{"id":908,"date":"2023-07-28T08:34:13","date_gmt":"2023-07-28T08:34:13","guid":{"rendered":"https:\/\/statorials.org\/my\/python-%e1%80%a1%e1%80%99%e1%80%be%e1%80%ac%e1%80%b8%e1%80%a1%e1%80%9a%e1%80%bd%e1%80%84%e1%80%ba%e1%80%b8%e1%80%98%e1%80%ac%e1%80%b8%e1%80%99%e1%80%bb%e1%80%ac%e1%80%b8\/"},"modified":"2023-07-28T08:34:13","modified_gmt":"2023-07-28T08:34:13","slug":"python-%e1%80%a1%e1%80%99%e1%80%be%e1%80%ac%e1%80%b8%e1%80%a1%e1%80%9a%e1%80%bd%e1%80%84%e1%80%ba%e1%80%b8%e1%80%98%e1%80%ac%e1%80%b8%e1%80%99%e1%80%bb%e1%80%ac%e1%80%b8","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/python-%e1%80%a1%e1%80%99%e1%80%be%e1%80%ac%e1%80%b8%e1%80%a1%e1%80%9a%e1%80%bd%e1%80%84%e1%80%ba%e1%80%b8%e1%80%98%e1%80%ac%e1%80%b8%e1%80%99%e1%80%bb%e1%80%ac%e1%80%b8\/","title":{"rendered":"Python \u101b\u103e\u102d charts \u1010\u103d\u1004\u103a error bar \u1019\u103b\u102c\u1038\u1011\u100a\u1037\u103a\u1014\u100a\u103a\u1038"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u1019\u1000\u103c\u102c\u1001\u100f\u104a \u101e\u1004\u103a\u101e\u100a\u103a \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u1019\u103e\u102f\u1019\u103b\u102c\u1038 \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1011\u102c\u1038\u101e\u1031\u102c \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a\u1015\u1010\u103a\u101e\u1000\u103a\u104d \u1019\u101e\u1031\u1001\u103b\u102c\u1019\u101b\u1031\u101b\u102c\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1016\u1019\u103a\u1038\u101a\u1030\u101b\u1014\u103a Python \u101b\u103e\u102d \u1002\u101b\u1015\u103a\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a <strong>\u1021\u1019\u103e\u102c\u1038\u1021\u101a\u103d\u1004\u103a\u1038\u1018\u102c\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f<\/strong> \u1011\u100a\u1037\u103a\u101c\u102d\u102f\u1015\u1031\u1019\u100a\u103a\u104b \u1000\u1036\u1000\u1031\u102c\u1004\u103a\u1038\u1005\u103d\u102c\u1016\u103c\u1004\u1037\u103a\u104a \u104e\u1004\u103a\u1038\u101e\u100a\u103a matplotlib \u1005\u102c\u1000\u103c\u100a\u1037\u103a\u1010\u102d\u102f\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1014\u103a \u101c\u103d\u101a\u103a\u1000\u1030\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a Python \u101b\u103e\u102d bar charts \u1014\u103e\u1004\u1037\u103a line charts \u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a error bars \u1011\u100a\u1037\u103a\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u1018\u102c\u1038\u1007\u101a\u102c\u1038\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1021\u1019\u103e\u102c\u1038\u1021\u101a\u103d\u1004\u103a\u1038\u1018\u102c\u1038\u1019\u103b\u102c\u1038<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Python \u1010\u103d\u1004\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032 10 \u1010\u1014\u103a\u1018\u102d\u102f\u1038\u101b\u103e\u102d\u101e\u100a\u103a\u1006\u102d\u102f\u1015\u102b\u1005\u102d\u102f\u1037\u104b<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #107d3f;\">import<\/span> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#define dataset<\/span>\ndata = [4, 6, 6, 8, 9, 14, 16, 16, 17, 20]<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1024\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1021\u1010\u103d\u1000\u103a \u1021\u1019\u103e\u102c\u1038\u1018\u102c\u1038\u1019\u103b\u102c\u1038\u1015\u102b\u101e\u100a\u1037\u103a \u1018\u102c\u1038\u1000\u102c\u1038\u1001\u103b\u1015\u103a\u1010\u1005\u103a\u1001\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 \u1021\u1019\u103e\u102c\u1038\u1018\u102c\u1038\u1019\u103b\u102c\u1038\u104f \u1021\u1000\u103b\u101a\u103a\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1011\u102c\u1038\u101e\u100a\u1037\u103a <strong>\u1005\u1036\u1021\u1019\u103e\u102c\u1038<\/strong> \u1021\u1016\u103c\u1005\u103a \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><strong><br \/><\/strong><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u1005\u1036\u1021\u1019\u103e\u102c\u1038 = s \/ \u221an<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u101b\u103d\u103e\u1031-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>s:<\/strong> \u1014\u1019\u1030\u1014\u102c\u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n:<\/strong> \u1014\u1019\u1030\u1014\u102c\u1021\u101b\u103d\u101a\u103a\u1021\u1005\u102c\u1038<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u102f\u1012\u103a\u101e\u100a\u103a \u1024\u1025\u1015\u1019\u102c\u1021\u1010\u103d\u1000\u103a \u1005\u1036\u1021\u1019\u103e\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u1015\u103c\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate standard error<\/span>\nstd_error = np.std(data, ddof=1) \/ np.sqrt(len(data))\n\n<span style=\"color: #008080;\">#view standard error<\/span>\nstd_error\n\n1.78\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1014\u1031\u102c\u1000\u103a\u1006\u102f\u1036\u1038\u1021\u1014\u1031\u1014\u1032\u1037\u104a \u1005\u1036\u1021\u1019\u103e\u102c\u1038\u1014\u1032\u1037\u100a\u102e\u1010\u1032\u1037 width \u101b\u103e\u102d\u1010\u1032\u1037 error bars \u1010\u103d\u1031\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u103c\u102e\u1038 \u1018\u102c\u1038\u1007\u101a\u102c\u1038\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u1010\u101a\u103a\u104b<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define chart<\/span> \nfig, ax = plt.subplots()\n\n<span style=\"color: #008080;\">#create chart<\/span>\nax.bar(x=np.arange(len(data)), <span style=\"color: #008080;\">#x-coordinates of bars<\/span>\n       height=data, <span style=\"color: #008080;\">#height of bars<\/span>\n       yerr=std_error, <span style=\"color: #008080;\">#error bar width<\/span>\n       capsize=4) <span style=\"color: #008080;\">#length of error bar caps<\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9718 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/erreur_bar_python1.png\" alt=\"Python \u101b\u103e\u102d \u1021\u1019\u103e\u102c\u1038\u1021\u101a\u103d\u1004\u103a\u1038\u1018\u102c\u1038\u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1018\u102c\u1038\u1007\u101a\u102c\u1038\" width=\"438\" height=\"297\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">standard error \u101e\u100a\u103a <strong>1.78<\/strong> \u1016\u103c\u1005\u103a\u101e\u103d\u102c\u1038\u101e\u100a\u103a\u104b \u1024\u101e\u100a\u103a\u1019\u103e\u102c \u1002\u101b\u1015\u103a\u1015\u1031\u102b\u103a\u101b\u103e\u102d \u1021\u1019\u103e\u1010\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1000\u103a\u1019\u103e \u1026\u1038\u1010\u100a\u103a\u1001\u103b\u1000\u103a\u1010\u1005\u103a\u1001\u102f\u101e\u102d\u102f\u1037 \u1001\u103b\u1032\u1037\u1011\u103d\u1004\u103a\u101e\u100a\u1037\u103a \u1021\u1019\u103e\u102c\u1038\u1018\u102c\u1038\u104f \u1021\u1000\u103b\u101a\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1007\u101a\u102c\u1038\u101b\u103e\u102d \u1015\u1011\u1019\u1018\u102c\u1038\u104f\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a 4 \u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038\u104a \u1011\u102d\u102f\u1037\u1000\u103c\u1031\u102c\u1004\u1037\u103a \u104e\u1004\u103a\u1038\u1019\u103e \u1001\u103b\u1032\u1037\u1011\u103d\u1004\u103a\u101e\u100a\u1037\u103a error bar \u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d\u101e\u100a\u103a\u104b<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1006\u102f\u1036\u1038- 4 \u2013 178 = <strong>2.22<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1011\u102d\u1015\u103a\u1006\u102f\u1036\u1038- 4 + 1.78 = <strong>5.78<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1007\u101a\u102c\u1038\u101b\u103e\u102d \u1021\u1019\u103e\u102c\u1038\u1018\u102c\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u101e\u100a\u103a \u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1021\u1000\u103b\u101a\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u101c\u102d\u102f\u1004\u103a\u1038\u1007\u101a\u102c\u1038\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1021\u1019\u103e\u102c\u1038\u1021\u101a\u103d\u1004\u103a\u1038\u1018\u102c\u1038\u1019\u103b\u102c\u1038<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u102f\u1012\u103a\u101e\u100a\u103a \u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1021\u1010\u103d\u1000\u103a \u1021\u1019\u103e\u102c\u1038\u1021\u101a\u103d\u1004\u103a\u1038\u1018\u102c\u1038\u1019\u103b\u102c\u1038\u1015\u102b\u101e\u100a\u1037\u103a \u101c\u102d\u102f\u1004\u103a\u1038\u1000\u102c\u1038\u1001\u103b\u1015\u103a\u1000\u102d\u102f \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: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #107d3f;\">import<\/span> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#define data<\/span>\ndata = [4, 6, 6, 8, 9, 14, 16, 16, 17, 20]\n\n<span style=\"color: #008080;\">#define x and y coordinates\n<\/span>x = np.arange(len(data))\ny = data\n\n<span style=\"color: #008080;\">#create line chart with error bars\n<\/span>fig, ax = plt.subplots()\n\nax.errorbar(x, y,\n            yerr=std_error,\n            capsize=4)<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9720 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/erreur_bar_python2.png\" alt=\"Python \u101b\u103e\u102d Error Bars \u1015\u102b\u101e\u1031\u102c \u101c\u102d\u102f\u1004\u103a\u1038\u1007\u101a\u102c\u1038\" width=\"397\" height=\"266\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\"><strong>yrr<\/strong> \u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1015\u103c\u1001\u103b\u1000\u103a\u101e\u100a\u103a Python \u1021\u102c\u1038 \u1012\u1031\u102b\u1004\u103a\u101c\u102d\u102f\u1000\u103a\u1021\u1019\u103e\u102c\u1038\u1021\u101a\u103d\u1004\u103a\u1038\u1018\u102c\u1038\u1019\u103b\u102c\u1038\u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a \u100a\u103d\u103e\u1014\u103a\u1015\u103c\u101e\u100a\u103a\u1000\u102d\u102f \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b <strong>xerr<\/strong> \u1021\u1004\u103c\u1004\u103a\u1038\u1021\u1001\u102f\u1036\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1021\u101c\u103b\u102c\u1038\u101c\u102d\u102f\u1000\u103a \u1012\u1031\u102b\u1004\u103a\u101c\u102d\u102f\u1000\u103a\u1018\u102c\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create line chart with horizontal error bars\n<\/span>fig, ax = plt.subplots()\n\nax.errorbar(x, y,\n            <span style=\"color: #3366ff;\">xerr<\/span> =std_error,\n            capsize=4)<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9721 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/erreur_bar_python3.png\" alt=\"Python \u1007\u101a\u102c\u1038\u1010\u103d\u1004\u103a \u1021\u1019\u103e\u102c\u1038\u1021\u101a\u103d\u1004\u103a\u1038\u1018\u102c\u1038\u1019\u103b\u102c\u1038\" width=\"418\" height=\"289\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\"><em>\u1014\u1031\u102c\u1000\u103a\u1011\u1015\u103a Python \u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1019\u103b\u102c\u1038\u1000\u102d\u102f <a href=\"https:\/\/statorials.org\" target=\"_blank\" rel=\"noopener\">\u1024\u1014\u1031\u101b\u102c\u1010\u103d\u1004\u103a<\/a> \u101b\u103e\u102c\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/em><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u1019\u1000\u103c\u102c\u1001\u100f\u104a \u101e\u1004\u103a\u101e\u100a\u103a \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u1019\u103e\u102f\u1019\u103b\u102c\u1038 \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1011\u102c\u1038\u101e\u1031\u102c \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a\u1015\u1010\u103a\u101e\u1000\u103a\u104d \u1019\u101e\u1031\u1001\u103b\u102c\u1019\u101b\u1031\u101b\u102c\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1016\u1019\u103a\u1038\u101a\u1030\u101b\u1014\u103a Python \u101b\u103e\u102d \u1002\u101b\u1015\u103a\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1021\u1019\u103e\u102c\u1038\u1021\u101a\u103d\u1004\u103a\u1038\u1018\u102c\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1011\u100a\u1037\u103a\u101c\u102d\u102f\u1015\u1031\u1019\u100a\u103a\u104b \u1000\u1036\u1000\u1031\u102c\u1004\u103a\u1038\u1005\u103d\u102c\u1016\u103c\u1004\u1037\u103a\u104a \u104e\u1004\u103a\u1038\u101e\u100a\u103a matplotlib \u1005\u102c\u1000\u103c\u100a\u1037\u103a\u1010\u102d\u102f\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1014\u103a \u101c\u103d\u101a\u103a\u1000\u1030\u101e\u100a\u103a\u104b \u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a Python \u101b\u103e\u102d bar charts \u1014\u103e\u1004\u1037\u103a line charts \u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a error bars \u1011\u100a\u1037\u103a\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b \u1018\u102c\u1038\u1007\u101a\u102c\u1038\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1021\u1019\u103e\u102c\u1038\u1021\u101a\u103d\u1004\u103a\u1038\u1018\u102c\u1038\u1019\u103b\u102c\u1038 Python \u1010\u103d\u1004\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032 10 \u1010\u1014\u103a\u1018\u102d\u102f\u1038\u101b\u103e\u102d\u101e\u100a\u103a\u1006\u102d\u102f\u1015\u102b\u1005\u102d\u102f\u1037\u104b import numpy as np import matplotlib.pyplot as plt #define dataset data = [4, 6, [&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>Python \u101b\u103e\u102d Charts \u1010\u103d\u1004\u103a Error Bar \u1019\u103b\u102c\u1038\u1011\u100a\u1037\u103a\u1014\u100a\u103a\u1038 - Statology<\/title>\n<meta name=\"description\" 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