在 R 中使用 cut() 和 length() 函数获取四分位数计数的差异

Discrepancy in Obtaining Quartile Count Using cut() and length() Functions in R

提问人:Mark 提问时间:11/14/2023 最后编辑:Mark 更新时间:11/17/2023 访问量:63

问:

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让我们考虑以下数组

x<-c(0.385, 0.385, 0.311, 0.311, 0.585, 0.585, 0.352, 
0.352, 0.359, 0.359, 0.627, 0.627, 0.329, 0.329, 
0.296, 0.296, 0.504, 0.504, 0.456, 0.456, 0.281, 
0.281, 0.335, 0.335, 0.356, 0.356, 0.368, 0.368, 
0.326, 0.326, 0.487, 0.487, 0.323, 0.323, 0.710, 
0.710, 0.437, 0.437, 0.387, 0.387, 0.550, 0.550, 
0.363, 0.363, 0.342, 0.342, 0.344, 0.344, 0.516, 
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0.356, 0.356, 0.437, 0.437, 0.369, 0.369, 0.282, 
0.282, 0.312, 0.312, 0.336, 0.336, 0.556, 0.556, 
0.464, 0.464, 0.274, 0.274, 0.352, 0.352, 0.362, 
0.362, 0.238, 0.238, 0.385, 0.385, 0.274, 0.274, 
0.411, 0.411, 0.300, 0.300, 0.355, 0.355, 0.381, 
0.381, 0.264, 0.264, 0.343, 0.343, 0.336, 0.336, 
0.279, 0.279, 0.493, 0.493, 0.290, 0.290, 0.578, 
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0.372, 0.297, 0.297, 0.320, 0.320, 0.348, 0.348, 
0.299, 0.299, 0.368, 0.368, 0.569, 0.569, 0.284, 
0.284, 0.371, 0.371, 0.349, 0.349, 0.290, 0.290, 
0.540, 0.540, 0.664, 0.664, 0.540, 0.540, 0.587, 
0.587, 0.348, 0.348, 0.346, 0.346, 0.358, 0.358, 
0.423, 0.423, 0.520, 0.520, 0.392, 0.392, 0.355, 
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0.351, 0.351, 0.453, 0.453, 0.418, 0.418, 0.439, 
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0.634, 0.634, 0.285, 0.285, 0.344, 0.344, 0.602, 
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0.307, 0.307, 0.344, 0.344, 0.325, 0.325, 0.421, 
0.421, 0.373, 0.373, 0.319, 0.319, 0.282, 0.282, 
0.396, 0.396, 0.301, 0.301, 0.841, 0.841, 0.335, 
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0.380, 0.380, 0.528, 0.528, 0.301, 0.301, 0.403, 
0.403, 0.540, 0.540, 0.384, 0.384, 0.692, 0.692, 
0.340, 0.340, 0.355, 0.355, 0.358, 0.358, 0.306, 
0.306, 0.354, 0.354, 0.280, 0.280, 0.309, 0.309, 
0.727, 0.727, 0.304, 0.304, 0.432, 0.432, 0.307, 
0.307, 0.412, 0.412, 0.287, 0.287, 0.322, 0.322, 
0.395, 0.395, 0.284, 0.284, 0.269, 0.269, 0.509, 
0.509, 0.393, 0.393, 0.351, 0.351, 0.291, 0.291, 
0.439, 0.439, 0.315, 0.315, 0.357, 0.357, 0.312, 
0.312, 0.444, 0.444, 0.398, 0.398, 0.519, 0.519, 
0.334, 0.334, 0.567, 0.567, 0.276, 0.276, 0.392, 
0.392, 0.428, 0.428, 0.333, 0.333, 0.279, 0.279, 
0.314, 0.314, 0.297, 0.297, 0.366, 0.366, 0.317, 
0.317, 0.437, 0.437, 0.410, 0.410, 0.397, 0.397, 
0.581, 0.581, 0.518, 0.518, 0.344, 0.344, 0.516, 
0.516, 0.329, 0.329, 0.365, 0.365, 0.437, 0.437, 
0.473, 0.473, 0.434, 0.434, 0.368, 0.368, 0.356, 
0.356, 0.881, 0.881, 0.317, 0.317, 0.299, 0.299, 
0.266, 0.266, 0.329, 0.329, 0.357, 0.357, 0.312, 
0.312, 0.339, 0.339, 0.291, 0.291, 0.373, 0.373, 
0.312, 0.312, 0.352, 0.352, 0.661, 0.661, 0.332, 
0.332, 0.419, 0.419, 0.512, 0.512, 0.290, 0.290, 
0.434, 0.434, 0.491, 0.491, 0.318, 0.318, 0.495, 
0.495, 0.354, 0.354, 0.652, 0.652, 0.373, 0.373, 
0.279, 0.279, 0.274, 0.274, 0.359, 0.359, 0.330, 
0.330, 0.271, 0.271, 0.260, 0.260, 0.398, 0.398, 
0.275, 0.275, 0.378, 0.378, 0.402, 0.402, 0.302, 
0.302, 0.395, 0.395, 0.306, 0.306, 0.326, 0.326, 
0.350, 0.350, 0.382, 0.382, 0.329, 0.329, 0.329, 
0.329, 0.334, 0.334, 0.312, 0.312, 0.367, 0.367, 
0.286, 0.286, 0.671, 0.671, 0.615, 0.615, 0.323, 
0.323, 0.337, 0.337, 0.392, 0.392, 0.576, 0.576, 
0.405, 0.405, 0.317, 0.317, 0.394, 0.394, 0.436, 
0.436, 0.392, 0.392, 0.352, 0.352, 0.377, 0.377, 
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0.622, 0.331, 0.331, 0.365, 0.365, 0.461, 0.461, 
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0.389, 0.449, 0.449, 0.479, 0.479, 0.279, 0.279, 
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0.744, 0.352, 0.352, 0.543, 0.543, 0.350, 0.350, 
0.390, 0.390, 0.581, 0.581, 0.344, 0.344, 0.320, 
0.320, 0.296, 0.296, 0.605, 0.605, 0.351, 0.351, 
0.383, 0.383, 0.336, 0.336, 0.376, 0.376, 0.314, 
0.314, 0.352, 0.352, 0.278, 0.278, 0.364, 0.364, 
0.369, 0.369, 0.335, 0.335, 0.366, 0.366, 0.650, 
0.650, 0.401, 0.401, 0.357, 0.357, 0.323, 0.323, 
0.381, 0.381, 0.371, 0.371, 0.388, 0.388, 0.321, 
0.321, 0.527, 0.527, 0.538, 0.538, 0.395, 0.395, 
0.320, 0.320, 0.358, 0.358, 0.341, 0.341, 0.750, 
0.750, 0.750, 0.750, 0.393, 0.393, 0.345, 0.345, 
0.349, 0.349, 0.615, 0.615, 0.291, 0.291, 0.311, 
0.311, 0.256, 0.256, 0.323, 0.323, 0.344, 0.344, 
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0.338, 0.319, 0.319, 0.401, 0.401, 0.356, 0.356, 
0.314, 0.314, 0.371, 0.371, 0.437, 0.437, 0.393, 
0.393, 0.328, 0.328, 0.341, 0.341, 0.436, 0.436, 
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0.455, 0.382, 0.382, 0.428, 0.428, 0.344, 0.344, 
0.334, 0.334, 0.339, 0.339, 0.347, 0.347, 0.351, 
0.351, 0.309, 0.309, 0.283, 0.283, 0.353, 0.353, 
0.291, 0.291, 0.312, 0.312, 0.345, 0.345, 0.301, 
0.301, 0.302, 0.302, 0.327, 0.327, 0.249, 0.249, 
0.391, 0.391, 0.336, 0.336, 0.355, 0.355, 0.399, 
0.399, 0.342, 0.342, 0.333, 0.333, 0.374, 0.374, 
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0.308, 0.337, 0.337, 0.486, 0.486, 0.330, 0.330, 
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0.442, 0.289, 0.289, 0.460, 0.460, 0.325, 0.325, 
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0.317, 0.318, 0.318, 0.541, 0.541, 0.298, 0.298, 
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0.300, 0.314, 0.314, 0.363, 0.363, 0.311, 0.311, 
0.309, 0.309, 0.305, 0.305, 0.368, 0.368, 0.330, 
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0.337, 0.337, 0.553, 0.553, 0.502, 0.502, 0.622, 
0.622, 0.343, 0.343, 0.404, 0.404, 0.449, 0.449, 
0.265, 0.265, 0.486, 0.486, 0.485, 0.485, 0.382, 
0.382, 0.332, 0.332, 0.300, 0.300, 0.500, 0.500, 
0.600, 0.600, 0.334, 0.334, 0.349, 0.349, 0.430, 
0.430, 0.344, 0.344, 0.442, 0.442, 0.477, 0.477, 
0.615, 0.615, 0.398, 0.398, 0.677, 0.677, 0.309, 
0.309, 0.288, 0.288, 0.388, 0.388, 0.313, 0.313, 
0.274, 0.274, 0.295, 0.295, 0.757, 0.757, 0.467, 
0.467, 0.392, 0.392, 0.610, 0.610, 0.479, 0.479, 
0.550, 0.550, 0.393, 0.393, 0.367, 0.367, 0.580, 
0.580, 0.280, 0.280, 0.332, 0.332, 0.372, 0.372, 
0.553, 0.553, 0.370, 0.370, 0.291, 0.291, 0.514, 
0.514, 0.331, 0.331, 0.359, 0.359, 0.406, 0.406, 
0.364, 0.364, 0.542, 0.542, 0.335, 0.335, 0.568, 
0.568, 0.295, 0.295, 0.325, 0.325, 0.308, 0.308, 
0.489, 0.489, 0.308, 0.308, 0.306, 0.306, 0.328, 
0.328, 0.405, 0.405, 0.486, 0.486, 0.378, 0.378, 
0.359, 0.359, 0.422, 0.422, 0.596, 0.596, 0.565, 
0.565, 0.698, 0.698, 0.456, 0.456, 0.357, 0.357, 
0.686, 0.686, 0.535, 0.535, 0.425, 0.425, 0.453, 
0.453, 0.350, 0.350, 0.424, 0.424, 0.311, 0.311, 
0.376, 0.376, 0.581, 0.581, 0.296, 0.296, 0.350, 
0.350, 0.259, 0.259, 0.325, 0.325, 0.642, 0.642, 
0.532, 0.532, 0.526, 0.526, 0.450, 0.450, 0.362, 
0.362, 0.380, 0.380, 0.481, 0.481, 0.323, 0.323, 
0.326, 0.326, 0.341, 0.341, 0.633, 0.633, 0.789, 
0.789, 0.435, 0.435, 0.384, 0.384, 0.587, 0.587, 
0.406, 0.406, 0.507, 0.507, 0.323, 0.323, 0.431, 
0.431, 0.332, 0.332, 0.357, 0.357, 0.368, 0.368, 
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0.370, 0.370, 0.346, 0.346, 0.461, 0.461, 0.359, 
0.359, 0.317, 0.317, 0.374, 0.374, 0.294, 0.294, 
0.326, 0.326, 0.336, 0.336, 0.339, 0.339, 0.328, 
0.328, 0.522, 0.522, 0.596, 0.596, 0.271, 0.271, 
0.355, 0.355, 0.466, 0.466, 0.353, 0.353, 0.446, 
0.446, 0.384, 0.384, 0.356, 0.356, 0.340, 0.340, 
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0.442, 0.303, 0.303, 0.368, 0.368, 0.373, 0.373, 
0.323, 0.323, 0.421, 0.421, 0.363, 0.363, 0.229, 
0.229, 0.414, 0.414, 0.435, 0.435, 0.402, 0.402, 
0.345, 0.345, 0.413, 0.413, 0.446, 0.446, 0.303, 
0.303, 0.345, 0.345, 0.382, 0.382, 0.350, 0.350, 
0.409, 0.409, 0.416, 0.416, 0.367, 0.367, 0.407, 
0.407, 0.353, 0.353, 0.288, 0.288, 0.406, 0.406, 
0.396, 0.396, 0.440, 0.440, 0.385, 0.385, 0.416, 
0.416, 0.326, 0.326, 0.331, 0.331, 0.398, 0.398, 
0.446, 0.446, 0.442, 0.442, 0.454, 0.454, 0.404, 
0.404, 0.428, 0.428, 0.377, 0.377, 0.345, 0.345, 
0.404, 0.404, 0.313, 0.313, 0.297, 0.297, 0.443, 
0.443, 0.342, 0.342, 0.412, 0.412, 0.453, 0.453, 
0.380, 0.380, 0.314, 0.314, 0.396, 0.396, 0.569, 
0.569, 0.321, 0.321, 0.376, 0.376, 0.526, 0.526, 
0.422, 0.422, 0.350, 0.350, 0.341, 0.341, 0.446, 
0.446, 0.367, 0.367, 0.382, 0.382, 0.356, 0.356, 
0.428, 0.428, 0.392, 0.392, 0.392, 0.392, 0.367, 
0.367, 0.371, 0.371, 0.411, 0.411, 0.443, 0.443, 
0.383, 0.383, 0.400, 0.400, 0.430, 0.430, 0.404, 
0.404, 0.429, 0.429, 0.505, 0.505, 0.443, 0.443, 
0.319, 0.319, 0.450, 0.450, 0.345, 0.345, 0.309, 
0.309, 0.362, 0.362, 0.444, 0.444, 0.414, 0.414, 
0.475, 0.475, 0.467, 0.467, 0.359, 0.359, 0.327, 
0.327, 0.473, 0.473, 0.320, 0.320, 0.318, 0.318, 
0.288, 0.288, 0.399, 0.399, 0.300, 0.300, 0.343, 
0.343, 0.381, 0.381, 0.436, 0.436, 0.303, 0.303, 
0.377, 0.377, 0.468, 0.468, 0.383, 0.383, 0.317, 
0.317, 0.438, 0.438, 0.485, 0.485, 0.389, 0.389, 
0.332, 0.332, 0.310, 0.310, 0.307, 0.307, 0.435, 
0.435, 0.385, 0.385, 0.402, 0.402, 0.433, 0.433, 
0.580, 0.580, 0.405, 0.405, 0.391, 0.391, 0.356, 
0.356, 0.486, 0.486, 0.385, 0.385, 0.391, 0.391, 
0.540, 0.540, 0.346, 0.346, 0.327, 0.327, 0.306, 
0.306, 0.419, 0.419, 0.431, 0.431, 0.458, 0.458, 
0.442, 0.442, 0.419, 0.419, 0.374, 0.374, 0.306, 
0.306, 0.347, 0.347, 0.468, 0.468, 0.367, 0.367, 
0.496, 0.496, 0.587, 0.587, 0.444, 0.444, 0.487, 
0.487, 0.540, 0.540, 0.420, 0.420, 0.325, 0.325, 
0.455, 0.455, 0.515, 0.515, 0.475, 0.475, 0.698, 
0.698, 0.471, 0.471, 0.474, 0.474, 0.328, 0.328, 
0.533, 0.533, 0.426, 0.426, 0.385, 0.385, 0.545, 
0.545, 0.404, 0.404, 0.509, 0.509, 0.500, 0.500, 
0.439, 0.439, 0.347, 0.347, 0.519, 0.519, 0.434, 
0.434, 0.410, 0.410, 0.314, 0.314, 0.449, 0.449, 
0.336, 0.336, 0.419, 0.419, 0.422, 0.422, 0.346, 
0.346, 0.449, 0.449, 0.407, 0.407, 0.392, 0.392, 
0.323, 0.323, 0.320, 0.320, 0.526, 0.526, 0.426, 
0.426, 0.557, 0.557, 0.569, 0.569, 0.577, 0.577, 
0.346, 0.346, 0.509, 0.509, 0.388, 0.388, 0.341, 
0.341, 0.472, 0.472, 0.352, 0.352, 0.424, 0.424, 
0.338, 0.338, 0.404, 0.404, 0.450, 0.450, 0.359, 
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0.303, 0.268, 0.268, 0.316, 0.316, 0.257, 0.257, 
0.363, 0.363, 0.275, 0.275, 0.399, 0.399, 0.462, 
0.462, 0.301, 0.301, 0.289, 0.289, 0.309, 0.309, 
0.554, 0.554, 0.265, 0.265, 0.236, 0.236, 0.269, 
0.269, 0.301, 0.301, 0.298, 0.298, 0.432, 0.432, 
0.326, 0.326, 0.330, 0.330, 0.328, 0.328, 0.340, 
0.340, 0.305, 0.305, 0.276, 0.276, 0.612, 0.612, 
0.275, 0.275, 0.295, 0.295, 0.310, 0.310, 0.353, 
0.353, 0.453, 0.453, 0.296, 0.296, 0.280, 0.280, 
0.385, 0.385, 0.407, 0.407, 0.246, 0.246, 0.278, 
0.278, 0.257, 0.257, 0.257, 0.257, 0.345, 0.345, 
0.349, 0.349, 0.284, 0.284, 0.274, 0.274, 0.295, 
0.295, 0.279, 0.279, 0.262, 0.262, 0.372, 0.372, 
0.334, 0.334, 0.262, 0.262, 0.348, 0.348, 0.281, 
0.281, 0.307, 0.307, 0.247, 0.247, 0.246, 0.246, 
0.448, 0.448, 0.318, 0.318, 0.260, 0.260, 0.271, 
0.271, 0.346, 0.346, 0.487, 0.487, 0.319, 0.319, 
0.348, 0.348, 0.350, 0.350, 0.258, 0.258, 0.292, 
0.292, 0.244, 0.244, 0.284, 0.284, 0.376, 0.376, 
0.325, 0.325, 0.263, 0.263, 0.417, 0.417, 0.614, 
0.614, 0.270, 0.270, 0.231, 0.231, 0.528, 0.528, 
0.381, 0.381, 0.325, 0.325, 0.285, 0.285, 0.449, 
0.449, 0.379, 0.379, 0.249, 0.249, 0.278, 0.278, 
0.332, 0.332, 0.414, 0.414, 0.275, 0.275, 0.429, 
0.429, 0.318, 0.318, 0.270, 0.270, 0.564, 0.564, 
0.249, 0.249, 0.337, 0.337, 0.346, 0.346, 0.455, 
0.455, 0.286, 0.286, 0.403, 0.403, 0.413, 0.413, 
0.240, 0.240, 0.268, 0.268, 0.283, 0.283, 0.277, 
0.277, 0.243, 0.243, 0.568, 0.568, 0.314, 0.314, 
0.471, 0.471, 0.328, 0.328, 0.271, 0.271, 0.286, 
0.286, 0.260, 0.260, 0.265, 0.265, 0.313, 0.313, 
0.323, 0.323)

代码

quartiles <- quantile(x, probs = c(0, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 1))
symbols <- c("Q1", "Q2", "Q3", "Q4", "Q5", "Q6", "Q7")
x2 <- cut(x, breaks = quartiles, labels = symbols, include.lowest = TRUE)
table(x2)

生产

  Q1   Q2   Q3   Q4   Q5   Q6   Q7 
1010  204  180  190  194  222 1951

为什么命令

length(x[x<=0.25])

返回结果,这与 和 ? 类得到的结果有很大不同。1271010Q1quantilecut

编辑

这是数值变量的直方图。x

enter image description here

我获得了

>range(x[x2 == "Q1"])
[1] 0.188 0.303

length(x[x<=0.303])

返回。这似乎是与参数中的字段指定的类相关联而不是与类相关联的类。我的意思是说,对于这个字段,我打算将 Q1 分配给 0 到 0.25 之间的数字,将 Q2 分配给 0.25 和 0.3 之间的数字,依此类推。我做错了什么?1010Q1x<=0.303x<=0.25probs = c(0, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 1)quantile

r

评论

1赞 Jon Spring 11/14/2023
根据这个示例数据,我从你那里得到了不同的结果,但我认为最根本的是,你的数据不是从 0 到 1 线性分布的——大部分数据都在 0.3-0.4 范围内。因此,没有理由将 1/4 的数据<= 0.25;几乎没有。使用 ,尝试查看分配给 Q1 的数据范围。x2 = [your cut(x....) term]range(x[x2 == "Q1"])
0赞 Mark 11/15/2023
@JonSpring谢谢,我编辑了我的帖子。在参数中使用字段时,我打算将 Q1 分配给 0 到 0.25 之间的数字,将 Q2 分配给 0.25 和 0.3 之间的数字,依此类推,但似乎我的代码将 Q1 分配给 0 到 0.303 之间的 x 数字。为什么?probsquantile
0赞 Jon Spring 11/15/2023
分位数计算每个元素在整体分布中的位置。大多数数据不是在 0 和 1 之间线性分布的,因此分位数不会与基础值对齐。我认为您希望将“probs”直接输入切口,而不会转移到分位数函数。
0赞 one 11/16/2023
c(0, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 1)不是分位数的概率,而是断点。您是否正在寻找类似的东西:x3 <- cut(x, breaks = c(0, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 1), labels = symbols, include.lowest = TRUE)
1赞 Andrew Gustar 11/16/2023
您的语句计算的 x 的值小于 0.25,而您的语句计算的 x 的值小于 x 的第 25 个百分位数(根据定义,应该是 x 长度的四分之一)。lengthquartiles

答:

6赞 Jon Spring 11/17/2023 #1

From :泛型函数分位数生成与给定概率相对应的样本分位数。最小的观测值对应于 0 的概率,最大的观测值对应于 1 的概率。?quantile

因此,要求数据分布的第 25 个百分位数,而不是低于 0.25 的值。如果您想知道您的数据与这些值的比较情况,请跳过它并直接使用断点。quantile(x, probs = 0.25)probscut()

probs = c(0, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 1)
symbols <- c("Q1", "Q2", "Q3", "Q4", "Q5", "Q6", "Q7")
x2 <- cut(x, breaks = probs, labels = symbols, include.lowest = TRUE)

table(x2)
#x2
#Q1   Q2   Q3   Q4   Q5   Q6   Q7 
#54  552 1082  742  604  390  526 

length(x[x<=0.25])
[1] 54  # This matches the size of Q1 above

length(x[x<=0.3])
[1] 606  # This matches Q1+Q2 above: 54 + 552 = 606