diff --git a/book/Chapter3-MachineLearning/temps (9).csv b/book/Chapter3-MachineLearning/temps (9).csv
new file mode 100644
index 00000000..9a677853
--- /dev/null
+++ b/book/Chapter3-MachineLearning/temps (9).csv	
@@ -0,0 +1,349 @@
+year,month,day,week,temp_2,temp_1,average,actual,forecast_noaa,forecast_acc,forecast_under,friend
+2016,1,1,Fri,45,45,45.6,45,43,50,44,29
+2016,1,2,Sat,44,45,45.7,44,41,50,44,61
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+2016,10,19,Wed,60,61,58.4,58,58,60,57,41
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