{"id":5140,"date":"2023-10-05T12:18:48","date_gmt":"2023-10-05T12:18:48","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%a7%d9%94%d8%af%d9%84%d8%a9-%d8%a8%d8%a7%d9%8a%d8%ab%d9%88%d9%86\/"},"modified":"2023-10-05T12:18:48","modified_gmt":"2023-10-05T12:18:48","slug":"%d8%a7%d9%94%d8%af%d9%84%d8%a9-%d8%a8%d8%a7%d9%8a%d8%ab%d9%88%d9%86","status":"publish","type":"page","link":"https:\/\/statorials.org\/ar\/%d8%a7%d9%94%d8%af%d9%84%d8%a9-%d8%a8%d8%a7%d9%8a%d8%ab%d9%88%d9%86\/","title":{"rendered":"\u0623\u062f\u0644\u0629 \u0628\u0627\u064a\u062b\u0648\u0646"},"content":{"rendered":"

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<\/strong><\/p>\n

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\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u0641\u0631\u064a\u062f\u0645\u0627\u0646 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0627\u064a\u0646 (ANCOVA) \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644 \u0648\u064a\u0644\u0634 ANOVA \u0641\u064a \u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u062f\u0646 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Nemenyi \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
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<\/strong><\/p>\n

\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u0631\u0628\u0639 \u0643\u0627\u064a<\/span><\/strong>
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\u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629<\/span><\/strong>
\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 MAPE \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 SMAPE \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646
\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 RMSE \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u0645\u0631\u0628\u0639 (MSE) \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u0637\u0644\u0642 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
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\u0643\u064a\u0641\u064a\u0629 \u0625\u0639\u0627\u062f\u0629 \u062a\u0634\u0643\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0625\u0639\u0627\u062f\u0629 \u062a\u0634\u0643\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 groupby() \u0641\u064a Python<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u062f\u064a\u0643\u064a \u0641\u0648\u0644\u0631 \u0627\u0644\u0645\u0639\u0632\u0632 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
<\/strong><\/p>\n

\u0639\u0645\u0644\u064a\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646<\/span><\/strong>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 NumPy: \u0642\u0645 \u0628\u0627\u0633\u062a\u064a\u0631\u0627\u062f numpy \u0643\u0640 np<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 NumPy Mean() \u0645\u0642\u0627\u0628\u0644 Average()<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 NumPy arange() \u0648\u062a\u0636\u0645\u064a\u0646 \u0646\u0642\u0637\u0629 \u0627\u0644\u0646\u0647\u0627\u064a\u0629<\/a>
\u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 np.linspace \u0648np.arange<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 Pandas DataFrame \u0645\u0646 \u0633\u0644\u0633\u0644\u0629<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0627 \u064a\u0639\u0627\u062f\u0644 np.where() \u0641\u064a Pandas<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u064a\u0641\u0629 mutate() \u0627\u0644\u0645\u0643\u0627\u0641\u0626\u0629 \u0644\u0640 R \u0641\u064a Pandas<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0635\u063a\u0631\u0649 \u0641\u064a NumPy<\/a>
\u0643\u064a\u0641\u064a\u0629 \u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 NumPy<\/a>
\u0643\u064a\u0641\u064a\u0629 \u062a\u0642\u0637\u064a\u0639 \u0645\u0635\u0641\u0648\u0641\u0629 NumPy \u062b\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0625\u0636\u0627\u0641\u0629 \u0635\u0641\u0648\u0641 \u0648\u0623\u0639\u0645\u062f\u0629 \u0644\u0645\u0635\u0641\u0648\u0641\u0629 NumPy<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0643\u0631\u0627\u0631\u064b\u0627 \u0641\u064a \u0645\u0635\u0641\u0648\u0641\u0629 NumPy<\/a>
\u0643\u064a\u0641\u064a\u0629 \u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u0642\u064a\u0645 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 NumPy \u0628\u064a\u0646 0 \u0648 1<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u0627\u0644\u0642\u064a\u0645 \u0641\u064a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
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\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u062f\u0627\u0644\u0629 \u0627\u0644\u0633\u064a\u0646\u064a \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
\u0643\u064a\u0641\u064a\u0629 \u062a\u0634\u063a\u064a\u0644 \u062f\u0627\u0644\u0629 COUNTIF \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
<\/strong><\/p>\n

\u0643\u064a\u0641\u064a\u0629 \u0625\u0635\u0644\u0627\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/span><\/strong>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0644\u0645 \u064a\u062a\u0645 \u062a\u0639\u0631\u064a\u0641 NameError ‘np’<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0644\u0645 \u064a\u062a\u0645 \u062a\u0639\u0631\u064a\u0641 NameError ‘pd’<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: KeyError \u0641\u064a Pandas<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u0642\u064a\u0645\u0629: \u0625\u0646\u0647\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0644\u0627 \u062a\u0648\u062c\u062f \u0648\u062d\u062f\u0629 \u0628\u0627\u0633\u0645 numpy<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0644\u0627 \u062a\u0648\u062c\u062f \u0648\u062d\u062f\u0629 \u062a\u0633\u0645\u0649 \u0627\u0644\u0628\u0627\u0646\u062f\u0627<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0644\u0627 \u062a\u0648\u062c\u062f \u0648\u062d\u062f\u0629 \u0627\u0633\u0645\u0647\u0627 \u0645\u0624\u0627\u0645\u0631\u0629<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0644\u0627 \u062a\u0648\u062c\u062f \u0648\u062d\u062f\u0629 \u0628\u0627\u0633\u0645 matplotlib<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0644\u0627 \u062a\u0648\u062c\u062f \u0648\u062d\u062f\u0629 \u062a\u0633\u0645\u0649 seaborn<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0645\u0639 CopyWarning<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u063a\u064a\u0631 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0625\u0644\u0649 \u062a\u0639\u0648\u064a\u0645<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u0643\u062a\u0627\u0628\u0629: \u0644\u0627 \u062a\u0648\u062c\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0631\u0642\u0645\u064a\u0629 \u0644\u0644\u0631\u0633\u0645<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0627\u0644\u0643\u0627\u0626\u0646 “numpy.float64” \u063a\u064a\u0631 \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0643\u0631\u0627\u0631<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0627\u0644\u0643\u0627\u0626\u0646 “numpy.ndarray” \u063a\u064a\u0631 \u0642\u0627\u0628\u0644 \u0644\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u0645\u0641\u062a\u0627\u062d: “[“\u0627\u0644\u062a\u0633\u0645\u064a\u0629”] \u063a\u064a\u0631 \u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u0645\u062d\u0648\u0631”<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0627\u0644\u0637\u0627\u0628\u0639 \u0627\u0644\u0632\u0645\u0646\u064a \u0644\u0644\u0646\u0627\u0646\u0648 \u062b\u0627\u0646\u064a\u0629 \u062e\u0627\u0631\u062c \u0627\u0644\u0646\u0637\u0627\u0642<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062a\u062a\u062f\u0627\u062e\u0644 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0648\u0644\u0643\u0646 \u0644\u0645 \u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062f \u0623\u064a \u0644\u0627\u062d\u0642\u0629<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0644\u0633\u0644\u0633\u0644\u0629 \u063a\u0627\u0645\u0636\u0629<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062a\u0645\u062a \u0645\u0635\u0627\u062f\u0641\u0629 \u0642\u064a\u0645\u0629 \u063a\u064a\u0631 \u0635\u0627\u0644\u062d\u0629 \u0641\u064a true_divide<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: numpy.linalg.LinAlgError: \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u0645\u0641\u0631\u062f\u0629<\/a>
<\/strong> \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0627\u0644\u0648\u062d\u062f\u0629 \u0627\u0644\u0646\u0645\u0637\u064a\u0629 “matplotlib” \u0644\u0627 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0633\u0645\u0629 “plot”.<\/a>
<\/strong> \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u064a\u0645\u0643\u0646 \u0641\u0642\u0637 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0644\u062d\u0642 .str \u0645\u0639 \u0642\u064a\u0645 \u0627\u0644\u0633\u0644\u0633\u0644\u0629<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0644\u0627 \u062a\u0648\u062c\u062f \u0648\u062d\u062f\u0629 \u0628\u0627\u0633\u0645 “sklearn.cross_validation”<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0644\u0645 \u064a\u062a\u0645 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0645\u0642\u0627\u0628\u0636 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u062a\u0633\u0645\u064a\u0627\u062a \u0644\u0648\u0636\u0639\u0647\u0627 \u0641\u064a \u0648\u0633\u064a\u0644\u0629 \u0627\u0644\u0625\u064a\u0636\u0627\u062d<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0644\u0627 \u062a\u062d\u062a\u0648\u064a \u0648\u062d\u062f\u0629 “pandas” \u0639\u0644\u0649 \u0633\u0645\u0629 “dataframe”.<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0627\u0644\u0642\u064a\u0645\u0629: \u0646\u0648\u0639 \u0627\u0644\u062a\u0633\u0645\u064a\u0629 \u063a\u064a\u0631 \u0645\u0639\u0631\u0648\u0641: “\u0645\u0633\u062a\u0645\u0631”<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u0643\u062a\u0627\u0628\u0629: \u0627\u0644\u0643\u0627\u0626\u0646 “DataFrame” \u063a\u064a\u0631 \u0642\u0627\u0628\u0644 \u0644\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u0643\u062a\u0627\u0628\u0629: \u0627\u0644\u0643\u0627\u0626\u0646 “numpy.float” \u063a\u064a\u0631 \u0642\u0627\u0628\u0644 \u0644\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u0643\u062a\u0627\u0628\u0629: \u0643\u0627\u0626\u0646 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0623\u0648 \u0627\u0644\u0628\u0627\u064a\u062a\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0644\u0627 \u064a\u062d\u062a\u0648\u064a \u0627\u0644\u0643\u0627\u0626\u0646 “numpy.ndarray” \u0639\u0644\u0649 \u0627\u0644\u0633\u0645\u0629 “index”.<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062a\u062d\u0630\u064a\u0631 \u0648\u0642\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644: \u062a\u0645\u062a \u0645\u0635\u0627\u062f\u0641\u0629 \u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0633\u0639\u0629 \u0641\u064a EXP<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u062c\u0645\u064a\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0639\u062f\u062f\u064a\u0629\u060c \u0641\u0633\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u0645\u0631\u064a\u0631 \u0641\u0647\u0631\u0633<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0637\u0648\u0644 \u0627\u0644\u0642\u064a\u0645 \u0644\u0627 \u064a\u062a\u0637\u0627\u0628\u0642 \u0645\u0639 \u0637\u0648\u0644 \u0627\u0644\u0641\u0647\u0631\u0633<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0644\u0627 \u064a\u062d\u062a\u0648\u064a \u0627\u0644\u0643\u0627\u0626\u0646 “numpy.ndarray” \u0639\u0644\u0649 \u0633\u0645\u0629 “\u0625\u0644\u062d\u0627\u0642”.<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0627\u0644\u0642\u064a\u0645\u0629: \u063a\u064a\u0631 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 float NaN \u0625\u0644\u0649 int<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0627\u0644\u0642\u064a\u0645\u0629: \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0628\u0646\u0641\u0633 \u0627\u0644\u0637\u0648\u0644<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u064a\u0645\u0643\u0646 \u0641\u0642\u0637 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0627\u0628\u0642\u0629<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u0648\u0633\u064a\u0637\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0631\u0627\u0631 \u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0628\u0627\u0646\u062f\u0627<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0623\u0646\u062a \u062a\u062d\u0627\u0648\u0644 \u062f\u0645\u062c \u0627\u0644\u0643\u0627\u0626\u0646 \u0648\u0623\u0639\u0645\u062f\u0629 int64<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u0643\u062a\u0627\u0628\u0629: \u063a\u064a\u0631 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0627\u0644\u062a\u0635\u063a\u064a\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0645\u0631\u0646\u0629<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0627\u0644\u0642\u064a\u0645\u0629: \u062a\u0639\u064a\u064a\u0646 \u0639\u0646\u0635\u0631 \u0635\u0641\u064a\u0641 \u0628\u062a\u0633\u0644\u0633\u0644<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u064a\u0645\u0643\u0646 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u062d\u062c\u0645 1 \u0641\u0642\u0637 \u0625\u0644\u0649 \u0643\u0645\u064a\u0627\u062a \u0642\u064a\u0627\u0633\u064a\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u064a\u062c\u0628 \u0623\u0646 \u062a\u062d\u062a\u0648\u064a \u062c\u0645\u064a\u0639 \u0635\u0641\u0627\u0626\u0641 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0639\u0644\u0649 \u0646\u0641\u0633 \u0639\u062f\u062f \u0627\u0644\u0623\u0628\u0639\u0627\u062f<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0627\u0644\u0642\u064a\u0645\u0629: \u063a\u064a\u0631 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0635\u0641 \u0628\u0623\u0639\u0645\u062f\u0629 \u063a\u064a\u0631 \u0645\u062a\u0637\u0627\u0628\u0642\u0629<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0627\u0644\u0643\u0627\u0626\u0646 “numpy.float64” \u0644\u0627 \u064a\u062f\u0639\u0645 \u062a\u0639\u064a\u064a\u0646 \u0627\u0644\u0639\u0646\u0635\u0631<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0644\u0627 \u064a\u0645\u0643\u0646 \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0643\u0627\u0626\u0646 “numpy.float64” \u0639\u0644\u0649 \u0623\u0646\u0647 \u0639\u062f\u062f \u0635\u062d\u064a\u062d<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u0643\u062a\u0627\u0628\u0629: \u0623\u0646\u0648\u0627\u0639 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u063a\u064a\u0631 \u0645\u062f\u0639\u0648\u0645\u0629 \u0644\u0640 -: “str” \u0648”int”<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u064a\u0645\u0643\u0646 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0627\u0644\u0639\u062f\u062f\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0641\u0642\u0637 \u0625\u0644\u0649 \u0641\u0647\u0631\u0633 \u0639\u062f\u062f\u064a<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u0642\u064a\u0645\u0629: \u064a\u062d\u062a\u0648\u064a \u0627\u0644\u0641\u0647\u0631\u0633 \u0639\u0644\u0649 \u0625\u062f\u062e\u0627\u0644\u0627\u062a \u0645\u0643\u0631\u0631\u0629\u060c \u0648\u0644\u0627 \u064a\u0645\u0643\u0646 \u0625\u0639\u0627\u062f\u0629 \u062a\u0634\u0643\u064a\u0644\u0647\u0627<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: SyntaxError: \u0627\u0644\u0648\u0633\u064a\u0637\u0629 \u0627\u0644\u0645\u0648\u0636\u0639\u064a\u0629 \u062a\u062a\u0628\u0639 \u0648\u0633\u064a\u0637\u0629 \u0627\u0644\u0643\u0644\u0645\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/a>
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\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u064a\u062d\u062a\u0648\u064a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0639\u0644\u0649 NaN \u0623\u0648 \u0627\u0644\u0644\u0627\u0646\u0647\u0627\u064a\u0629 \u0623\u0648 \u0642\u064a\u0645\u0629 \u0643\u0628\u064a\u0631\u0629 \u062c\u062f\u064b\u0627 \u0644\u0640 dtype(‘float64’)<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u0642\u064a\u0645\u0629: \u0644\u0627 \u064a\u0645\u0643\u0646 \u0628\u062b \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0628\u0627\u0644\u0623\u0634\u0643\u0627\u0644<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u063a\u064a\u0631 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 [float64] \u0628\u0646\u0648\u0639 \u0639\u062f\u062f\u064a [bool]<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u0644\u0627 \u064a\u0645\u0643\u0646 \u062a\u0646\u0641\u064a\u0630 ‘rand_’ \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0635\u0641\u0648\u0641\u0629 \u0645\u0646 \u0627\u0644\u0646\u0648\u0639 [int64] \u0648\u062d\u062c\u0645\u064a\u0629 \u0645\u0646 \u0627\u0644\u0646\u0648\u0639 [bool]<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u062e\u0637\u0623 \u0627\u0644\u0642\u064a\u0645\u0629: \u063a\u064a\u0631 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0627\u0644\u0625\u062e\u0641\u0627\u0621 \u0628\u0645\u0635\u0641\u0648\u0641\u0629 \u063a\u064a\u0631 \u0645\u0646\u0637\u0642\u064a\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0642\u064a\u0645 NA\/NaN<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d: \u064a\u062a\u0645 \u062a\u062d\u0648\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u0627\u0646\u062f\u0627 \u0625\u0644\u0649 \u0646\u0648\u0639 \u0643\u0627\u0626\u0646 numpy. \u062a\u062d\u0642\u0642 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 np.asarray(data).<\/a>
<\/strong><\/p>\n

\n

\u0627\u0644\u0628\u0627\u0646\u062f\u0627<\/strong><\/span><\/h2>\n

\u0627\u0644\u0628\u0627\u0646\u062f\u0627<\/strong> \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0628\u0627\u064a\u062b\u0648\u0646.<\/span> \u062a\u0634\u0631\u062d \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0629.<\/span><\/p>\n

\u0625\u062f\u062e\u0627\u0644 \u062e\u0631\u0648\u062c<\/span><\/strong>
\u0643\u064a\u0641\u064a\u0629 \u0642\u0631\u0627\u0621\u0629 \u0645\u0644\u0641\u0627\u062a CSV \u0645\u0639 Pandas<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0642\u0631\u0627\u0621\u0629 \u0645\u0644\u0641\u0627\u062a JSON \u0645\u0639 Pandas<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0642\u0631\u0627\u0621\u0629 \u0645\u0644\u0641\u0627\u062a Excel \u0645\u0639 Pandas<\/a>
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\u0643\u064a\u0641\u064a\u0629 \u0642\u0631\u0627\u0621\u0629 \u0645\u0644\u0641\u0627\u062a TSV \u0645\u0639 Pandas<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0642\u0631\u0627\u0621\u0629 \u062c\u062f\u0627\u0648\u0644 HTML \u0645\u0639 Pandas<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0642\u0631\u0627\u0621\u0629 \u0645\u0644\u0641 \u0646\u0635\u064a \u0641\u064a \u0642\u0627\u0626\u0645\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
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\u0643\u064a\u0641\u064a\u0629 \u062f\u0645\u062c \u0645\u0644\u0641\u0627\u062a CSV \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a Pandas<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 read_csv \u0645\u0639 \u0648\u0633\u064a\u0637\u0629 usecols \u0641\u064a Pandas<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0625\u0632\u0627\u0644\u0629 \u0639\u0645\u0648\u062f \u0645\u0639\u064a\u0646 \u0639\u0646\u062f \u0627\u0633\u062a\u064a\u0631\u0627\u062f \u0645\u0644\u0641 CSV \u0641\u064a Pandas<\/a>
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\u0643\u064a\u0641\u064a\u0629 \u0642\u0631\u0627\u0621\u0629 \u0645\u0644\u0641 CSV \u0628\u062f\u0648\u0646 \u0631\u0624\u0648\u0633 \u0641\u064a Pandas<\/a>
<\/strong>
\n\u0643\u064a\u0641\u064a\u0629 \u0642\u0631\u0627\u0621\u0629 \u0645\u0644\u0641 CSV \u0645\u0646 \u0633\u0644\u0633\u0644\u0629 \u0625\u0644\u0649 Pandas<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0642\u0631\u0627\u0621\u0629 \u0645\u0644\u0641 CSV \u0628\u0639\u062f\u062f \u0645\u062e\u062a\u0644\u0641 \u0645\u0646 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0644\u0643\u0644 \u0635\u0641 \u0641\u064a Pandas<\/a>
\u0643\u064a\u0641\u064a\u0629 \u062a\u0639\u064a\u064a\u0646 \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0639\u0646\u062f \u0627\u0633\u062a\u064a\u0631\u0627\u062f \u0645\u0644\u0641 CSV \u0625\u0644\u0649 Pandas<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0642\u0631\u0627\u0621\u0629 \u0645\u0644\u0641\u0627\u062a CSV \u0645\u0639 NumPy<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 “with” \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0641\u062a\u062d \u0627\u0644\u0645\u0644\u0641\u0627\u062a<\/a>
\u0643\u064a\u0641\u064a\u0629 \u062d\u0641\u0638 Pandas DataFrame \u0643\u0645\u0644\u0641 Pickle<\/a>
\u0643\u064a\u0641\u064a\u0629 \u062a\u0635\u062f\u064a\u0631 Pandas DataFrame \u0625\u0644\u0649 \u0645\u0644\u0641 \u0646\u0635\u064a<\/a>
\u0643\u064a\u0641\u064a\u0629 \u062a\u0635\u062f\u064a\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 NumPy \u0625\u0644\u0649 \u0645\u0644\u0641 CSV<\/a>
\u0643\u064a\u0641\u064a\u0629 \u062a\u0635\u062f\u064a\u0631 Pandas DataFrame \u0625\u0644\u0649 \u0645\u0644\u0641 CSV<\/a>
\u0643\u064a\u0641\u064a\u0629 \u062a\u0635\u062f\u064a\u0631 Pandas DataFrame \u0625\u0644\u0649 JSON<\/a>
\u0643\u064a\u0641\u064a\u0629 \u062a\u0635\u062f\u064a\u0631 Pandas DataFrame \u0625\u0644\u0649 Excel<\/a>
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\u0643\u064a\u0641\u064a\u0629 \u0625\u0636\u0627\u0641\u0629 Pandas DataFrame \u0625\u0644\u0649 \u0645\u0644\u0641 CSV \u0645\u0648\u062c\u0648\u062f<\/a>
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\u0643\u064a\u0641\u064a\u0629 \u0642\u0631\u0627\u0621\u0629 \u0645\u0644\u0641 Excel \u0645\u0639 \u0627\u0644\u062e\u0644\u0627\u064a\u0627 \u0627\u0644\u0645\u062f\u0645\u062c\u0629 \u0641\u064a Pandas<\/a>
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\u0643\u064a\u0641\u064a\u0629 \u062a\u062e\u0637\u064a \u0627\u0644\u0623\u0633\u0637\u0631 \u0639\u0646\u062f \u0642\u0631\u0627\u0621\u0629 \u0645\u0644\u0641 Excel \u0641\u064a Pandas<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0623\u0648\u0631\u0627\u0642 Excel \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a Pandas<\/a>
\u0643\u064a\u0641\u064a\u0629 \u0643\u062a\u0627\u0628\u0629 Pandas DataFrames \u0639\u0628\u0631 \u0623\u0648\u0631\u0627\u0642 Excel \u0645\u062a\u0639\u062f\u062f\u0629<\/a><\/p>\n

\u0648\u0638\u0627\u0626\u0641 \u0639\u0627\u0645\u0629<\/span><\/strong>
\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u0627\u0646\u062f\u0627 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646: \u0627\u0633\u062a\u064a\u0631\u0627\u062f \u0627\u0644\u0628\u0627\u0646\u062f\u0627 \u0628\u062a\u0646\u0633\u064a\u0642 PD<\/a>
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\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Apply & Lambda \u0641\u064a Pandas<\/a>
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<\/strong><\/p>\n

\n

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<\/strong><\/p>\n

\n

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\u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 boxplot \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0641\u064a Seaborn<\/a>
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\u0643\u064a\u0641\u064a\u0629 \u0639\u0631\u0636 \u0627\u0644\u0642\u064a\u0645 \u0639\u0644\u0649 Seaborn Barplot<\/a>
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<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"

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