Trend change (change point detection) project

i have an excel data of thousands of sensors whose indicators are changing against time and tabulated for 3 months and i want to use the change point detection package in R and embed it in python to generate a list/panda/excel output for each sensor detecting the exact trend change date and type of change is it increase(+1) or decrease(-1) standard deviation change is it increase( +1) or decrease (-1) or almost no change (0)

another facility is that by giving a specific date from the user ,your code must detect if there is +ve or -ve or no change in trend for this date for all sensors

code must detect 1 to 2 biggest trend changes maximum

code must ignore transient/temporary trends that disappear in a time span of 2 days

code must be easily understood and modifiable as it will be inserted in a bigger code

code must be scalable and dynamic to read any new sensors or any new indicators inserted in the dataset

code must be clearly explained with comments line by line

code must remove empty rows

code parameters must give the ability to modify numbers of trends detected

code parameters must give the ability for the user to choose a date to generate a panda for all sensors showing +ve or -v or no change in trend corresponding to this date

code parameters to change must be clear and well named for simplicity

code shall be in python ,you can use R language but with python compilation like articulate package

Compétences : Python, Architecture Logicielle, Algorithme

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Concernant l'employeur :
( 1 commentaire ) nasr city, Egypt

Nº du projet : #27459786

5 freelancers are bidding on average $530 for this job


Hi, Greetings! ✅checked your project details: Trend change (change point detection) project ✅Completed Time: In project deadline We have worked on 600 + Projects. I have 6 + years of the experience in same kind Plus

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Hi I am a very experienced statistician, data scientist and academic writer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from several comp Plus

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Hi, Thanks for your posting I read your project spec. I can do it in a short time. and I am a Python expert. Please let me know. Of course, I can start right now. Thanks

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Hey, I am fluent in Python and R and as it happens I now the change point detection methodology of the R package you talk about very well as I have done extensive research for change point detection. Having said this Plus

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