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BuildWithAI Challenge 1

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by BuildwithAIHack21 dot icon Updated: Oct 29, 2021

Solution Kit Solution Kit  

The Pandemic has impacted education - classes have moved online, students have been isolated on screens and coping with this change. Despite the challenges, the digital school has the potential to transform education. How can we empower students and teachers in this new digital school paradigm. In this challenge, we are inviting AI-powered solutions for the digital school of tomorrow.

DATASET: Feel free to use any dataset of your choice.

There is no restriction and you can use any data set. Please see the section - DATASETS below for sample datasets to help as a reference. Here are sample areas you could choose to tackle in this challenge. Feel free to come up with your own ideas as well. 1. Higher Education and Career Recommendation 2. Mental Health Monitor and Virtual Companion 3. Adaptive Learning Curriculum 4. Class availability scheduling for social distancing 5. Compliance of COVID guidelines - masking, distancing, temperature Please see below for guidelines and reusable libraries to jumpstart your solution. This kit provides reference to open-source libraries which can be reused as core building blocks for creating a predictive solution. You may use any other open-source libraries also as relevant to your solution. Reusability is a key design principle and will be scored positively in your submission. These reference reusable libraries are spread over functions in Data Analysis and Mining, Data Visualization, Machine Learning, and other key areas to build AI solution. Below are the guidelines for creating your submission kit for this challenge. 1. See Product Tour > Creating a kit from the kandi header. This will guide you on creating your kit. 2. Your submission kit should contain the kit heading/ name, description of the solution, and other relevant information. 3. Create groups with logical names and add the libraries to the respective sections. 4. You solution can be built with any libraries other than the libraries provided here for reference. 5. The project source library for the solution built in the hackathon should be hosted in GitHub and listed in your kit under 'Kit Solution Source' section. 6. Any deployment instructions should be added under 'Kit Deployment Instructions' section of the kit. 7. Add any additional information, links under the kit description or group descriptions.

DATASETS

https://data.ed.gov/ https://data.world/datasets/education https://data.gov.in/sector/higher-education https://github.com/mdsaifk/Student-Dropout-Prediction/tree/main/Data https://github.com/hilmarh/student-dropout-prediction/tree/master/datasets https://github.com/iampratheesh/Student-Dropout-Prediction/blob/master/student%20info.csv https://www.kaggle.com/spscientist/students-performance-in-exams https://www.kaggle.com/aljarah/xAPI-Edu-Data https://www.kaggle.com/janiobachmann/math-students?select=student-mat.csv https://www.kaggle.com/kwadwoofosu/predict-test-scores-of-students https://www.kaggle.com/namanmanchanda/entrepreneurial-competency-in-university-students https://www.kaggle.com/uciml/student-alcohol-consumption?select=student-por.csv https://www.kaggle.com/passnyc/data-science-for-good https://www.kaggle.com/landlord/education-and-covid19

Development Environment

VSCode and Jupyter Notebook are used for development and debugging. Jupyter Notebook is a web based interactive environment often used for experiments, whereas VSCode is used to get a typical experience of IDE for developers.

notebookby jupyter

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Jupyter Interactive Notebook

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                      vscodeby microsoft

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                      Visual Studio Code

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                                          Data Analysis and Mining

                                          Data Mining and Analysis plays vital role in Predictive Analytics. It lets you inspect, cleanse, explore, manipulate, transform your data to identify hidden patterns and relationships in data. You can make use of these popular libraries to model the solution.

                                          pandasby pandas-dev

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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

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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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                                                              numpyby numpy

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                                                              The fundamental package for scientific computing with Python.

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                                                                        The fundamental package for scientific computing with Python.
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                                                                                  scipyby scipy

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                                                                                                      Data Visualization

                                                                                                      Data Visualization helps you depict insight found in data. Avail the libraries added here to represent identified patterns and relationships from data graphically for better understanding and presentation.

                                                                                                      matplotlibby matplotlib

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                                                                                                      matplotlib: plotting with Python

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                                                                                                                          seabornby mwaskom

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                                                                                                                          Statistical data visualization in Python

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                                                                                                                                              grafanaby grafana

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                                                                                                                                              The open and composable observability and data visualization platform. Visualize metrics, logs, and traces from multiple sources like Prometheus, Loki, Elasticsearch, InfluxDB, Postgres and many more.

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                                                                                                                                                        grafanaby grafana

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                                                                                                                                                        The open and composable observability and data visualization platform. Visualize metrics, logs, and traces from multiple sources like Prometheus, Loki, Elasticsearch, InfluxDB, Postgres and many more.
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                                                                                                                                                                  Text Mining

                                                                                                                                                                  Libraries in this group are used for analysis and processing of unstructured natural language. The data, as in its original form aren't used as it has to go through processing pipeline to become suitable for applying machine learning techniques and algorithms.

                                                                                                                                                                  spaCyby explosion

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                                                                                                                                                                  💫 Industrial-strength Natural Language Processing (NLP) in Python

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                                                                                                                                                                            spaCyby explosion

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                                                                                                                                                                            💫 Industrial-strength Natural Language Processing (NLP) in Python
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                                                                                                                                                                                                          Topic Modelling for Humans

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                                                                                                                                                                                                                              GloVe model for distributed word representation

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                                                                                                                                                                                                                                                  CoreNLPby stanfordnlp

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                                                                                                                                                                                                                                                  Stanford CoreNLP: A Java suite of core NLP tools.

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                                                                                                                                                                                                                                                            CoreNLPby stanfordnlp

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                                                                                                                                                                                                                                                            Stanford CoreNLP: A Java suite of core NLP tools.
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                                                                                                                                                                                                                                                                      TextBlobby sloria

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                                                                                                                                                                                                                                                                      Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.

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                                                                                                                                                                                                                                                                                TextBlobby sloria

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                                                                                                                                                                                                                                                                                Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
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                                                                                                                                                                                                                                                                                          Multilingual Sentence & Image Embeddings with BERT

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                                                                                                                                                                                                                                                                                                    Multilingual Sentence & Image Embeddings with BERT
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                                                                                                                                                                                                                                                                                                              transformersby huggingface

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                                                                                                                                                                                                                                                                                                              🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

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                                                                                                                                                                                                                                                                                                                        🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
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                                                                                                                                                                                                                                                                                                                                  Image Analysis

                                                                                                                                                                                                                                                                                                                                  Image Analysis plays vital role in Visual Analytics. It lets us inspect, cleanse, explore, augment and transform images to prepare data for training and prediction.

                                                                                                                                                                                                                                                                                                                                  scikit-imageby scikit-image

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                                                                                                                                                                                                                                                                                                                                  Image processing in Python

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                                                                                                                                                                                                                                                                                                                                            Image processing in Python
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                                                                                                                                                                                                                                                                                                                                                      opencvby opencv

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                                                                                                                                                                                                                                                                                                                                                      Open Source Computer Vision Library

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                                                                                                                                                                                                                                                                                                                                                                opencvby opencv

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                                                                                                                                                                                                                                                                                                                                                                Open Source Computer Vision Library
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                                                                                                                                                                                                                                                                                                                                                                          Pillowby python-pillow

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                                                                                                                                                                                                                                                                                                                                                                                    Python Imaging Library (Fork)
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                                                                                                                                                                                                                                                                                                                                                                                              SimpleCVby sightmachine

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                                                                                                                                                                                                                                                                                                                                                                                              The Open Source Framework for Machine Vision

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                                                                                                                                                                                                                                                                                                                                                                                                        SimpleCVby sightmachine

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                                                                                                                                                                                                                                                                                                                                                                                                        The Open Source Framework for Machine Vision
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                                                                                                                                                                                                                                                                                                                                                                                                                  Machine learning algorithms and techniques

                                                                                                                                                                                                                                                                                                                                                                                                                  To build a model for Predictive Analytics, you can apply traditional machine learning algorithms and techniques using the most popular scikit-learn. Or you can build your own neural network to implement deep learning techniques by using the library of your choice from this section.

                                                                                                                                                                                                                                                                                                                                                                                                                  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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                                                                                                                                                                                                                                                                                                                                                                                                                                      tensorflowby tensorflow

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                                                                                                                                                                                                                                                                                                                                                                                                                                      An Open Source Machine Learning Framework for Everyone

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                                                                                                                                                                                                                                                                                                                                                                                                                                                tensorflowby tensorflow

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                                                                                                                                                                                                                                                                                                                                                                                                                                                An Open Source Machine Learning Framework for Everyone
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                                                                                                                                                                                                                                                                                                                                                                                                                                                          pytorchby pytorch

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                                                                                                                                                                                                                                                                                                                                                                                                                                                          Tensors and Dynamic neural networks in Python with strong GPU acceleration

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                    pytorchby pytorch

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    C++ doticon star image 64612 doticonVersion:v2.0.0doticon License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Tensors and Dynamic neural networks in Python with strong GPU acceleration
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                              kerasby keras-team

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Python doticonstar image 57762 doticonVersion:v2.12.0doticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Deep Learning for humans

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        kerasby keras-team

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Python doticon star image 57762 doticonVersion:v2.12.0doticon License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Deep Learning for humans
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  hubby tensorflow

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python doticonstar image 3284 doticonVersion:v0.13.0doticon
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  A library for transfer learning by reusing parts of TensorFlow models.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            hubby tensorflow

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Python doticon star image 3284 doticonVersion:v0.13.0doticon License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            A library for transfer learning by reusing parts of TensorFlow models.
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      CNTKby microsoft

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      C++ doticonstar image 17339 doticonVersion:v2.7doticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                CNTKby microsoft

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                C++ doticon star image 17339 doticonVersion:v2.7doticon License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          caffeby BVLC

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          C++ doticonstar image 33199 doticonVersion:1.0doticon
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Caffe: a fast open framework for deep learning.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    caffeby BVLC

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    C++ doticon star image 33199 doticonVersion:1.0doticon License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Caffe: a fast open framework for deep learning.
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Theanoby Theano

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Python doticonstar image 9691 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Theano was a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It is being continued as aesara: www.github.com/pymc-devs/aesara

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Theanoby Theano

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Python doticon star image 9691 doticonVersion:Currentdoticon License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Theano was a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It is being continued as aesara: www.github.com/pymc-devs/aesara
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Request servicing via REST API

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Web frameworks help build serving solution as REST APIs. The resources involved for servicing request can be handled by containerising and hosting on hyperscalers.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  fastapiby tiangolo

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python doticonstar image 56062 doticonVersion:0.95.0doticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  FastAPI framework, high performance, easy to learn, fast to code, ready for production

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            fastapiby tiangolo

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Python doticon star image 56062 doticonVersion:0.95.0doticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            FastAPI framework, high performance, easy to learn, fast to code, ready for production
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      waitressby Pylons

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Python doticonstar image 1193 doticonVersion:v2.1.2doticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Waitress - A WSGI server for Python 3

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                waitressby Pylons

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Python doticon star image 1193 doticonVersion:v2.1.2doticon License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Waitress - A WSGI server for Python 3
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          flaskby pallets

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Python doticonstar image 62385 doticonVersion:2.2.3doticon
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The Python micro framework for building web applications.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    flaskby pallets

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Python doticon star image 62385 doticonVersion:2.2.3doticon License: Permissive (BSD-3-Clause)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    The Python micro framework for building web applications.
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