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by athithian1643 dot icon Updated: Sep 11, 2022

Solution Kit Solution Kit  

This kit is a machine learning kit that predicts droughts and their severities based on meteorological indicators. The use case of such a kit would be to predict the severity of drought and the possibility of drought in a specific region which can be used to analyze and prepare for such an oncoming disaster. The proposed model takes in meteorological indicators of a specific area and predicts the possibility of drought in that area in the near future. The algorithm used is Random forest classifier.

EDA

Used to perform exploratory data analysis on the data and analyze a model. Used for extensive analysis and exploration of data, and to deal with arrays, these libraries are used. They are also used for performing scientific computation and data manipulation.

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Python doticonstar image 37439 doticonVersion:v2.0.0rc1doticon
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Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

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            pandasby pandas-dev

            Python doticon star image 37439 doticonVersion:v2.0.0rc1doticon License: Permissive (BSD-3-Clause)

            Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
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                      numpyby numpy

                      Python doticonstar image 23036 doticonVersion:v1.24.2doticon
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                      The fundamental package for scientific computing with Python.

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                                numpyby numpy

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                                The fundamental package for scientific computing with Python.
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                                          seabornby mwaskom

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                                          Statistical data visualization in Python

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                                                    seabornby mwaskom

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                                                    Statistical data visualization in Python
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                                                              Machine learning and data visualization

                                                              Machine learning libraries and frameworks here are helpful in providing state-of-the-art solutions using Machine learning. The patterns and relationships are identified by representing data visually and below libraries are used for generating visual plots of the data.

                                                              scikit-learnby scikit-learn

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                                                              scikit-learn: machine learning in Python

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                                                                        scikit-learnby scikit-learn

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                                                                        scikit-learn: machine learning in Python
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                                                                                  statsmodelsby statsmodels

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                                                                                  Statsmodels: statistical modeling and econometrics in Python

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                                                                                            statsmodelsby statsmodels

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                                                                                            Statsmodels: statistical modeling and econometrics in Python
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                                                                                                      matplotlibby matplotlib

                                                                                                      Python doticonstar image 17111 doticonVersion:v3.7.1doticon
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                                                                                                      matplotlib: plotting with Python

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                                                                                                                matplotlibby matplotlib

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                                                                                                                matplotlib: plotting with Python
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                                                                                                                          Deployment Information

                                                                                                                          Dataset: https://www.kaggle.com/datasets/cdminix/us-drought-meteorological-data collab link: https://colab.research.google.com/drive/1-379ZQTuTE9LU_UQxz5T34Id5Zk8DGNh?usp=sharing

                                                                                                                          1. Download the data set from https://drive.google.com/file/d/1VQ3HZ3ADQLxGHX5s-vDK43qlsI4-Y0uw/view?usp=sharing 2. Access the google collab notebook through https://colab.research.google.com/drive/1-379ZQTuTE9LU_UQxz5T34Id5Zk8DGNh?usp=sharing 3. View the collab file through the link.

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