You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
77 lines
2.2 KiB
77 lines
2.2 KiB
|
|
from sklearn.linear_model import LinearRegression
|
|
import pandas as pd
|
|
import numpy as np
|
|
import requests
|
|
import logging
|
|
|
|
|
|
# --------------- Fonction ----------------- #
|
|
def generateJsonModel(model:LinearRegression):
|
|
listCoef = []
|
|
listIntercept = []
|
|
for i in range(0,len(model.coef_)):
|
|
listCoef.append(model.coef_[i][0])
|
|
listIntercept.append(model.intercept_[i])
|
|
json = {"coef":listCoef,"intercept":listIntercept}
|
|
return json
|
|
|
|
def generateModele(dataJson:dict[str,str]):
|
|
# -- Préparation des données
|
|
arrayBpm = []
|
|
arrayStartTime = []
|
|
arrayTimeOfActivity = []
|
|
|
|
for data in dataJson["Data"]:
|
|
arrayBpm.append(data["BpmAvg"])
|
|
arrayTimeOfActivity.append(data["TimeOfActivity"])
|
|
|
|
arrayStartTime.append(data["StartTime"])
|
|
# -- DataFrame
|
|
data = pd.DataFrame({
|
|
"Bpm": arrayBpm,
|
|
"TimeOfActivity": arrayTimeOfActivity
|
|
})
|
|
# -- Régression linéaire
|
|
model = LinearRegression()
|
|
model.fit(np.array(arrayStartTime).reshape(-1,1),data)
|
|
return model
|
|
|
|
|
|
def getUserWithData(url:str):
|
|
response = requests.get(urlGetAllData)
|
|
if ( response.status_code != 200):
|
|
print('problème lors de l extraction des données avec l api !! -> "getUserWithData" (status_code != 200)')
|
|
exit()
|
|
return response.json
|
|
|
|
def sendJsonToApi(url,json):
|
|
response = requests.post(url,json)
|
|
if ( response.status_code != 200):
|
|
print('Problème lors de l envoi des données avec l api !! -> "sendJsonToApi" (status_code != 200)')
|
|
exit()
|
|
return
|
|
|
|
# ---------------- Main ------------------- #
|
|
logging.error("RUNNNNNNNN !")
|
|
|
|
urlGetAllData = "https://codefirst.iut.uca.fr/containers/SmartFit-smartfit_api/ia/data"
|
|
|
|
jsonBack = { "Users" : []}
|
|
# --- Call Api
|
|
dataUser = getUserWithData(url=urlGetAllData)
|
|
for user in dataUser["Users"]:
|
|
jsonTmp = {}
|
|
|
|
jsonTmp["Identifiant"] = user["Identifiant"]
|
|
jsonTmp["Info"] = []
|
|
|
|
for category in user["Info"]:
|
|
#Mettre la condition longueur ici
|
|
model = generateModele(category)
|
|
jsonTmp["Info"].append({"Category": category["Category"],"Model" : generateJsonModel(model)})
|
|
# Add User
|
|
jsonBack["Users"].append(jsonTmp)
|
|
|
|
# -- Send Api
|
|
sendJsonToApi(urlGetAllData,jsonBack) |