{"id":829,"date":"2023-07-28T14:58:44","date_gmt":"2023-07-28T14:58:44","guid":{"rendered":"https:\/\/statorials.org\/my\/outliers-python-%e1%80%80%e1%80%ad%e1%80%af%e1%80%96%e1%80%9a%e1%80%ba%e1%80%9b%e1%80%be%e1%80%ac%e1%80%b8%e1%80%95%e1%80%ab%e1%81%8b\/"},"modified":"2023-07-28T14:58:44","modified_gmt":"2023-07-28T14:58:44","slug":"outliers-python-%e1%80%80%e1%80%ad%e1%80%af%e1%80%96%e1%80%9a%e1%80%ba%e1%80%9b%e1%80%be%e1%80%ac%e1%80%b8%e1%80%95%e1%80%ab%e1%81%8b","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/outliers-python-%e1%80%80%e1%80%ad%e1%80%af%e1%80%96%e1%80%9a%e1%80%ba%e1%80%9b%e1%80%be%e1%80%ac%e1%80%b8%e1%80%95%e1%80%ab%e1%81%8b\/","title":{"rendered":"Python \u101b\u103e\u102d outliers \u1000\u102d\u102f\u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1014\u100a\u103a\u1038"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Outlier<\/strong> \u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d \u1021\u1001\u103c\u102c\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1019\u101f\u102f\u1010\u103a\u1005\u103d\u102c \u101d\u1031\u1038\u1000\u103d\u102c\u1014\u1031\u101e\u1031\u102c \u1005\u1030\u1038\u1005\u1019\u103a\u1038\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f\u104f\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1011\u102d\u1001\u102d\u102f\u1000\u103a\u1005\u1031\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u101e\u1030\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1015\u103c\u103f\u1014\u102c\u101b\u103e\u102d\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1010\u103d\u1004\u103a Python \u101b\u103e\u102d \u1021\u1005\u103d\u1014\u103a\u1038\u1021\u1011\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1001\u103d\u1032\u1001\u103c\u102c\u1038\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u103c\u102e\u1038 \u1016\u101a\u103a\u101b\u103e\u102c\u1038\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>Python \u1010\u103d\u1004\u103a Outliers \u1000\u102d\u102f\u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1001\u103d\u1032\u1001\u103c\u102c\u1038\u1014\u102d\u102f\u1004\u103a\u1019\u100a\u103a\u1014\u100a\u103a\u1038\u104b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1021\u1005\u103d\u1014\u103a\u1038\u1000\u103d\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1001\u103c\u1004\u103a\u1038\u1019\u1015\u103c\u102f\u1019\u102e\u104a \u101e\u1004\u103a\u101e\u100a\u103a \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u1010\u1005\u103a\u1001\u102f\u101f\u102f \u101e\u1004\u103a\u101a\u1030\u1006\u101e\u1031\u102c\u1021\u101b\u102c\u1000\u102d\u102f \u1026\u1038\u1005\u103d\u102c\u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u101b\u1015\u102b\u1019\u100a\u103a\u104b \u1012\u102e\u101c\u102d\u102f\u101c\u102f\u1015\u103a\u1016\u102d\u102f\u1037 \u1018\u102f\u1036\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1014\u103e\u1005\u103a\u1001\u102f\u101b\u103e\u102d\u1015\u102b\u1010\u101a\u103a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1021\u1015\u102d\u102f\u1004\u103a\u1038\u1021\u1001\u103c\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">interquartile \u1021\u1000\u103d\u102c\u1021\u101d\u1031\u1038 (IQR) \u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1010\u103d\u1004\u103a 75th \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038 (Q3) \u1014\u103e\u1004\u1037\u103a 25th percentile (Q1) \u1021\u1000\u103c\u102c\u1038 \u1000\u103d\u102c\u1001\u103c\u102c\u1038\u1001\u103b\u1000\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u104e\u1004\u103a\u1038\u101e\u100a\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u104f 50% \u1001\u103d\u1032\u101d\u1031\u1019\u103e\u102f\u1000\u102d\u102f \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1010\u1010\u102d\u101a quartile (Q3) \u1011\u1000\u103a 1.5 \u1006 \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1015\u1011\u1019 quartile (Q1) \u1021\u1031\u102c\u1000\u103a\u101b\u103e\u102d interquartile \u1021\u1015\u102d\u102f\u1004\u103a\u1038\u1021\u1001\u103c\u102c\u1038 1.5 \u1006 \u1021\u1011\u1000\u103a\u101b\u103e\u102d \u1000\u103c\u102c\u1038\u1001\u1036\u1021\u1000\u103d\u102c\u1021\u101d\u1031\u1038\u104f 1.5 \u1006 \u1016\u103c\u1005\u103a\u1015\u102b\u1000 \u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1021\u1000\u103c\u1019\u103a\u1038\u1016\u103b\u1004\u103a\u1038\u1021\u1016\u103c\u1005\u103a \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Outliers = \u1021\u1000\u1032\u1016\u103c\u1010\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038 &gt; Q3 + 1.5*IQR \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a Q1 \u2013 1.5*IQR<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. z-\u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u101e\u102f\u1036\u1038\u1015\u102b\u104b<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/my\/z-\u101b\u1019\u103e\u1010\u103a-\u1005\u1015\u102b\u1038\u1021\u102f\u1036\u1038\/\" target=\"_blank\" rel=\"noopener\">z-score \u101e\u100a\u103a<\/a> \u101e\u1004\u1037\u103a\u1021\u102c\u1038 \u1015\u1031\u1038\u1011\u102c\u1038\u101e\u1031\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103e \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u100a\u103a\u1019\u103b\u103e\u101b\u103e\u102d\u101e\u100a\u103a\u1000\u102d\u102f \u1015\u103c\u1031\u102c\u1015\u103c\u101e\u100a\u103a\u104b z-score \u1000\u102d\u102f\u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101b\u1014\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1016\u1031\u102c\u103a\u1019\u103c\u1030\u101c\u102c\u1000\u102d\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u103a-<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>z<\/strong> = (X \u2013 \u03bc) \/ \u03c3<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u101b\u103d\u103e\u1031-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">X \u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1000\u103c\u1019\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1010\u100a\u103a\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u00b5 \u101e\u100a\u103a \u101c\u1030\u1026\u1038\u101b\u1031\u1000\u102d\u102f \u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u03c3 \u101e\u100a\u103a \u101c\u1030\u1026\u1038\u101b\u1031\u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u104e\u1004\u103a\u1038\u104f z-score \u101e\u100a\u103a -3 \u1011\u1000\u103a\u1014\u100a\u103a\u1038\u1015\u102b\u1000 \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a 3 \u1011\u1000\u103a\u1000\u103c\u102e\u1038\u1015\u102b\u1000 \u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1021\u102c\u1038 \u1021\u1000\u103c\u1019\u103a\u1038\u1016\u103b\u1004\u103a\u1038\u1021\u1016\u103c\u1005\u103a \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Outliers = z-scores &gt; 3 \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a &lt; -3 \u1015\u102b\u101e\u1031\u102c \u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038<\/strong><\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Python \u101b\u103e\u102d Outliers \u1000\u102d\u102f\u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1014\u100a\u103a\u1038<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u101e\u102c\u101c\u103d\u1014\u103a\u101e\u100a\u103a\u101f\u102f \u101e\u1004\u103a\u101a\u1030\u1006\u101e\u1031\u102c\u1021\u101b\u102c\u1000\u102d\u102f \u101e\u1004\u103a\u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u1015\u103c\u102e\u1038\u101e\u100a\u103a\u1014\u103e\u1004\u1037\u103a \u104e\u1004\u103a\u1038\u1010\u102d\u102f\u1037\u1000\u102d\u102f \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1019\u103e \u1016\u1031\u102c\u103a\u1011\u102f\u1010\u103a\u1015\u103c\u102e\u1038 \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b \u104e\u1004\u103a\u1038\u1000\u102d\u102f\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1015\u102f\u1036\u1000\u102d\u102f \u101e\u101b\u102f\u1015\u103a\u1016\u1031\u102c\u103a\u101b\u1014\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b \u1015\u1014\u103a\u1012\u102b DataFrame \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u1019\u100a\u103a\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 style=\"color: #000000;\">pandas<\/span> as <span style=\"color: #000000;\">pd<\/span> \nimport<\/span> scipy.stats <span style=\"color: #107d3f;\">as<\/span> stats\n\n<span style=\"color: #008080;\">#create dataframe with three columns 'A', 'B', 'C'<\/span>\nnp.random.seed(10)\ndata = pd.DataFrame(np.random.randint(0, 10, size=(100, 3)), columns=['A', 'B', 'C'])\n<span style=\"color: #008080;\">\n#view first 10 rows<\/span>\ndata[:10]\n\n           ABC\n0 13.315865 7.152790 -15.454003\n1 -0.083838 6.213360 -7.200856\n2 2.655116 1.085485 0.042914\n3 -1.746002 4.330262 12.030374\n4 -9.650657 10.282741 2.286301\n5 4.451376 -11.366022 1.351369\n6 14.845370 -10.798049 -19.777283\n7 -17.433723 2.660702 23.849673\n8 11.236913 16.726222 0.991492\n9 13.979964 -2.712480 6.132042\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1011\u102d\u102f\u1037\u1014\u1031\u102c\u1000\u103a z-score method \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a interquartile range method \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d outliers \u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u103c\u102e\u1038 \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Z-\u101b\u1019\u103e\u1010\u103a \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038-<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find absolute value of z-score for each observation<\/span>\nz = np.abs(stats.zscore(data))\n\n<span style=\"color: #008080;\">#only keep rows in dataframe with all z-scores less than absolute value of 3<\/span> \ndata_clean = data[(z&lt;3).all(axis=1)]\n\n<span style=\"color: #008080;\">#find how many rows are left in the dataframe<\/span> \ndata_clean.shape\n\n(99.3)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Interquartile \u1021\u1015\u102d\u102f\u1004\u103a\u1038\u1021\u1001\u103c\u102c\u1038\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038-<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find Q1, Q3, and interquartile range for each column<\/span>\nQ1 = data.quantile(q=.25)\nQ3 = data.quantile(q=.75)\nIQR = data.apply(stats.iqr)\n\n<span style=\"color: #008080;\">#only keep rows in dataframe that have values within 1.5*IQR of Q1 and Q3<\/span>\ndata_clean = data[~((data &lt; (Q1-1.5*IQR)) | (data &gt; (Q3+1.5*IQR))).any(axis=1)]\n<span style=\"color: #008080;\">\n#find how many rows are left in the dataframe<\/span> \ndata_clean.shape\n\n(89.3)<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1000\u103d\u102c\u1010\u102c\u1038\u1021\u1000\u103d\u102c\u1021\u101d\u1031\u1038\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u101e\u100a\u103a \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u1019\u103b\u102c\u1038\u1021\u1016\u103c\u1005\u103a \u101b\u103e\u102f\u1019\u103c\u1004\u103a\u1001\u103b\u1000\u103a \u1041\u1041 \u1001\u102f\u1000\u102d\u102f \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u1019\u103b\u102c\u1038\u1021\u1016\u103c\u1005\u103a \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u103c\u102e\u1038 \u1005\u102f\u1005\u102f\u1015\u1031\u102b\u1004\u103a\u1038 \u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u1019\u103e\u102f \u1041\u1041 \u1001\u102f\u1000\u102d\u102f \u1016\u101a\u103a\u1011\u102f\u1010\u103a\u1011\u102c\u1038\u1001\u103b\u102d\u1014\u103a\u1010\u103d\u1004\u103a za \u101b\u1019\u103e\u1010\u103a\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u101e\u100a\u103a \u101b\u103e\u102f\u1019\u103c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1021\u1005\u103d\u1014\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1021\u1016\u103c\u1005\u103a \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u103c\u102e\u1038 \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1011\u102c\u1038\u101e\u100a\u103a\u1000\u102d\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1010\u103d\u1031\u1037\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<h3> <strong>\u1021\u1005\u103d\u1014\u103a\u1038\u1021\u1011\u1004\u103a\u1038\u1010\u103d\u1031\u1000\u102d\u102f \u1018\u101a\u103a\u1021\u1001\u103b\u102d\u1014\u103a\u1019\u103e\u102c \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u101b\u1019\u101c\u1032<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">\u101e\u1004\u1037\u103a\u1012\u1031\u1010\u102c\u1010\u103d\u1004\u103a \u1010\u1005\u103a\u1001\u102f \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1010\u1005\u103a\u1001\u102f\u1011\u1000\u103a\u1015\u102d\u102f\u101e\u1031\u102c \u1021\u1005\u103d\u1014\u103a\u1038\u1021\u1011\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u101b\u103e\u102d\u1014\u1031\u1015\u102b\u1000\u104a \u104e\u1004\u103a\u1038\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1019\u103e\u102f\u1021\u1019\u103e\u102c\u1038\u104f\u101b\u101c\u1012\u103a\u1019\u101f\u102f\u1010\u103a\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1026\u1038\u1005\u103d\u102c\u101e\u1031\u1001\u103b\u102c\u1005\u1031\u101b\u1019\u100a\u103a\u104b \u1010\u1005\u103a\u1001\u102b\u1010\u1005\u103a\u101b\u1036\u1010\u103d\u1004\u103a \u1010\u1005\u103a\u1026\u1038\u1010\u1005\u103a\u101a\u1031\u102c\u1000\u103a\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1000\u102d\u102f\u101e\u102d\u1019\u103a\u1038\u1006\u100a\u103a\u1038\u1005\u1009\u103a\u1010\u103d\u1004\u103a \u1019\u103e\u102c\u1038\u101a\u103d\u1004\u103a\u1038\u101e\u1031\u102c\u1012\u1031\u1010\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1000\u102d\u102f \u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u1005\u103d\u102c\u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> \u1021\u1000\u103c\u1019\u103a\u1038\u1016\u103b\u1004\u103a\u1038\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1019\u103e\u102f \u1021\u1019\u103e\u102c\u1038\u1010\u1005\u103a\u1001\u102f\u104f \u101b\u101c\u1012\u103a\u1016\u103c\u1005\u103a\u101c\u102c\u1015\u102b\u1000\u104a <span style=\"color: #000000;\">\u1012\u1031\u1010\u102c\u1021\u1005\u102f\u104f<\/span> <a href=\"https:\/\/statorials.org\/my\/\u1017\u101f\u102d\u102f\u101e\u1018\u1031\u102c\u1011\u102c\u1038\u1000\u102d\u102f-\u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u101e\u100a\u103a\u104b\/\" target=\"_blank\" rel=\"noopener\">\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1021\u101c\u101a\u103a\u1010\u1014\u103a\u1038<\/a> <span style=\"color: #000000;\">\u1000\u1032\u1037\u101e\u102d\u102f\u1037 \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1021\u101e\u1005\u103a\u1010\u1005\u103a\u1001\u102f \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a \u101e\u1004\u103a\u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a<\/span> \u104b<\/p>\n<p> <span style=\"color: #000000;\">\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a \u1021\u1019\u103e\u1014\u103a\u1010\u1000\u101a\u103a \u101e\u102c\u101c\u103d\u1014\u103a\u1015\u102b\u1000\u104a \u104e\u1004\u103a\u1038\u101e\u100a\u103a \u101e\u1004\u103a\u104f \u1021\u101c\u102f\u1036\u1038\u1005\u102f\u1036\u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f\u1021\u1015\u1031\u102b\u103a \u101e\u102d\u101e\u102c\u1011\u1004\u103a\u101b\u103e\u102c\u1038\u101e\u1031\u102c \u101e\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u101b\u103e\u102d\u1019\u100a\u103a\u1006\u102d\u102f\u1015\u102b\u1000 \u104e\u1004\u103a\u1038\u1000\u102d\u102f \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u101b\u1014\u103a \u101e\u1004\u103a\u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b \u101e\u102c\u1013\u1000\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u101e\u1004\u103a\u1016\u101a\u103a\u101b\u103e\u102c\u1038\u101c\u102d\u102f\u1000\u103a\u101e\u1031\u102c \u101e\u1004\u103a\u104f\u1014\u1031\u102c\u1000\u103a\u1006\u102f\u1036\u1038\u1021\u1005\u102e\u101b\u1004\u103a\u1001\u1036\u1005\u102c \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f\u1010\u103d\u1004\u103a \u101e\u1031\u1001\u103b\u102c\u1005\u103d\u102c\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b\u104b<\/span><\/p>\n<h3> <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><\/h3>\n<p> <span style=\"color: #000000;\">\u101e\u1004\u103a\u101e\u100a\u103a \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1000\u102d\u102f \u1010\u1005\u103a\u1015\u103c\u102d\u102f\u1004\u103a\u1014\u1000\u103a\u1010\u100a\u103a\u1038 \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1014\u1031\u1015\u102b\u1000\u104a \u1015\u103c\u1004\u103a\u1015\u1021\u101b\u102c\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101e\u102d\u101b\u103e\u102d\u101b\u1014\u103a <a href=\"https:\/\/statorials.org\/my\/mahalanobis-\u1021\u101d\u1031\u1038\u1011\u102d\u1014\u103a\u1038\u1005\u1015\u102b\u1038\u1021\u102f\u1036\u1038\/\" target=\"_blank\" rel=\"noopener\">Mahalanobis \u1021\u1000\u103d\u102c\u1021\u101d\u1031\u1038\u1000\u102d\u102f<\/a> \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101c\u102d\u102f\u1015\u1031\u1019\u100a\u103a\u104b<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Outlier \u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d \u1021\u1001\u103c\u102c\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1019\u101f\u102f\u1010\u103a\u1005\u103d\u102c \u101d\u1031\u1038\u1000\u103d\u102c\u1014\u1031\u101e\u1031\u102c \u1005\u1030\u1038\u1005\u1019\u103a\u1038\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f\u104f\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1011\u102d\u1001\u102d\u102f\u1000\u103a\u1005\u1031\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u101e\u1030\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1015\u103c\u103f\u1014\u102c\u101b\u103e\u102d\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b \u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1010\u103d\u1004\u103a Python \u101b\u103e\u102d \u1021\u1005\u103d\u1014\u103a\u1038\u1021\u1011\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1001\u103d\u1032\u1001\u103c\u102c\u1038\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u103c\u102e\u1038 \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b Python \u1010\u103d\u1004\u103a Outliers \u1000\u102d\u102f\u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1001\u103d\u1032\u1001\u103c\u102c\u1038\u1014\u102d\u102f\u1004\u103a\u1019\u100a\u103a\u1014\u100a\u103a\u1038\u104b \u1021\u1005\u103d\u1014\u103a\u1038\u1000\u103d\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1001\u103c\u1004\u103a\u1038\u1019\u1015\u103c\u102f\u1019\u102e\u104a \u101e\u1004\u103a\u101e\u100a\u103a \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u1010\u1005\u103a\u1001\u102f\u101f\u102f \u101e\u1004\u103a\u101a\u1030\u1006\u101e\u1031\u102c\u1021\u101b\u102c\u1000\u102d\u102f \u1026\u1038\u1005\u103d\u102c\u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u101b\u1015\u102b\u1019\u100a\u103a\u104b \u1012\u102e\u101c\u102d\u102f\u101c\u102f\u1015\u103a\u1016\u102d\u102f\u1037 \u1018\u102f\u1036\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1014\u103e\u1005\u103a\u1001\u102f\u101b\u103e\u102d\u1015\u102b\u1010\u101a\u103a 1. \u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1021\u1015\u102d\u102f\u1004\u103a\u1038\u1021\u1001\u103c\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b interquartile \u1021\u1000\u103d\u102c\u1021\u101d\u1031\u1038 (IQR) \u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1010\u103d\u1004\u103a 75th \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038 (Q3) \u1014\u103e\u1004\u1037\u103a 25th percentile (Q1) \u1021\u1000\u103c\u102c\u1038 \u1000\u103d\u102c\u1001\u103c\u102c\u1038\u1001\u103b\u1000\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u104e\u1004\u103a\u1038\u101e\u100a\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u104f 50% \u1001\u103d\u1032\u101d\u1031\u1019\u103e\u102f\u1000\u102d\u102f \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u101e\u100a\u103a\u104b \u1010\u1010\u102d\u101a quartile (Q3) [&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 Outliers \u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u100a\u103a\u1000\u1032\u1037\u101e\u102d\u102f\u1037 \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1014\u100a\u103a\u1038 - Statology<\/title>\n<meta name=\"description\" content=\"Python \u101b\u103e\u102d outliers \u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1001\u103d\u1032\u1001\u103c\u102c\u1038\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u103c\u102e\u1038 \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1014\u100a\u103a\u1038\u1021\u1010\u103d\u1000\u103a \u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u101e\u1031\u102c \u101b\u103e\u1004\u103a\u1038\u101c\u1004\u103a\u1038\u1001\u103b\u1000\u103a\u104b\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/my\/outliers-python-\u1000\u102d\u102f\u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1015\u102b\u104b\/\" \/>\n<meta property=\"og:locale\" content=\"my_MM\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" 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