{"id":511,"date":"2023-07-29T16:08:42","date_gmt":"2023-07-29T16:08:42","guid":{"rendered":"https:\/\/statorials.org\/my\/r-%e1%80%90%e1%80%bd%e1%80%84%e1%80%ba-%e1%80%9b%e1%80%ac%e1%80%81%e1%80%ad%e1%80%af%e1%80%84%e1%80%ba%e1%80%94%e1%80%be%e1%80%af%e1%80%94%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%ac%e1%80%b8\/"},"modified":"2023-07-29T16:08:42","modified_gmt":"2023-07-29T16:08:42","slug":"r-%e1%80%90%e1%80%bd%e1%80%84%e1%80%ba-%e1%80%9b%e1%80%ac%e1%80%81%e1%80%ad%e1%80%af%e1%80%84%e1%80%ba%e1%80%94%e1%80%be%e1%80%af%e1%80%94%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%ac%e1%80%b8","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/r-%e1%80%90%e1%80%bd%e1%80%84%e1%80%ba-%e1%80%9b%e1%80%ac%e1%80%81%e1%80%ad%e1%80%af%e1%80%84%e1%80%ba%e1%80%94%e1%80%be%e1%80%af%e1%80%94%e1%80%ba%e1%80%b8%e1%80%99%e1%80%bb%e1%80%ac%e1%80%b8\/","title":{"rendered":"R \u1010\u103d\u1004\u103a percentile \u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101c\u103d\u101a\u103a\u1000\u1030\u1005\u103d\u102c \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038 (\u1025\u1015\u1019\u102c\u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1010\u1005\u103a\u1001\u102f\u104f <sup>\u1014\u1036\u1015\u102b\u1010\u103a\u1010\u1005\u103a<\/sup> <strong>\u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u101e\u100a\u103a<\/strong> \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1021\u102c\u1038\u101c\u102f\u1036\u1038\u1000\u102d\u102f \u1021\u101e\u1031\u1038\u1006\u102f\u1036\u1038\u1019\u103e \u1021\u1000\u103c\u102e\u1038\u1006\u102f\u1036\u1038\u101e\u102d\u102f\u1037 \u1005\u102e\u1001\u103d\u1032\u101e\u1031\u102c\u1021\u1001\u102b \u1012\u1031\u1010\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u104f \u1015\u1011\u1019 <em>n<\/em> \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1000\u102d\u102f \u1016\u103c\u1010\u103a\u1010\u1031\u102c\u1000\u103a\u101e\u100a\u1037\u103a\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u104f 90th \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u104f 90% \u1021\u1031\u102c\u1000\u103a\u1001\u103c\u1031\u1000\u102d\u102f \u1012\u1031\u1010\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u104f 10% \u1014\u103e\u1004\u1037\u103a \u1015\u102d\u102f\u1004\u103a\u1038\u1001\u103c\u102c\u1038\u1011\u102c\u1038\u101e\u100a\u1037\u103a \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u101e\u102f\u1036\u1038\u1021\u1019\u103b\u102c\u1038\u1006\u102f\u1036\u1038 \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1010\u1005\u103a\u1001\u102f\u104f \u1021\u101c\u101a\u103a\u1021\u101c\u1010\u103a\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1000\u102d\u102f \u1000\u102d\u102f\u101a\u103a\u1005\u102c\u1038\u1015\u103c\u102f\u101e\u100a\u1037\u103a 50th percentile \u1016\u103c\u1005\u103a\u101e\u100a\u103a- \u104e\u1004\u103a\u1038\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1021\u102c\u1038\u101c\u102f\u1036\u1038\u104f 50% \u1021\u1031\u102c\u1000\u103a\u1010\u103d\u1004\u103a \u1000\u103b\u101b\u1031\u102c\u1000\u103a\u101e\u100a\u1037\u103a \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">Percentiles \u1000\u1032\u1037\u101e\u102d\u102f\u1037\u101e\u1031\u102c \u1019\u1031\u1038\u1001\u103d\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1016\u103c\u1031\u101b\u1014\u103a-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u1011\u102d\u1015\u103a\u1010\u1014\u103a\u1038 10% \u1010\u103d\u1004\u103a \u1000\u103b\u1031\u102c\u1004\u103a\u1038\u101e\u102c\u1038\u1010\u1005\u103a\u1026\u1038\u101e\u100a\u103a \u101e\u102e\u1038\u1001\u103c\u102c\u1038\u1005\u102c\u1019\u1031\u1038\u1015\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1010\u103d\u1004\u103a \u101b\u1019\u103e\u1010\u103a\u1019\u100a\u103a\u1019\u103b\u103e\u101c\u102d\u102f\u1021\u1015\u103a\u101e\u1014\u100a\u103a\u1038\u104b<\/strong> \u1024\u1019\u1031\u1038\u1001\u103d\u1014\u103a\u1038\u1000\u102d\u102f\u1016\u103c\u1031\u1006\u102d\u102f\u101b\u1014\u103a\u104a \u101b\u1019\u103e\u1010\u103a\u1021\u102c\u1038\u101c\u102f\u1036\u1038\u104f 90th \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u102c\u1010\u103d\u1031\u1037\u1019\u100a\u103a\u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038\u104a \u1021\u1031\u102c\u1000\u103a\u1001\u103c\u1031 90% \u1000\u102d\u102f \u1011\u102d\u1015\u103a\u1010\u1014\u103a\u1038 10% \u1014\u103e\u1004\u1037\u103a \u1015\u102d\u102f\u1004\u103a\u1038\u1001\u103c\u102c\u1038\u1011\u102c\u1038\u101e\u1031\u102c \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u1000\u103b\u1031\u102c\u1004\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1001\u102f\u101b\u103e\u102d \u1000\u103b\u1031\u102c\u1004\u103a\u1038\u101e\u102c\u1038\u1019\u103b\u102c\u1038\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e \u1021\u1019\u103c\u1004\u1037\u103a\u1010\u1005\u103a\u101d\u1000\u103a\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u100a\u1037\u103a\u1021\u1019\u103c\u1004\u1037\u103a\u1019\u103b\u102c\u1038 \u101c\u103d\u103e\u1019\u103a\u1038\u1001\u103c\u102f\u1036\u1011\u102c\u1038\u101e\u1014\u100a\u103a\u1038\u104b<\/strong> \u1024\u1019\u1031\u1038\u1001\u103d\u1014\u103a\u1038\u1000\u102d\u102f\u1016\u103c\u1031\u1006\u102d\u102f\u101b\u1014\u103a\u104a \u1021\u1019\u103c\u1004\u1037\u103a\u104f 75th \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1019\u103c\u1004\u1037\u103a\u104f 25th \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1019\u100a\u103a\u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 \u1021\u1019\u103c\u1004\u1037\u103a\u104f 50% \u104f \u1021\u1011\u1000\u103a\u1014\u103e\u1004\u1037\u103a \u1021\u1031\u102c\u1000\u103a\u1021\u1015\u102d\u102f\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u1015\u1031\u1038\u101e\u100a\u1037\u103a \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1014\u103e\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u1037\u103a \u1021\u1019\u103c\u1004\u1037\u103a\u104f 75th \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1019\u103c\u1004\u1037\u103a\u104f 25th \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u1019\u100a\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<h2> <span style=\"color: #000000;\"><strong>R \u1010\u103d\u1004\u103a \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038 \u1010\u103d\u1000\u103a\u1014\u100a\u103a\u1038<\/strong><\/span><\/h2>\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>quantile()<\/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\u104d R \u1010\u103d\u1004\u103a \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101c\u103d\u101a\u103a\u1010\u1000\u1030 \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<p style=\"text-align: center;\"> <span style=\"color: #000000;\"><strong>quantile<\/strong> (x\u104a probs = seq(0\u104a 1\u104a 0.25))<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>x-<\/strong> \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101b\u103e\u102c\u101c\u102d\u102f\u101e\u1031\u102c \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u101b\u103e\u102d\u101e\u100a\u1037\u103a \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u102c\u1014\u103a\u1038 \u1000\u102d\u1014\u103a\u1038\u1002\u101a\u1000\u103a<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>probs \u2212<\/strong> \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101b\u103e\u102c\u1016\u103d\u1031\u101c\u102d\u102f\u101e\u1031\u102c \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1000\u102d\u102f\u101a\u103a\u1005\u102c\u1038\u1015\u103c\u102f\u101e\u100a\u1037\u103a [0,1] \u101b\u103e\u102d \u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u101b\u103e\u102d\u101e\u1031\u102c \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038 vector \u1010\u1005\u103a\u1001\u102f<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>vector \u1010\u1005\u103a\u1001\u102f\u104f \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u1001\u103c\u1004\u103a\u1038\u104b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u102f\u1012\u103a\u101e\u100a\u103a R \u1010\u103d\u1004\u103a \u1015\u1031\u1038\u1011\u102c\u1038\u101e\u1031\u102c vector \u1010\u1005\u103a\u1001\u102f\u1021\u1010\u103d\u1000\u103a \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1019\u100a\u103a\u1000\u102d\u102f \u101e\u101b\u102f\u1015\u103a\u1016\u1031\u102c\u103a\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create vector of 100 random values uniformly distributed between 0 and 500\n<\/span>data &lt;- runif(100, 0, 500)\n\n<span style=\"color: #008080;\">#Find the quartiles (25th, 50th, and 75th percentiles) of the vector\n<\/span><span style=\"color: #800080;\">quantile<\/span> (data, probs = c(.25, .5, .75))\n\n# 25% 50% 75% \n#97.78961 225.07593 356.47943 \n\n<span style=\"color: #008080;\">#Find the deciles (10th, 20th, 30th, ..., 90th percentiles) of the vector\n<\/span><span style=\"color: #800080;\">quantile<\/span> (data, probs = seq(.1, .9, by = .1))\n\n# 10% 20% 30% 40% 50% 60% 70% 80% \n#45.92510 87.16659 129.49574 178.27989 225.07593 300.79690 337.84393 386.36108 \n#90% \n#423.28070\n\n<span style=\"color: #008080;\">#Find the 37th, 53rd, and 87th percentiles\n<\/span><span style=\"color: #800080;\">quantile<\/span> (data, probs = c(.37, .53, .87))\n\n# 37% 53% 87% \n#159.9561 239.8420 418.4787 \n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u1012\u1031\u1010\u102c\u1018\u1031\u102c\u1004\u103a\u1000\u1031\u102c\u103a\u101c\u1036\u1010\u1005\u103a\u1001\u102f\u104f \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u1001\u103c\u1004\u103a\u1038\u104b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1010\u102d\u1000\u103b\u101e\u1031\u102c\u1012\u1031\u1010\u102c\u1018\u1031\u102c\u1004\u103a\u1000\u1031\u102c\u103a\u101c\u1036\u1010\u1005\u103a\u1001\u102f\u104f \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u101b\u103e\u102c\u101b\u1015\u102f\u1036\u1000\u102d\u102f \u101e\u101b\u102f\u1015\u103a\u1016\u1031\u102c\u103a\u101b\u1014\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1010\u1015\u103a\u1006\u1004\u103a\u1011\u102c\u1038\u101e\u1031\u102c\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032 <em>iris \u1000\u102d\u102f<\/em> \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u1019\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view first six rows of <em>iris<\/em> dataset\n<\/span>head(iris)\n\n  Sepal.Length Sepal.Width Petal.Length Petal.Width Species\n1 5.1 3.5 1.4 0.2 setosa\n2 4.9 3.0 1.4 0.2 setosa\n3 4.7 3.2 1.3 0.2 setosa\n4 4.6 3.1 1.5 0.2 setosa\n5 5.0 3.6 1.4 0.2 setosa\n6 5.4 3.9 1.7 0.4 setosa\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b\u1000\u102f\u1012\u103a\u101e\u100a\u103a <em>Sepal.Length<\/em> \u1000\u1031\u102c\u103a\u101c\u1036\u1021\u1010\u103d\u1000\u103a 90th \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1019\u100a\u103a\u1000\u102d\u102f \u1015\u103c\u101e\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #800080;\">quantile<\/span> (iris$Sepal.Length, probs = 0.9)\n\n#90% \n#6.9<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u1012\u1031\u1010\u102c\u1018\u1031\u102c\u1004\u103a\u1000\u1031\u102c\u103a\u101c\u1036\u1021\u1019\u103b\u102c\u1038\u1021\u1015\u103c\u102c\u1038\u104f \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u1001\u103c\u1004\u103a\u1038\u104b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/my\/lapply-sapply-\u1014\u103e\u1004\u1037\u103a-tapply-r-\u1016\u103c\u1004\u1037\u103a-\u1021\u101e\u102f\u1036\u1038\u1001\u103b\u101b\u1014\u103a-\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>apply()<\/strong><\/a> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1000\u1031\u102c\u103a\u101c\u1036\u1021\u1019\u103b\u102c\u1038\u1021\u1015\u103c\u102c\u1038\u104f \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u1005\u103a\u1015\u103c\u102d\u102f\u1004\u103a\u1014\u1000\u103a \u101b\u103e\u102c\u1016\u103d\u1031\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define columns we want to find percentiles for\n<\/span>small_iris&lt;- iris[, c('Sepal.Length', 'Sepal.Width', 'Petal.Length', 'Petal.Width')]\n\n<span style=\"color: #008080;\">#use <em>apply()<\/em> function to find 90th percentile for every column<\/span>\n<span style=\"color: #800080;\">apply<\/span> (small_iris, 2, function(x) quantile(x, probs = .9))\n\n#Sepal.Length Sepal.Width Petal.Length Petal.Width \n#6.90 3.61 5.80 2.20<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u1021\u102f\u1015\u103a\u1005\u102f\u1021\u101c\u102d\u102f\u1000\u103a \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u1001\u103c\u1004\u103a\u1038\u104b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/dplyr.tidyverse.org\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>dplyr<\/strong><\/a> \u1005\u102c\u1000\u103c\u100a\u1037\u103a\u1010\u102d\u102f\u1000\u103a\u1019\u103e <strong>group_by()<\/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\u104d R \u1010\u103d\u1004\u103a \u1021\u102f\u1015\u103a\u1005\u102f\u1021\u101c\u102d\u102f\u1000\u103a \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u102f\u1012\u103a\u101e\u100a\u103a \u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a <em>Sepal.Length<\/em> \u104f 90th \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1019\u100a\u103a\u1000\u102d\u102f \u101e\u101b\u102f\u1015\u103a\u1015\u103c\u101e\u100a\u103a<\/span><br \/> <span style=\"color: #000000;\">\u1019\u103b\u1000\u103a\u101d\u1014\u103a\u1038\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u103d\u1004\u103a \u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u101e\u102f\u1036\u1038\u1019\u103b\u102d\u102f\u1038<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load <em>dplyr<\/em> library<\/span>\nlibrary(dplyr)\n\n<span style=\"color: #008080;\">#find 90th percentile of <em>Sepal.Length<\/em> for each of the three species<\/span>\niris %&gt;%\n  <span style=\"color: #800080;\">group_by<\/span> (Species) %&gt;%\n  <span style=\"color: #800080;\">summarize<\/span> (percent90 = quantile(Sepal.Length, probs = .9))\n\n# A tibble: 3 x 2\n#Speciespercent90\n#            \n#1 setosa 5.41\n#2 versicolor 6.7 \n#3 virginica 7.61<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u102f\u1012\u103a\u101e\u100a\u103a \u1019\u103b\u102d\u102f\u1038\u1005\u102d\u1010\u103a\u1021\u101c\u102d\u102f\u1000\u103a \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1021\u102c\u1038\u101c\u102f\u1036\u1038\u1021\u1010\u103d\u1000\u103a 90th \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1019\u100a\u103a\u1000\u102d\u102f \u1016\u1031\u102c\u103a\u1015\u103c\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>iris %&gt;%\n  <span style=\"color: #800080;\">group_by<\/span> (Species) %&gt;%\n  <span style=\"color: #800080;\">summarize<\/span> (percent90_SL = quantile(Sepal.Length, probs = .9),\n            percent90_SW = quantile(Sepal.Width, probs = .9),\n            percent90_PL = quantile(Petal.Length, probs = .9),\n            percent90_PW = quantile(Petal.Width, probs = .9))\n\n# A tibble: 3 x 5\n# Species percent90_SL percent90_SW percent90_PL percent90_PW\n#                                      \n#1 setosa 5.41 3.9 1.7 0.4 \n#2 versicolor 6.7 3.11 4.8 1.51\n#3 virginica 7.61 3.31 6.31 2.4 \n<\/strong><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>\u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u1000\u103c\u100a\u1037\u103a\u101b\u103e\u102f\u1001\u103c\u1004\u103a\u1038\u104b<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">R \u101b\u103e\u102d \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u104f \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u103c\u1004\u103a\u101e\u102c\u1005\u1031\u101b\u1014\u103a \u1015\u102b\u1040\u1004\u103a\u101e\u100a\u1037\u103a\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1019\u101b\u103e\u102d\u101e\u1031\u102c\u103a\u101c\u100a\u103a\u1038\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1021\u1010\u1031\u102c\u103a\u101c\u1031\u1038\u101c\u103d\u101a\u103a\u1000\u1030\u1005\u103d\u102c \u1019\u103c\u1004\u103a\u101e\u102c\u1005\u1031\u101b\u1014\u103a \u1000\u103d\u1000\u103a\u1000\u103d\u1000\u103a\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1000\u102f\u1012\u103a\u101e\u100a\u103a <em>Sepal.Length<\/em> \u1012\u1031\u1010\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a <em>iris<\/em> \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1021\u1010\u103d\u1000\u103a \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1000\u103d\u1000\u103a\u1000\u103d\u1000\u103a\u1016\u1014\u103a\u1010\u102e\u1038\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u101e\u101b\u102f\u1015\u103a\u1015\u103c\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>n = length(iris$Sepal.Length)\nplot((1:n - 1)\/(n - 1), sort(iris$Sepal.Length), type=\"l\",\n  main = \"Visualizing Percentiles\",\n  xlab = \"Percentile\",\n  ylab = \"Value\")<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><b>\u1011\u1015\u103a\u101c\u1031\u102c\u1004\u103a\u1038\u1021\u101b\u1004\u103a\u1038\u1021\u1019\u103c\u1005\u103a\u1019\u103b\u102c\u1038<\/b><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/my\/lapply-sapply-\u1014\u103e\u1004\u1037\u103a-tapply-r-\u1016\u103c\u1004\u1037\u103a-\u1021\u101e\u102f\u1036\u1038\u1001\u103b\u101b\u1014\u103a-\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\/\" target=\"_blank\" rel=\"noopener noreferrer\">R \u1010\u103d\u1004\u103a apply(), lapply(), sapply() \u1014\u103e\u1004\u1037\u103a tapply() \u1010\u102d\u102f\u1037\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/conditional-mutation-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">mutate() \u1014\u103e\u1004\u1037\u103a case_when() \u1016\u103c\u1004\u1037\u103a R \u1010\u103d\u1004\u103a variable \u1021\u101e\u1005\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u1016\u1014\u103a\u1010\u102e\u1038\u1015\u102b\u104b<\/a><strong><br \/><\/strong><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1010\u1005\u103a\u1001\u102f\u104f \u1014\u1036\u1015\u102b\u1010\u103a\u1010\u1005\u103a \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u101e\u100a\u103a \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1021\u102c\u1038\u101c\u102f\u1036\u1038\u1000\u102d\u102f \u1021\u101e\u1031\u1038\u1006\u102f\u1036\u1038\u1019\u103e \u1021\u1000\u103c\u102e\u1038\u1006\u102f\u1036\u1038\u101e\u102d\u102f\u1037 \u1005\u102e\u1001\u103d\u1032\u101e\u1031\u102c\u1021\u1001\u102b \u1012\u1031\u1010\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u104f \u1015\u1011\u1019 n \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1000\u102d\u102f \u1016\u103c\u1010\u103a\u1010\u1031\u102c\u1000\u103a\u101e\u100a\u1037\u103a\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u104f 90th \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u104f 90% \u1021\u1031\u102c\u1000\u103a\u1001\u103c\u1031\u1000\u102d\u102f \u1012\u1031\u1010\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u104f 10% \u1014\u103e\u1004\u1037\u103a \u1015\u102d\u102f\u1004\u103a\u1038\u1001\u103c\u102c\u1038\u1011\u102c\u1038\u101e\u100a\u1037\u103a \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1021\u101e\u102f\u1036\u1038\u1021\u1019\u103b\u102c\u1038\u1006\u102f\u1036\u1038 \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1010\u1005\u103a\u1001\u102f\u104f \u1021\u101c\u101a\u103a\u1021\u101c\u1010\u103a\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1000\u102d\u102f \u1000\u102d\u102f\u101a\u103a\u1005\u102c\u1038\u1015\u103c\u102f\u101e\u100a\u1037\u103a 50th percentile \u1016\u103c\u1005\u103a\u101e\u100a\u103a- \u104e\u1004\u103a\u1038\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1021\u102c\u1038\u101c\u102f\u1036\u1038\u104f 50% \u1021\u1031\u102c\u1000\u103a\u1010\u103d\u1004\u103a \u1000\u103b\u101b\u1031\u102c\u1000\u103a\u101e\u100a\u1037\u103a \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b Percentiles \u1000\u1032\u1037\u101e\u102d\u102f\u1037\u101e\u1031\u102c 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