{"id":3609,"date":"2023-07-16T13:48:44","date_gmt":"2023-07-16T13:48:44","guid":{"rendered":"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%94%e1%80%ba%e1%80%92%e1%80%ab%e1%80%85%e1%80%ae%e1%80%b8%e1%80%9b%e1%80%ae%e1%80%b8%e1%81%8f-%e1%80%9f%e1%80%ae%e1%80%85%e1%80%90%e1%80%ad%e1%80%af%e1%80%82%e1%80%9b%e1%80%99%e1%80%ba\/"},"modified":"2023-07-16T13:48:44","modified_gmt":"2023-07-16T13:48:44","slug":"%e1%80%95%e1%80%94%e1%80%ba%e1%80%92%e1%80%ab%e1%80%85%e1%80%ae%e1%80%b8%e1%80%9b%e1%80%ae%e1%80%b8%e1%81%8f-%e1%80%9f%e1%80%ae%e1%80%85%e1%80%90%e1%80%ad%e1%80%af%e1%80%82%e1%80%9b%e1%80%99%e1%80%ba","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%94%e1%80%ba%e1%80%92%e1%80%ab%e1%80%85%e1%80%ae%e1%80%b8%e1%80%9b%e1%80%ae%e1%80%b8%e1%81%8f-%e1%80%9f%e1%80%ae%e1%80%85%e1%80%90%e1%80%ad%e1%80%af%e1%80%82%e1%80%9b%e1%80%99%e1%80%ba\/","title":{"rendered":"Pandas \u1005\u102e\u1038\u101b\u102e\u1038\u1019\u103e histogram \u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1014\u100a\u103a\u1038"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u1015\u1014\u103a\u1012\u102b\u1005\u102e\u1038\u101b\u102e\u1038\u1010\u1005\u103a\u1001\u102f\u1019\u103e \u101f\u102e\u1005\u1010\u102d\u102f\u1002\u101b\u1019\u103a\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u1001\u103c\u1031\u1001\u1036 syntax \u1000\u102d\u102f \u101e\u1004\u103a\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>my_series. <span style=\"color: #3366ff;\">plot<\/span> (kind=' <span style=\"color: #ff0000;\">hist<\/span> ')\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1025\u1015\u1019\u102c\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1024 syntax \u1000\u102d\u102f\u101c\u1000\u103a\u1010\u103d\u1031\u1037\u1010\u103d\u1004\u103a\u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101b\u1019\u100a\u103a\u1000\u102d\u102f\u1015\u103c\u101e\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u1019\u103e\u1010\u103a\u1001\u103b\u1000\u103a<\/strong> &#8211; \u1021\u1000\u101a\u103a\u104d \u101e\u1004\u103a\u101e\u100a\u103a \u1021\u103d\u1014\u103a\u101c\u102d\u102f\u1004\u103a\u1038 Python \u1019\u103e\u1010\u103a\u1005\u102f\u1005\u102c\u1021\u102f\u1015\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u1031\u1015\u103c\u102e\u1038 \u1024\u1021\u1005\u102e\u1021\u1005\u1025\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u103c\u102e\u1038\u1014\u1031\u102c\u1000\u103a histogram \u1015\u1031\u102b\u103a\u1019\u101c\u102c\u1015\u102b\u1000\u104a \u101e\u1004\u103a\u101e\u100a\u103a <a href=\"https:\/\/statorials.org\/my\/matplotlib-\u1021\u103d\u1014\u103a\u101c\u102d\u102f\u1004\u103a\u1038\/\" target=\"_blank\" rel=\"noopener\">%matplotlib \u1021\u103d\u1014\u103a\u101c\u102d\u102f\u1004\u103a\u1038\u1010\u103d\u1004\u103a<\/a> \u1026\u1038\u1005\u103d\u102c \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a \u101c\u102d\u102f\u1021\u1015\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u1025\u1015\u1019\u102c 1- \u1000\u103c\u102d\u1019\u103a\u1014\u103e\u102f\u1014\u103a\u1038 histogram \u1016\u1014\u103a\u1010\u102e\u1038\u1015\u102b\u104b<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1000\u102f\u1012\u103a\u101e\u100a\u103a \u1015\u1014\u103a\u1012\u102b\u1005\u102e\u1038\u101b\u102e\u1038\u1010\u1005\u103a\u1001\u102f\u1019\u103e \u1000\u103c\u102d\u1019\u103a\u1014\u103e\u102f\u1014\u103a\u1038 \u101f\u102e\u1005\u1010\u102d\u102f\u1002\u101b\u1019\u103a \u1016\u1014\u103a\u1010\u102e\u1038\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u1015\u103c\u101e\u101e\u100a\u103a-<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#createSeries\n<\/span>data = pd. <span style=\"color: #3366ff;\">Series<\/span> ([2, 2, 2, 3, 3, 4, 5, 7, 8, 9, 12, 12, 14, 15, 16, 16, 18,\n                    19, 22, 22, 22, 25, 26, 27, 30, 33, 33, 33, 34, 35])\n\n<span style=\"color: #008080;\">#create histogram from Series\n<\/span>data. <span style=\"color: #3366ff;\">plot<\/span> (kind=' <span style=\"color: #ff0000;\">hist<\/span> ')\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29721 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/histseries1.jpg\" alt=\"\" width=\"504\" height=\"379\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">x-axis \u101e\u100a\u103a pandas \u1005\u102e\u1038\u101b\u102e\u1038\u104f\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u1015\u103c\u101e\u1015\u103c\u102e\u1038 y-axis \u101e\u100a\u103a \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u104f\u1000\u103c\u102d\u1019\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1000\u102d\u102f\u1015\u103c\u101e\u101e\u100a\u103a\u104b<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u1025\u1015\u1019\u102c 2- \u101e\u102d\u1015\u103a\u101e\u100a\u103a\u1038\u1006 \u101f\u102e\u1005\u1010\u102d\u102f\u1002\u101b\u1019\u103a \u1016\u1014\u103a\u1010\u102e\u1038\u1015\u102b\u104b<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u1015\u1014\u103a\u1012\u102b\u1005\u102e\u1038\u101b\u102e\u1038\u1010\u1005\u103a\u1001\u102f\u1019\u103e \u101e\u102d\u1015\u103a\u101e\u100a\u103a\u1038\u1006 \u101f\u102e\u1005\u1010\u102d\u102f\u1002\u101b\u1019\u103a\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a <strong>density=True \u1000\u102d\u102f<\/strong> <strong>plot()<\/strong> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1010\u103d\u1004\u103a \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#createSeries\n<\/span>data = pd. <span style=\"color: #3366ff;\">Series<\/span> ([2, 2, 2, 3, 3, 4, 5, 7, 8, 9, 12, 12, 14, 15, 16, 16, 18,\n                    19, 22, 22, 22, 25, 26, 27, 30, 33, 33, 33, 34, 35])\n\n<span style=\"color: #008080;\">#create histogram from Series\n<\/span>data. <span style=\"color: #3366ff;\">plot<\/span> (kind=' <span style=\"color: #ff0000;\">hist<\/span> ', density= <span style=\"color: #008000;\">True<\/span> )<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29722 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/histseries2.jpg\" alt=\"\" width=\"503\" height=\"358\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">y-\u101d\u1004\u103a\u101b\u102d\u102f\u1038\u101e\u100a\u103a \u101e\u102d\u1015\u103a\u101e\u100a\u103a\u1038\u1006\u1000\u102d\u102f\u1015\u103c\u101e\u1014\u1031\u1001\u103b\u102d\u1014\u103a\u1010\u103d\u1004\u103a x-axis \u101e\u100a\u103a pandas \u1005\u102e\u1038\u101b\u102e\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u1015\u103c\u101e\u101e\u100a\u103a\u104b<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u1025\u1015\u1019\u102c 3- \u1005\u102d\u1010\u103a\u1000\u103c\u102d\u102f\u1000\u103a histogram \u1016\u1014\u103a\u1010\u102e\u1038\u1015\u102b\u104b<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u1014\u1031\u102c\u1000\u103a\u1006\u102f\u1036\u1038\u1021\u1014\u1031\u1016\u103c\u1004\u1037\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u101f\u1005\u103a\u1005\u1010\u102d\u102f\u1002\u101b\u1019\u103a\u1018\u102c\u1038\u1019\u103b\u102c\u1038\u104f\u1021\u101b\u1031\u102c\u1004\u103a\u104a \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1011\u102c\u1038\u101e\u1031\u102c bins \u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u104a \u101d\u1004\u103a\u101b\u102d\u102f\u1038\u1021\u100a\u103d\u103e\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1007\u102c\u1010\u103a\u101c\u1019\u103a\u1038\u1001\u1031\u102b\u1004\u103a\u1038\u1005\u1009\u103a\u1000\u102d\u102f \u1005\u102d\u1010\u103a\u1000\u103c\u102d\u102f\u1000\u103a\u1015\u103c\u1004\u103a\u1006\u1004\u103a\u101b\u1014\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b syntax \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#createSeries\n<\/span>data = pd. <span style=\"color: #3366ff;\">Series<\/span> ([2, 2, 2, 3, 3, 4, 5, 7, 8, 9, 12, 12, 14, 15, 16, 16, 18,\n                    19, 22, 22, 22, 25, 26, 27, 30, 33, 33, 33, 34, 35])\n\n<span style=\"color: #008080;\">#create histogram with custom color, edgecolor, and number of bins\n<\/span>my_hist = data. <span style=\"color: #3366ff;\">plot<\/span> (kind=' <span style=\"color: #ff0000;\">hist<\/span> ', color=' <span style=\"color: #ff0000;\">red<\/span> ', edgecolor=' <span style=\"color: #ff0000;\">black<\/span> ', bins= <span style=\"color: #008000;\">20<\/span> )\n\n<span style=\"color: #008080;\">#add x-axis label\n<\/span>my_hist. <span style=\"color: #3366ff;\">set_xlabel<\/span> (' <span style=\"color: #ff0000;\">Values<\/span> ')\n\n<span style=\"color: #008080;\">#add title\n<\/span>my_hist. <span style=\"color: #3366ff;\">set_title<\/span> (' <span style=\"color: #ff0000;\">Distribution of Values<\/span> ')<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29723 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/histseries3.jpg\" alt=\"\" width=\"518\" height=\"414\" srcset=\"\" sizes=\"\"><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u1011\u1015\u103a\u101c\u1031\u102c\u1004\u103a\u1038\u1021\u101b\u1004\u103a\u1038\u1021\u1019\u103c\u1005\u103a\u1019\u103b\u102c\u1038<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1015\u102b\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1019\u103b\u102c\u1038\u101e\u100a\u103a Python \u1010\u103d\u1004\u103a \u1021\u1001\u103c\u102c\u1038\u1018\u102f\u1036\u1000\u103d\u1000\u103a\u1000\u103d\u1000\u103a\u1019\u103b\u102c\u1038\u1016\u1014\u103a\u1010\u102e\u1038\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u101e\u100a\u103a-<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/my\/\u1019\u103b\u1009\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1000\u102d\u102f-matplotlib-\u101b\u1031\u1038\u1006\u103d\u1032\u1015\u102b\u104b\/\" target=\"_blank\" rel=\"noopener\">Matplotlib \u1010\u103d\u1004\u103a \u1005\u102c\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1000\u102d\u102f \u1018\u101a\u103a\u101c\u102d\u102f\u1006\u103d\u1032\u1019\u101c\u1032\u104b<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/box-\u1011\u1032\u1010\u103d\u1004\u103a-\u1015\u1014\u103a\u1012\u102b\u1019\u103b\u102c\u1038\/\" target=\"_blank\" rel=\"noopener\">Pandas DataFrame \u1019\u103e boxplot \u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1014\u100a\u103a\u1038<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/\u1015\u1014\u103a\u1012\u102b\u1019\u103b\u102d\u102f\u1038\u1005\u102f\u1036\u1000\u1031\u102c\u103a\u101c\u1036\u1007\u101a\u102c\u1038\/\" target=\"_blank\" rel=\"noopener\">\u1018\u102c\u1038\u1007\u101a\u102c\u1038\u1010\u1005\u103a\u1001\u102f\u1015\u1031\u102b\u103a\u1010\u103d\u1004\u103a Pandas \u1000\u1031\u102c\u103a\u101c\u1036\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1000\u102d\u102f \u1018\u101a\u103a\u101c\u102d\u102f\u1006\u103d\u1032\u1019\u101c\u1032\u104b<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u1015\u1014\u103a\u1012\u102b\u1005\u102e\u1038\u101b\u102e\u1038\u1010\u1005\u103a\u1001\u102f\u1019\u103e \u101f\u102e\u1005\u1010\u102d\u102f\u1002\u101b\u1019\u103a\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u1001\u103c\u1031\u1001\u1036 syntax \u1000\u102d\u102f \u101e\u1004\u103a\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a- my_series. plot (kind=&#8217; hist &#8216;) \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1025\u1015\u1019\u102c\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1024 syntax \u1000\u102d\u102f\u101c\u1000\u103a\u1010\u103d\u1031\u1037\u1010\u103d\u1004\u103a\u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101b\u1019\u100a\u103a\u1000\u102d\u102f\u1015\u103c\u101e\u1011\u102c\u1038\u101e\u100a\u103a\u104b \u1019\u103e\u1010\u103a\u1001\u103b\u1000\u103a &#8211; \u1021\u1000\u101a\u103a\u104d \u101e\u1004\u103a\u101e\u100a\u103a \u1021\u103d\u1014\u103a\u101c\u102d\u102f\u1004\u103a\u1038 Python \u1019\u103e\u1010\u103a\u1005\u102f\u1005\u102c\u1021\u102f\u1015\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u1031\u1015\u103c\u102e\u1038 \u1024\u1021\u1005\u102e\u1021\u1005\u1025\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u103c\u102e\u1038\u1014\u1031\u102c\u1000\u103a histogram \u1015\u1031\u102b\u103a\u1019\u101c\u102c\u1015\u102b\u1000\u104a \u101e\u1004\u103a\u101e\u100a\u103a %matplotlib \u1021\u103d\u1014\u103a\u101c\u102d\u102f\u1004\u103a\u1038\u1010\u103d\u1004\u103a \u1026\u1038\u1005\u103d\u102c \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a \u101c\u102d\u102f\u1021\u1015\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b \u1025\u1015\u1019\u102c 1- \u1000\u103c\u102d\u1019\u103a\u1014\u103e\u102f\u1014\u103a\u1038 histogram \u1016\u1014\u103a\u1010\u102e\u1038\u1015\u102b\u104b \u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1000\u102f\u1012\u103a\u101e\u100a\u103a \u1015\u1014\u103a\u1012\u102b\u1005\u102e\u1038\u101b\u102e\u1038\u1010\u1005\u103a\u1001\u102f\u1019\u103e \u1000\u103c\u102d\u1019\u103a\u1014\u103e\u102f\u1014\u103a\u1038 \u101f\u102e\u1005\u1010\u102d\u102f\u1002\u101b\u1019\u103a \u1016\u1014\u103a\u1010\u102e\u1038\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u1015\u103c\u101e\u101e\u100a\u103a- import pandas as pd #createSeries data = pd. Series [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Pandas \u1005\u102e\u1038\u101b\u102e\u1038\u1019\u103e \u101f\u102e\u1005\u1010\u102d\u102f\u1002\u101b\u1019\u103a\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1014\u100a\u103a\u1038 - Statorials<\/title>\n<meta name=\"description\" content=\"\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1010\u103d\u1004\u103a \u1014\u1019\u1030\u1014\u102c\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1016\u103c\u1004\u1037\u103a \u1015\u1014\u103a\u1012\u102b\u1005\u102e\u1038\u101b\u102e\u1038\u1010\u1005\u103a\u1001\u102f\u1019\u103e 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