Includes new chapter on Seasonal and Climate Forecasts Includes new Appendix on Verification Software Cover image credit: The triangle of barplots shows a novel use of colour for visualizing probability forecasts of ternary categories – see Fig 6b of Jupp et al. 2011, On the visualisation, verification and recalibration of ternary probabilistic forecasts, Phil. Trans. Roy. Soc. (in press).

Book The Use of Satellite Microwave Rainfall Measurements to Predict Eastern North Pacific Tropical Cyclone Intensity

Download or read book The Use of Satellite Microwave Rainfall Measurements to Predict Eastern North Pacific Tropical Cyclone Intensity written by Derek A. West and published by . This book was released on 1998 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: This proposed study examines the potential use of satellite passive microwave rainfall measurements derived from Special Sensor Microwave/Imager (SSM/I) radiometers onboard the Defense Meteorological Satellite Program (DMSP) constellation to improve eastern North Pacific Ocean tropical cyclone intensity change forecasting techniques. Relationships between parameters obtained from an operational SSM/I-based rainfall measuring algorithm and 12-, 24-, 36-, 48-, 60- and 72-hour intensity changes from best track data records are examined in an effort to identify statistically significant predictors of intensity change. Correlations between rainfall parameters and intensity change are analyzed using tropical cyclone data from three years, 1992 to 1994. Stratifications based upon tropical cyclone intensity, rate of intensity change, climatology, translation, landfall and synoptic-scale environmental forcing variables are studied to understand factors that may affect a statistical relationship between rainfall parameters and intensity change. The predictive skill of statistically significant rainfall parameters is assessed by using independent tropical cyclone data from another year, 1995. In addition, case studies on individual tropical cyclones are conducted to gain insight on predictive performance and operational implementation issues.

Book  Hearings

    Book Details:
  • Author : United States. 59th Congress, 2d. session, 1906-1907 House. [from old catalog]
  • Publisher :
  • Release : 1907
  • ISBN :
  • Pages : 1194 pages

Download or read book Hearings written by United States. 59th Congress, 2d. session, 1906-1907 House. [from old catalog] and published by . This book was released on 1907 with total page 1194 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Guide to Weather Forecasting

Download or read book Guide to Weather Forecasting written by Storm Dunlop and published by . This book was released on 2008 with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt: Describes weather forecasting, including how different phenomena develop, how geography produces local weather patterns, and ways to make a forecast at home.

Book Machine Learning for Engineers

Download or read book Machine Learning for Engineers written by Ryan G. McClarren and published by Springer Nature. This book was released on 2021-09-21 with total page 252 pages. Available in PDF, EPUB and Kindle. Book excerpt: All engineers and applied scientists will need to harness the power of machine learning to solve the highly complex and data intensive problems now emerging. This text teaches state-of-the-art machine learning technologies to students and practicing engineers from the traditionally “analog” disciplines—mechanical, aerospace, chemical, nuclear, and civil. Dr. McClarren examines these technologies from an engineering perspective and illustrates their specific value to engineers by presenting concrete examples based on physical systems. The book proceeds from basic learning models to deep neural networks, gradually increasing readers’ ability to apply modern machine learning techniques to their current work and to prepare them for future, as yet unknown, problems. Rather than taking a black box approach, the author teaches a broad range of techniques while conveying the kinds of problems best addressed by each. Examples and case studies in controls, dynamics, heat transfer, and other engineering applications are implemented in Python and the libraries scikit-learn and tensorflow, demonstrating how readers can apply the most up-to-date methods to their own problems. The book equally benefits undergraduate engineering students who wish to acquire the skills required by future employers, and practicing engineers who wish to expand and update their problem-solving toolkit.

Book Meteorology  Weather  and Methods of Forecasting  Description of Meteorological Instruments and River Flood Predictions in the United States

Download or read book Meteorology Weather and Methods of Forecasting Description of Meteorological Instruments and River Flood Predictions in the United States written by Thomas Russell and published by . This book was released on 1895 with total page 690 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Life on the Screen

    Book Details:
  • Author : Sherry Turkle
  • Publisher : Simon and Schuster
  • Release : 2011-04-26
  • ISBN : 1439127115
  • Pages : 358 pages

Download or read book Life on the Screen written by Sherry Turkle and published by Simon and Schuster. This book was released on 2011-04-26 with total page 358 pages. Available in PDF, EPUB and Kindle. Book excerpt: Life on the Screen is a book not about computers, but about people and how computers are causing us to reevaluate our identities in the age of the Internet. We are using life on the screen to engage in new ways of thinking about evolution, relationships, politics, sex, and the self. Life on the Screen traces a set of boundary negotiations, telling the story of the changing impact of the computer on our psychological lives and our evolving ideas about minds, bodies, and machines. What is emerging, Turkle says, is a new sense of identity—as decentered and multiple. She describes trends in computer design, in artificial intelligence, and in people’s experiences of virtual environments that confirm a dramatic shift in our notions of self, other, machine, and world. The computer emerges as an object that brings postmodernism down to earth.

Book Weird Weather

    Book Details:
  • Author : David A. J. Seargent
  • Publisher : Springer Science & Business Media
  • Release : 2012-03-02
  • ISBN : 1461430690
  • Pages : 373 pages

Download or read book Weird Weather written by David A. J. Seargent and published by Springer Science & Business Media. This book was released on 2012-03-02 with total page 373 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is, in a sense, a sequel to David Seargent's first Springer book Weird Astronomy (2010). Whereas Weird Astronomy extended over a broad range of purely astronomical topics, the present work concentrates on phenomena closer to home; the atmospheric and "shallow space" events as opposed to deep space events. The line between astronomy and meteorology is blurred - a fact that is discussed in Weird Weather. It is not primarily a book of "wonders" or of the unexplained, although some of the topics covered remain mysteries. It is primarily directed toward those who are fascinated by climate and weather, and who are open-minded when considering Earth's climate, what drives it, and what are the causes of climate change. The author, David A. J. Seargent, presents the facts with a balanced and scientific approach. Weird Weather: Tales of Astronomical and Atmospheric Anomalies is about strange, unusual, and apparently inexplicable observations of the air and sky. Primarily these are in the Earth's atmosphere, but there are corresponding phenomena in the atmospheres of other planets of the Solar System - lightning on Venus, Jupiter, and Saturn, whirlwinds and dust storms of Mars, and auroras on Jupiter. Topics include anomalous lights, anomalous sounds, spectacular effects of cloud illumination by the Sun or Moon, lightning phenomena, electrophonic sounds of lightning, aurora and meteors, tornado and whirlwind phenomena on Earth and Mars, usual atmospheric effects, mirages, and the possible astronomical influences on cloud and climate.

Book Statistical Data Analysis for the Physical Sciences

Download or read book Statistical Data Analysis for the Physical Sciences written by Adrian Bevan and published by Cambridge University Press. This book was released on 2013-05-09 with total page 233 pages. Available in PDF, EPUB and Kindle. Book excerpt: A modern introduction to statistics for undergraduates in physics, with worked examples and case studies to illustrate techniques presented.

Book Monthly Weather Review

Download or read book Monthly Weather Review written by and published by . This book was released on 1993 with total page 1084 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Evolution in Computational Intelligence

Download or read book Evolution in Computational Intelligence written by Vikrant Bhateja and published by Springer Nature. This book was released on 2023-11-20 with total page 679 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book presents the proceedings of the 11th International Conference on Frontiers of Intelligent Computing: Theory and Applications (FICTA 2023), held at Cardiff School of Technologies, Cardiff Metropolitan University, Cardiff, Wales, UK, during April 11–12, 2023. Researchers, scientists, engineers, and practitioners exchange new ideas and experiences in the domain of intelligent computing theories with prospective applications in various engineering disciplines in the book. This book is divided into two volumes. It covers broad areas of information and decision sciences, with papers exploring both the theoretical and practical aspects of data-intensive computing, data mining, evolutionary computation, knowledge management and networks, sensor networks, signal processing, wireless networks, protocols, and architectures. This book is a valuable resource for postgraduate students in various engineering disciplines.

Book Contemporary Financial Intermediation

Download or read book Contemporary Financial Intermediation written by Stuart I. Greenbaum and published by Academic Press. This book was released on 2019-05-14 with total page 492 pages. Available in PDF, EPUB and Kindle. Book excerpt: Contemporary Financial Intermediation, 4th Edition by Greenbaum, Thakor, and Boot continues to offer a distinctive approach to the study of financial markets and institutions by presenting an integrated portrait that puts information and economic reasoning at the core. Instead of primarily naming and describing markets, regulations, and institutions as is common, Contemporary Financial Intermediation explores the subtlety, plasticity and fragility of financial institutions and credit markets. In this new edition every chapter has been updated and pedagogical supplements have been enhanced. For the financial sector, the best preprofessional training explains the reasons why markets, institutions, and regulators evolve they do, why we suffer recurring financial crises occur and how we typically react to them. Our textbook demands more in terms of quantitative skills and analysis, but its ability to teach about the forces shaping the financial world is unmatched. - Updates and expands a legacy title in a valuable field - Holds a prominent position in a growing portfolio of finance textbooks - Teaches tactics on how to recognize and forecast fluctuations in financial markets

Book Applied Computational Intelligence

Download or read book Applied Computational Intelligence written by M Sudha and published by Educreation Publishing. This book was released on 2019-01-20 with total page 128 pages. Available in PDF, EPUB and Kindle. Book excerpt: Applied Computational Intelligence, presents comprehensive collection of algorithms, computational methods, implementation platform and experimental studies based on real world problems. Addresses the benefits of computational Intelligence in decision support. It will guide you with suitable examples on how to handle raw dataset and the methodologies of applied Computational Intelligence in today's challenging problems.

Book Bulletin

    Book Details:
  • Author : United States. Weather Bureau
  • Publisher :
  • Release : 1894
  • ISBN :
  • Pages : 674 pages

Download or read book Bulletin written by United States. Weather Bureau and published by . This book was released on 1894 with total page 674 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Handbook on climate information for farming communities     What farmers need and what is available

Download or read book Handbook on climate information for farming communities What farmers need and what is available written by Food and Agriculture Organization of the United Nations and published by Food & Agriculture Org.. This book was released on 2019-05-31 with total page 186 pages. Available in PDF, EPUB and Kindle. Book excerpt: The content of this guide is twofold: to describe the most important weather and agroclimatic products that are available by the National Meteorological Service (NMS) and to identify the most important needs of farmers concerning climate information. Special consideration will be given to the local knowledge used by rural farmers, too often neglected, but a key factor to their ability to cope with climate variability and change. An additional objective of this guide is to improve communication among the NMS staff, in particular, meteorologists and agrometeorologists and to encourage Agro-Pastoral Field School (APFS) trainers and facilitators to be more aware of their respective availability. Furthermore, one of the most important aims is the exchange of agroclimatic information that corresponds to the needs of all concerned, thus facilitating the assessment of the existing climatic risks in farming activities. The integration of the Response Farming in Rainfed Agriculture (RF) approach into Farmer Field School (FFS) is feasibly an effective way to reconcile NMS products with the needs of farmers. RF is a method used for identifying and quantifying rainfall variability at a local level to assess the climatic risks of farming communities. The Climate-Responsive Farming Management (CRFM) approach is an enhanced version of RF that uses modern and digital technologies, such as specific computer software, automatic weather stations, real-time telecommunication and smartphone applications. This approach can be implemented at a minimum cost at the farming level.The integration of the Response Farming in Rainfed Agriculture (RF) approach into FFS is feasibly an effective way to reconcile NMS products with the needs of farmers. RF is a method used for identifying and quantifying rainfall variability at a local level to assess the climatic risks of farming communities. The Climate-Responsive Farming Management (CRFM) approach is an enhanced version of RF that uses modern and digital technologies, such as specific computer software, automatic weather stations, real-time telecommunication and smartphone applications. This approach can be implemented at a minimum cost at the farming level.