{"id":2825,"date":"2023-07-20T12:54:32","date_gmt":"2023-07-20T12:54:32","guid":{"rendered":"https:\/\/statorials.org\/my\/python-%e1%80%85%e1%80%af%e1%80%85%e1%80%8a%e1%80%ba%e1%80%b8%e1%80%99%e1%80%be%e1%80%af-%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be\/"},"modified":"2023-07-20T12:54:32","modified_gmt":"2023-07-20T12:54:32","slug":"python-%e1%80%85%e1%80%af%e1%80%85%e1%80%8a%e1%80%ba%e1%80%b8%e1%80%99%e1%80%be%e1%80%af-%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/python-%e1%80%85%e1%80%af%e1%80%85%e1%80%8a%e1%80%ba%e1%80%b8%e1%80%99%e1%80%be%e1%80%af-%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be\/","title":{"rendered":"Python \u1010\u103d\u1004\u103a \u1010\u102d\u102f\u1038\u1015\u103d\u102c\u1038\u101c\u102c\u101e\u1031\u102c \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u102c\u1038 \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>\u1010\u102d\u102f\u1038\u1015\u103d\u102c\u1038\u101c\u102c\u101e\u1031\u102c \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u101e\u100a\u103a<\/strong> \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1021\u1019\u103e\u1010\u103a\u1010\u1005\u103a\u1001\u102f\u1021\u1011\u102d \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1005\u102e\u1038\u101b\u102e\u1038\u1010\u1005\u103a\u1001\u102f\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u102c\u1038 \u1015\u103c\u1031\u102c\u1015\u103c\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">Pandas DataFrame \u1000\u1031\u102c\u103a\u101c\u1036\u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d \u1000\u1031\u102c\u103a\u101c\u1036\u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\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 \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>df[' <span style=\"color: #ff0000;\">column_name<\/span> ']. <span style=\"color: #3366ff;\">expanding<\/span> (). <span style=\"color: #3366ff;\">mean<\/span> ()<\/strong><\/pre>\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 \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<h3> <span style=\"color: #000000;\"><strong>\u1025\u1015\u1019\u102c- Python \u1010\u103d\u1004\u103a \u1005\u102f\u1015\u103c\u102f\u1036\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1015\u102b\u104b<\/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 \u1005\u1010\u102d\u102f\u1038\u1006\u102d\u102f\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1019\u103e 16 \u101b\u1000\u103a\u1006\u1000\u103a\u1010\u102d\u102f\u1000\u103a\u101b\u1031\u102c\u1004\u103a\u1038\u1001\u103b\u1019\u103e\u102f\u1005\u102f\u1005\u102f\u1015\u1031\u102b\u1004\u103a\u1038\u1000\u102d\u102f\u1015\u103c\u101e\u101e\u100a\u1037\u103a\u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1015\u1014\u103a\u1012\u102b DataFrame \u101b\u103e\u102d\u101e\u100a\u103a\u1006\u102d\u102f\u1000\u103c\u1015\u102b\u1005\u102d\u102f\u1037\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<span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\n<span style=\"color: #008080;\">#createDataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">day<\/span> ': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16],\n                   ' <span style=\"color: #ff0000;\">sales<\/span> ': [3, 6, 0, 2, 4, 1, 0, 1, 4, 7, 3, 3, 8, 3, 5, 5]})\n\n<span style=\"color: #008080;\">#view first five rows of DataFrame\n<\/span>df. <span style=\"color: #3366ff;\">head<\/span> ()\n\n\tday sales\n0 1 3\n1 2 6\n2 3 0\n3 4 2\n4 5 4<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1021\u101b\u1031\u102c\u1004\u103a\u1038\u1000\u1031\u102c\u103a\u101c\u1036\u104f \u101c\u100a\u103a\u1015\u1010\u103a\u1014\u1031\u101e\u1031\u102c \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u102c\u1038 \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><span style=\"color: #008080;\">#calculate average of 'sales' column\n<\/span>df[' <span style=\"color: #ff0000;\">sales<\/span> ']. <span style=\"color: #3366ff;\">expanding<\/span> (). <span style=\"color: #3366ff;\">mean<\/span> ()\n\n0 3.000000\n1 4.500000\n2 3.000000\n3 2.750000\n4 3.000000\n5 2.666667\n6 2.285714\n7 2.125000\n8 2.333333\n9 2.800000\n10 2.818182\n11 2.833333\n12 3.230769\n13 3.214286\n14 3.333333\n15 3.437500\nName: sales, dtype: float64\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1005\u102f\u1015\u1031\u102b\u1004\u103a\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u1010\u102d\u102f\u1004\u103a\u1038 \u1021\u1013\u102d\u1015\u1039\u1015\u102c\u101a\u103a\u1016\u103d\u1004\u1037\u103a\u1006\u102d\u102f\u1015\u102b\u1019\u100a\u103a\u104b<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u1015\u1011\u1019\u101b\u1031\u102c\u1004\u103a\u1038\u101b\u1004\u103d\u1031\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a <strong>3<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1015\u1011\u1019\u101b\u1031\u102c\u1004\u103a\u1038\u1021\u102c\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1014\u103e\u1005\u103a\u1001\u102f\u104f \u1005\u102f\u1005\u100a\u103a\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u101e\u100a\u103a <strong>4.5<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1015\u1011\u1019\u101b\u1031\u102c\u1004\u103a\u1038\u1021\u102c\u1038\u101e\u102f\u1036\u1038\u1019\u103b\u102d\u102f\u1038\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a <strong>3<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1015\u1011\u1019\u101b\u1031\u102c\u1004\u103a\u1038\u1021\u102c\u1038\u101c\u1031\u1038\u1001\u102f\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a <strong>2.75<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1014\u1031\u102c\u1000\u103a &#8230; \u1015\u103c\u102e\u1038\u1010\u1031\u102c\u1037\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">DataFrame \u1010\u103d\u1004\u103a \u1000\u1031\u102c\u103a\u101c\u1036\u1021\u101e\u1005\u103a\u1010\u1005\u103a\u1001\u102f\u1021\u1014\u1031\u1016\u103c\u1004\u1037\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u101b\u1031\u102c\u1004\u103a\u1038\u1021\u102c\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1011\u100a\u1037\u103a\u101b\u1014\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u102f\u1012\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#add cumulative average sales as new column\n<\/span>df[' <span style=\"color: #ff0000;\">cum_avg_sales<\/span> '] = df[' <span style=\"color: #ff0000;\">sales<\/span> ']. <span style=\"color: #3366ff;\">expanding<\/span> (). <span style=\"color: #3366ff;\">mean<\/span> ()\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span>df\n\n\tday sales cum_avg_sales\n0 1 3 3.000000\n1 2 6 4.500000\n2 3 0 3.000000\n3 4 2 2.750000\n4 5 4 3.000000\n5 6 1 2.666667\n6 7 0 2.285714\n7 8 1 2.125000\n8 9 4 2.333333\n9 10 7 2.800000\n10 11 3 2.818182\n11 12 3 2.833333\n12 13 8 3.230769\n13 14 3 3.214286\n14 15 5 3.333333\n15 16 5 3.437500\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>cum_avg_sales<\/strong> \u1000\u1031\u102c\u103a\u101c\u1036\u101e\u100a\u103a \u201c\u1021\u101b\u1031\u102c\u1004\u103a\u1038\u201d \u1000\u1031\u102c\u103a\u101c\u1036\u101b\u103e\u102d \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u103c\u101e\u101e\u100a\u103a\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;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\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\u1019\u1000\u103a\u1011\u101b\u1005\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\u101e\u100a\u103a-<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/my\/python-\u1010\u103d\u1004\u103a-\u1021\u101c\u101a\u103a\u1021\u101c\u1010\u103a\u1021\u101b\u103d\u101a\u103a\u1021\u1005\u102c\u1038\/\" target=\"_blank\" rel=\"noopener\">Python \u1010\u103d\u1004\u103a \u1016\u103c\u1010\u103a\u1010\u1031\u102c\u1000\u103a\u1011\u102c\u1038\u101e\u1031\u102c \u1006\u102d\u102f\u101c\u102d\u102f\u101b\u1004\u103a\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/\u1002\u103b\u102e\u1029\u1019\u1031\u1010\u103c\u102e-\u1006\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c-\u1005\u1015\u102b\u1038\u1021\u102f\u1036\u1038\/\" target=\"_blank\" rel=\"noopener\">Python \u1010\u103d\u1004\u103a Geometric Mean \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e-python-\u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\/\" target=\"_blank\" rel=\"noopener\">Python \u1010\u103d\u1004\u103a Moving Averages \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u1010\u102d\u102f\u1038\u1015\u103d\u102c\u1038\u101c\u102c\u101e\u1031\u102c \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u101e\u100a\u103a \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1021\u1019\u103e\u1010\u103a\u1010\u1005\u103a\u1001\u102f\u1021\u1011\u102d \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1005\u102e\u1038\u101b\u102e\u1038\u1010\u1005\u103a\u1001\u102f\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u102c\u1038 \u1015\u103c\u1031\u102c\u1015\u103c\u101e\u100a\u103a\u104b Pandas DataFrame \u1000\u1031\u102c\u103a\u101c\u1036\u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d \u1000\u1031\u102c\u103a\u101c\u1036\u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\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 \u101e\u1004\u103a\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a- df[&#8216; column_name &#8216;]. expanding (). mean () \u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1025\u1015\u1019\u102c\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 \u1025\u1015\u1019\u102c- Python \u1010\u103d\u1004\u103a \u1005\u102f\u1015\u103c\u102f\u1036\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1015\u102b\u104b \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1010\u103d\u1004\u103a \u1005\u1010\u102d\u102f\u1038\u1006\u102d\u102f\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1019\u103e 16 \u101b\u1000\u103a\u1006\u1000\u103a\u1010\u102d\u102f\u1000\u103a\u101b\u1031\u102c\u1004\u103a\u1038\u1001\u103b\u1019\u103e\u102f\u1005\u102f\u1005\u102f\u1015\u1031\u102b\u1004\u103a\u1038\u1000\u102d\u102f\u1015\u103c\u101e\u101e\u100a\u1037\u103a\u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1015\u1014\u103a\u1012\u102b DataFrame \u101b\u103e\u102d\u101e\u100a\u103a\u1006\u102d\u102f\u1000\u103c\u1015\u102b\u1005\u102d\u102f\u1037\u104b import pandas as pd import numpy as np #createDataFrame df = pd. 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