{"id":864,"date":"2023-07-28T12:11:13","date_gmt":"2023-07-28T12:11:13","guid":{"rendered":"https:\/\/statorials.org\/my\/python-%e1%80%9a%e1%80%af%e1%80%b6%e1%80%80%e1%80%bc%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%af%e1%80%80%e1%80%bc%e1%80%ac%e1%80%b8%e1%80%80%e1%80%ac%e1%80%9c%e1%80%99%e1%80%bb%e1%80%ac%e1%80%b8\/"},"modified":"2023-07-28T12:11:13","modified_gmt":"2023-07-28T12:11:13","slug":"python-%e1%80%9a%e1%80%af%e1%80%b6%e1%80%80%e1%80%bc%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%af%e1%80%80%e1%80%bc%e1%80%ac%e1%80%b8%e1%80%80%e1%80%ac%e1%80%9c%e1%80%99%e1%80%bb%e1%80%ac%e1%80%b8","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/python-%e1%80%9a%e1%80%af%e1%80%b6%e1%80%80%e1%80%bc%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%af%e1%80%80%e1%80%bc%e1%80%ac%e1%80%b8%e1%80%80%e1%80%ac%e1%80%9c%e1%80%99%e1%80%bb%e1%80%ac%e1%80%b8\/","title":{"rendered":"Python \u1010\u103d\u1004\u103a \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u1006\u102d\u102f\u101c\u102d\u102f\u101b\u1004\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1021\u1010\u103d\u1000\u103a \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c<\/strong> \u101e\u100a\u103a \u1021\u1010\u102d\u102f\u1004\u103a\u1038\u1021\u1010\u102c\u1010\u1005\u103a\u1001\u102f\u1021\u1011\u102d \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1005\u102d\u1010\u103a\u1001\u103b\u1019\u103e\u102f\u1021\u1006\u1004\u1037\u103a\u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d \u101c\u1030\u1026\u1038\u101b\u1031\u1006\u102d\u102f\u101c\u102d\u102f\u1038\u1015\u102b\u1040\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u101b\u103e\u102d\u101e\u1031\u102c \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u1010\u102d\u102f\u1004\u103a\u1038 \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c =<\/strong> <strong><span style=\"text-decoration: overline;\">x<\/span> +\/- t*(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><span style=\"text-decoration: overline;\">x<\/span> :<\/strong> \u1014\u1019\u1030\u1014\u102c\u1000\u102d\u102f \u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>t:<\/strong> \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1021\u1006\u1004\u1037\u103a\u1014\u103e\u1004\u1037\u103a \u1000\u102d\u102f\u1000\u103a\u100a\u102e\u101e\u1031\u102c \u1010\u1014\u103a\u1016\u102d\u102f\u1038<\/span><\/li>\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;\">\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1010\u103d\u1004\u103a Python \u101b\u103e\u102d \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\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>t \u1016\u103c\u1014\u1037\u103a\u1016\u103c\u1030\u1038\u1019\u103e\u102f\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1019\u103b\u102c\u1038<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1021\u1000\u101a\u103a\u104d \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1014\u1019\u1030\u1014\u102c\u1021\u101e\u1031\u1038\u1005\u102c\u1038 (n &lt; 30) \u1016\u103c\u1004\u1037\u103a \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1014\u1031\u1015\u102b\u1000 \u101c\u1030\u1026\u1038\u101b\u1031\u1006\u102d\u102f\u101c\u102d\u102f\u101b\u1004\u103a\u1038\u1021\u1010\u103d\u1000\u103a \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101b\u1014\u103a scipy.stats \u1005\u102c\u1000\u103c\u100a\u1037\u103a\u1010\u102d\u102f\u1000\u103a\u1019\u103e <a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.t.html\" target=\"_blank\" rel=\"noopener\">t.interval() \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f<\/a> \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1025\u1015\u1019\u102c\u101e\u100a\u103a \u1021\u1015\u1004\u103a 15 \u1019\u103b\u102d\u102f\u1038\u104f\u1014\u1019\u1030\u1014\u102c\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1021\u1015\u1004\u103a\u1019\u103b\u102d\u102f\u1038\u1005\u102d\u1010\u103a\u1010\u1005\u103a\u1001\u102f\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u101c\u1030\u1026\u1038\u101b\u1031 \u1021\u101b\u1015\u103a\u1021\u1019\u103c\u1004\u1037\u103a (\u101c\u1000\u103a\u1019\u1021\u1010\u103d\u1004\u103a\u1038) \u1021\u1010\u103d\u1000\u103a \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\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> scipy.stats <span style=\"color: #107d3f;\">as<\/span> st\n\n<span style=\"color: #008080;\">#define sample data<\/span>\ndata = [12, 12, 13, 13, 15, 16, 17, 22, 23, 25, 26, 27, 28, 28, 29]\n\n<span style=\"color: #008080;\">#create 95% confidence interval for population mean weight\n<\/span>st.t.interval(alpha=0.95, df=len(data)-1, loc=np.mean(data), scale=st.sem(data)) \n\n(16.758, 24.042)<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1005\u1005\u103a\u1019\u103e\u1014\u103a\u101e\u1031\u102c\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u101c\u1030\u1026\u1038\u101b\u1031\u1021\u101b\u103d\u101a\u103a\u1021\u1005\u102c\u1038\u1021\u1010\u103d\u1000\u103a 95% \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u101e\u100a\u103a <strong>(16.758\u104a 24.042)<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1021\u1006\u1004\u1037\u103a\u1019\u103c\u1004\u1037\u103a\u101c\u1031\u104a \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c \u1000\u103b\u101a\u103a\u101c\u1031\u101c\u1031\u1016\u103c\u1005\u103a\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u101e\u1010\u102d\u1015\u103c\u102f\u1019\u102d\u1015\u102b\u101c\u102d\u1019\u1037\u103a\u1019\u100a\u103a\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1024\u1014\u1031\u101b\u102c\u1010\u103d\u1004\u103a \u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1000\u103a 99% CI \u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038\u104b<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create 99% confidence interval for same sample\n<\/span>st.t.interval(alpha= <span style=\"color: #008000;\">0.99<\/span> , df=len(data)-1, loc=np.mean(data), scale=st.sem(data)) \n\n(15.348, 25.455)<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1005\u1005\u103a\u1019\u103e\u1014\u103a\u101e\u1031\u102c\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u101c\u1030\u1026\u1038\u101b\u1031\u1021\u101b\u103d\u101a\u103a\u1021\u1005\u102c\u1038\u1021\u1010\u103d\u1000\u103a 99% \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u101e\u100a\u103a <strong>(15.348\u104a 25.455)<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1024\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u101e\u100a\u103a \u101a\u1001\u1004\u103a 95% \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1011\u1000\u103a \u1015\u102d\u102f\u1000\u103b\u101a\u103a\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1014\u1037\u103a\u1016\u103c\u1030\u1038\u1019\u103e\u102f\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1019\u103b\u102c\u1038<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1015\u102d\u102f\u1000\u103c\u102e\u1038\u101e\u1031\u102c\u1014\u1019\u1030\u1014\u102c\u1019\u103b\u102c\u1038 (n\u226530) \u1016\u103c\u1004\u1037\u103a \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1014\u1031\u1015\u102b\u1000\u104a \u1014\u1019\u1030\u1014\u102c\u1006\u102d\u102f\u101c\u102d\u102f\u1038\u104f\u1014\u1019\u1030\u1014\u102c\u1016\u103c\u1014\u1037\u103a\u101d\u1031\u1019\u103e\u102f\u101e\u100a\u103a \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1016\u103c\u1014\u1037\u103a\u101d\u1031\u101e\u100a\u103a ( <a href=\"https:\/\/statorials.org\/my\/\u1017\u101f\u102d\u102f\u1000\u1014\u1037\u103a\u101e\u1010\u103a\u101e\u102e\u1021\u102d\u102f\u101b\u102e\/\" target=\"_blank\" rel=\"noopener\">\u1017\u101f\u102d\u102f\u1000\u1014\u1037\u103a\u101e\u1010\u103a\u101e\u102e\u1021\u102d\u102f\u101b\u102e<\/a> \u1000\u102d\u102f\u1000\u103b\u1031\u1038\u1007\u1030\u1038\u1010\u1004\u103a\u101c\u103b\u1000\u103a) \u1021\u1005\u102c\u1038 <a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.norm.html\" target=\"_blank\" rel=\"noopener\">norm \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/a> scipy .stats \u1005\u102c\u1000\u103c\u100a\u1037\u103a\u1010\u102d\u102f\u1000\u103a\u1019\u103e <a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.norm.html\" target=\"_blank\" rel=\"noopener\">interval()<\/a> \u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1025\u1015\u1019\u102c\u101e\u100a\u103a \u1021\u1015\u1004\u103a\u1019\u103b\u102d\u102f\u1038\u1005\u102d\u1010\u103a 50 \u104f\u1014\u1019\u1030\u1014\u102c\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1021\u1015\u1004\u103a\u1019\u103b\u102d\u102f\u1038\u1005\u102d\u1010\u103a\u1019\u103b\u102c\u1038\u104f \u1005\u1005\u103a\u1019\u103e\u1014\u103a\u101e\u1031\u102c\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u101c\u1030\u1026\u1038\u101b\u1031\u1021\u1019\u103c\u1004\u1037\u103a (\u101c\u1000\u103a\u1019\u1021\u1010\u103d\u1004\u103a\u1038) \u1021\u1010\u103d\u1000\u103a \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\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> scipy.stats <span style=\"color: #107d3f;\">as<\/span> st\n\n<span style=\"color: #008080;\">#define sample data<\/span>\nnp.random.seed(0)\ndata = np.random.randint(10, 30, 50)\n\n<span style=\"color: #008080;\">#create 95% confidence interval for population mean weight\n<\/span>st.norm.interval(alpha=0.95, loc=np.mean(data), scale=st.sem(data))\n\n(17.40, 21.08)<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1005\u1005\u103a\u1019\u103e\u1014\u103a\u101e\u1031\u102c\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u101c\u1030\u1026\u1038\u101b\u1031\u1021\u101b\u103d\u101a\u103a\u1021\u1005\u102c\u1038\u1021\u1010\u103d\u1000\u103a 95% \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u101e\u100a\u103a <strong>(17.40\u104a 21.08)<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">t \u1016\u103c\u1014\u1037\u103a\u1016\u103c\u1030\u1038\u1019\u103e\u102f\u1000\u1032\u1037\u101e\u102d\u102f\u1037\u1015\u1004\u103a\u104a \u1015\u102d\u102f\u1019\u102d\u102f\u1019\u103c\u1004\u1037\u103a\u1019\u102c\u1038\u101e\u1031\u102c\u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1021\u1006\u1004\u1037\u103a\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1015\u102d\u102f\u1019\u102d\u102f\u1000\u103b\u101a\u103a\u1015\u103c\u1014\u1037\u103a\u101e\u1031\u102c\u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u1016\u103c\u1005\u103a\u1015\u1031\u102b\u103a\u1005\u1031\u101e\u100a\u103a\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1024\u1014\u1031\u101b\u102c\u1010\u103d\u1004\u103a \u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1000\u103a 99% CI \u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038\u104b<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create 99% confidence interval for same sample\n<\/span>st.norm.interval(alpha= <span style=\"color: #008000;\">0.99<\/span> , loc=np.mean(data), scale=st.sem(data))\n\n(16.82, 21.66)<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1005\u1005\u103a\u1019\u103e\u1014\u103a\u101e\u1031\u102c\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u101c\u1030\u1026\u1038\u101b\u1031\u1021\u101b\u103d\u101a\u103a\u1021\u1005\u102c\u1038\u1021\u1010\u103d\u1000\u103a 95% \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u101e\u100a\u103a <strong>(17.82\u104a 21.66)<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<h3> <strong><span style=\"color: #000000;\">\u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1000\u102d\u102f \u1018\u101a\u103a\u101c\u102d\u102f\u1021\u1013\u102d\u1015\u1039\u1015\u102c\u101a\u103a\u1016\u103d\u1004\u1037\u103a\u1019\u101c\u1032\u104b<\/span><\/strong><\/h3>\n<p> <span style=\"color: #000000;\">\u1021\u1015\u1004\u103a\u1019\u103b\u102d\u102f\u1038\u1005\u102d\u1010\u103a\u1019\u103b\u102c\u1038\u104f \u1005\u1005\u103a\u1019\u103e\u1014\u103a\u101e\u1031\u102c\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u1019\u103c\u1004\u1037\u103a\u1021\u1010\u103d\u1000\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u104f 95% \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1000\u102d\u102f \u101a\u1030\u1006\u1015\u102b-<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c 95% = (16.758\u104a 24.042)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1024\u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1000\u102d\u102f \u1021\u1013\u102d\u1015\u1039\u1015\u102c\u101a\u103a\u1016\u103d\u1004\u1037\u103a\u1006\u102d\u102f\u101b\u1014\u103a\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103e\u102c \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u1010\u102d\u102f\u1004\u103a\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<blockquote data-slot-rendered-dynamic=\"true\">\n<p> <span style=\"color: #000000;\">[16.758\u104a 24.042] \u104f\u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u101e\u100a\u103a \u101c\u1030\u1026\u1038\u101b\u1031\u104f\u1005\u1005\u103a\u1019\u103e\u1014\u103a\u101e\u1031\u102c\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u1015\u1004\u103a\u1021\u1019\u103c\u1004\u1037\u103a\u1015\u102b\u1040\u1004\u103a\u101b\u1014\u103a 95% \u1021\u1001\u103d\u1004\u1037\u103a\u1021\u101c\u1019\u103a\u1038\u101b\u103e\u102d\u101e\u100a\u103a\u104b<\/span><\/p>\n<\/blockquote>\n<p> <span style=\"color: #000000;\">\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1021\u1001\u103b\u1000\u103a\u1000\u102d\u102f\u1015\u103c\u1031\u102c\u1001\u103c\u1004\u103a\u1038\u104f\u1014\u1031\u102c\u1000\u103a\u1010\u1005\u103a\u1014\u100a\u103a\u1038\u1019\u103e\u102c \u1021\u1005\u1005\u103a\u1021\u1019\u103e\u1014\u103a\u101c\u1030\u1026\u1038\u101b\u1031\u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c 95% \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1015\u103c\u1004\u103a\u1015\u1010\u103d\u1004\u103a\u101b\u103e\u102d\u1014\u1031\u101b\u1014\u103a 5% \u101e\u102c\u1021\u1001\u103d\u1004\u1037\u103a\u1021\u101b\u1031\u1038\u101b\u103e\u102d\u101e\u100a\u103a\u104b \u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c\u104a \u1021\u1019\u103e\u1014\u103a\u1010\u1000\u101a\u103a\u1015\u1004\u103a\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u1019\u103c\u1004\u1037\u103a\u101e\u100a\u103a 16.758 \u101c\u1000\u103a\u1019 (\u101e\u102d\u102f\u1037) 24.042 \u101c\u1000\u103a\u1019\u1011\u1000\u103a \u1015\u102d\u102f\u1014\u100a\u103a\u1038\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031 5% \u101e\u102c\u101b\u103e\u102d\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u1006\u102d\u102f\u101c\u102d\u102f\u101b\u1004\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1021\u1010\u103d\u1000\u103a \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c \u101e\u100a\u103a \u1021\u1010\u102d\u102f\u1004\u103a\u1038\u1021\u1010\u102c\u1010\u1005\u103a\u1001\u102f\u1021\u1011\u102d \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1005\u102d\u1010\u103a\u1001\u103b\u1019\u103e\u102f\u1021\u1006\u1004\u1037\u103a\u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d \u101c\u1030\u1026\u1038\u101b\u1031\u1006\u102d\u102f\u101c\u102d\u102f\u1038\u1015\u102b\u1040\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u101b\u103e\u102d\u101e\u1031\u102c \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u1010\u102d\u102f\u1004\u103a\u1038 \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101e\u100a\u103a\u104b \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c = x +\/- t*(s\/\u221an) \u101b\u103d\u103e\u1031- x : \u1014\u1019\u1030\u1014\u102c\u1000\u102d\u102f \u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u104b t: \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1021\u1006\u1004\u1037\u103a\u1014\u103e\u1004\u1037\u103a \u1000\u102d\u102f\u1000\u103a\u100a\u102e\u101e\u1031\u102c \u1010\u1014\u103a\u1016\u102d\u102f\u1038 s: \u1014\u1019\u1030\u1014\u102c\u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a n: \u1014\u1019\u1030\u1014\u102c\u1021\u101b\u103d\u101a\u103a\u1021\u1005\u102c\u1038 \u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1010\u103d\u1004\u103a Python \u101b\u103e\u102d \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b t \u1016\u103c\u1014\u1037\u103a\u1016\u103c\u1030\u1038\u1019\u103e\u102f\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1019\u103b\u102c\u1038 \u1021\u1000\u101a\u103a\u104d \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1014\u1019\u1030\u1014\u102c\u1021\u101e\u1031\u1038\u1005\u102c\u1038 (n &lt; 30) \u1016\u103c\u1004\u1037\u103a \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1014\u1031\u1015\u102b\u1000 \u101c\u1030\u1026\u1038\u101b\u1031\u1006\u102d\u102f\u101c\u102d\u102f\u101b\u1004\u103a\u1038\u1021\u1010\u103d\u1000\u103a \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101b\u1014\u103a scipy.stats \u1005\u102c\u1000\u103c\u100a\u1037\u103a\u1010\u102d\u102f\u1000\u103a\u1019\u103e t.interval() \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b \u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1025\u1015\u1019\u102c\u101e\u100a\u103a [&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 - Statology \u1010\u103d\u1004\u103a Confidence Intervals \u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038<\/title>\n<meta name=\"description\" content=\"Python \u101b\u103e\u102d \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1019\u103b\u102c\u1038\u1000\u102d\u102f 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