{"id":67889,"date":"2024-07-02T16:32:43","date_gmt":"2024-07-02T13:02:43","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/my-experience-with-python-for-data-analysis-14jo\/"},"modified":"2024-07-02T16:32:43","modified_gmt":"2024-07-02T13:02:43","slug":"my-experience-with-python-for-data-analysis-14jo","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/my-experience-with-python-for-data-analysis-14jo\/","title":{"rendered":"\u062a\u062c\u0631\u0628\u0647 \u0645\u0646 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627"},"content":{"rendered":"<p>Summarize this content to 400 words in Persian Lang<br \/>\n            \u0633\u0644\u0627\u0645\u060c \u0647\u0645\u0647!  \ud83c\udf1f\u0628\u0647 \u062f\u0648\u0645\u06cc\u0646 \u0642\u0633\u0645\u062a \u0627\u0632 \u0633\u0641\u0631 \u0645\u0646 \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u0634 \u0622\u0645\u062f\u06cc\u062f.  \u0627\u0645\u0631\u0648\u0632\u060c \u0645\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0628\u0647 \u062a\u062c\u0631\u0628\u0647 \u062e\u0648\u062f \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u067e\u0631\u062f\u0627\u0632\u0645.  \u0627\u06cc\u0646 \u067e\u0633\u062a \u0628\u0631 \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc \u0641\u0646\u06cc \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u062a\u0645\u0631\u06a9\u0632 \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0622\u0646 \u0628\u0647 \u0633\u0641\u0631 \u0645\u0646 \u062f\u0631 \u062f\u0631\u06a9 \u0648 \u0628\u0647 \u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0642\u062f\u0631\u062a \u062f\u0627\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<p>\u0686\u0631\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u061f\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u062f\u0644\u0627\u06cc\u0644 \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0632\u0628\u0627\u0646 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u0645\u0646 \u0638\u0627\u0647\u0631 \u0634\u062f.  \u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0648 \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646\u060c \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0645\u06cc \u06a9\u0646\u062f.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u06af\u0627\u0647\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u0628\u0647 \u0686\u06af\u0648\u0646\u06af\u06cc \u0646\u0642\u0634 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u0633\u0641\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0646 \u0627\u0633\u062a:<\/p>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<\/p>\n<p>1. \u067e\u0627\u0646\u062f\u0627\u0647\u0627:<\/p>\n<p>\u0639\u0645\u0644\u06a9\u0631\u062f: \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0645\u0627\u0646\u0646\u062f DataFrames \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u200c\u06cc\u0627\u0641\u062a\u0647 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u062a\u062c\u0631\u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc: \u062a\u0633\u0644\u0637 \u0628\u0631 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646\u060c \u062a\u0628\u062f\u06cc\u0644 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a.  \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 (df.dropna())\u060c \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 (df.groupby())\u060c \u0648 \u0627\u062f\u063a\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 (df.merge()) \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0645\u0646 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0633\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p>2. NumPy:<\/p>\n<p>\u0639\u0645\u0644\u06a9\u0631\u062f: NumPy \u0627\u0632 \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627 \u0648 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0627\u06cc \u0686\u0646\u062f \u0628\u0639\u062f\u06cc \u0628\u0632\u0631\u06af \u0628\u0627 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0631\u06cc\u0627\u0636\u06cc \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u062a\u062c\u0631\u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc: \u062f\u0631\u06a9 \u0639\u0645\u0644\u06cc\u0627\u062a \u0622\u0631\u0627\u06cc\u0647 NumPy (np.array()\u060c np.mean()\u0648 \u063a\u06cc\u0631\u0647 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0645\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0639\u062f\u062f\u06cc \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>3. Matplotlib \u0648 Seaborn:<\/p>\n<p>\u0639\u0645\u0644\u06a9\u0631\u062f: \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062a\u062c\u0633\u0645\u060c \u0627\u0632 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u062a\u0627 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<p>\u062a\u062c\u0631\u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc: \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 Matplotlib (plt.plot()\u060cplt.hist()) \u0648 Seaborn (sns.scatterplot()\u060c sns.heatmap()) \u062f\u0631 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0628\u06cc\u0646\u0634 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0648 \u0631\u0648\u0627\u0628\u0637 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0631\u0646\u0627\u0645\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/p>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0646 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0633\u0627\u062f\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u0627\u06cc \u0648\u0636\u0648\u062d \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647\u200c\u0627\u0645\u060c \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u06af\u0633\u062a\u0631\u062f\u0647 \u0628\u0627\u0634\u0646\u062f \u0648 \u0627\u0632 \u06a9\u0627\u0646\u0627\u0644\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639\u06cc \u062a\u0647\u06cc\u0647 \u0634\u0648\u0646\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627 \u0648 \u0627\u0635\u0648\u0644 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062b\u0627\u0628\u062a \u0647\u0633\u062a\u0646\u062f \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u062f\u0642\u062a \u062f\u0631 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p>\u062a\u062c\u0633\u0645 \u0647\u0627\u06cc \u0645\u062b\u0627\u0644<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0686\u0646\u062f \u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u06cc \u0627\u0632 \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0645\u0631\u0648\u0631 \u06a9\u0646\u06cc\u0645:<\/p>\n<p>\u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645<\/p>\n<p>import matplotlib.pyplot as plt<br \/>\nimport pandas as pd<\/p>\n<p>data = pd.Series([1, 2, 2, 3, 3, 3, 4, 4, 4, 4, 5, 5, 5, 5, 5])<\/p>\n<p>plt.figure(figsize=(10, 6))<br \/>\nplt.hist(data, bins=5, color=&#8217;skyblue&#8217;, edgecolor=&#8217;black&#8217;)<br \/>\nplt.title(&#8216;Histogram of Sample Data&#8217;)<br \/>\nplt.xlabel(&#8216;Value&#8217;)<br \/>\nplt.ylabel(&#8216;Frequency&#8217;)<br \/>\nplt.show()<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0628\u0627\u0644\u0627<\/p>\n<p>\u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u0647<\/p>\n<p>import seaborn as sns<br \/>\nimport pandas as pd<\/p>\n<p>df = pd.DataFrame({<br \/>\n    &#8216;x&#8217;: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],<br \/>\n    &#8216;y&#8217;: [2, 3, 4, 5, 4, 3, 6, 7, 8, 9]\n})<\/p>\n<p>plt.figure(figsize=(10, 6))<br \/>\nsns.scatterplot(x=&#8217;x&#8217;, y=&#8217;y&#8217;, data=df, color=&#8217;red&#8217;)<br \/>\nplt.title(&#8216;Scatter Plot of x vs. y&#8217;)<br \/>\nplt.xlabel(&#8216;x&#8217;)<br \/>\nplt.ylabel(&#8216;y&#8217;)<br \/>\nplt.show()<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0628\u0627\u0644\u0627<\/p>\n<p>\u0637\u0631\u062d \u062c\u0639\u0628\u0647<\/p>\n<p>import seaborn as sns<br \/>\nimport pandas as pd<\/p>\n<p>data = pd.Series([1, 2, 3, 3, 4, 4, 4, 5, 5, 5, 5, 6, 6, 7])<\/p>\n<p>plt.figure(figsize=(10, 6))<br \/>\nsns.boxplot(data=data, color=&#8217;lightgreen&#8217;)<br \/>\nplt.title(&#8216;Box Plot of Sample Data&#8217;)<br \/>\nplt.ylabel(&#8216;Value&#8217;)<br \/>\nplt.show()<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0628\u0627\u0644\u0627<\/p>\n<p>\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<\/p>\n<p>\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0633\u0641\u0631\u06cc \u067e\u0631 \u0627\u0632 \u0627\u06a9\u062a\u0634\u0627\u0641 \u0648 \u0631\u0634\u062f \u0628\u0648\u062f\u0647 \u0627\u0633\u062a.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062d\u0648\u0647 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0646 \u0628\u0647 \u062a\u0633\u0644\u0637 \u0628\u0631 \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc \u0641\u0646\u06cc \u0627\u0633\u062a:<\/p>\n<p>1. \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627:<\/p>\n<p>\u0631\u0648\u06cc\u06a9\u0631\u062f: \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0647\u0627\u060c \u0628\u0627 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u0627\u0646\u0646\u062f \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0648 \u0646\u0627\u0633\u0627\u0632\u06af\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0642\u0627\u0644\u0628\u200c\u0628\u0646\u062f\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u06a9\u0631\u062f\u0645. (df.fillna()\u060c df.drop_duplicates()\u060c df.astype()).<\/p>\n<p>\u0627\u0647\u0645\u06cc\u062a: \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0627\u06a9 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0642\u06cc\u0642 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.  \u062a\u0633\u0644\u0637 \u0628\u0631 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0645\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0633\u0627\u062e\u062a \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u06cc\u0646\u0634\u200c\u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u062f\u0627\u0631 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u0645.<\/p>\n<p>2. \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u06a9\u062a\u0634\u0627\u0641\u06cc (EDA):<\/p>\n<p>\u0631\u0648\u0646\u062f: \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062c\u0633\u0645\u060c EDA \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0634\u0641 \u0627\u0644\u06af\u0648\u0647\u0627\u060c \u0646\u0642\u0627\u0637 \u067e\u0631\u062a \u0648 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc (df.describe()\u060c df.corr()\u060c \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0635\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0645.<\/p>\n<p>\u0628\u06cc\u0646\u0634\u060c \u0628\u0635\u06cc\u0631\u062a\u060c \u062f\u0631\u0648\u0646 \u0628\u06cc\u0646\u06cc: EDA \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u062a\u062d\u0644\u06cc\u0644\u06cc \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0628\u0639\u062f\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f.<\/p>\n<p>3. \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0622\u0645\u0627\u0631\u06cc:<\/p>\n<p>\u06a9\u0627\u0631\u0628\u0631\u062f: \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 NumPy \u0648 SciPy\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u06cc\u0646\u0634 \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0641\u0631\u0636\u06cc\u0647 \u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0645 (np.mean()\u060c \u0622\u0632\u0645\u0648\u0646 \u0641\u0631\u0636\u06cc\u0647).<\/p>\n<p>\u062a\u0623\u062b\u06cc\u0631: \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0639\u0645\u0642 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0646 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f \u0648 \u0627\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0631\u062f.<\/p>\n<p>4. \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627:<\/p>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647: \u0627\u06cc\u062c\u0627\u062f \u062a\u062c\u0633\u0645 \u0647\u0627\u06cc \u0645\u062a\u0642\u0627\u0639\u062f \u06a9\u0646\u0646\u062f\u0647 \u0628\u0627 Matplotlib \u0648 Seaborn \u0627\u0631\u062a\u0628\u0627\u0637 \u0645\u0648\u062b\u0631 \u06cc\u0627\u0641\u062a\u0647 \u0647\u0627 \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u06a9\u0631\u062f (plt.plot()\u060c sns.heatmap()).<\/p>\n<p>\u0627\u062b\u0631\u0628\u062e\u0634\u06cc: \u062a\u062c\u0633\u0645 \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0627\u0631\u0627\u0626\u0647 \u0628\u06cc\u0646\u0634 \u0628\u0647 \u0648\u0636\u0648\u062d \u0648 \u0645\u062a\u0642\u0627\u0639\u062f\u06a9\u0646\u0646\u062f\u0647 \u0628\u0647 \u0630\u06cc\u0646\u0641\u0639\u0627\u0646 \u062f\u0627\u0634\u062a.<\/p>\n<p>\u0646\u06a9\u0627\u062a \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06af\u0631\u0627\u0646 \u0645\u0634\u062a\u0627\u0642 \u062f\u0627\u062f\u0647<\/p>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0633\u062a\u0645\u0631: \u0628\u0627 \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647 \u062a\u062f\u0631\u06cc\u062c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u06a9\u0634\u0641 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062a\u0645\u0631\u06cc\u0646 \u0639\u0645\u0644\u06cc: \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u06a9\u0633\u0628 \u062a\u062c\u0631\u0628\u0647 \u0639\u0645\u0644\u06cc\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0645\u0634\u0627\u0631\u06a9\u062a \u062c\u0648\u0627\u0645\u0639: \u0628\u0627 \u0627\u0646\u062c\u0645\u0646 \u0647\u0627 \u0648 \u0627\u0646\u062c\u0645\u0646 \u0647\u0627\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646 \u062f\u0631\u06af\u06cc\u0631 \u0634\u0648\u06cc\u062f \u062a\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0628\u0627\u0634\u06cc\u062f\u060c \u0628\u06cc\u0646\u0634 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f \u0648 \u0627\u0632 \u0631\u0648\u0646\u062f\u0647\u0627\u06cc \u0635\u0646\u0639\u062a \u0628\u0647 \u0631\u0648\u0632 \u0628\u0645\u0627\u0646\u06cc\u062f.<\/p>\n<p>\u0646\u062a\u06cc\u062c\u0647\u0633\u0641\u0631 \u0645\u0646 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062a\u062d\u0648\u0644 \u0622\u0641\u0631\u06cc\u0646 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a\u060c \u0648 \u0645\u0646 \u0631\u0627 \u0628\u0627 \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0645\u0627\u06cc\u0634 \u0645\u0648\u062b\u0631 \u062f\u0631 \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u062c\u0647\u0632 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.  \u062a\u062d\u0644\u06cc\u0644\u06af\u0631\u0627\u0646 \u0645\u0634\u062a\u0627\u0642 \u062f\u0627\u062f\u0647\u060c \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0641\u0646\u06cc \u062e\u0648\u062f \u0631\u0627 \u062a\u0642\u0648\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0648 \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0646\u0634 \u0645\u06cc\u200c\u0631\u0648\u0646\u062f.<\/p>\n<p>\u0645\u0646\u062a\u0638\u0631 \u067e\u0633\u062a \u0647\u0641\u062a\u0647 \u0622\u06cc\u0646\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0646 \u062a\u0641\u0627\u0648\u062a \u0647\u0627\u06cc \u0638\u0631\u06cc\u0641 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0648 \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f &#8211; \u0633\u0646\u06af \u0628\u0646\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0642\u0648\u06cc.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0633\u0641\u0631 \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u0627\u062f\u0627\u0645\u0647 \u062f\u0647\u06cc\u0645!  \ud83c\udf1f<\/p>\n<div data-article-id=\"1908940\" id=\"article-body\">\n<p><strong>\u0633\u0644\u0627\u0645\u060c \u0647\u0645\u0647!  \ud83c\udf1f<\/strong><br \/>\u0628\u0647 \u062f\u0648\u0645\u06cc\u0646 \u0642\u0633\u0645\u062a \u0627\u0632 \u0633\u0641\u0631 \u0645\u0646 \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u0634 \u0622\u0645\u062f\u06cc\u062f.  \u0627\u0645\u0631\u0648\u0632\u060c \u0645\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0628\u0647 \u062a\u062c\u0631\u0628\u0647 \u062e\u0648\u062f \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u067e\u0631\u062f\u0627\u0632\u0645.  \u0627\u06cc\u0646 \u067e\u0633\u062a \u0628\u0631 \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc \u0641\u0646\u06cc \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u062a\u0645\u0631\u06a9\u0632 \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0622\u0646 \u0628\u0647 \u0633\u0641\u0631 \u0645\u0646 \u062f\u0631 \u062f\u0631\u06a9 \u0648 \u0628\u0647 \u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0642\u062f\u0631\u062a \u062f\u0627\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<p><strong>\u0686\u0631\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u061f<\/strong><br \/>\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u062f\u0644\u0627\u06cc\u0644 \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0632\u0628\u0627\u0646 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u0645\u0646 \u0638\u0627\u0647\u0631 \u0634\u062f.  \u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0648 \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646\u060c \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0645\u06cc \u06a9\u0646\u062f.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u06af\u0627\u0647\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u0628\u0647 \u0686\u06af\u0648\u0646\u06af\u06cc \u0646\u0642\u0634 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u0633\u0641\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0646 \u0627\u0633\u062a:<\/p>\n<p><strong>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong><\/p>\n<p><strong>1. \u067e\u0627\u0646\u062f\u0627\u0647\u0627:<\/strong><\/p>\n<p><strong>\u0639\u0645\u0644\u06a9\u0631\u062f<\/strong>: \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0645\u0627\u0646\u0646\u062f DataFrames \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u200c\u06cc\u0627\u0641\u062a\u0647 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<p><strong>\u062a\u062c\u0631\u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong>: \u062a\u0633\u0644\u0637 \u0628\u0631 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646\u060c \u062a\u0628\u062f\u06cc\u0644 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a.  \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 <code>(df.dropna())<\/code>\u060c \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 <code>(df.groupby())<\/code>\u060c \u0648 \u0627\u062f\u063a\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 <code>(df.merge())<\/code> \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0645\u0646 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0633\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p><strong>2. NumPy:<\/strong><\/p>\n<p><strong>\u0639\u0645\u0644\u06a9\u0631\u062f<\/strong>: NumPy \u0627\u0632 \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627 \u0648 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0627\u06cc \u0686\u0646\u062f \u0628\u0639\u062f\u06cc \u0628\u0632\u0631\u06af \u0628\u0627 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0631\u06cc\u0627\u0636\u06cc \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><strong>\u062a\u062c\u0631\u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong>: \u062f\u0631\u06a9 \u0639\u0645\u0644\u06cc\u0627\u062a \u0622\u0631\u0627\u06cc\u0647 NumPy <code>(np.array()<\/code>\u060c <code>np.mean()<\/code>\u0648 \u063a\u06cc\u0631\u0647 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0645\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0639\u062f\u062f\u06cc \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><strong>3. Matplotlib \u0648 Seaborn:<\/strong><\/p>\n<p><strong>\u0639\u0645\u0644\u06a9\u0631\u062f<\/strong>: \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062a\u062c\u0633\u0645\u060c \u0627\u0632 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u062a\u0627 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<p><strong>\u062a\u062c\u0631\u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong>: \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 Matplotlib <code>(plt.plot()<\/code>\u060c<code>plt.hist())<\/code> \u0648 <code>Seaborn<\/code> <code>(sns.scatterplot()<\/code>\u060c <code>sns.heatmap())<\/code> \u062f\u0631 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0628\u06cc\u0646\u0634 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0648 \u0631\u0648\u0627\u0628\u0637 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><strong>\u0628\u0631\u0646\u0627\u0645\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/strong><\/p>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0646 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0633\u0627\u062f\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u0627\u06cc \u0648\u0636\u0648\u062d \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647\u200c\u0627\u0645\u060c \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u06af\u0633\u062a\u0631\u062f\u0647 \u0628\u0627\u0634\u0646\u062f \u0648 \u0627\u0632 \u06a9\u0627\u0646\u0627\u0644\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639\u06cc \u062a\u0647\u06cc\u0647 \u0634\u0648\u0646\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627 \u0648 \u0627\u0635\u0648\u0644 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062b\u0627\u0628\u062a \u0647\u0633\u062a\u0646\u062f \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u062f\u0642\u062a \u062f\u0631 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p><strong>\u062a\u062c\u0633\u0645 \u0647\u0627\u06cc \u0645\u062b\u0627\u0644<\/strong><\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0686\u0646\u062f \u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u06cc \u0627\u0632 \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0645\u0631\u0648\u0631 \u06a9\u0646\u06cc\u0645:<\/p>\n<p>\u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">matplotlib.pyplot<\/span> <span class=\"k\">as<\/span> <span class=\"n\">plt<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n\n<span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"nc\">Series<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">])<\/span>\n\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">hist<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">,<\/span> <span class=\"n\">bins<\/span><span class=\"o\">=<\/span><span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">skyblue<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"n\">edgecolor<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">black<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">Histogram of Sample Data<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">Value<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">Frequency<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">show<\/span><span class=\"p\">()<\/span>\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0628\u0627\u0644\u0627<\/p>\n<p><\/p>\n<p>\u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u0647<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">seaborn<\/span> <span class=\"k\">as<\/span> <span class=\"n\">sns<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n\n<span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"nc\">DataFrame<\/span><span class=\"p\">({<\/span>\n    <span class=\"sh\">'<\/span><span class=\"s\">x<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">,<\/span> <span class=\"mi\">7<\/span><span class=\"p\">,<\/span> <span class=\"mi\">8<\/span><span class=\"p\">,<\/span> <span class=\"mi\">9<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">],<\/span>\n    <span class=\"sh\">'<\/span><span class=\"s\">y<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">,<\/span> <span class=\"mi\">7<\/span><span class=\"p\">,<\/span> <span class=\"mi\">8<\/span><span class=\"p\">,<\/span> <span class=\"mi\">9<\/span><span class=\"p\">]<\/span>\n<span class=\"p\">})<\/span>\n\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">sns<\/span><span class=\"p\">.<\/span><span class=\"nf\">scatterplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">x<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">y<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">df<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">red<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">Scatter Plot of x vs. y<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">x<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">y<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">show<\/span><span class=\"p\">()<\/span>\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0628\u0627\u0644\u0627<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F6shppbih6wf4lrnnuffv.png\" alt=\"\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0631\u0627 \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u06a9\u0646\u06cc\u062f\" loading=\"lazy\" width=\"800\" height=\"480\" title=\"\"><br \/>\u0637\u0631\u062d \u062c\u0639\u0628\u0647<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>\n<span class=\"kn\">import<\/span> <span class=\"n\">seaborn<\/span> <span class=\"k\">as<\/span> <span class=\"n\">sns<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n\n<span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"nc\">Series<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">,<\/span> <span class=\"mi\">7<\/span><span class=\"p\">])<\/span>\n\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">sns<\/span><span class=\"p\">.<\/span><span class=\"nf\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">data<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">lightgreen<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">Box Plot of Sample Data<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">Value<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">show<\/span><span class=\"p\">()<\/span>\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0628\u0627\u0644\u0627<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fw4s53i1rndl427nrmqvv.png\" alt=\"\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 \u062c\u0639\u0628\u0647\" loading=\"lazy\" width=\"800\" height=\"480\" title=\"\"><\/p>\n<p><strong>\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong><\/p>\n<p>\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0633\u0641\u0631\u06cc \u067e\u0631 \u0627\u0632 \u0627\u06a9\u062a\u0634\u0627\u0641 \u0648 \u0631\u0634\u062f \u0628\u0648\u062f\u0647 \u0627\u0633\u062a.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062d\u0648\u0647 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0646 \u0628\u0647 \u062a\u0633\u0644\u0637 \u0628\u0631 \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc \u0641\u0646\u06cc \u0627\u0633\u062a:<\/p>\n<p><strong>1. \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627:<\/strong><\/p>\n<p><strong>\u0631\u0648\u06cc\u06a9\u0631\u062f:<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0647\u0627\u060c \u0628\u0627 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u0627\u0646\u0646\u062f \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0648 \u0646\u0627\u0633\u0627\u0632\u06af\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0642\u0627\u0644\u0628\u200c\u0628\u0646\u062f\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u06a9\u0631\u062f\u0645. <code>(df.fillna()<\/code>\u060c <code>df.drop_duplicates()<\/code>\u060c <code>df.astype())<\/code>.<\/p>\n<p><strong>\u0627\u0647\u0645\u06cc\u062a:<\/strong> \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0627\u06a9 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0642\u06cc\u0642 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.  \u062a\u0633\u0644\u0637 \u0628\u0631 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0645\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0633\u0627\u062e\u062a \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u06cc\u0646\u0634\u200c\u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u062f\u0627\u0631 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u0645.<\/p>\n<p><strong>2. \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u06a9\u062a\u0634\u0627\u0641\u06cc (EDA):<\/strong><\/p>\n<p><strong>\u0631\u0648\u0646\u062f:<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062c\u0633\u0645\u060c EDA \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0634\u0641 \u0627\u0644\u06af\u0648\u0647\u0627\u060c \u0646\u0642\u0627\u0637 \u067e\u0631\u062a \u0648 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc (df.describe()\u060c df.corr()\u060c \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0635\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0645.<\/p>\n<p><strong>\u0628\u06cc\u0646\u0634\u060c \u0628\u0635\u06cc\u0631\u062a\u060c \u062f\u0631\u0648\u0646 \u0628\u06cc\u0646\u06cc:<\/strong> EDA \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u062a\u062d\u0644\u06cc\u0644\u06cc \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0628\u0639\u062f\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f.<\/p>\n<p><strong>3. \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0622\u0645\u0627\u0631\u06cc:<\/strong><\/p>\n<p><strong>\u06a9\u0627\u0631\u0628\u0631\u062f:<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 NumPy \u0648 SciPy\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u06cc\u0646\u0634 \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0641\u0631\u0636\u06cc\u0647 \u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0645 (np.mean()\u060c \u0622\u0632\u0645\u0648\u0646 \u0641\u0631\u0636\u06cc\u0647).<\/p>\n<p><strong>\u062a\u0623\u062b\u06cc\u0631:<\/strong> \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0639\u0645\u0642 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0646 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f \u0648 \u0627\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0631\u062f.<\/p>\n<p><strong>4. \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627:<\/strong><\/p>\n<p><strong>\u0627\u0633\u062a\u0641\u0627\u062f\u0647:<\/strong> \u0627\u06cc\u062c\u0627\u062f \u062a\u062c\u0633\u0645 \u0647\u0627\u06cc \u0645\u062a\u0642\u0627\u0639\u062f \u06a9\u0646\u0646\u062f\u0647 \u0628\u0627 Matplotlib \u0648 Seaborn \u0627\u0631\u062a\u0628\u0627\u0637 \u0645\u0648\u062b\u0631 \u06cc\u0627\u0641\u062a\u0647 \u0647\u0627 \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u06a9\u0631\u062f <code>(plt.plot()<\/code>\u060c <code>sns.heatmap())<\/code>.<\/p>\n<p><strong>\u0627\u062b\u0631\u0628\u062e\u0634\u06cc:<\/strong> \u062a\u062c\u0633\u0645 \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0627\u0631\u0627\u0626\u0647 \u0628\u06cc\u0646\u0634 \u0628\u0647 \u0648\u0636\u0648\u062d \u0648 \u0645\u062a\u0642\u0627\u0639\u062f\u06a9\u0646\u0646\u062f\u0647 \u0628\u0647 \u0630\u06cc\u0646\u0641\u0639\u0627\u0646 \u062f\u0627\u0634\u062a.<\/p>\n<p><strong>\u0646\u06a9\u0627\u062a \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06af\u0631\u0627\u0646 \u0645\u0634\u062a\u0627\u0642 \u062f\u0627\u062f\u0647<\/strong><\/p>\n<p><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0633\u062a\u0645\u0631:<\/strong> \u0628\u0627 \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647 \u062a\u062f\u0631\u06cc\u062c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u06a9\u0634\u0641 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><strong>\u062a\u0645\u0631\u06cc\u0646 \u0639\u0645\u0644\u06cc:<\/strong> \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u06a9\u0633\u0628 \u062a\u062c\u0631\u0628\u0647 \u0639\u0645\u0644\u06cc\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><strong>\u0645\u0634\u0627\u0631\u06a9\u062a \u062c\u0648\u0627\u0645\u0639:<\/strong> \u0628\u0627 \u0627\u0646\u062c\u0645\u0646 \u0647\u0627 \u0648 \u0627\u0646\u062c\u0645\u0646 \u0647\u0627\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646 \u062f\u0631\u06af\u06cc\u0631 \u0634\u0648\u06cc\u062f \u062a\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0628\u0627\u0634\u06cc\u062f\u060c \u0628\u06cc\u0646\u0634 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f \u0648 \u0627\u0632 \u0631\u0648\u0646\u062f\u0647\u0627\u06cc \u0635\u0646\u0639\u062a \u0628\u0647 \u0631\u0648\u0632 \u0628\u0645\u0627\u0646\u06cc\u062f.<\/p>\n<p><strong>\u0646\u062a\u06cc\u062c\u0647<\/strong><br \/>\u0633\u0641\u0631 \u0645\u0646 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062a\u062d\u0648\u0644 \u0622\u0641\u0631\u06cc\u0646 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a\u060c \u0648 \u0645\u0646 \u0631\u0627 \u0628\u0627 \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0645\u0627\u06cc\u0634 \u0645\u0648\u062b\u0631 \u062f\u0631 \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u062c\u0647\u0632 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.  \u062a\u062d\u0644\u06cc\u0644\u06af\u0631\u0627\u0646 \u0645\u0634\u062a\u0627\u0642 \u062f\u0627\u062f\u0647\u060c \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0641\u0646\u06cc \u062e\u0648\u062f \u0631\u0627 \u062a\u0642\u0648\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0648 \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0646\u0634 \u0645\u06cc\u200c\u0631\u0648\u0646\u062f.<\/p>\n<p>\u0645\u0646\u062a\u0638\u0631 \u067e\u0633\u062a \u0647\u0641\u062a\u0647 \u0622\u06cc\u0646\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0646 \u062a\u0641\u0627\u0648\u062a \u0647\u0627\u06cc \u0638\u0631\u06cc\u0641 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0648 \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f &#8211; \u0633\u0646\u06af \u0628\u0646\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0642\u0648\u06cc.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0633\u0641\u0631 \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u0627\u062f\u0627\u0645\u0647 \u062f\u0647\u06cc\u0645!  \ud83c\udf1f<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Summarize this content to 400 words in Persian Lang \u0633\u0644\u0627\u0645\u060c \u0647\u0645\u0647! \ud83c\udf1f\u0628\u0647 \u062f\u0648\u0645\u06cc\u0646 \u0642\u0633\u0645\u062a \u0627\u0632 \u0633\u0641\u0631 \u0645\u0646 \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u0634 \u0622\u0645\u062f\u06cc\u062f. \u0627\u0645\u0631\u0648\u0632\u060c \u0645\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0628\u0647 \u062a\u062c\u0631\u0628\u0647 \u062e\u0648\u062f \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u067e\u0631\u062f\u0627\u0632\u0645. \u0627\u06cc\u0646 \u067e\u0633\u062a \u0628\u0631 \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc \u0641\u0646\u06cc \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u062a\u0645\u0631\u06a9\u0632 \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f \u06a9\u0647 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":67890,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-67889","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/67889","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=67889"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/67889\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/67890"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=67889"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=67889"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=67889"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}