Disease Predictor using Pandas & Scikit

share link

by kandikits dot icon Updated: Aug 22, 2023

technology logo
technology logo

1-Click Kit 1-Click Kit  


Disease predictor is a way to recognize patient’s health by applying data mining and machine learning techniques on patient treatment history.


Symptoms, Diagnosis for Personalized Healthcare Services for a Predictive Analytic Perspective. Pandas library is used in this kandi kit to predict the probability of disease. The kit has used pandas to load datasets and visualize the data, NumPy to implement our algorithm, and sklearn-pandas to build our model.


In this project we will be using Pandas and Scikit-Learn to create a model that predicts whether or not a patient has a disease based on their demographics and lab results. We will also be using Jupyter Notebook to write code interactively so that we can see how our model performs when we change various parameters such as the number of features, amount of training data, etc.


kandi kit provides you with a fully deployable Disease Predictor. Source code included so that you can customize it for your requirement.

Deployment Information

By using the below libraries you can create the Disease Predictor. The entire solution is available as a package to download from the source code repository.

Download, extract and double-click kit installer file to install the kit. Note: Do ensure to extract the zip file before running it.


Follow below instructions to deploy and run the solution.

  1. Download the 'kit_installer.zip' then unzip the folder.
  2. Then Double-tap the 'kit_installer' and then command prompt opens, when you're prompted during the installation of the kit, press Y to launch the app automatically and run notebook cell by cell, by clicking on a cell and click Run button below the Menu bar.
  3. To run the app manually, press N when you're prompted and locate the zip file Disease-Detector.zip.
  4. Extract the zip file and navigate to the directory Disease-Detector.
  5. Open command prompt in the extracted directory Disease-Detector and run the command 'jupyter notebook' and run notebook cell by cell, by clicking on a cell and click Run button below the Menu bar.
  6. Running on local URL: http://127.0.0.1:7860/.

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. Jupyter Notebook is used for our development.

vscodeby microsoft

TypeScript doticonstar image 147328 doticonVersion:1.79.2doticon
License: Permissive (MIT)

Visual Studio Code

Support
    Quality
      Security
        License
          Reuse

            vscodeby microsoft

            TypeScript doticon star image 147328 doticonVersion:1.79.2doticon License: Permissive (MIT)

            Visual Studio Code
            Support
              Quality
                Security
                  License
                    Reuse

                      notebookby jupyter

                      Jupyter Notebook doticonstar image 10204 doticonVersion:v7.0.0b4doticon
                      License: Permissive (BSD-3-Clause)

                      Jupyter Interactive Notebook

                      Support
                        Quality
                          Security
                            License
                              Reuse

                                notebookby jupyter

                                Jupyter Notebook doticon star image 10204 doticonVersion:v7.0.0b4doticon License: Permissive (BSD-3-Clause)

                                Jupyter Interactive Notebook
                                Support
                                  Quality
                                    Security
                                      License
                                        Reuse

                                          Exploratory Data Analysis

                                          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.

                                          pandasby pandas-dev

                                          Python doticonstar image 38689 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

                                          Support
                                            Quality
                                              Security
                                                License
                                                  Reuse

                                                    pandasby pandas-dev

                                                    Python doticon star image 38689 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
                                                    Support
                                                      Quality
                                                        Security
                                                          License
                                                            Reuse

                                                              numpyby numpy

                                                              Python doticonstar image 23755 doticonVersion:v1.25.0rc1doticon
                                                              License: Permissive (BSD-3-Clause)

                                                              The fundamental package for scientific computing with Python.

                                                              Support
                                                                Quality
                                                                  Security
                                                                    License
                                                                      Reuse

                                                                        numpyby numpy

                                                                        Python doticon star image 23755 doticonVersion:v1.25.0rc1doticon License: Permissive (BSD-3-Clause)

                                                                        The fundamental package for scientific computing with Python.
                                                                        Support
                                                                          Quality
                                                                            Security
                                                                              License
                                                                                Reuse

                                                                                  sklearn-pandasby scikit-learn-contrib

                                                                                  Python doticonstar image 2717 doticonVersion:v2.2.0doticon
                                                                                  License: Others (Non-SPDX)

                                                                                  Pandas integration with sklearn

                                                                                  Support
                                                                                    Quality
                                                                                      Security
                                                                                        License
                                                                                          Reuse

                                                                                            sklearn-pandasby scikit-learn-contrib

                                                                                            Python doticon star image 2717 doticonVersion:v2.2.0doticon License: Others (Non-SPDX)

                                                                                            Pandas integration with sklearn
                                                                                            Support
                                                                                              Quality
                                                                                                Security
                                                                                                  License
                                                                                                    Reuse

                                                                                                      Data Visualization

                                                                                                      The patterns and relationships are identified by representing data visually and below libraries are used for generating visual plots of the data.

                                                                                                      matplotlibby matplotlib

                                                                                                      Python doticonstar image 17559 doticonVersion:v3.7.1doticon
                                                                                                      no licences License: No License (null)

                                                                                                      matplotlib: plotting with Python

                                                                                                      Support
                                                                                                        Quality
                                                                                                          Security
                                                                                                            License
                                                                                                              Reuse

                                                                                                                matplotlibby matplotlib

                                                                                                                Python doticon star image 17559 doticonVersion:v3.7.1doticonno licences License: No License

                                                                                                                matplotlib: plotting with Python
                                                                                                                Support
                                                                                                                  Quality
                                                                                                                    Security
                                                                                                                      License
                                                                                                                        Reuse

                                                                                                                          seabornby mwaskom

                                                                                                                          Python doticonstar image 10797 doticonVersion:v0.12.2doticon
                                                                                                                          License: Permissive (BSD-3-Clause)

                                                                                                                          Statistical data visualization in Python

                                                                                                                          Support
                                                                                                                            Quality
                                                                                                                              Security
                                                                                                                                License
                                                                                                                                  Reuse

                                                                                                                                    seabornby mwaskom

                                                                                                                                    Python doticon star image 10797 doticonVersion:v0.12.2doticon License: Permissive (BSD-3-Clause)

                                                                                                                                    Statistical data visualization in Python
                                                                                                                                    Support
                                                                                                                                      Quality
                                                                                                                                        Security
                                                                                                                                          License
                                                                                                                                            Reuse

                                                                                                                                              gradioby gradio-app

                                                                                                                                              Python doticonstar image 18771 doticonVersion:v3.35.2doticon
                                                                                                                                              License: Permissive (Apache-2.0)

                                                                                                                                              Create UIs for your machine learning model in Python in 3 minutes

                                                                                                                                              Support
                                                                                                                                                Quality
                                                                                                                                                  Security
                                                                                                                                                    License
                                                                                                                                                      Reuse

                                                                                                                                                        gradioby gradio-app

                                                                                                                                                        Python doticon star image 18771 doticonVersion:v3.35.2doticon License: Permissive (Apache-2.0)

                                                                                                                                                        Create UIs for your machine learning model in Python in 3 minutes
                                                                                                                                                        Support
                                                                                                                                                          Quality
                                                                                                                                                            Security
                                                                                                                                                              License
                                                                                                                                                                Reuse

                                                                                                                                                                  joblibby joblib

                                                                                                                                                                  Python doticonstar image 3285 doticonVersion:Currentdoticon
                                                                                                                                                                  License: Permissive (BSD-3-Clause)

                                                                                                                                                                  Computing with Python functions.

                                                                                                                                                                  Support
                                                                                                                                                                    Quality
                                                                                                                                                                      Security
                                                                                                                                                                        License
                                                                                                                                                                          Reuse

                                                                                                                                                                            joblibby joblib

                                                                                                                                                                            Python doticon star image 3285 doticonVersion:Currentdoticon License: Permissive (BSD-3-Clause)

                                                                                                                                                                            Computing with Python functions.
                                                                                                                                                                            Support
                                                                                                                                                                              Quality
                                                                                                                                                                                Security
                                                                                                                                                                                  License
                                                                                                                                                                                    Reuse

                                                                                                                                                                                      Kit Solution Source

                                                                                                                                                                                      Jupyter Notebook doticonstar image 0 doticonVersion:v1.0doticon
                                                                                                                                                                                      License: Permissive (MIT)

                                                                                                                                                                                      Support
                                                                                                                                                                                        Quality
                                                                                                                                                                                          Security
                                                                                                                                                                                            License
                                                                                                                                                                                              Reuse

                                                                                                                                                                                                Disease_Detectorby Subazzz

                                                                                                                                                                                                Jupyter Notebook doticon star image 0 doticonVersion:v1.0doticon License: Permissive (MIT)

                                                                                                                                                                                                Support
                                                                                                                                                                                                  Quality
                                                                                                                                                                                                    Security
                                                                                                                                                                                                      License
                                                                                                                                                                                                        Reuse

                                                                                                                                                                                                          Support

                                                                                                                                                                                                          If you need help to use this kit, you can email us at kandi.support@openweaver.com or direct message us on Twitter Message @OpenWeaverInc .

                                                                                                                                                                                                          See similar Kits and Libraries