{"id":858,"date":"2023-07-28T12:40:32","date_gmt":"2023-07-28T12:40:32","guid":{"rendered":"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be-python-%e1%80%9b%e1%80%bd%e1%80%b1%e1%80%b7%e1%80%9c%e1%80%bb%e1%80%ac%e1%80%b8\/"},"modified":"2023-07-28T12:40:32","modified_gmt":"2023-07-28T12:40:32","slug":"%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be-python-%e1%80%9b%e1%80%bd%e1%80%b1%e1%80%b7%e1%80%9c%e1%80%bb%e1%80%ac%e1%80%b8","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be-python-%e1%80%9b%e1%80%bd%e1%80%b1%e1%80%b7%e1%80%9c%e1%80%bb%e1%80%ac%e1%80%b8\/","title":{"rendered":"Python \u1010\u103d\u1004\u103a moving averages \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038"},"content":{"rendered":"

<\/p>\n

\n

\u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e<\/strong> \u101e\u100a\u103a \u1012\u1031\u1010\u102c\u101b\u103e\u102d “ \u1006\u1030\u100a\u1036\u101e\u1036” \u1000\u102d\u102f \u101c\u103b\u103e\u1031\u102c\u1037\u1001\u103b\u101b\u1014\u103a\u1014\u103e\u1004\u1037\u103a \u1015\u102f\u1036\u1005\u1036\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1001\u1031\u1010\u103a\u101b\u1031\u1005\u102e\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u102d\u102f\u1019\u102d\u102f\u101c\u103d\u101a\u103a\u1000\u1030\u1005\u103d\u102c \u1001\u103d\u1032\u1001\u103c\u102c\u1038\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a \u1021\u1001\u103b\u102d\u1014\u103a\u1005\u102e\u1038\u101b\u102e\u1038\u1012\u1031\u1010\u102c\u1000\u102d\u102f \u1001\u103b\u1031\u102c\u1019\u103d\u1031\u1037\u1005\u1031\u101b\u1014\u103a \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u1037\u103a \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n

\u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1014\u1031\u102c\u1000\u103a\u1000\u103d\u101a\u103a\u101b\u103e\u102d \u1021\u101a\u1030\u1021\u1006\u101e\u100a\u103a \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1000\u102c\u101c\u1010\u1005\u103a\u1001\u102f\u1021\u1010\u103d\u1000\u103a “ \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e” \u101e\u102d\u102f\u1037\u101b\u1031\u102c\u1000\u103a\u101b\u103e\u102d\u101b\u1014\u103a \u101a\u1001\u1004\u103a\u1000\u102c\u101c\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u102c\u1038\u101a\u1030\u101b\u1014\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n

\u1024\u1000\u103b\u1030\u1010\u102d\u102f\u101b\u102e\u101b\u101a\u103a\u1010\u103d\u1004\u103a Python \u1010\u103d\u1004\u103a \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1014\u103e\u102f\u1014\u103a\u1038\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

\u1025\u1015\u1019\u102c- Python \u101b\u103e\u102d Moving Averages<\/strong><\/span><\/h3>\n

\u1000\u102c\u101c 10 \u1000\u103b\u1031\u102c\u103a\u1021\u1010\u103d\u1004\u103a\u1038 \u1000\u102f\u1019\u1039\u1015\u100f\u102e\u1010\u1005\u103a\u1001\u102f\u104f \u1005\u102f\u1005\u102f\u1015\u1031\u102b\u1004\u103a\u1038\u101b\u1031\u102c\u1004\u103a\u1038\u1001\u103b\u1019\u103e\u102f\u1000\u102d\u102f \u1015\u103c\u101e\u101e\u100a\u1037\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1007\u101a\u102c\u1038\u101b\u103e\u102d\u101e\u100a\u103a\u1006\u102d\u102f\u1015\u102b\u1005\u102d\u102f\u1037\u104b<\/span><\/p>\n

 x = [50, 55, 36, 49, 84, 75, 101, 86, 80, 104]\n<\/strong><\/pre>\n
 \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038 1- cumsum() \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\u102b\u104b<\/strong><\/span><\/p>\n
 \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u102c\u1038 \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101b\u1014\u103a \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1019\u103e\u102c cumsum() \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1001\u103c\u1004\u103a\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a-<\/span><\/p>\n
 import<\/span> numpy as<\/span> np\n\n#define moving average function<\/span>\ndef<\/span> moving_avg(x, n):\n    cumsum = np.cumsum(np.insert(x, 0, 0)) \n    return<\/span> (cumsum[n:] - cumsum[:-n]) \/ float(n)\n\n#calculate moving average using previous 3 time periods\n<\/span>n = 3\nmoving_avg(x, n):\n\narray([47, 46.67, 56.33, 69.33, 86.67, 87.33, 89, 90])\n<\/strong><\/pre>\n
 \u1024\u101e\u100a\u103a\u1019\u103e\u102c \u101b\u101c\u1012\u103a\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1021\u1013\u102d\u1015\u1039\u1015\u102c\u101a\u103a\u1016\u103d\u1004\u1037\u103a\u1006\u102d\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n
    \n
  •  \u1010\u1010\u102d\u101a\u1000\u102c\u101c\u104f \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u102c\u1038 47 \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u104e\u1004\u103a\u1038\u1000\u102d\u102f \u1015\u1011\u1019\u101e\u102f\u1036\u1038\u1000\u102c\u101c\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u1016\u103c\u1005\u103a \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101e\u100a\u103a- (50+55+36)\/3 = 47<\/strong> \u104b<\/span><\/li>\n
  •  \u1005\u1010\u102f\u1010\u1039\u1011\u1000\u102c\u101c\u1021\u1010\u103d\u1000\u103a \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u101e\u100a\u103a 46.67 \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u104e\u1004\u103a\u1038\u1000\u102d\u102f \u101a\u1001\u1004\u103a\u1000\u102c\u101c\u101e\u102f\u1036\u1038\u1001\u102f\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u1016\u103c\u1005\u103a \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101e\u100a\u103a- (55+36+49)\/3 = 46.67<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n
     \u1014\u1031\u102c\u1000\u103a … \u1015\u103c\u102e\u1038\u1010\u1031\u102c\u1037\u104b<\/span><\/p>\n
     \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038 2: \u1015\u1014\u103a\u1012\u102b\u1000\u102d\u102f\u101e\u102f\u1036\u1038\u1015\u102b\u104b<\/strong><\/span><\/p>\n
     \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u102c\u1038 \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101b\u1014\u103a \u1021\u1001\u103c\u102c\u1038\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103e\u102c \u1015\u1014\u103a\u1012\u102b\u1021\u1001\u103c\u1031\u1001\u1036\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u101b\u1031\u1038\u101b\u1014\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n
     import<\/span> pandas as<\/span> pd\n\n#define array to use and number of previous periods to use in calculation<\/span>\nx = [50, 55, 36, 49, 84, 75, 101, 86, 80, 104]\nn=3\n\n#calculate moving average<\/span>\npd.Series(x).rolling(window=n).mean().iloc[n-1:].values\n\narray([47, 46.67, 56.33, 69.33, 86.67, 87.33, 89, 90])\n<\/strong><\/pre>\n
     \u1024\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u101e\u100a\u103a \u101a\u1001\u1004\u103a\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1010\u102d\u1021\u1000\u103b\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1011\u102f\u1010\u103a\u1015\u1031\u1038\u101e\u1031\u102c\u103a\u101c\u100a\u103a\u1038 \u1015\u102d\u102f\u1000\u103c\u102e\u1038\u101e\u1031\u102c array \u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1015\u102d\u102f\u1019\u102d\u102f\u1019\u103c\u1014\u103a\u1006\u1014\u103a\u1005\u103d\u102c \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101c\u1031\u1037\u101b\u103e\u102d\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n
     \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1019\u103e\u102f\u1010\u103d\u1004\u103a \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101b\u1014\u103a \u101a\u1001\u1004\u103a\u1000\u102c\u101c\u1019\u103b\u102c\u1038\u104f \u1019\u100a\u103a\u101e\u100a\u1037\u103a\u1014\u1036\u1015\u102b\u1010\u103a\u1000\u102d\u102f\u1019\u1006\u102d\u102f \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u1000\u102d\u102f \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u101e\u1004\u103a\u101e\u100a\u103a n=5 \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101c\u102d\u102f\u101e\u100a\u103a-<\/span><\/p>\n
     #use 5 previous periods to calculate moving average<\/span>\nn=5\n\n#calculate moving average<\/span>\npd.Series(x).rolling(window=n).mean().iloc[n-1:].values\n\narray([54.8, 59.8, 69., 79., 85.2, 89.2])<\/strong><\/pre>\n
     \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u102c\u1038 \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101b\u1014\u103a \u1021\u1001\u103b\u102d\u1014\u103a\u1019\u103b\u102c\u1038 \u1019\u103b\u102c\u1038\u101c\u1031\u101c\u1031\u104a \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1014\u1031\u101e\u1031\u102c \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1019\u103b\u1009\u103a\u1038\u101e\u100a\u103a “ \u1001\u103b\u1031\u102c\u1019\u103d\u1031\u1037”  \u101c\u102c\u101c\u1031\u101c\u1031\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"
    \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e \u101e\u100a\u103a \u1012\u1031\u1010\u102c\u101b\u103e\u102d “ \u1006\u1030\u100a\u1036\u101e\u1036” \u1000\u102d\u102f \u101c\u103b\u103e\u1031\u102c\u1037\u1001\u103b\u101b\u1014\u103a\u1014\u103e\u1004\u1037\u103a \u1015\u102f\u1036\u1005\u1036\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1001\u1031\u1010\u103a\u101b\u1031\u1005\u102e\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u102d\u102f\u1019\u102d\u102f\u101c\u103d\u101a\u103a\u1000\u1030\u1005\u103d\u102c \u1001\u103d\u1032\u1001\u103c\u102c\u1038\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a \u1021\u1001\u103b\u102d\u1014\u103a\u1005\u102e\u1038\u101b\u102e\u1038\u1012\u1031\u1010\u102c\u1000\u102d\u102f \u1001\u103b\u1031\u102c\u1019\u103d\u1031\u1037\u1005\u1031\u101b\u1014\u103a \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u1037\u103a \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1014\u1031\u102c\u1000\u103a\u1000\u103d\u101a\u103a\u101b\u103e\u102d \u1021\u101a\u1030\u1021\u1006\u101e\u100a\u103a \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1000\u102c\u101c\u1010\u1005\u103a\u1001\u102f\u1021\u1010\u103d\u1000\u103a “ \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e” \u101e\u102d\u102f\u1037\u101b\u1031\u102c\u1000\u103a\u101b\u103e\u102d\u101b\u1014\u103a \u101a\u1001\u1004\u103a\u1000\u102c\u101c\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u102c\u1038\u101a\u1030\u101b\u1014\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1024\u1000\u103b\u1030\u1010\u102d\u102f\u101b\u102e\u101b\u101a\u103a\u1010\u103d\u1004\u103a Python \u1010\u103d\u1004\u103a \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1014\u103e\u102f\u1014\u103a\u1038\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 \u1025\u1015\u1019\u102c- Python \u101b\u103e\u102d Moving Averages \u1000\u102c\u101c 10 \u1000\u103b\u1031\u102c\u103a\u1021\u1010\u103d\u1004\u103a\u1038 \u1000\u102f\u1019\u1039\u1015\u100f\u102e\u1010\u1005\u103a\u1001\u102f\u104f \u1005\u102f\u1005\u102f\u1015\u1031\u102b\u1004\u103a\u1038\u101b\u1031\u102c\u1004\u103a\u1038\u1001\u103b\u1019\u103e\u102f\u1000\u102d\u102f \u1015\u103c\u101e\u101e\u100a\u1037\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1007\u101a\u102c\u1038\u101b\u103e\u102d\u101e\u100a\u103a\u1006\u102d\u102f\u1015\u102b\u1005\u102d\u102f\u1037\u104b x = [50, 55, 36, 49, 84, 75, 101, 86, 80, 104] \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038 1- […]<\/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":"\nPython - Statology \u1010\u103d\u1004\u103a Moving Averages \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038<\/title>\n<meta name=\"description\" content=\"Python \u1010\u103d\u1004\u103a \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1014\u1031\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\u1014\u103e\u1004\u1037\u103a \u1021\u1013\u102d\u1015\u1039\u1015\u102c\u101a\u103a\u1015\u103c\u1014\u103a\u1006\u102d\u102f\u1015\u102f\u1036\u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \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\/\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e-python-\u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\/\" \/>\n<meta property=\"og:locale\" content=\"my_MM\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python - Statology \u1010\u103d\u1004\u103a Moving Averages \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038\" \/>\n<meta property=\"og:description\" content=\"Python \u1010\u103d\u1004\u103a \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1014\u1031\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\u1014\u103e\u1004\u1037\u103a \u1021\u1013\u102d\u1015\u1039\u1015\u102c\u101a\u103a\u1015\u103c\u1014\u103a\u1006\u102d\u102f\u1015\u102f\u1036\u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \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 property=\"og:url\" content=\"https:\/\/statorials.org\/my\/\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e-python-\u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-28T12:40:32+00:00\" \/>\n<meta name=\"author\" content=\"Benjamin Anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Benjamin Anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be-python-%e1%80%9b%e1%80%bd%e1%80%b1%e1%80%b7%e1%80%9c%e1%80%bb%e1%80%ac%e1%80%b8\/\",\"url\":\"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be-python-%e1%80%9b%e1%80%bd%e1%80%b1%e1%80%b7%e1%80%9c%e1%80%bb%e1%80%ac%e1%80%b8\/\",\"name\":\"Python - Statology \u1010\u103d\u1004\u103a Moving Averages \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/my\/#website\"},\"datePublished\":\"2023-07-28T12:40:32+00:00\",\"dateModified\":\"2023-07-28T12:40:32+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/my\/#\/schema\/person\/e47470981684a202f7ed4c0cb1e10097\"},\"description\":\"Python \u1010\u103d\u1004\u103a \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1014\u1031\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\u1014\u103e\u1004\u1037\u103a \u1021\u1013\u102d\u1015\u1039\u1015\u102c\u101a\u103a\u1015\u103c\u1014\u103a\u1006\u102d\u102f\u1015\u102f\u1036\u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \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\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be-python-%e1%80%9b%e1%80%bd%e1%80%b1%e1%80%b7%e1%80%9c%e1%80%bb%e1%80%ac%e1%80%b8\/#breadcrumb\"},\"inLanguage\":\"my-MM\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be-python-%e1%80%9b%e1%80%bd%e1%80%b1%e1%80%b7%e1%80%9c%e1%80%bb%e1%80%ac%e1%80%b8\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be-python-%e1%80%9b%e1%80%bd%e1%80%b1%e1%80%b7%e1%80%9c%e1%80%bb%e1%80%ac%e1%80%b8\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u1021\u102d\u1019\u103a\",\"item\":\"https:\/\/statorials.org\/my\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python \u1010\u103d\u1004\u103a moving averages \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/my\/#website\",\"url\":\"https:\/\/statorials.org\/my\/\",\"name\":\"Statorials\",\"description\":\"\u1005\u102c\u101b\u1004\u103a\u1038\u1021\u1004\u103a\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1021\u101b\u100a\u103a\u1021\u1001\u103b\u1004\u103a\u1038\u1021\u1010\u103d\u1000\u103a \u101e\u1004\u1037\u103a\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1001\u103b\u1000\u103a\u104b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/my\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"my-MM\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/my\/#\/schema\/person\/e47470981684a202f7ed4c0cb1e10097\",\"name\":\"Benjamin Anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"my-MM\",\"@id\":\"https:\/\/statorials.org\/my\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/my\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/my\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg\",\"caption\":\"Benjamin Anderson\"},\"description\":\"\u1019\u1004\u103a\u1039\u1002\u101c\u102c\u1015\u102b\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u101e\u100a\u103a \u1021\u1004\u103c\u102d\u1019\u103a\u1038\u1005\u102c\u1038 \u1005\u102c\u101b\u1004\u103a\u1038\u1021\u1004\u103a\u1038 \u1015\u102b\u1019\u1031\u102c\u1000\u1039\u1001 \u1018\u1004\u103a\u1002\u103b\u1019\u1004\u103a\u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 \u101e\u102e\u1038\u101e\u1014\u1037\u103a Statorials \u1006\u101b\u102c\u1021\u1016\u103c\u1005\u103a \u101c\u103e\u100a\u1037\u103a\u1015\u1010\u103a\u1015\u102b\u101e\u100a\u103a\u104b \u1005\u102c\u101b\u1004\u103a\u1038\u1007\u101a\u102c\u1038\u1014\u101a\u103a\u1015\u101a\u103a\u1010\u103d\u1004\u103a \u1000\u103b\u101a\u103a\u1015\u103c\u1014\u1037\u103a\u101e\u1031\u102c\u1021\u1010\u103d\u1031\u1037\u1021\u1000\u103c\u102f\u1036\u1014\u103e\u1004\u1037\u103a \u1000\u103b\u103d\u1019\u103a\u1038\u1000\u103b\u1004\u103a\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a\u1021\u1010\u1030\u104a Statorials \u1019\u103e\u1010\u1005\u103a\u1006\u1004\u1037\u103a \u1000\u103b\u1031\u102c\u1004\u103a\u1038\u101e\u102c\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1001\u103d\u1014\u103a\u1021\u102c\u1038\u1016\u103c\u1005\u103a\u1005\u1031\u101b\u1014\u103a\u1021\u1010\u103d\u1000\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u104f\u1021\u101e\u102d\u1015\u100a\u102c\u1000\u102d\u102f \u1019\u103b\u103e\u101d\u1031\u101c\u102d\u102f\u1015\u102b\u101e\u100a\u103a\u104b \u1015\u102d\u102f\u101e\u102d\u1010\u101a\u103a\u104b\",\"sameAs\":[\"https:\/\/statorials.org\/my\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Python - Statology \u1010\u103d\u1004\u103a Moving Averages \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038","description":"Python \u1010\u103d\u1004\u103a \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1014\u1031\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\u1014\u103e\u1004\u1037\u103a \u1021\u1013\u102d\u1015\u1039\u1015\u102c\u101a\u103a\u1015\u103c\u1014\u103a\u1006\u102d\u102f\u1015\u102f\u1036\u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \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","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/my\/\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e-python-\u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\/","og_locale":"my_MM","og_type":"article","og_title":"Python - Statology \u1010\u103d\u1004\u103a Moving Averages \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038","og_description":"Python \u1010\u103d\u1004\u103a \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1014\u1031\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\u1014\u103e\u1004\u1037\u103a \u1021\u1013\u102d\u1015\u1039\u1015\u102c\u101a\u103a\u1015\u103c\u1014\u103a\u1006\u102d\u102f\u1015\u102f\u1036\u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \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","og_url":"https:\/\/statorials.org\/my\/\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e-python-\u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\/","og_site_name":"Statorials","article_published_time":"2023-07-28T12:40:32+00:00","author":"Benjamin Anderson","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Benjamin Anderson","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be-python-%e1%80%9b%e1%80%bd%e1%80%b1%e1%80%b7%e1%80%9c%e1%80%bb%e1%80%ac%e1%80%b8\/","url":"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be-python-%e1%80%9b%e1%80%bd%e1%80%b1%e1%80%b7%e1%80%9c%e1%80%bb%e1%80%ac%e1%80%b8\/","name":"Python - Statology \u1010\u103d\u1004\u103a Moving Averages \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038","isPartOf":{"@id":"https:\/\/statorials.org\/my\/#website"},"datePublished":"2023-07-28T12:40:32+00:00","dateModified":"2023-07-28T12:40:32+00:00","author":{"@id":"https:\/\/statorials.org\/my\/#\/schema\/person\/e47470981684a202f7ed4c0cb1e10097"},"description":"Python \u1010\u103d\u1004\u103a \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1014\u1031\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\u1014\u103e\u1004\u1037\u103a \u1021\u1013\u102d\u1015\u1039\u1015\u102c\u101a\u103a\u1015\u103c\u1014\u103a\u1006\u102d\u102f\u1015\u102f\u1036\u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \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","breadcrumb":{"@id":"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be-python-%e1%80%9b%e1%80%bd%e1%80%b1%e1%80%b7%e1%80%9c%e1%80%bb%e1%80%ac%e1%80%b8\/#breadcrumb"},"inLanguage":"my-MM","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/my\/%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be-python-%e1%80%9b%e1%80%bd%e1%80%b1%e1%80%b7%e1%80%9c%e1%80%bb%e1%80%ac%e1%80%b8\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%bb%e1%80%99%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%be-python-%e1%80%9b%e1%80%bd%e1%80%b1%e1%80%b7%e1%80%9c%e1%80%bb%e1%80%ac%e1%80%b8\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u1021\u102d\u1019\u103a","item":"https:\/\/statorials.org\/my\/"},{"@type":"ListItem","position":2,"name":"Python \u1010\u103d\u1004\u103a moving averages \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/my\/#website","url":"https:\/\/statorials.org\/my\/","name":"Statorials","description":"\u1005\u102c\u101b\u1004\u103a\u1038\u1021\u1004\u103a\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1021\u101b\u100a\u103a\u1021\u1001\u103b\u1004\u103a\u1038\u1021\u1010\u103d\u1000\u103a \u101e\u1004\u1037\u103a\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1001\u103b\u1000\u103a\u104b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/my\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"my-MM"},{"@type":"Person","@id":"https:\/\/statorials.org\/my\/#\/schema\/person\/e47470981684a202f7ed4c0cb1e10097","name":"Benjamin Anderson","image":{"@type":"ImageObject","inLanguage":"my-MM","@id":"https:\/\/statorials.org\/my\/#\/schema\/person\/image\/","url":"https:\/\/statorials.org\/my\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg","contentUrl":"https:\/\/statorials.org\/my\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg","caption":"Benjamin Anderson"},"description":"\u1019\u1004\u103a\u1039\u1002\u101c\u102c\u1015\u102b\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u101e\u100a\u103a \u1021\u1004\u103c\u102d\u1019\u103a\u1038\u1005\u102c\u1038 \u1005\u102c\u101b\u1004\u103a\u1038\u1021\u1004\u103a\u1038 \u1015\u102b\u1019\u1031\u102c\u1000\u1039\u1001 \u1018\u1004\u103a\u1002\u103b\u1019\u1004\u103a\u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 \u101e\u102e\u1038\u101e\u1014\u1037\u103a Statorials \u1006\u101b\u102c\u1021\u1016\u103c\u1005\u103a \u101c\u103e\u100a\u1037\u103a\u1015\u1010\u103a\u1015\u102b\u101e\u100a\u103a\u104b \u1005\u102c\u101b\u1004\u103a\u1038\u1007\u101a\u102c\u1038\u1014\u101a\u103a\u1015\u101a\u103a\u1010\u103d\u1004\u103a \u1000\u103b\u101a\u103a\u1015\u103c\u1014\u1037\u103a\u101e\u1031\u102c\u1021\u1010\u103d\u1031\u1037\u1021\u1000\u103c\u102f\u1036\u1014\u103e\u1004\u1037\u103a \u1000\u103b\u103d\u1019\u103a\u1038\u1000\u103b\u1004\u103a\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a\u1021\u1010\u1030\u104a Statorials \u1019\u103e\u1010\u1005\u103a\u1006\u1004\u1037\u103a \u1000\u103b\u1031\u102c\u1004\u103a\u1038\u101e\u102c\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1001\u103d\u1014\u103a\u1021\u102c\u1038\u1016\u103c\u1005\u103a\u1005\u1031\u101b\u1014\u103a\u1021\u1010\u103d\u1000\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u104f\u1021\u101e\u102d\u1015\u100a\u102c\u1000\u102d\u102f \u1019\u103b\u103e\u101d\u1031\u101c\u102d\u102f\u1015\u102b\u101e\u100a\u103a\u104b \u1015\u102d\u102f\u101e\u102d\u1010\u101a\u103a\u104b","sameAs":["https:\/\/statorials.org\/my"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/posts\/858"}],"collection":[{"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/comments?post=858"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/posts\/858\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/media?parent=858"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/categories?post=858"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/tags?post=858"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}