Implement multivariable analysis

[stevensotelo]

@khadijaAouzal

• [x] She will develop a new module inside of web api which allow to analyze data with multivariable approach

@juangarc

• [x] He will implement the function of @khadijaAouzal will develop

[stevensotelo]

@bmora-0110 and @khadijaAouzal

• [x] Explore alternatives to analyze time series for clustering
• [x] Prepare a presentation with alternatives

[stevensotelo]

@bmora-0110

• Expose two methods

@bmora-0110 and @khadijaAouzal

• [x] Pending to show the presentation to Julian and Zack for taking a decision about which method we should follow

[stevensotelo]

@bmora-0110 and @khadijaAouzal

• They did a presentation

@khadijaAouzal

• [x] She is exploring how to implement the source code

@juangarc

• [x] He implemented the containers with @khadijaAouzal, in order that she can get access to the data

[stevensotelo]

Task didn't review

[stevensotelo]

@bmora-0110

• He sent an example about the methodology which we are using in R environment

@khadijaAouzal

• [x] She has started developing the module. She will translate the function into python, which received from @bmora-0110.

[stevensotelo]

@khadijaAouzal

• She design a function to get slope of the variables for datasets. Further, she got the function for mean and sd.
• [x] She still is working on this issue.

@bmora-0110

• [x] He will search if we should standardize the variables for the analysis.

[stevensotelo]

@khadijaAouzal

• She developed a function to calculate slope (she implemented a function)
• [x] She got different results from @bmora-0110, she want to discuss this issue

@bmora-0110

• He found information and we have to standardized

Form to standardize:

NOTE:

• The standardization should be done after calculate slope, mean and sd
• The standardization should be done by each column

[stevensotelo]

We didn't check the advance here

[stevensotelo]

@khadijaAouzal

• She solved the issue with the differences between she and @bmora-0110
• The function is working for all months
• [x] She should create a function which can run for specific periods
• [x] She should send the data needed to @juangarc in order that he can plot the results
• [x] She should implemente the following hiper parameters https://www.datanovia.com/en/lessons/dbscan-density-based-clustering-essentials/

[stevensotelo]

@khadijaAouzal

• She created a function which can run for specific periods
• [x] She should test the outputs before to send data to @juangarc
• [x] She will define the default parameters for DBSCan algorithm

@juangarc

• [x] He should add two fields in the web interfaces: MinPts and epsilon

[stevensotelo]

@khadijaAouzal

• [x] She should send the data needed to @juangarc in order that he can plot the results
• [x] She will define the default parameters for DBSCan algorithm.

@juangarc

• He sent the indicator data in an array of objects
• [x] He should add two fields in the web interfaces: MinPts and epsilon.

[stevensotelo]

@khadijaAouzal

• She push the source code to github repository
• She tested the function
• She set a default values, however we should validate them with many datasets
• [x] She should implement the function with many crops

@juangarc

• He implemented the function into the web api
• [x] He should add two fields in the web interfaces: MinPts and epsilon
• [x] He should send data with data for many crops

[stevensotelo]

@khadijaAouzal

• She implemented the function with many crops
• [x] She will update the source code

@juangarc

• He added the fields: MinPts and epsilon
• He sent data to @khadijaAouzal

[stevensotelo]

@khadijaAouzal

• She updated the source code