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Sarthak&Ashutosh Kit

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by sarthakkiran dot icon Updated: Jan 8, 2022

Solution Kit Solution Kit  

Welcome to our Sustainable Energy Management Hackathon kit. Check out our video Report!! https://drive.google.com/file/d/1me1sje1o5Lrm8SkKQpQy9Sx5j_2Itowi/view?usp=sharing

Exploratory Data Analysis in Python

These libraries are used for statistical, Univariate, descriptive, and exploratory analysis.

matplotlibby matplotlib

Python doticonstar image 17497 doticonVersion:v3.7.1doticon
no licences License: No License (null)

matplotlib: plotting with Python

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            matplotlibby matplotlib

            Python doticon star image 17497 doticonVersion:v3.7.1doticonno licences License: No License

            matplotlib: plotting with Python
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                      seabornby mwaskom

                      Python doticonstar image 10737 doticonVersion:v0.12.2doticon
                      License: Permissive (BSD-3-Clause)

                      Statistical data visualization in Python

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                                seabornby mwaskom

                                Python doticon star image 10737 doticonVersion:v0.12.2doticon License: Permissive (BSD-3-Clause)

                                Statistical data visualization in Python
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                                          pandasby pandas-dev

                                          Python doticonstar image 38552 doticonVersion:v2.0.2doticon
                                          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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                                                    pandasby pandas-dev

                                                    Python doticon star image 38552 doticonVersion:v2.0.2doticon 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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                                                              scipyby scipy

                                                              Python doticonstar image 11303 doticonVersion:v1.11.0rc1doticon
                                                              License: Permissive (BSD-3-Clause)

                                                              SciPy library main repository

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                                                                        scipyby scipy

                                                                        Python doticon star image 11303 doticonVersion:v1.11.0rc1doticon License: Permissive (BSD-3-Clause)

                                                                        SciPy library main repository
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                                                                                  numpyby numpy

                                                                                  Python doticonstar image 23663 doticonVersion:v1.25.0rc1doticon
                                                                                  License: Permissive (BSD-3-Clause)

                                                                                  The fundamental package for scientific computing with Python.

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                                                                                            numpyby numpy

                                                                                            Python doticon star image 23663 doticonVersion:v1.25.0rc1doticon License: Permissive (BSD-3-Clause)

                                                                                            The fundamental package for scientific computing with Python.
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                                                                                                      Machine Learning Libraries for Prescriptive Analysis

                                                                                                      These libraries are used for developing the machine learning pipeline model .

                                                                                                      scikit-learnby scikit-learn

                                                                                                      Python doticonstar image 54472 doticonVersion:1.2.2doticon
                                                                                                      License: Permissive (BSD-3-Clause)

                                                                                                      scikit-learn: machine learning in Python

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                                                                                                                scikit-learnby scikit-learn

                                                                                                                Python doticon star image 54472 doticonVersion:1.2.2doticon License: Permissive (BSD-3-Clause)

                                                                                                                scikit-learn: machine learning in Python
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                                                                                                                          pycaretby pycaret

                                                                                                                          Jupyter Notebook doticonstar image 7346 doticonVersion:3.0.2doticon
                                                                                                                          License: Permissive (MIT)

                                                                                                                          An open-source, low-code machine learning library in Python

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                                                                                                                                    pycaretby pycaret

                                                                                                                                    Jupyter Notebook doticon star image 7346 doticonVersion:3.0.2doticon License: Permissive (MIT)

                                                                                                                                    An open-source, low-code machine learning library in Python
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                                                                                                                                              auto-sklearnby automl

                                                                                                                                              Python doticonstar image 6971 doticonVersion:v0.15.0doticon
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                                                                                                                                              Automated Machine Learning with scikit-learn

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                                                                                                                                                        auto-sklearnby automl

                                                                                                                                                        Python doticon star image 6971 doticonVersion:v0.15.0doticon License: Permissive (BSD-3-Clause)

                                                                                                                                                        Automated Machine Learning with scikit-learn
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                                                                                                                                                                  Annotation & Labelling libraries

                                                                                                                                                                  These are used for data visualization, data Labelling, data annotation.

                                                                                                                                                                  Atotiby liasmi

                                                                                                                                                                  Jupyter Notebook doticonstar image 0 doticonVersion:Currentdoticon
                                                                                                                                                                  no licences License: No License (null)

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                                                                                                                                                                            Atotiby liasmi

                                                                                                                                                                            Jupyter Notebook doticon star image 0 doticonVersion:Currentdoticonno licences License: No License

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                                                                                                                                                                                      tortusby SiphuLangeni

                                                                                                                                                                                      Python doticonstar image 11 doticonVersion:v1.0.2doticon
                                                                                                                                                                                      License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                      A PyPI package for easy text annotation in a Jupyter Notebook.

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                                                                                                                                                                                                tortusby SiphuLangeni

                                                                                                                                                                                                Python doticon star image 11 doticonVersion:v1.0.2doticon License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                A PyPI package for easy text annotation in a Jupyter Notebook.
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                                                                                                                                                                                                          label-studioby heartexlabs

                                                                                                                                                                                                          Python doticonstar image 13176 doticonVersion:1.7.3doticon
                                                                                                                                                                                                          License: Permissive (Apache-2.0)

                                                                                                                                                                                                          Label Studio is a multi-type data labeling and annotation tool with standardized output format

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                                                                                                                                                                                                                    label-studioby heartexlabs

                                                                                                                                                                                                                    Python doticon star image 13176 doticonVersion:1.7.3doticon License: Permissive (Apache-2.0)

                                                                                                                                                                                                                    Label Studio is a multi-type data labeling and annotation tool with standardized output format
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                                                                                                                                                                                                                              labelboxby Labelbox

                                                                                                                                                                                                                              JavaScript doticonstar image 1718 doticonVersion:Currentdoticon
                                                                                                                                                                                                                              License: Permissive (Apache-2.0)

                                                                                                                                                                                                                              Labelbox is the fastest way to annotate data to build and ship computer vision applications.

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                                                                                                                                                                                                                                        labelboxby Labelbox

                                                                                                                                                                                                                                        JavaScript doticon star image 1718 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                        Labelbox is the fastest way to annotate data to build and ship computer vision applications.
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                                                                                                                                                                                                                                                  Deployment Information

                                                                                                                                                                                                                                                  This section has the instructions to install the kit. For theSarthak & Ashutosh kit source, the deployment instructions are: 1. Clone our github repository from the source: https://github.com/Sarthak1807/Sustainable-Energy-Hackathon 2. Download and save all your files. 3. For the Prescriptive and Exploratory data analysis, Navigate to the 'energy hack.ipynb' and open and run each cell. 4. For the Statistical and Descriptive, time Series analysis , Navigate to the 'energy hack.ipynb' and open and run each cell. 5. For the Data Labelling and Annotation, Navigate to the 'tortus_labelling.ipynb' and open and run each cell. 6. Install the required libraries by 'pip install -r requirements.txt' 7. Read out report.