{"id":4370,"date":"2023-07-11T15:48:55","date_gmt":"2023-07-11T15:48:55","guid":{"rendered":"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%94%e1%80%ba%e1%80%92%e1%80%ab%e1%80%94%e1%80%99%e1%80%b0%e1%80%94%e1%80%ac%e1%80%80%e1%80%ad%e1%80%af-%e1%80%a1%e1%80%85%e1%80%ac%e1%80%b8%e1%80%91%e1%80%ad%e1%80%af%e1%80%b8%e1%80%95\/"},"modified":"2023-07-11T15:48:55","modified_gmt":"2023-07-11T15:48:55","slug":"%e1%80%95%e1%80%94%e1%80%ba%e1%80%92%e1%80%ab%e1%80%94%e1%80%99%e1%80%b0%e1%80%94%e1%80%ac%e1%80%80%e1%80%ad%e1%80%af-%e1%80%a1%e1%80%85%e1%80%ac%e1%80%b8%e1%80%91%e1%80%ad%e1%80%af%e1%80%b8%e1%80%95","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/%e1%80%95%e1%80%94%e1%80%ba%e1%80%92%e1%80%ab%e1%80%94%e1%80%99%e1%80%b0%e1%80%94%e1%80%ac%e1%80%80%e1%80%ad%e1%80%af-%e1%80%a1%e1%80%85%e1%80%ac%e1%80%b8%e1%80%91%e1%80%ad%e1%80%af%e1%80%b8%e1%80%95\/","title":{"rendered":"Pandas- \u1021\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u1005\u102c\u1038\u1011\u102d\u102f\u1038\u1014\u100a\u103a\u1038\u1014\u1019\u1030\u1014\u102c\u101c\u102f\u1015\u103a\u1014\u100a\u103a\u1038"},"content":{"rendered":"

<\/p>\n

\n

\u1021\u1005\u102c\u1038\u1011\u102d\u102f\u1038\u1019\u103e\u102f\u1016\u103c\u1004\u1037\u103a DataFrame \u1019\u103e \u1000\u103b\u1015\u1014\u103a\u1038\u1014\u1019\u1030\u1014\u102c\u1021\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1000\u103b\u1015\u1014\u103a\u1038\u1014\u1019\u1030\u1014\u102c\u101a\u1030\u101b\u1014\u103a pandas sample()<\/strong> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u101b\u103e\u102d replace=True<\/strong> argument \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

 #randomly select n<\/em> rows with repeats allowed<\/span>\ndf. sample<\/span> (n= 5<\/span> , replace= True<\/span> ) \n<\/strong><\/pre>\n
 replace=True \u1000\u102d\u102f<\/strong> \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1001\u103c\u1004\u103a\u1038\u1016\u103c\u1004\u1037\u103a \u101e\u1004\u103a\u101e\u100a\u103a \u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1021\u1010\u1014\u103a\u1038\u1000\u102d\u102f \u1014\u1019\u1030\u1014\u102c\u1010\u103d\u1004\u103a \u1021\u1000\u103c\u102d\u1019\u103a\u1019\u103b\u102c\u1038\u1005\u103d\u102c \u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u101b\u1014\u103a \u1001\u103d\u1004\u1037\u103a\u1015\u103c\u102f\u101e\u100a\u103a\u104b<\/span><\/p>\n
 \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
 \u1025\u1015\u1019\u102c- Pandas \u1010\u103d\u1004\u103a \u1021\u1005\u102c\u1038\u1011\u102d\u102f\u1038\u1011\u102c\u1038\u101e\u1031\u102c \u101c\u102d\u102f\u1004\u103a\u1038\u1019\u103b\u102c\u1038 \u1014\u1019\u1030\u1014\u102c\u1019\u103b\u102c\u1038<\/strong><\/span><\/h2>\n
 \u1021\u1019\u103b\u102d\u102f\u1038\u1019\u103b\u102d\u102f\u1038\u101e\u1031\u102c \u1018\u1010\u103a\u1005\u1000\u1010\u103a\u1018\u1031\u102c\u1000\u1005\u102c\u1038\u101e\u1019\u102c\u1038\u1019\u103b\u102c\u1038\u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1015\u102b\u101b\u103e\u102d\u101e\u1031\u102c \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1015\u1014\u103a\u1012\u102b DataFrame \u101b\u103e\u102d\u101e\u100a\u103a\u1006\u102d\u102f\u1015\u102b\u1005\u102d\u102f\u1037\u104b<\/span><\/p>\n
 import<\/span> pandas as<\/span> pd\n\n#createDataFrame<\/span>\ndf = pd. DataFrame<\/span> ({' team<\/span> ': ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H'],\n                   ' points<\/span> ': [18, 22, 19, 14, 14, 11, 20, 28],\n                   ' assists<\/span> ': [5, 7, 7, 9, 12, 9, 9, 4],\n                   ' rebounds<\/span> ': [11, 8, 10, 6, 6, 5, 9, 12]})\n                   \n#view DataFrame\n<\/span>print<\/span> (df)\n\n  team points assists rebounds\n0 A 18 5 11\n1 B 22 7 8\n2 C 19 7 10\n3 D 14 9 6\n4 E 14 12 6\n5 F 11 9 5\n6 G 20 9 9\n7:28 4 12<\/strong><\/pre>\n
 \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1021\u1010\u1014\u103a\u1038\u1014\u1019\u1030\u1014\u102c\u1000\u102d\u102f \u1000\u103b\u1015\u1014\u103a\u1038\u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u101b\u1014\u103a sample()<\/strong> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u103a\u1006\u102d\u102f\u1015\u102b\u1005\u102d\u102f\u1037\u104b<\/span><\/p>\n
 #randomly select 6 rows from DataFrame (without replacement)\n<\/span>df. sample<\/span> (n= 6<\/span> , random_state= 0<\/span> )\n\n        team points assists rebounds\n6 G 20 9 9\n2 C 19 7 10\n1 B 22 7 8\n7:28 4 12\n3 D 14 9 6\n0 A 18 5 11\n<\/strong><\/pre>\n
 DataFrame \u1010\u103d\u1004\u103a \u1021\u1010\u1014\u103a\u1038\u1001\u103c\u1031\u102c\u1000\u103a\u1010\u1014\u103a\u1038\u1000\u102d\u102f \u101b\u103d\u1031\u1038\u1011\u102c\u1038\u1015\u103c\u102e\u1038 \u1021\u1010\u1014\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1019\u103e \u1014\u1019\u1030\u1014\u102c\u1010\u103d\u1004\u103a \u1021\u1000\u103c\u102d\u1019\u103a\u1019\u103b\u102c\u1038\u1005\u103d\u102c \u1019\u1015\u1031\u102b\u103a\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b<\/span><\/p>\n
 \u1019\u103e\u1010\u103a\u1001\u103b\u1000\u103a<\/strong> – random_state=0<\/strong> \u1021\u1004\u103c\u1004\u103a\u1038\u1021\u1001\u102f\u1036\u101e\u100a\u103a \u1024\u1025\u1015\u1019\u102c\u1000\u102d\u102f \u1015\u103c\u1014\u103a\u1015\u103d\u102c\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u101f\u102f \u101e\u1031\u1001\u103b\u102c\u1005\u1031\u101e\u100a\u103a\u104b<\/span><\/span><\/p>\n
 \u101a\u1001\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1021\u1005\u102c\u1038\u1011\u102d\u102f\u1038\u1019\u103e\u102f\u1016\u103c\u1004\u1037\u103a \u1021\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u104f \u1000\u103b\u1015\u1014\u103a\u1038\u1014\u1019\u1030\u1014\u102c\u1000\u102d\u102f \u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u101b\u1014\u103a replace=True<\/strong> argument \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u103a\u1006\u102d\u102f\u1015\u102b\u1005\u102d\u102f\u1037\u104b<\/span><\/p>\n
 #randomly select 6 rows from DataFrame (with replacement)\n<\/span>df. sample<\/span> (n= 6<\/span> , replace= True<\/span> , random_state= 0<\/span> )\n\n        team points assists rebounds\n4 E 14 12 6\n7:28 4 12\n5 F 11 9 5\n0 A 18 5 11\n3 D 14 9 6\n3 D 14 9 6\n<\/strong><\/pre>\n
 \u1021\u1016\u103d\u1032\u1037 “ D”  \u1015\u102b\u101e\u1031\u102c\u101c\u102d\u102f\u1004\u103a\u1038\u101e\u100a\u103a \u1021\u1000\u103c\u102d\u1019\u103a\u1019\u103b\u102c\u1038\u1005\u103d\u102c \u1015\u1031\u102b\u103a\u101c\u102c\u101e\u100a\u103a\u1000\u102d\u102f \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b<\/span><\/p>\n
 replace=True<\/strong> argument \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1001\u103c\u1004\u103a\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1014\u1019\u1030\u1014\u102c\u1010\u103d\u1004\u103a \u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1021\u1010\u1014\u103a\u1038\u1000\u102d\u102f \u1021\u1000\u103c\u102d\u1019\u103a\u1019\u103b\u102c\u1038\u1005\u103d\u102c \u1015\u1031\u102b\u103a\u101c\u102c\u1005\u1031\u101b\u1014\u103a \u1001\u103d\u1004\u1037\u103a\u1015\u103c\u102f\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n
 frac<\/strong> \u1021\u1004\u103c\u1004\u103a\u1038\u1021\u1001\u102f\u1036\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1014\u1019\u1030\u1014\u102c\u1010\u103d\u1004\u103a \u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u101b\u1014\u103a DataFrame \u104f \u1000\u103b\u1015\u1014\u103a\u1038\u1021\u1015\u102d\u102f\u1004\u103a\u1038\u1000\u102d\u102f \u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u1014\u102d\u102f\u1004\u103a\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1000\u102d\u102f\u101c\u100a\u103a\u1038 \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b<\/span><\/p>\n
 \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1021\u1005\u102c\u1038\u1011\u102d\u102f\u1038\u1014\u1019\u1030\u1014\u102c\u1010\u103d\u1004\u103a \u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u101b\u1014\u103a \u1021\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u104f 75% \u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u101b\u1019\u100a\u103a\u1000\u102d\u102f \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1025\u1015\u1019\u102c\u1000 \u1015\u103c\u101e\u101e\u100a\u103a-<\/span><\/p>\n
 #randomly select 75% of rows (with replacement)\n<\/span>df. sample<\/span> (frac= 0.75<\/span> , replace= True<\/span> , random_state= 0<\/span> ) \n\n        team points assists rebounds\n4 E 14 12 6\n7:28 4 12\n5 F 11 9 5\n0 A 18 5 11\n3 D 14 9 6\n3 D 14 9 6\n<\/strong><\/pre>\n
 \u1014\u1019\u1030\u1014\u102c\u1010\u103d\u1004\u103a \u1019\u103b\u1009\u103a\u1038\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a 75% (8 \u1021\u1014\u1000\u103a 6 \u1001\u102f) \u1015\u102b\u101d\u1004\u103a\u1015\u103c\u102e\u1038 \u1021\u1014\u100a\u103a\u1038\u1006\u102f\u1036\u1038 \u101c\u102d\u102f\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1011\u1032\u1019\u103e \u1010\u1005\u103a\u1000\u103c\u1031\u102c\u1004\u103a\u1038 (\u1021\u1016\u103d\u1032\u1037 “ D”  \u1016\u103c\u1004\u1037\u103a) \u1014\u1019\u1030\u1014\u102c\u1010\u103d\u1004\u103a \u1014\u103e\u1005\u103a\u1000\u103c\u102d\u1019\u103a\u1015\u1031\u102b\u103a\u101c\u102c\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b<\/span><\/p>\n
 \u1019\u103e\u1010\u103a\u1001\u103b\u1000\u103a<\/strong> – \u1015\u1014\u103a\u1012\u102b \u1014\u1019\u1030\u1014\u102c()<\/strong> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1021\u1010\u103d\u1000\u103a \u1005\u102c\u101b\u103d\u1000\u103a\u1005\u102c\u1010\u1019\u103a\u1038\u1021\u1015\u103c\u100a\u1037\u103a\u1021\u1005\u102f\u1036\u1000\u102d\u102f \u1024\u1014\u1031\u101b\u102c\u1010\u103d\u1004\u103a<\/a> \u101b\u103e\u102c\u1010\u103d\u1031\u1037\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n
 \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><\/h2>\n
 \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 Pandas \u1010\u103d\u1004\u103a \u1021\u1001\u103c\u102c\u1038\u101e\u1031\u102c \u1018\u102f\u1036\u1014\u1019\u1030\u1014\u102c\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1019\u100a\u103a\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u101e\u100a\u103a-<\/span><\/p>\n
 \u1015\u1014\u103a\u1012\u102b\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1021\u1015\u102d\u102f\u1004\u103a\u1038\u101c\u102d\u102f\u1000\u103a\u1014\u1019\u1030\u1014\u102c\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1014\u100a\u103a\u1038<\/a>
 Pandas \u1010\u103d\u1004\u103a\u1021\u1005\u102f\u101c\u102d\u102f\u1000\u103a\u1014\u1019\u1030\u1014\u102c\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1014\u100a\u103a\u1038<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"
\u1021\u1005\u102c\u1038\u1011\u102d\u102f\u1038\u1019\u103e\u102f\u1016\u103c\u1004\u1037\u103a DataFrame \u1019\u103e \u1000\u103b\u1015\u1014\u103a\u1038\u1014\u1019\u1030\u1014\u102c\u1021\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1000\u103b\u1015\u1014\u103a\u1038\u1014\u1019\u1030\u1014\u102c\u101a\u1030\u101b\u1014\u103a pandas sample() \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u101b\u103e\u102d replace=True argument \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b #randomly select n rows with repeats allowed df. sample (n= 5 , replace= True ) replace=True \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1001\u103c\u1004\u103a\u1038\u1016\u103c\u1004\u1037\u103a \u101e\u1004\u103a\u101e\u100a\u103a \u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1021\u1010\u1014\u103a\u1038\u1000\u102d\u102f \u1014\u1019\u1030\u1014\u102c\u1010\u103d\u1004\u103a \u1021\u1000\u103c\u102d\u1019\u103a\u1019\u103b\u102c\u1038\u1005\u103d\u102c \u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u101b\u1014\u103a \u1001\u103d\u1004\u1037\u103a\u1015\u103c\u102f\u101e\u100a\u103a\u104b \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- Pandas \u1010\u103d\u1004\u103a \u1021\u1005\u102c\u1038\u1011\u102d\u102f\u1038\u1011\u102c\u1038\u101e\u1031\u102c \u101c\u102d\u102f\u1004\u103a\u1038\u1019\u103b\u102c\u1038 \u1014\u1019\u1030\u1014\u102c\u1019\u103b\u102c\u1038 \u1021\u1019\u103b\u102d\u102f\u1038\u1019\u103b\u102d\u102f\u1038\u101e\u1031\u102c \u1018\u1010\u103a\u1005\u1000\u1010\u103a\u1018\u1031\u102c\u1000\u1005\u102c\u1038\u101e\u1019\u102c\u1038\u1019\u103b\u102c\u1038\u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1015\u102b\u101b\u103e\u102d\u101e\u1031\u102c \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1015\u1014\u103a\u1012\u102b DataFrame […]<\/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":"\nPandas- Statorials \u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1021\u1005\u102c\u1038\u1011\u102d\u102f\u1038\u1011\u102c\u1038\u101e\u1031\u102c \u1021\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1014\u1019\u1030\u1014\u102c\u101c\u102f\u1015\u103a\u1014\u100a\u103a\u1038<\/title>\n<meta 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Statorials \u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1021\u1005\u102c\u1038\u1011\u102d\u102f\u1038\u1011\u102c\u1038\u101e\u1031\u102c \u1021\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1014\u1019\u1030\u1014\u102c\u101c\u102f\u1015\u103a\u1014\u100a\u103a\u1038\" \/>\n<meta property=\"og:description\" content=\"\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1010\u103d\u1004\u103a \u1014\u1019\u1030\u1014\u102c\u1010\u1005\u103a\u1001\u102f\u1021\u1015\u102b\u1021\u101d\u1004\u103a \u1015\u1014\u103a\u1012\u102b DataFrame \u1019\u103e \u1021\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1014\u1019\u1030\u1014\u102c\u101a\u1030\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/my\/\u1015\u1014\u103a\u1012\u102b\u1014\u1019\u1030\u1014\u102c\u1000\u102d\u102f-\u1021\u1005\u102c\u1038\u1011\u102d\u102f\u1038\u1015\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-11T15:48:55+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\" 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