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How to deal with SettingWithCopyWarning

hi i had this error and don't know what should i do i don't know what should i be replacing .loc whith is there a way to ignore this warning or something eslse

C:\Users\LO'AY\AppData\Local\Temp/ipykernel_9408/708385938.py:14: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  X[i]=ED
C:\Users\LO'AY\AppData\Local\Temp/ipykernel_9408/708385938.py:26: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  X["Cluster"]=C

the the code that generate the error message

diff = 1 
j=0

while(diff!=0):
    XD=X
    i=1
    for index1,row_c in Centroids.iterrows():
        ED=[]
        for index2,row_d in XD.iterrows():
            d1=(row_c["ApplicantIncome"]-row_d["ApplicantIncome"])**2
            d2=(row_c["LoanAmount"]-row_d["LoanAmount"])**2
            d=np.sqrt(d1+d2)
            ED.append(d)
        X[i]=ED
        i=i+1
    C=[]
    
    for index,row in X.iterrows():
        min_dist=row[1]
        pos=1
        for i in range(K):
            if row[i+1] < min_dist:
                min_dist = row[i+1]
                pos=i+1
        C.append(pos)
    X["Cluster"]=C
    Centroids_new = X.groupby(["Cluster"]).mean()[["LoanAmount","ApplicantIncome"]]
    if j == 0:
        diff=1
        j=j+1
    else:
        diff = (Centroids_new['LoanAmount'] - Centroids['LoanAmount']).sum()+(Centroids_new['ApplicantIncome']- Centroids['ApplicantIncome']).sum()

print(diff.sum())
Centroids = X.groupby(["Cluster"]).mean()[["LoanAmount","ApplicantIncome"]]


source https://stackoverflow.com/questions/70545022/how-to-deal-with-settingwithcopywarning
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