{"id":476745,"date":"2023-08-09T07:35:16","date_gmt":"2023-08-09T07:35:16","guid":{"rendered":""},"modified":"2023-09-05T11:13:20","modified_gmt":"2023-09-05T11:13:20","slug":"dataframes","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/dataframes\/","title":{"rendered":"\u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647"},"content":{"rendered":"<p>DataFrames \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647\u060c \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0645\u06a9\u0627\u0646 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(int\u060c float)\u060c \u0631\u0634\u062a\u0647 (object) \u06cc\u0627 datetime \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p>\u062f\u0627\u062f\u0647 \u0647\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06cc\u0627 \u0645\u0634\u0627\u0647\u062f\u0627\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0633\u062a\u0648\u0646 \u0647\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0627\u06cc\u0646\u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0627\u062e\u0635 \u0647\u0627\u06cc \u0633\u0637\u0631 \u0648 \u0633\u062a\u0648\u0646 \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u0627\u0632 \u0646\u0638\u0631 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f DataFrames\u060c \u0627\u06a9\u062b\u0631 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0648\u06cc \u0622\u0646\u0647\u0627 \u0634\u0627\u0645\u0644 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0634\u0627\u062e\u0635 \u0647\u0627 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0645\u0631\u062a\u0628\u200c\u0633\u0627\u0632\u06cc \u06cc\u06a9 DataFrame\u060c \u0631\u062f\u06cc\u0641\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06cc\u06a9 \u06cc\u0627 \u0686\u0646\u062f \u0633\u062a\u0648\u0646 \u0628\u0627\u0632\u0622\u0631\u0627\u06cc\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u06cc\u06a9 \u06af\u0631\u0648\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0639\u0645\u0644\u06cc\u0627\u062a \u0634\u0627\u0645\u0644 \u062a\u0631\u06a9\u06cc\u0628 \u0631\u062f\u06cc\u0641\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06cc\u06a9\u0633\u0627\u0646\u06cc \u062f\u0631 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u062f\u0627\u0631\u0646\u062f \u062f\u0631 \u06cc\u06a9 \u0633\u0637\u0631.<\/p>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc DataFrames<\/h2>\n<p>DataFrames \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u0628\u0647\u0631\u0647 \u0648\u0631\u06cc<\/strong>: DataFrames \u0627\u0645\u06a9\u0627\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u062e\u0635\u0648\u0635 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u0622\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f - \u0639\u062f\u062f\u06cc\u060c \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc\u060c \u0645\u062a\u0646\u06cc \u0648 \u063a\u06cc\u0631\u0647.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u0622\u0646\u0647\u0627 \u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0641\u0647\u0631\u0633\u062a \u0628\u0646\u062f\u06cc\u060c \u0628\u0631\u0634\u060c \u0641\u06cc\u0644\u062a\u0631 \u0648 \u062a\u062c\u0645\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0639\u0645\u0644\u06a9\u0631\u062f<\/strong>: \u0622\u0646\u0647\u0627 \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u062f\u0627\u062e\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0648 \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0645\u0627\u0646\u0646\u062f \u0627\u062f\u063a\u0627\u0645\u060c \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0622\u0645\u0627\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062f\u063a\u0627\u0645<\/strong>: \u0622\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 (\u0645\u0627\u0646\u0646\u062f Matplotlib\u060c Seaborn) \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (\u0645\u0627\u0646\u0646\u062f Scikit-learn) \u0627\u062f\u063a\u0627\u0645 \u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 DataFrame<\/h2>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0633\u0627\u062e\u062a\u0627\u0631 \u0627\u0635\u0644\u06cc \u06cc\u06a9 DataFrame \u06cc\u06a9\u0633\u0627\u0646 \u0627\u0633\u062a\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u062f\u0627\u0631\u0646\u062f \u0648 \u0645\u0646\u0628\u0639 \u062f\u0627\u062f\u0647 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0644\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0646\u0648\u0639 DataFrame<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0642\u0627\u0628 \u062f\u0627\u062f\u0647 \u0639\u062f\u062f\u06cc<\/td>\n<td>\u0641\u0642\u0637 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/td>\n<\/tr>\n<tr>\n<td>DataFrame \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647<\/td>\n<td>\u0634\u0627\u0645\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u06cc\u0627 \u0631\u0634\u062a\u0647 \u0627\u06cc \u0627\u0633\u062a.<\/td>\n<\/tr>\n<tr>\n<td>DataFrame \u0645\u062e\u062a\u0644\u0637<\/td>\n<td>\u0634\u0627\u0645\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0648 \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0642\u0627\u0628 \u062f\u0627\u062f\u0647 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc<\/td>\n<td>\u0627\u06cc\u0646\u062f\u06a9\u0633 \u0647\u0627 \u0645\u0647\u0631\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>Spatial DataFrame<\/td>\n<td>\u062d\u0627\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u06a9\u0627\u0646\u06cc \u06cc\u0627 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u063a\u0644\u0628 \u062f\u0631 \u0639\u0645\u0644\u06cc\u0627\u062a GIS \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 DataFrames \u0648 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637<\/h2>\n<p>DataFrames \u062f\u0631 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ol>\n<li><strong>\u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645\u0634\u062f\u0647\u060c \u067e\u0631\u062a \u0648 \u063a\u06cc\u0631\u0647.<\/li>\n<li><strong>\u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u062a\u063a\u06cc\u06cc\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u060c \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0648 \u063a\u06cc\u0631\u0647.<\/li>\n<li><strong>\u062a\u062c\u0645\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0645\u062d\u0627\u0633\u0628\u0647 \u0622\u0645\u0627\u0631 \u062e\u0644\u0627\u0635\u0647.<\/li>\n<li><strong>\u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0627\u0646\u062c\u0627\u0645 \u062a\u062d\u0644\u06cc\u0644 \u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc\u060c \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u063a\u06cc\u0631\u0647.<\/li>\n<li><strong>\u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0648 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627.<\/li>\n<\/ol>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 DataFrame \u0647\u0627 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0647\u0633\u062a\u0646\u062f\u060c \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647\u060c \u0628\u0631\u062e\u0648\u0631\u062f \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u0642\u0631\u0627\u0631 \u0646\u0645\u06cc \u06af\u06cc\u0631\u0646\u062f \u06cc\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0645\u0648\u0627\u062c\u0647 \u0634\u0648\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u06cc\u0634\u062a\u0631 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644\u0627\u062a \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0646\u0646\u062f\u0647 DataFrame \u0645\u0627\u0646\u0646\u062f Pandas \u0648 Dask \u0628\u0631\u0637\u0631\u0641 \u06a9\u0631\u062f.<\/p>\n<h2>\u0645\u0642\u0627\u06cc\u0633\u0647 DataFrame \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0645\u0634\u0627\u0628\u0647<\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 DataFrame \u0628\u0627 \u062f\u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u062f\u06cc\u06af\u0631\u060c Series \u0648 Arrays \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u067e\u0627\u0631\u0627\u0645\u062a\u0631<\/th>\n<th>DataFrame<\/th>\n<th>\u0633\u0644\u0633\u0644\u0647<\/th>\n<th>\u0622\u0631\u0627\u06cc\u0647<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u0628\u0639\u0627\u062f<\/td>\n<td>\u062f\u0648 \u0628\u0639\u062f\u06cc<\/td>\n<td>\u06cc\u06a9 \u0628\u0639\u062f\u06cc<\/td>\n<td>\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0646\u062f \u0628\u0639\u062f\u06cc \u0628\u0627\u0634\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<td>\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0646\u0627\u0647\u0645\u06af\u0646 \u0628\u0627\u0634\u062f<\/td>\n<td>\u0647\u0645\u06af\u0646<\/td>\n<td>\u0647\u0645\u06af\u0646<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u063a\u06cc\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc<\/td>\n<td>\u0642\u0627\u0628\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0633\u062a<\/td>\n<td>\u0642\u0627\u0628\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0633\u062a<\/td>\n<td>\u0628\u0633\u062a\u06af\u06cc \u0628\u0647 \u0646\u0648\u0639 \u0622\u0631\u0627\u06cc\u0647 \u062f\u0627\u0631\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u0645\u0644\u06a9\u0631\u062f<\/td>\n<td>\u062a\u0648\u0627\u0628\u0639 \u062f\u0627\u062e\u0644\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<td>\u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062d\u062f\u0648\u062f \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 DataFrame<\/td>\n<td>\u0639\u0645\u0644\u06cc\u0627\u062a \u0627\u0633\u0627\u0633\u06cc \u0645\u0627\u0646\u0646\u062f \u062d\u0633\u0627\u0628 \u0648 \u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 DataFrames<\/h2>\n<p>DataFrames\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647\u060c \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u062b\u0628\u06cc\u062a \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0647\u0645\u0686\u0646\u0627\u0646 \u0627\u0628\u0632\u0627\u0631\u06cc \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u062a\u0645\u0631\u06a9\u0632 \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 DataFrame \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u200c\u062a\u0631\u060c \u0628\u0647\u0628\u0648\u062f \u0633\u0631\u0639\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0648 \u0627\u0631\u0627\u0626\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Dask \u0648 Vaex \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 DataFrames \u062f\u0631 \u062d\u0627\u0644 \u0638\u0647\u0648\u0631 \u0647\u0633\u062a\u0646\u062f. \u0622\u0646\u0647\u0627 API\u0647\u0627\u06cc DataFrame \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f \u06a9\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u0627 \u0645\u0648\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u06a9\u0627\u0631 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0631\u0627 \u0645\u0645\u06a9\u0646 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2>\u0627\u0631\u062a\u0628\u0627\u0637 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0628\u0627 DataFrames<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 OneProxy\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0627\u0633\u0637\u0647 \u0628\u0631\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0645\u0646\u0627\u0628\u0639 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0647\u0633\u062a\u0646\u062f\u060c \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0627 DataFrame \u062a\u0639\u0627\u0645\u0644 \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f\u060c \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u06cc\u0641\u0627 \u0645\u06cc \u06a9\u0646\u0646\u062f - \u06cc\u06a9 \u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 DataFrame.<\/p>\n<p>\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0634\u062f\u0647 \u06cc\u0627 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 DataFrames \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u06a9\u0631\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u0634\u062e\u0635\u06cc \u0627\u0632 \u06cc\u06a9 \u0633\u0631\u0648\u0631 \u067e\u0631\u0627\u06a9\u0633\u06cc \u0628\u0631\u0627\u06cc \u062e\u0631\u0627\u0634 \u062f\u0627\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f\u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0631\u0627\u0634\u06cc\u062f\u0647 \u0634\u062f\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u06cc\u06a9 DataFrame \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 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u06a9\u0631\u062f.<\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u067e\u0648\u0634\u0627\u0646\u062f\u0646 \u0622\u062f\u0631\u0633 IP \u0628\u0647 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0632 \u0645\u06a9\u0627\u0646\u200c\u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0645\u062e\u062a\u0644\u0641 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f\u060c \u06a9\u0647 \u0633\u067e\u0633 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u06cc\u06a9 DataFrame \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0627\u0635 \u0645\u0646\u0637\u0642\u0647\u200c\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f DataFrames\u060c \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f:<\/p>\n<ul>\n<li><a href=\"https:\/\/pandas.pydata.org\/docs\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u067e\u0627\u0646\u062f\u0627\u0647\u0627<\/a><\/li>\n<li><a href=\"https:\/\/www.rdocumentation.org\/packages\/base\/versions\/3.6.2\/topics\/data.frame\" target=\"_new\" rel=\"noopener nofollow\">R DataFrame Documentation<\/a><\/li>\n<li><a href=\"https:\/\/docs.dask.org\/en\/latest\/\" target=\"_new\" rel=\"noopener nofollow\">Dosk Documentation<\/a><\/li>\n<li><a href=\"https:\/\/docs.vaex.io\/en\/latest\/\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0633\u0646\u0627\u062f Vaex<\/a><\/li>\n<\/ul>","protected":false},"featured_media":468173,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476745","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>An In-Depth Exploration of DataFrames<\/mark>","faq_items":[{"question":"What are DataFrames?","answer":"<p>DataFrames are a two-dimensional data structure, similar to a table with rows and columns, used primarily for data manipulation and analysis in programming languages such as R and Python.<\/p>"},{"question":"Where did the concept of DataFrames originate?","answer":"<p>The concept of DataFrames originated from the statistical programming language, R. However, it became widely popularized with the advent of the Pandas library in Python.<\/p>"},{"question":"How does the internal structure of DataFrames work?","answer":"<p>The internal structure of a DataFrame is primarily defined by its Index, Columns, and Data. The Index is like an address that is used to access any data point across the DataFrame or Series. Columns represent the variables or features of the dataset and can be of different data types. The Data represents the values or observations, which can be accessed using the row and column indices.<\/p>"},{"question":"What are some key features of DataFrames?","answer":"<p>Key features of DataFrames include their efficiency in handling large volumes of data, versatility in handling different data types, flexibility in indexing and aggregating data, wide range of built-in functions for data manipulation, and easy integration with other libraries for visualization and machine learning.<\/p>"},{"question":"Are there different types of DataFrames?","answer":"<p>Yes, DataFrames can be classified based on the type of data they hold. They can be Numeric, Categorical, Mixed, Time Series, or Spatial.<\/p>"},{"question":"Where are DataFrames used and what are some common challenges?","answer":"<p>DataFrames are used in various applications including data cleaning, transformation, aggregation, analysis, and visualization. Some common challenges include handling missing data, working with large data sets that do not fit into memory, and performing complex data manipulations.<\/p>"},{"question":"How do DataFrames compare with other similar data structures like Series and Arrays?","answer":"<p>DataFrames are two-dimensional and can handle heterogeneous data, with more extensive built-in functions for data manipulation and analysis compared to Series and Arrays. Series are one-dimensional and can only handle homogeneous data, with less functionality. Arrays can be multi-dimensional, also handle homogeneous data, and are mutable or immutable depending on the array type.<\/p>"},{"question":"What is the future perspective of DataFrames?","answer":"<p>DataFrames are likely to continue being a fundamental tool in data analysis and manipulation. The focus now is more on enhancing the capabilities of DataFrame-based libraries to handle larger datasets, improve computational speed, and provide more advanced functionalities.<\/p>"},{"question":"How can proxy servers be used or associated with DataFrames?","answer":"<p>While proxy servers might not directly interact with DataFrames, they play a crucial role in data gathering. Data collected through proxy servers can be organized into DataFrames for further analysis. Additionally, proxy servers can help collect data from various geo-locations, which can then be structured into a DataFrame for conducting region-specific analysis.<\/p>"},{"question":"Where can I find more resources to learn about DataFrames?","answer":"<p>You can find more resources about DataFrames in the documentation of libraries like <a href=\"https:\/\/pandas.pydata.org\/docs\/\" target=\"_new\">Pandas<\/a>, <a href=\"https:\/\/www.rdocumentation.org\/packages\/base\/versions\/3.6.2\/topics\/data.frame\" target=\"_new\">R<\/a>, <a href=\"https:\/\/docs.dask.org\/en\/latest\/\" target=\"_new\">Dask<\/a>, and <a href=\"https:\/\/docs.vaex.io\/en\/latest\/\" target=\"_new\">Vaex<\/a>.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/476745","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/476745\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468173"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=476745"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}