{"id":824,"date":"2023-07-28T15:22:57","date_gmt":"2023-07-28T15:22:57","guid":{"rendered":"https:\/\/statorials.org\/my\/z-%e1%80%9b%e1%80%99%e1%80%be%e1%80%90%e1%80%ba-%e1%80%85%e1%80%95%e1%80%ab%e1%80%b8%e1%80%a1%e1%80%af%e1%80%b6%e1%80%b8\/"},"modified":"2023-07-28T15:22:57","modified_gmt":"2023-07-28T15:22:57","slug":"z-%e1%80%9b%e1%80%99%e1%80%be%e1%80%90%e1%80%ba-%e1%80%85%e1%80%95%e1%80%ab%e1%80%b8%e1%80%a1%e1%80%af%e1%80%b6%e1%80%b8","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/z-%e1%80%9b%e1%80%99%e1%80%be%e1%80%90%e1%80%ba-%e1%80%85%e1%80%95%e1%80%ab%e1%80%b8%e1%80%a1%e1%80%af%e1%80%b6%e1%80%b8\/","title":{"rendered":"Python \u1010\u103d\u1004\u103a z \u101b\u1019\u103e\u1010\u103a\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;\">\u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1005\u102c\u101b\u1004\u103a\u1038\u1007\u101a\u102c\u1038\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a\u104a <strong>z-score \u101e\u100a\u103a<\/strong> <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\">\u1005\u1036\u1014\u103e\u102f\u1014\u103a\u1038<\/a> \u1010\u1005\u103a\u1001\u102f\u1019\u103e \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\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 style=\"text-align: center;\"> <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;\">\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a Python \u101b\u103e\u102d \u1012\u1031\u1010\u102c\u1021\u1000\u103c\u1019\u103a\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a z-\u101b\u1019\u103e\u1010\u103a\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> <strong>Python \u1010\u103d\u1004\u103a Z \u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1015\u102b syntax \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u1037\u103a <strong>scipy.stats.zscore<\/strong> \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d Python \u1010\u103d\u1004\u103a z-score \u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>scipy.stats.zscore(a\u104a axis=0\u104a ddof=0\u104a nan_policy=&#8217;propagate&#8217;)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u101b\u103d\u103e\u1031-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>a<\/strong> : \u1012\u1031\u1010\u102c\u1015\u102b\u101b\u103e\u102d\u101e\u1031\u102c array \u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038 \u1021\u101b\u102c\u101d\u1010\u1039\u1011\u102f\u1010\u1005\u103a\u1001\u102f<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u101d\u1004\u103a\u101b\u102d\u102f\u1038<\/strong> : z-\u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101b\u1014\u103a \u1010\u1005\u103a\u101c\u103b\u103e\u1031\u102c\u1000\u103a \u101d\u1004\u103a\u101b\u102d\u102f\u1038\u104b \u1019\u1030\u101b\u1004\u103a\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a 0 \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>ddof<\/strong> : \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101b\u102c\u1010\u103d\u1004\u103a \u101c\u103d\u1010\u103a\u101c\u1015\u103a\u1019\u103e\u102f\u1012\u102e\u1002\u101b\u102e\u1000\u102d\u102f \u1010\u100a\u1037\u103a\u1019\u1010\u103a\u1001\u103c\u1004\u103a\u1038\u104b \u1019\u1030\u101b\u1004\u103a\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a 0 \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>nan_policy<\/strong> : \u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1019\u103e\u102f\u1010\u103d\u1004\u103a nan \u1015\u102b\u101d\u1004\u103a\u101e\u100a\u1037\u103a\u1021\u1001\u102b \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1000\u102d\u102f\u1004\u103a\u1010\u103d\u101a\u103a\u101b\u1019\u100a\u103a\u1014\u100a\u103a\u1038\u104b \u1019\u1030\u101b\u1004\u103a\u1038\u1019\u103e\u102c propagate \u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038\u104a nan \u1000\u102d\u102f \u1015\u103c\u1014\u103a\u1015\u1031\u1038\u101e\u100a\u103a\u104b &#8216;raise&#8217; \u101e\u100a\u103a error \u1010\u1000\u103a\u101c\u102c\u1015\u103c\u102e\u1038 &#8216;omit&#8217; \u101e\u100a\u103a nan value \u1000\u102d\u102f\u101c\u103b\u1005\u103a\u101c\u103b\u1030\u101b\u103e\u102f\u1000\u102c \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b\u1014\u1019\u1030\u1014\u102c\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1010\u1005\u103a\u1018\u1000\u103a\u1019\u103c\u1004\u103a\u1002\u100f\u1014\u103a\u1038\u1021\u1001\u1004\u103a\u1038\u1021\u1000\u103b\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a z-\u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101b\u1014\u103a \u1024\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102f\u1036\u1000\u102d\u102f \u101e\u101b\u102f\u1015\u103a\u1016\u1031\u102c\u103a\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1010\u1005\u103a\u1018\u1000\u103a\u1019\u103c\u1004\u103a \u1001\u1004\u103a\u1038\u1000\u103b\u1004\u103a\u1038\u1019\u103e\u102f\u1019\u103b\u102c\u1038<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><strong>\u1021\u1006\u1004\u1037\u103a 1: \u1019\u1031\u102c\u103a\u1002\u103b\u1030\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u1004\u103a\u101e\u103d\u1004\u103a\u1038\u1015\u102b\u104b<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import <span style=\"color: #000000;\">pandas<\/span> as <span style=\"color: #000000;\">pd<\/span>\nimport<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #107d3f;\">import<\/span> scipy.stats <span style=\"color: #107d3f;\">as<\/span> stats\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>\u1021\u1006\u1004\u1037\u103a 2: \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1007\u101a\u102c\u1038\u1010\u1005\u103a\u1001\u102f\u1016\u1014\u103a\u1010\u102e\u1038\u1015\u102b\u104b<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>data = np.array([6, 7, 7, 12, 13, 13, 15, 16, 19, 22])\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>\u1021\u1006\u1004\u1037\u103a 3- \u1007\u101a\u102c\u1038\u101b\u103e\u102d \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a z-\u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1015\u102b\u104b<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>stats.zscore(data)\n\n<span style=\"color: #000000;\">[-1.394, -1.195, -1.195, -0.199, 0, 0, 0.398, 0.598, 1.195, 1.793]<\/span>\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">z-score \u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1010\u103d\u1004\u103a \u1010\u1005\u103a\u1026\u1038\u1001\u103b\u1004\u103a\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1011\u1036\u1019\u103e \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f \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 \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u103a\u1037:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u1007\u101a\u102c\u1038\u101b\u103e\u102d &#8220; 6&#8221;  \u104f \u1015\u1011\u1019\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e <em>\u1021\u1031\u102c\u1000\u103a\u101b\u103e\u102d<\/em> <strong>1.394<\/strong> \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1007\u101a\u102c\u1038\u101b\u103e\u102d &#8220; 13&#8221;  \u104f \u1015\u1009\u1039\u1005\u1019\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a <strong>0<\/strong> \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u101e\u100a\u103a\u104a \u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c \u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u1014\u103e\u1004\u1037\u103a \u100a\u102e\u1019\u103b\u103e\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1007\u101a\u102c\u1038\u101b\u103e\u102d &#8220; 22&#8221;  \u104f \u1014\u1031\u102c\u1000\u103a\u1006\u102f\u1036\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e <em>\u1021\u1011\u1000\u103a<\/em> \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a <strong>1.793<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>\u1018\u1000\u103a\u1015\u1031\u102b\u1004\u103a\u1038\u1005\u102f\u1036 \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\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\u1010\u103d\u1004\u103a multidimensional array \u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d\u1015\u102b\u1000\u104a \u104e\u1004\u103a\u1038\u104f\u1000\u102d\u102f\u101a\u103a\u1015\u102d\u102f\u1004\u103a array \u1014\u103e\u1004\u1037\u103a \u101e\u1000\u103a\u1006\u102d\u102f\u1004\u103a\u101e\u1031\u102c z-score \u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101c\u102d\u102f\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a <strong>\u101d\u1004\u103a\u101b\u102d\u102f\u1038\u1018\u1031\u102c\u1004\u103a<\/strong> \u1018\u1031\u102c\u1004\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1010\u103d\u1004\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b multidimensional array \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>data = np.array([[5, 6, 7, 7, 8],\n                 [8, 8, 8, 9, 9],\n                 [2, 2, 4, 4, 5]])\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1007\u101a\u102c\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a z-\u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\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>stats.zscore(data, axis=1)\n\n[[-1.569 -0.588 0.392 0.392 1.373]\n[-0.816 -0.816 -0.816 1.225 1.225]\n[-1.167 -1.167 0.5 0.5 1.333]]\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a z-\u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u104e\u1004\u103a\u1038\u1010\u102d\u102f\u1037\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u101e\u100a\u1037\u103a\u1007\u101a\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1014\u103e\u102d\u102f\u1004\u103a\u1038\u101a\u103e\u1009\u103a\u1015\u103c\u101e\u1011\u102c\u1038\u101e\u100a\u103a\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u103a\u1037:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u1015\u1011\u1019\u1007\u101a\u102c\u1038\u101b\u103e\u102d &#8220; 5&#8221;  \u104f\u1015\u1011\u1019\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a \u104e\u1004\u103a\u1038\u104f\u1007\u101a\u102c\u1038\u104f\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e <em>\u1021\u1031\u102c\u1000\u103a\u1010\u103d\u1004\u103a<\/em> <strong>1.159<\/strong> \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1012\u102f\u1010\u102d\u101a\u1007\u101a\u102c\u1038\u101b\u103e\u102d &#8220; 8&#8221;  \u104f\u1015\u1011\u1019\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a \u104e\u1004\u103a\u1038\u104f\u1007\u101a\u102c\u1038\u104f\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e <em>\u1021\u1031\u102c\u1000\u103a<\/em> <strong>0.816<\/strong> \u1005\u1036\u101e\u103d\u1031\u1016\u102e\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1010\u1010\u102d\u101a\u1007\u101a\u102c\u1038\u101b\u103e\u102d &#8220; 2&#8221;  \u104f\u1015\u1011\u1019\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a \u104e\u1004\u103a\u1038\u104f\u1007\u101a\u102c\u1038\u104f\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e <em>\u1021\u1031\u102c\u1000\u103a\u1010\u103d\u1004\u103a<\/em> <strong>1.167<\/strong> \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>Pandas \u1012\u1031\u1010\u102c\u1018\u1031\u102c\u1004\u103a\u1019\u103b\u102c\u1038<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u104e\u1004\u103a\u1038\u1021\u1005\u102c\u1038 \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1010\u103d\u1004\u103a Pandas DataFrame \u101b\u103e\u102d\u101e\u100a\u103a\u101f\u102f \u101a\u1030\u1006\u1000\u103c\u1015\u102b\u1005\u102d\u102f\u1037\u104b<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>data = pd.DataFrame(np.random.randint(0, 10, size=(5, 3)), columns=['A', 'B', 'C'])\ndata\n\nABC\n0 8 0 9\n1 4 0 7\n2 9 6 8\n3 1 8 1\n4 8 0 8\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1000\u1031\u102c\u103a\u101c\u1036\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a \u1010\u1005\u103a\u1026\u1038\u1001\u103b\u1004\u103a\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u104f z-score \u1000\u102d\u102f\u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101b\u1014\u103a <strong>\u101e\u1000\u103a\u1006\u102d\u102f\u1004\u103a\u101e\u100a\u1037\u103a<\/strong> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\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-<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>data.apply(stats.zscore)\n\n          ABC\n0 0.659380 -0.802955 0.836080\n1 -0.659380 -0.802955 0.139347\n2 0.989071 0.917663 0.487713\n3 -1.648451 1.491202 -1.950852\n4 0.659380 -0.802955 0.487713\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a z-\u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u104e\u1004\u103a\u1038\u1010\u102d\u102f\u1037\u1010\u100a\u103a\u101b\u103e\u102d\u1014\u1031\u101e\u100a\u1037\u103a \u1000\u1031\u102c\u103a\u101c\u1036\u1014\u103e\u1004\u1037\u103a \u1014\u103e\u102d\u102f\u1004\u103a\u1038\u101a\u103e\u1009\u103a\u1015\u103c\u101e\u1011\u102c\u1038\u101e\u100a\u103a\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u103a\u1037:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u1015\u1011\u1019\u1000\u1031\u102c\u103a\u101c\u1036\u101b\u103e\u102d &#8220; 8&#8221;  \u104f \u1015\u1011\u1019\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a \u104e\u1004\u103a\u1038\u104f\u1000\u1031\u102c\u103a\u101c\u1036\u104f\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038 <em>\u1021\u1011\u1000\u103a<\/em> <strong>0.659<\/strong> \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1012\u102f\u1010\u102d\u101a\u1000\u1031\u102c\u103a\u101c\u1036\u101b\u103e\u102d \u1015\u1011\u1019 &#8220; 0&#8221;  \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a \u104e\u1004\u103a\u1038\u104f\u1000\u1031\u102c\u103a\u101c\u1036\u101b\u103e\u102d \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1011\u1000\u103a <strong>0.803<\/strong> \u1005\u1036\u101e\u103d\u1031 <em>\u1016\u102e<\/em> \u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1010\u1010\u102d\u101a\u1000\u1031\u102c\u103a\u101c\u1036\u101b\u103e\u102d &#8220; 9&#8221;  \u104f\u1015\u1011\u1019\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a \u104e\u1004\u103a\u1038\u104f\u1000\u1031\u102c\u103a\u101c\u1036\u104f\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038 <em>\u1021\u1011\u1000\u103a<\/em> <strong>0.836<\/strong> \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>\u1014\u1031\u102c\u1000\u103a\u1011\u1015\u103a\u1021\u101b\u1004\u103a\u1038\u1021\u1019\u103c\u1005\u103a\u1019\u103b\u102c\u1038-<\/strong><\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/my\/z-\u101b\u1019\u103e\u1010\u103a-excel\/\" target=\"_blank\" rel=\"noopener\">Excel \u1010\u103d\u1004\u103a Z \u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/z-\u1021\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038-spss\/\" target=\"_blank\" rel=\"noopener\">SPSS \u1010\u103d\u1004\u103a Z \u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038 \u1010\u103d\u1000\u103a\u1014\u100a\u103a\u1038<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/z-\u101b\u1019\u103e\u1010\u103a-ti-84-\u1002\u100f\u1014\u103a\u1038\u1015\u1031\u102b\u1004\u103a\u1038\u1005\u1000\u103a\/\" target=\"_blank\" rel=\"noopener\">TI-84 \u1002\u100f\u1014\u103a\u1038\u1010\u103d\u1000\u103a\u1005\u1000\u103a\u1010\u103d\u1004\u103a Z \u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038<\/a><\/p>\n<dl class=\"field-list simple\">\n<dd class=\"field-odd\"><\/dd>\n<\/dl>\n","protected":false},"excerpt":{"rendered":"<p>\u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1005\u102c\u101b\u1004\u103a\u1038\u1007\u101a\u102c\u1038\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a\u104a z-score \u101e\u100a\u103a \u1005\u1036\u1014\u103e\u102f\u1014\u103a\u1038 \u1010\u1005\u103a\u1001\u102f\u1019\u103e \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\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- z = (X \u2013 \u03bc) \/ \u03c3 \u101b\u103d\u103e\u1031- 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 \u00b5 \u101e\u100a\u103a \u101c\u1030\u1026\u1038\u101b\u1031\u1000\u102d\u102f \u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u104b \u03c3 \u101e\u100a\u103a \u101c\u1030\u1026\u1038\u101b\u1031\u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u101e\u100a\u103a\u104b \u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a Python \u101b\u103e\u102d \u1012\u1031\u1010\u102c\u1021\u1000\u103c\u1019\u103a\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a z-\u101b\u1019\u103e\u1010\u103a\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 Python \u1010\u103d\u1004\u103a Z \u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038 \u1021\u1031\u102c\u1000\u103a\u1015\u102b syntax \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u1037\u103a scipy.stats.zscore \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d Python \u1010\u103d\u1004\u103a z-score \u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a- scipy.stats.zscore(a\u104a axis=0\u104a ddof=0\u104a [&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 \u1010\u103d\u1004\u103a Z \u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038 - Statology<\/title>\n<meta name=\"description\" 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