{ "cells": [ { "cell_type": "markdown", "id": "28763f6e-f67d-47f5-9c34-73309a3d6413", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Operations on data with stat_tool" ] }, { "cell_type": "markdown", "id": "102775f9-7a80-48a5-b202-4bab93ea3279", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## This notebook illustates how to perform basic operations on data with stat_tool.data_transform" ] }, { "cell_type": "markdown", "id": "21f6e8b1-5097-4ec9-a992-a793df252b61", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "The main data structures in stat_tool are Vectors and Histogram. Histogram is basically a 1-D array or a multiset of integers. Possibilities are offered of combining histograms with Merge, adding constants to values with Shift, filtering values with ValueSelect and renaming values with Transcode. \n", "The specificity of Vectors are the presence of several variables: the additional possible operations with respect to Histogram are merging variables ." ] }, { "cell_type": "markdown", "id": "6c5ec8f1", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Transform data on Vectors" ] }, { "cell_type": "markdown", "id": "b2d3987a-58b5-4568-9ae1-b054ce159ce1", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "We first load a data set (chene_sessile.vec) " ] }, { "cell_type": "code", "execution_count": 1, "id": "c291d761-82a6-4f0f-a23f-25b2d1adc384", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running cmake --build & --install in /home/jdurand/devlp/Git/openalea/stat_tool/build\n", "Running cmake --build & --install in /home/jdurand/devlp/Git/openalea/sequence_analysis/build\n" ] } ], "source": [ "from openalea.stat_tool import (get_shared_data,\n", " Histogram\n", ")\n", "from openalea.stat_tool.data_transform import (SelectVariable, \n", " SelectIndividual, \n", " Merge,\n", " MergeVariable,\n", " Shift,\n", " ValueSelect\n", ")\n", "from openalea.stat_tool.output import Plot\n", "from openalea.stat_tool.vectors import Vectors\n", "from openalea.stat_tool.cluster import Transcode\n", "\n", "vec = Vectors(get_shared_data(\"chene_sessile.vec\"))" ] }, { "cell_type": "code", "execution_count": 2, "id": "e3e95eab-3dd5-4cef-bfc5-39918db28df3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "138 vectors\n", "\n", "6 VARIABLES\n", "\n", "VARIABLE 1 : INT (minimum value: 1995, maximum value: 1997)\n", "\n", "marginal frequency distribution - sample size: 138\n", "mean: 1996 median: 1996 mode: 1996\n", "variance: 0.671533 standard deviation: 0.819471 lower quartile: 1995 upper quartile: 1997\n", "\n", "VARIABLE 2 : INT (minimum value: 4, maximum value: 110)\n", "\n", "marginal frequency distribution - sample size: 138\n", "mean: 42.8043 median: 37 mode: 26\n", "variance: 539.064 standard deviation: 23.2177 lower quartile: 24 upper quartile: 61\n", "\n", "VARIABLE 3 : INT (minimum value: 39, maximum value: 219)\n", "\n", "marginal frequency distribution - sample size: 138\n", "mean: 107.725 median: 102 mode: 85\n", "variance: 1424.04 standard deviation: 37.7365 lower quartile: 84 upper quartile: 131\n", "\n", "VARIABLE 4 : INT (minimum value: 1, maximum value: 4)\n", "\n", "marginal frequency distribution - sample size: 138\n", "mean: 1.63768 median: 2 mode: 2\n", "variance: 0.349519 standard deviation: 0.591201 lower quartile: 1 upper quartile: 2\n", "\n", " | frequency\n", "0 0\n", "1 57\n", "2 75\n", "3 5\n", "4 1\n", "\n", "VARIABLE 5 : INT (minimum value: 8, maximum value: 63)\n", "\n", "marginal frequency distribution - sample size: 138\n", "mean: 30.9783 median: 28 mode: 33\n", "variance: 179.934 standard deviation: 13.4139 lower quartile: 21 upper quartile: 40\n", "\n", "VARIABLE 6 : INT (minimum value: 0, maximum value: 19)\n", "\n", "marginal frequency distribution - sample size: 138\n", "mean: 5.19565 median: 5 mode: 0\n", "variance: 21.341 standard deviation: 4.61963 lower quartile: 1 upper quartile: 8\n", "\n", "correlation matrix\n", "\n", " 1 2 3 4 5 6\n", "1 1 -0.223663 -0.75155 -0.316395 -0.258309 -0.775112\n", "2 -0.223663 1 0.557942 0.649939 0.883212 0.386496\n", "3 -0.75155 0.557942 1 0.446346 0.501469 0.693231\n", "4 -0.316395 0.649939 0.446346 1 0.681954 0.378931\n", "5 -0.258309 0.883212 0.501469 0.681954 1 0.425416\n", "6 -0.775112 0.386496 0.693231 0.378931 0.425416 1\n", "\n", "reference t-value: 1.97756 reference critical probability: 0.05\n", "limit correlation coefficient: 0.167188\n", "\n", "reference t-value: 2.61246 reference critical probability: 0.01\n", "limit correlation coefficient: 0.218599\n", "\n" ] } ], "source": [ "print(vec)" ] }, { "cell_type": "markdown", "id": "13129abf-1ba1-4ff5-969b-ca6738d190ad", "metadata": {}, "source": [ "Note that vec2 contains 6 variables. " ] }, { "cell_type": "markdown", "id": "69d7ea71", "metadata": {}, "source": [ "### Selecting variables" ] }, { "cell_type": "markdown", "id": "2b156565", "metadata": {}, "source": [ "We can select the first two variables using function SelectVariable:" ] }, { "cell_type": "code", "execution_count": 3, "id": "0d228cc7-4bb5-4ddb-9d4a-b4e2e420cedd", "metadata": {}, "outputs": [], "source": [ "vec2 = SelectVariable(vec, [1,2], \"Keep\")" ] }, { "cell_type": "markdown", "id": "abdc5df7-9156-42a0-88bd-3d70cd95d551", "metadata": {}, "source": [ "This is equivalent to using the method Vectors.select_variable, except that the last argument is Keep in [True, False] instead of Mode in [\"Keep\", \"Reject\"]." ] }, { "cell_type": "code", "execution_count": 4, "id": "8401d73d-0f1b-4d73-b233-e157d438d5e7", "metadata": {}, "outputs": [], "source": [ "assert(str(vec2) == str(vec.select_variable([1,2], True)))" ] }, { "cell_type": "markdown", "id": "707fd05c-8a58-4442-a3e8-0ce905069a99", "metadata": {}, "source": [ "We can check that only 2 variables are remaining:" ] }, { "cell_type": "code", "execution_count": 5, "id": "1b4ad322-9b70-438d-8580-d7ef283f05c6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vec2.nb_variable" ] }, { "cell_type": "markdown", "id": "4fcb8e56-d96c-4358-8f42-92e380fe4c9b", "metadata": {}, "source": [ "Setting argument \"Keep\" to False would discard variables [1,2]:" ] }, { "cell_type": "code", "execution_count": 6, "id": "6aa19b80-c312-4980-8e1f-9514fb4f7008", "metadata": {}, "outputs": [], "source": [ "assert(vec.select_variable([1,2], False).nb_variable == 4)" ] }, { "cell_type": "markdown", "id": "3689a893", "metadata": {}, "source": [ "### Selecting individuals" ] }, { "cell_type": "markdown", "id": "c307fb4d-284a-48c7-9cea-7698e07c6afc", "metadata": {}, "source": [ "In the same way we can select variables, we can also select individuals:" ] }, { "cell_type": "code", "execution_count": 7, "id": "31164742-b1ff-4ef3-8e55-e31199da9cf3", "metadata": {}, "outputs": [], "source": [ "subvec = SelectIndividual(vec,list(range(30, 120)), \"Keep\")" ] }, { "cell_type": "markdown", "id": "f59ad26d-6e7c-408b-9f2f-462ca10b8504", "metadata": {}, "source": [ "...which is equivalent to " ] }, { "cell_type": "code", "execution_count": 8, "id": "b810586f-96be-414e-8226-e760a0fc8c7a", "metadata": {}, "outputs": [], "source": [ "assert(str(subvec) == str(vec.select_individual(list(range(30, 120)), True)))" ] }, { "cell_type": "markdown", "id": "8a356d65", "metadata": {}, "source": [ "### Merging Vectors" ] }, { "cell_type": "markdown", "id": "79ee9586", "metadata": {}, "source": [ "Vectors with the same dimension can be merged (individual-wise):" ] }, { "cell_type": "code", "execution_count": 9, "id": "1da115a3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vec_i1 = Vectors([[0, 0, 0], [1, 1, 1]])\n", "vec_i2 = Vectors([[2, 2, 2], [3, 3, 3]])\n", "vec_i3 = Vectors([[4, 4, 4]])\n", "vec_merged = Merge(vec_i1, vec_i2, vec_i3)\n", "vec_merged.nb_vector" ] }, { "cell_type": "markdown", "id": "bafba640", "metadata": {}, "source": [ "This is equivalent to using the method Vectors.merge:" ] }, { "cell_type": "code", "execution_count": 10, "id": "93905829", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "str(vec_i1.merge([vec_i2, vec_i3])) == str(vec_merged)" ] }, { "cell_type": "code", "execution_count": 11, "id": "d2b45c69", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[4, 4, 4]\n" ] } ], "source": [ "print(vec_merged[4])" ] }, { "cell_type": "markdown", "id": "3cf9c06b", "metadata": {}, "source": [ "It can be seen that the last vector from the merge Vectors is the last vector from vec_i3." ] }, { "cell_type": "markdown", "id": "08bcb001", "metadata": {}, "source": [ "Similarly, Vectors with the same numbers of individuals can be merged (variable-wise):" ] }, { "cell_type": "code", "execution_count": 12, "id": "9b964c69", "metadata": {}, "outputs": [], "source": [ "vec_v2 = Vectors([[5], [5], [5], [5], [5]])\n", "vec_vmerged = MergeVariable(vec_merged, vec_v2, RefSample=1)" ] }, { "cell_type": "markdown", "id": "f231a6ba", "metadata": {}, "source": [ "The RefSample argument is optional here and is used only to give identifiers to vectors using one of the samples as a reference, here sample 1." ] }, { "cell_type": "code", "execution_count": 13, "id": "623fe607", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 0, 0, 5]\n" ] } ], "source": [ "print(vec_vmerged[0])" ] }, { "cell_type": "markdown", "id": "413f30fe", "metadata": {}, "source": [ "It can be seen that the variable from vec_v2 has been added to the 3 variables from vec_merged." ] }, { "cell_type": "markdown", "id": "8d8c4aab", "metadata": {}, "source": [ "This is equivalent to using the method Vectors.merge_variable:" ] }, { "cell_type": "code", "execution_count": 14, "id": "a5f6e0a3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 0, 0, 5]\n" ] } ], "source": [ "print((vec_merged.merge_variable([vec_v2],1))[0])" ] }, { "cell_type": "markdown", "id": "be3f4626", "metadata": {}, "source": [ "### Shifting Vectors" ] }, { "cell_type": "markdown", "id": "3414ef9c", "metadata": {}, "source": [ "Shifting a vector is the operation consisting in adding a constant to each value of a variable:" ] }, { "cell_type": "code", "execution_count": 15, "id": "2b9933c2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "138 vectors\n", "\n", "2 VARIABLES\n", "\n", "VARIABLE 1 : INT (minimum value: 1995, maximum value: 1997)\n", "\n", "marginal frequency distribution - sample size: 138\n", "mean: 1996 median: 1996 mode: 1996\n", "variance: 0.671533 standard deviation: 0.819471 lower quartile: 1995 upper quartile: 1997\n", "\n", "VARIABLE 2 : INT (minimum value: 4, maximum value: 110)\n", "\n", "marginal frequency distribution - sample size: 138\n", "mean: 42.8043 median: 37 mode: 26\n", "variance: 539.064 standard deviation: 23.2177 lower quartile: 24 upper quartile: 61\n", "\n", "correlation matrix\n", "\n", " 1 2\n", "1 1 -0.223663\n", "2 -0.223663 1\n", "\n", "reference t-value: 1.97756 reference critical probability: 0.05\n", "limit correlation coefficient: 0.167188\n", "\n", "reference t-value: 2.61246 reference critical probability: 0.01\n", "limit correlation coefficient: 0.218599\n", "\n" ] } ], "source": [ "print(vec2)" ] }, { "cell_type": "code", "execution_count": 16, "id": "0b692819", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "138 vectors\n", "\n", "2 VARIABLES\n", "\n", "VARIABLE 1 : INT (minimum value: 1997, maximum value: 1999)\n", "\n", "marginal frequency distribution - sample size: 138\n", "mean: 1998 median: 1998 mode: 1998\n", "variance: 0.671533 standard deviation: 0.819471 lower quartile: 1997 upper quartile: 1999\n", "\n", "VARIABLE 2 : INT (minimum value: 4, maximum value: 110)\n", "\n", "marginal frequency distribution - sample size: 138\n", "mean: 42.8043 median: 37 mode: 26\n", "variance: 539.064 standard deviation: 23.2177 lower quartile: 24 upper quartile: 61\n", "\n", "correlation matrix\n", "\n", " 1 2\n", "1 1 -0.223663\n", "2 -0.223663 1\n", "\n", "reference t-value: 1.97756 reference critical probability: 0.05\n", "limit correlation coefficient: 0.167188\n", "\n", "reference t-value: 2.61246 reference critical probability: 0.01\n", "limit correlation coefficient: 0.218599\n", "\n" ] } ], "source": [ "print(Shift(vec2, 1, 2))" ] }, { "cell_type": "markdown", "id": "e77f9043", "metadata": {}, "source": [ "Here, variable 1 (second argument) has been shifted by 2 (third argument). \n", "If a Vectors object has only one variable, the variable does not have to be passed as an argument:" ] }, { "cell_type": "code", "execution_count": 17, "id": "9b8c176b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[7]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Shift(vec_v2, 2)[0]" ] }, { "cell_type": "markdown", "id": "e40922ea", "metadata": {}, "source": [ "As usual, it is equivalent to use method Vectors.shift:" ] }, { "cell_type": "code", "execution_count": 18, "id": "a811fbe3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1995.0, 1997.0]\n" ] } ], "source": [ "print([vec2.get_min_value(0), vec2.shift(1, 2).get_min_value(0)])" ] }, { "cell_type": "markdown", "id": "c43bd0fc", "metadata": {}, "source": [ "Vectors can be shifted by negative values:" ] }, { "cell_type": "code", "execution_count": 19, "id": "66259be9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[-1, 2, 2]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Shift(vec_i2, 1, -3)[0]" ] }, { "cell_type": "markdown", "id": "057d8478", "metadata": {}, "source": [ "### Selecting individuals by values (filtering individuals)" ] }, { "cell_type": "markdown", "id": "3f28cc09", "metadata": {}, "source": [ "Individual vectors in Vectors can be selected or discarded according to their values. \n", "For example," ] }, { "cell_type": "code", "execution_count": 20, "id": "04d6236a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ValueSelect(vec_merged, 1, 2, 3).nb_vector" ] }, { "cell_type": "markdown", "id": "d0c6ac76", "metadata": {}, "source": [ "selects all vectors in vec_merged such that variable 1 is between 2 and 3. \n", "To discard all such vectors, use argument 'Mode = \"Reject\"':" ] }, { "cell_type": "code", "execution_count": 21, "id": "34fee3c9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ValueSelect(vec_merged, 1, 2, 3, Mode=\"Reject\").nb_vector" ] }, { "cell_type": "markdown", "id": "1b838c51", "metadata": {}, "source": [ "The object-oriented syntax is:" ] }, { "cell_type": "code", "execution_count": 22, "id": "e33dfe14", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vec_merged.value_select(1, 2, 3, True)" ] }, { "cell_type": "markdown", "id": "49536a6f", "metadata": {}, "source": [ "where the last argument corresponds to 'Keep=True'." ] }, { "cell_type": "markdown", "id": "dff0e90e", "metadata": {}, "source": [ "### Transcoding Vectors" ] }, { "cell_type": "markdown", "id": "19bc2088", "metadata": {}, "source": [ "Transcoding the values of a Vectors object consists in replacing a value by another one. To use function Transcode, the list of values that replace the former ones is placed as argument:" ] }, { "cell_type": "code", "execution_count": 23, "id": "79ba53dd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Transcode(vec_merged, 1, [0, -1, -2, -3, -4])" ] }, { "cell_type": "markdown", "id": "44fa71e8", "metadata": {}, "source": [ "This is equivalent to using method Vectors.transcode:" ] }, { "cell_type": "code", "execution_count": 24, "id": "022b5fec", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, -1, -2, -3, -4]\n" ] } ], "source": [ "print([vec_merged.transcode(1, [0, -1, -2, -3, -4])[i][0] for i in range(vec_merged.nb_vector)])" ] }, { "cell_type": "code", "execution_count": 25, "id": "6b6729e0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 1, 2, 3, 4]\n" ] } ], "source": [ "print([vec_merged[i][0] for i in range(vec_merged.nb_vector)])" ] }, { "cell_type": "markdown", "id": "6e776907", "metadata": {}, "source": [ "Note that 0 has been replaced by 0, 1 by -1, etc." ] }, { "cell_type": "markdown", "id": "456ac845", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Transform data on Histograms" ] }, { "cell_type": "markdown", "id": "ff4ae8ac", "metadata": {}, "source": [ "### Merging histograms" ] }, { "cell_type": "markdown", "id": "42566b06-3a5e-43c7-a9c0-499e4453edc2", "metadata": {}, "source": [ "Histogram objects can be merged, which consists in adding counts of each histogram. \n", "It can be seen from y-axis in the last figure that counts match the sum of counts of the 2 previous figures." ] }, { "cell_type": "code", "execution_count": 26, "id": "2f20bb94-e9c4-48b3-b9ee-0b7257c04a0e", "metadata": {}, "outputs": [], "source": [ "meri1 = Histogram(get_shared_data(\"meri1.his\"))\n", "meri2 = Histogram(get_shared_data(\"meri2.his\"))\n", "meri12 = Merge(meri1, meri2)" ] }, { "cell_type": "code", "execution_count": 27, "id": "214e52bc-99ff-42c8-a51b-379934a60a9b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plot(meri1)\n", "Plot(meri2) \n", "Plot(meri12)" ] }, { "cell_type": "markdown", "id": "5f6addc2-5ef6-42a0-b142-93ee6455e975", "metadata": {}, "source": [ "Arbitrary numbers of Histogram objects can be merged:" ] }, { "cell_type": "code", "execution_count": 28, "id": "027e27ef-fca6-4dc1-bea1-6779f9241690", "metadata": {}, "outputs": [], "source": [ "meri3 = Histogram(get_shared_data(\"meri3.his\"))\n", "meri123 = Merge(meri1, meri2, meri3)" ] }, { "cell_type": "markdown", "id": "2a10959f-e2f4-4f86-a4a4-103c042167eb", "metadata": {}, "source": [ "This is equivalent to the method Histogram.merge:" ] }, { "cell_type": "code", "execution_count": 29, "id": "cbfc1e73-e285-4df0-be62-195a7cf1e70f", "metadata": {}, "outputs": [], "source": [ "meri123b = meri1.merge([meri2, meri3])\n", "assert(str(meri123) == str(meri123b))" ] }, { "cell_type": "markdown", "id": "7dd1a777", "metadata": {}, "source": [ "### Shifting histograms" ] }, { "cell_type": "markdown", "id": "ca654a7f", "metadata": {}, "source": [ "As Vectors, Histogram objects can be shifted:" ] }, { "cell_type": "code", "execution_count": 30, "id": "922ae087", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plot(meri1)\n", "Plot(Shift(meri1,3))" ] }, { "cell_type": "markdown", "id": "143cd6d4", "metadata": {}, "source": [ "All values have been shifted by 3 (shift of the x-axis). This is equivalent to Histogram.shift:" ] }, { "cell_type": "code", "execution_count": 31, "id": "b67be34b", "metadata": {}, "outputs": [], "source": [ "assert(str(Shift(meri1,3)) == str(meri1.shift(3)))" ] }, { "cell_type": "markdown", "id": "d8ddcf20", "metadata": {}, "source": [ "### Selecting individuals by values (filtering histograms)" ] }, { "cell_type": "markdown", "id": "eac9fbe2", "metadata": {}, "source": [ "As Vectors, Histogram objects can be filtered:" ] }, { "cell_type": "code", "execution_count": 32, "id": "ed4d3bea", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plot(meri1)\n", "Plot(ValueSelect(meri1,15,25))" ] }, { "cell_type": "markdown", "id": "c9db7b17", "metadata": {}, "source": [ "Here, only the values between 15 and 25 have been selected. This is equivalent with Histogram.value_select" ] }, { "cell_type": "code", "execution_count": 33, "id": "8d86db9a", "metadata": {}, "outputs": [], "source": [ "assert(str(ValueSelect(meri1,15,25)) == str(meri1.value_select(15,25,True)))" ] }, { "cell_type": "markdown", "id": "476b2022", "metadata": {}, "source": [ "### Transcoding Histograms" ] }, { "cell_type": "markdown", "id": "12f63782", "metadata": {}, "source": [ "As Vectors, the values of Histogram objects can be transcoded. \n", "Note that: \n", " * The first successive values in the range of the Histogram with null frequencies (range(0, Histogram.offset-1)) do not count, they cannot be transcoded.\n", " * The other values with null frequencies do count, they are include in the list defining transcoding. " ] }, { "cell_type": "markdown", "id": "2121ed1e", "metadata": {}, "source": [ "Here, to simplify the example, we restrict the Histogram to values 6, 7, 8, 9, 10." ] }, { "cell_type": "code", "execution_count": 34, "id": "8486ced7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency distribution - sample size: 3\n", "mean: 7.66667 median: 7 mode: 6.5\n", "variance: 4.33333 standard deviation: 2.08167 lower quartile: 6 upper quartile: 10\n", "coefficient of skewness: 1.29334 coefficient of kurtosis: -2\n", "mean absolute deviation: 1.55556 coefficient of concentration: 0.115942\n", "information: -3.29584 (-1.09861)\n", "\n", " | frequency distribution | cumulative distribution function\n", " 0 0 0\n", " 1 0 0\n", " 2 0 0\n", " 3 0 0\n", " 4 0 0\n", " 5 0 0\n", " 6 1 0.333333\n", " 7 1 0.666667\n", " 8 0 0.666667\n", " 9 0 0.666667\n", "10 1 1\n", "\n" ] } ], "source": [ "meri_vselect = ValueSelect(meri1,6,10)\n", "print(meri_vselect.display(Detail=2))" ] }, { "cell_type": "code", "execution_count": 35, "id": "0bbc6570", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "range(0, 5)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "range(0, meri_vselect.offset-1)" ] }, { "cell_type": "markdown", "id": "78cc6fab", "metadata": {}, "source": [ "The transcoding is\n", " * $6 \\rightarrow 2$ \n", " * $7 \\rightarrow 4$ \n", " * $8 \\rightarrow 1$ \n", " * $9 \\rightarrow 3$ \n", " * $10 \\rightarrow 0$ " ] }, { "cell_type": "code", "execution_count": 36, "id": "d4a130f3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency distribution - sample size: 3\n", "mean: 2 median: 2 mode: 0\n", "variance: 4 standard deviation: 2 lower quartile: 0 upper quartile: 4\n", "coefficient of skewness: 0 coefficient of kurtosis: -2\n", "mean absolute deviation: 1.33333 coefficient of concentration: 0.444444\n", "information: -3.29584 (-1.09861)\n", "\n", " | frequency distribution | cumulative distribution function\n", "0 1 0.333333\n", "1 0 0.333333\n", "2 1 0.666667\n", "3 0 0.666667\n", "4 1 1\n", "\n" ] } ], "source": [ "meri_transcoded = Transcode(meri_vselect,[2, 4, 1, 3, 0])\n", "print(meri_transcoded.display(Detail=2))" ] } ], "metadata": { "celltoolbar": "Format de la Cellule Texte Brut", "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.9" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "615.66px" }, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }