<prompt> Kujenga programu ya kutabiri bei ya hisa.  <response>: Hapa ni programu Python-msingi kutabiri bei ya hisa kwa kutumia maarufu Machine Learning algorithm, Random Forest Regression. python Kuagiza maktaba muhimu kuagiza numpy kama np kuagiza panda kama pd kuagiza matplotlib.pyplot kama plt kutoka sklearn.ensemble kuagiza RandomForestRegressor kutoka sklearn.model_selection kuagiza train_test_split kutoka sklearn.metrics kuagiza mean_squared_error Kusoma seti ya data iliyo na data ya kihistoria ya bei ya hisa pd.read_csvprices.csv data. head Learning Kuchagua huduma muhimu za kutabiri bei ya hisa data OpenHigh, Light, Volume data ya kuboresha Close Kugawa data katika seti ya hisa na data, Forest Forest Regressor, x_me x_me, y_me x_me, y_me x_me, y_me x_me, y_me x_me, y_me x_me, y_me x_me, x_me x_me, x_me x_me, x_me x_me, x_me x_me, x_me x_me, x_me x_me, x_me x_me x_me, x_me x_me x_me, x_me x_me x_me, x_me x_me x_me, x_me x_me x_me, x_me x_me x_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_me_ 