{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## ggcorrplot function\n", "\n", "In this notebook, we’ll describe the python package **ggcorrplot** for displaying easily a correlation matrix using ‘plotnine’.\n", "\n", "### mtcars dataset\n", "\n", "the [mtcars](https://plotnine.org/reference/mtcars.html#plotnine.data.mtcars) data set will be used in the following python code. The function **cor_pmat** [in **ggcorrplot**] computes a matrix of correlation p-values" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#disable warnings\n", "from warnings import simplefilter, filterwarnings\n", "simplefilter(action='ignore', category=FutureWarning)\n", "filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " name mpg cyl disp hp drat wt qsec vs am \\\n", "0 Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 \n", "1 Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 \n", "2 Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 \n", "3 Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 1 0 \n", "4 Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 \n", "5 Valiant 18.1 6 225.0 105 2.76 3.460 20.22 1 0 \n", "6 Duster 360 14.3 8 360.0 245 3.21 3.570 15.84 0 0 \n", "7 Merc 240D 24.4 4 146.7 62 3.69 3.190 20.00 1 0 \n", "8 Merc 230 22.8 4 140.8 95 3.92 3.150 22.90 1 0 \n", "9 Merc 280 19.2 6 167.6 123 3.92 3.440 18.30 1 0 \n", "10 Merc 280C 17.8 6 167.6 123 3.92 3.440 18.90 1 0 \n", "11 Merc 450SE 16.4 8 275.8 180 3.07 4.070 17.40 0 0 \n", "12 Merc 450SL 17.3 8 275.8 180 3.07 3.730 17.60 0 0 \n", "13 Merc 450SLC 15.2 8 275.8 180 3.07 3.780 18.00 0 0 \n", "14 Cadillac Fleetwood 10.4 8 472.0 205 2.93 5.250 17.98 0 0 \n", "15 Lincoln Continental 10.4 8 460.0 215 3.00 5.424 17.82 0 0 \n", "16 Chrysler Imperial 14.7 8 440.0 230 3.23 5.345 17.42 0 0 \n", "17 Fiat 128 32.4 4 78.7 66 4.08 2.200 19.47 1 1 \n", "18 Honda Civic 30.4 4 75.7 52 4.93 1.615 18.52 1 1 \n", "19 Toyota Corolla 33.9 4 71.1 65 4.22 1.835 19.90 1 1 \n", "20 Toyota Corona 21.5 4 120.1 97 3.70 2.465 20.01 1 0 \n", "21 Dodge Challenger 15.5 8 318.0 150 2.76 3.520 16.87 0 0 \n", "22 AMC Javelin 15.2 8 304.0 150 3.15 3.435 17.30 0 0 \n", "23 Camaro Z28 13.3 8 350.0 245 3.73 3.840 15.41 0 0 \n", "24 Pontiac Firebird 19.2 8 400.0 175 3.08 3.845 17.05 0 0 \n", "25 Fiat X1-9 27.3 4 79.0 66 4.08 1.935 18.90 1 1 \n", "26 Porsche 914-2 26.0 4 120.3 91 4.43 2.140 16.70 0 1 \n", "27 Lotus Europa 30.4 4 95.1 113 3.77 1.513 16.90 1 1 \n", "28 Ford Pantera L 15.8 8 351.0 264 4.22 3.170 14.50 0 1 \n", "29 Ferrari Dino 19.7 6 145.0 175 3.62 2.770 15.50 0 1 \n", "30 Maserati Bora 15.0 8 301.0 335 3.54 3.570 14.60 0 1 \n", "31 Volvo 142E 21.4 4 121.0 109 4.11 2.780 18.60 1 1 \n", "\n", " gear carb \n", "0 4 4 \n", "1 4 4 \n", "2 4 1 \n", "3 3 1 \n", "4 3 2 \n", "5 3 1 \n", "6 3 4 \n", "7 4 2 \n", "8 4 2 \n", "9 4 4 \n", "10 4 4 \n", "11 3 3 \n", "12 3 3 \n", "13 3 3 \n", "14 3 4 \n", "15 3 4 \n", "16 3 4 \n", "17 4 1 \n", "18 4 2 \n", "19 4 1 \n", "20 3 1 \n", "21 3 2 \n", "22 3 2 \n", "23 3 4 \n", "24 3 2 \n", "25 4 1 \n", "26 5 2 \n", "27 5 2 \n", "28 5 4 \n", "29 5 6 \n", "30 5 8 \n", "31 4 2 \n" ] } ], "source": [ "#load mtcars dataset form plotnine\n", "from plotnine.data import mtcars\n", "print(mtcars)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We set name as rownames" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " mpg cyl disp hp drat wt qsec vs am gear \\\n", "name \n", "Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 4 \n", "Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 4 \n", "Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 4 \n", "Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 1 0 3 \n", "Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 3 \n", "Valiant 18.1 6 225.0 105 2.76 3.460 20.22 1 0 3 \n", "Duster 360 14.3 8 360.0 245 3.21 3.570 15.84 0 0 3 \n", "Merc 240D 24.4 4 146.7 62 3.69 3.190 20.00 1 0 4 \n", "Merc 230 22.8 4 140.8 95 3.92 3.150 22.90 1 0 4 \n", "Merc 280 19.2 6 167.6 123 3.92 3.440 18.30 1 0 4 \n", "Merc 280C 17.8 6 167.6 123 3.92 3.440 18.90 1 0 4 \n", "Merc 450SE 16.4 8 275.8 180 3.07 4.070 17.40 0 0 3 \n", "Merc 450SL 17.3 8 275.8 180 3.07 3.730 17.60 0 0 3 \n", "Merc 450SLC 15.2 8 275.8 180 3.07 3.780 18.00 0 0 3 \n", "Cadillac Fleetwood 10.4 8 472.0 205 2.93 5.250 17.98 0 0 3 \n", "Lincoln Continental 10.4 8 460.0 215 3.00 5.424 17.82 0 0 3 \n", "Chrysler Imperial 14.7 8 440.0 230 3.23 5.345 17.42 0 0 3 \n", "Fiat 128 32.4 4 78.7 66 4.08 2.200 19.47 1 1 4 \n", "Honda Civic 30.4 4 75.7 52 4.93 1.615 18.52 1 1 4 \n", "Toyota Corolla 33.9 4 71.1 65 4.22 1.835 19.90 1 1 4 \n", "Toyota Corona 21.5 4 120.1 97 3.70 2.465 20.01 1 0 3 \n", "Dodge Challenger 15.5 8 318.0 150 2.76 3.520 16.87 0 0 3 \n", "AMC Javelin 15.2 8 304.0 150 3.15 3.435 17.30 0 0 3 \n", "Camaro Z28 13.3 8 350.0 245 3.73 3.840 15.41 0 0 3 \n", "Pontiac Firebird 19.2 8 400.0 175 3.08 3.845 17.05 0 0 3 \n", "Fiat X1-9 27.3 4 79.0 66 4.08 1.935 18.90 1 1 4 \n", "Porsche 914-2 26.0 4 120.3 91 4.43 2.140 16.70 0 1 5 \n", "Lotus Europa 30.4 4 95.1 113 3.77 1.513 16.90 1 1 5 \n", "Ford Pantera L 15.8 8 351.0 264 4.22 3.170 14.50 0 1 5 \n", "Ferrari Dino 19.7 6 145.0 175 3.62 2.770 15.50 0 1 5 \n", "Maserati Bora 15.0 8 301.0 335 3.54 3.570 14.60 0 1 5 \n", "Volvo 142E 21.4 4 121.0 109 4.11 2.780 18.60 1 1 4 \n", "\n", " carb \n", "name \n", "Mazda RX4 4 \n", "Mazda RX4 Wag 4 \n", "Datsun 710 1 \n", "Hornet 4 Drive 1 \n", "Hornet Sportabout 2 \n", "Valiant 1 \n", "Duster 360 4 \n", "Merc 240D 2 \n", "Merc 230 2 \n", "Merc 280 4 \n", "Merc 280C 4 \n", "Merc 450SE 3 \n", "Merc 450SL 3 \n", "Merc 450SLC 3 \n", "Cadillac Fleetwood 4 \n", "Lincoln Continental 4 \n", "Chrysler Imperial 4 \n", "Fiat 128 1 \n", "Honda Civic 2 \n", "Toyota Corolla 1 \n", "Toyota Corona 1 \n", "Dodge Challenger 2 \n", "AMC Javelin 2 \n", "Camaro Z28 4 \n", "Pontiac Firebird 2 \n", "Fiat X1-9 1 \n", "Porsche 914-2 2 \n", "Lotus Europa 2 \n", "Ford Pantera L 4 \n", "Ferrari Dino 6 \n", "Maserati Bora 8 \n", "Volvo 142E 2 \n" ] } ], "source": [ "# Set name as index\n", "mtcars = mtcars.set_index(\"name\")\n", "print(mtcars)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute a correlation matrix" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " mpg cyl disp hp drat wt qsec vs am \\\n", "mpg 1.0000 -0.8522 -0.8476 -0.7762 0.6812 -0.8677 0.4187 0.6640 0.5998 \n", "cyl -0.8522 1.0000 0.9020 0.8324 -0.6999 0.7825 -0.5912 -0.8108 -0.5226 \n", "disp -0.8476 0.9020 1.0000 0.7909 -0.7102 0.8880 -0.4337 -0.7104 -0.5912 \n", "hp -0.7762 0.8324 0.7909 1.0000 -0.4488 0.6587 -0.7082 -0.7231 -0.2432 \n", "drat 0.6812 -0.6999 -0.7102 -0.4488 1.0000 -0.7124 0.0912 0.4403 0.7127 \n", "wt -0.8677 0.7825 0.8880 0.6587 -0.7124 1.0000 -0.1747 -0.5549 -0.6925 \n", "qsec 0.4187 -0.5912 -0.4337 -0.7082 0.0912 -0.1747 1.0000 0.7445 -0.2299 \n", "vs 0.6640 -0.8108 -0.7104 -0.7231 0.4403 -0.5549 0.7445 1.0000 0.1683 \n", "am 0.5998 -0.5226 -0.5912 -0.2432 0.7127 -0.6925 -0.2299 0.1683 1.0000 \n", "gear 0.4803 -0.4927 -0.5556 -0.1257 0.6996 -0.5833 -0.2127 0.2060 0.7941 \n", "carb -0.5509 0.5270 0.3950 0.7498 -0.0908 0.4276 -0.6562 -0.5696 0.0575 \n", "\n", " gear carb \n", "mpg 0.4803 -0.5509 \n", "cyl -0.4927 0.5270 \n", "disp -0.5556 0.3950 \n", "hp -0.1257 0.7498 \n", "drat 0.6996 -0.0908 \n", "wt -0.5833 0.4276 \n", "qsec -0.2127 -0.6562 \n", "vs 0.2060 -0.5696 \n", "am 0.7941 0.0575 \n", "gear 1.0000 0.2741 \n", "carb 0.2741 1.0000 \n" ] } ], "source": [ "# Compute a correlation matrix\n", "corr = mtcars.corr()\n", "print(corr.round(4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Correlation matrix p-value" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " mpg cyl disp hp drat wt qsec vs am \\\n", "mpg 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0171 0.0000 0.0003 \n", "cyl 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0004 0.0000 0.0022 \n", "disp 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0131 0.0000 0.0004 \n", "hp 0.0000 0.0000 0.0000 0.0000 0.0100 0.0000 0.0000 0.0000 0.1798 \n", "drat 0.0000 0.0000 0.0000 0.0100 0.0000 0.0000 0.6196 0.0117 0.0000 \n", "wt 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.3389 0.0010 0.0000 \n", "qsec 0.0171 0.0004 0.0131 0.0000 0.6196 0.3389 0.0000 0.0000 0.2057 \n", "vs 0.0000 0.0000 0.0000 0.0000 0.0117 0.0010 0.0000 0.0000 0.3570 \n", "am 0.0003 0.0022 0.0004 0.1798 0.0000 0.0000 0.2057 0.3570 0.0000 \n", "gear 0.0054 0.0042 0.0010 0.4930 0.0000 0.0005 0.2425 0.2579 0.0000 \n", "carb 0.0011 0.0019 0.0253 0.0000 0.6212 0.0146 0.0000 0.0007 0.7545 \n", "\n", " gear carb \n", "mpg 0.0054 0.0011 \n", "cyl 0.0042 0.0019 \n", "disp 0.0010 0.0253 \n", "hp 0.4930 0.0000 \n", "drat 0.0000 0.6212 \n", "wt 0.0005 0.0146 \n", "qsec 0.2425 0.0000 \n", "vs 0.2579 0.0007 \n", "am 0.0000 0.7545 \n", "gear 0.0000 0.1290 \n", "carb 0.1290 0.0000 \n" ] } ], "source": [ "# Compute a matrix of correlation p-values\n", "from ggcorrplot import cor_pmat\n", "p_mat = cor_pmat(mtcars)\n", "print(p_mat.round(4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Correlation matrix visualization" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from ggcorrplot import ggcorrplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### method = \"squared\" (default)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 7, "metadata": { "image/png": { "height": 480, "width": 640 } }, "output_type": "execute_result" } ], "source": [ "# method = \"square\" (default)\n", "p = ggcorrplot(corr)\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### method = \"circle\"" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 8, "metadata": { "image/png": { "height": 480, "width": 640 } }, "output_type": "execute_result" } ], "source": [ "# method = \"circle\"\n", "p = ggcorrplot(corr,method = \"circle\")\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reordering the correlation matrix" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 9, "metadata": { "image/png": { "height": 480, "width": 640 } }, "output_type": "execute_result" } ], "source": [ "# using hierarchical clustering\n", "p = ggcorrplot(corr, \n", " hc_order = True, \n", " outline_color = \"white\")\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Types of correlogram layout\n", "\n", "#### Get the lower triangle" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 10, "metadata": { "image/png": { "height": 480, "width": 640 } }, "output_type": "execute_result" } ], "source": [ "# Get the lower triangle\n", "p = ggcorrplot(corr, \n", " hc_order = True, \n", " type = \"lower\",\n", " outline_color = \"white\")\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Get the upper triangle" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 11, "metadata": { "image/png": { "height": 480, "width": 640 } }, "output_type": "execute_result" } ], "source": [ "# Get the upper triangle\n", "p = ggcorrplot(corr, \n", " hc_order = True, \n", " type = \"upper\",\n", " outline_color = \"white\")\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Change colors and theme" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 12, "metadata": { "image/png": { "height": 480, "width": 640 } }, "output_type": "execute_result" } ], "source": [ "# Argument colors\n", "from plotnine import theme_gray\n", "p = ggcorrplot(corr, \n", " hc_order = True, \n", " type = \"lower\",\n", " outline_color = \"white\",\n", " ggtheme = theme_gray(),\n", " colors = (\"#6D9EC1\", \"white\", \"#E46726\"))\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Add correlation coefficients" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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69SU6Olouu+wyGTx4cIXPv3TpUnnnnXf0vrr+gw8+KEVFRbJy5UpZsWKFnDhxQtLT06VBgwbSqlUrGTZsmPQ1K6evTH5+vn4ta9askZMnT+rjkJAQad26tVx++eXStWtXfd6dd94pCYY1Xz799FOJjIy0+jkAAABgO/vM1sFrYWEdurJa+PnpbsDGx4abVd9Zy9j4Q1Fr8o1Zt07mnDpV6hw1LVlt8+Pj5a2DB+XXfv30c1sypX17WZSQYOoY3OLPP+U2Qxfg+u7uclR1AT5xQnYZws6bmzWTdww/lzrCPrPX3yIgoNLzWwQG6m7A+rHp6RJejXDI2PjD2HF4zKJFMic2ttQ5alqy2uYfPy5v7dghv15+uX5uR9lnVjHXwooOyOoc1ahDPzYxUcLLeb9YI6+wUG6fM0fOlJTIsJYt5bYePap1nSlDh8qigwflQHKyLD50SFq88YbcproAh4VJfQ8POZqWpqcs7zL8bnRzt27VqjQEgLIIAJ3Mzz//LDNnzpQzZf7CpsI9ta1fv16efvppqVevnhQXF8snn3wiCxYsKHWuCtlUeKi2DRs2yMMPP3xeaFielJQUeeWVV2Sv2cLPigoi1aaev3fv3vLoo4+Kt4XFoM3FxsbKyy+/LHFm00gUday21atXy4gRI+Tf//63VfcGAAAA+0szdM9VwqwI80LNqubMH1sVxjUHlWd375Z9WVk6qFPB3MWhoVLP3V22pafLZ7GxklJQoKsUh6xeLZuHDpUQC1V76r7XDx4s92zdKj+dPKmr/IxrDJq7NCJCnmzbVoaEh4sjpZlVgYVV8jO2Emr275JWzapL45qDyrMbN+ogUY95mzZycVTU2TFPTtbdiVPU7xcpKTLk999l8+jREmLFPdpDmtn7JMyKcDrU7Bzzx1bHs0uX6gDSp149+fiaa6p9nTA/P1l/111yz7x58pOqQM3OlmmrV5933qUxMfLkoEEypGXLGt03ABgRADoRVSn31Vdf6X1VwdeiRQtxd3fXwd9xw/oeW7Zs0aHfvffeKx999JH8+eef+hxVnde0aVMdHO7evVviDeXxKmRT1xk7dmylz68CRRXYqedT1+zYsaNERUVJbm6u7Ny5U9IMf5n8559/5IUXXpDnn3++3GDx1KlT8swzz+jqQaPmzZtLy5YtdVerI0eO6E29Zh/K2QEAAJxGltl0WW8rOr76mP08mGlhqq01Us0CMBX+BderJ0sHDpSLgoJMn5/QtKk8pGakrF4tuzMzdRXfk7t2yUcXXWTxmmo6r+pUrCoS3zt0yOI5yxISxE2dW6+edDN7rgstyyw4rajzsZGPWafezGqGrqlmwaEK/4K9vGTplVfKRWZrzU1o1Uoe6txZhv3xh+xOTZWjWVny5IYN8tHAgeII5o0wKupWbHGcqhmUKhtOnJA3//5b708dOlRiKmjeYQ01nVd1KlYVie8ZphSXtezw4bPvTR8fU0djAKgJAkAnoqa+BgcH6+q6zp07l/raL7/8Il9++aXeX7JkiTRp0kSHfyr0U+erkM88yFPnGqcU//jjj3LVVVdVWrGnpumq6b8xMTHy2GOPSSOztVPUNX/66Sf59ttv9bGqLpwzZ46MGzfO4poV7733nin8CwgIkEceeUS6d+9e6rxt27bJ66+/LnPnzrW6QhEAAACup+zqcq937lwq/DNfc/C7Xr2k27Jl+njG0aPyaqdOFpuGvL5/vzyxa5du9HFTs2Zyd4sW0rlBA6nn5iaHs7Plh5Mn5ZV9+/QU4YGrVsmPvXvLiEqanrj0mPfpUyr8M19z8LuhQ6Xbzz/r4xn798urffrUiqYhtlBQVCS3//KLbsqhug4/PGBAja/5+l9/yROLFulr3tStm9zdu7d0joyUeh4ecjglRX7YuVNeWbVKTxEe+Omn8uP48TLCrKkJAFQHTUCciKqMU5V1ZcM/ZdSoUab18lQY9/nnn+t1+V566aVS4Z+iwrTbbrtNGhsWxlUVfBs3bqz0+VX4FxoaKlOnTi0V/hmvef3118t1111n+pwKFnPMpg4Ybd68WXbt2qX3VSXhU089dV74p6jX8+yzz+rXrZ4bAAAAjudvVjWVZ0Xjh9ziYtN+gBVVWZaYP87Pw0NubNas3HO7BgVJX0OjkPwzZ3QH4bLUNOLHdu7U4d9rnTrJ1z17Sr/QUP3avDw8pH1goDzXvr0sGThQT3tVVY/jN2yodhOTmvI3CzDzzMazPLlmPzsHVLNjsvnj/Dw95cbWrcs9t2toqPQ1NArJLy7WHYQdwd8sdMyz4veHUuNUjbUplRdXrJCd8fHi4e4un157rf5YE88uWSKPLVyow7/XRoyQr8eOlX7Nmom/l5d4eXpK+4gIeW7oUFly2216TUBV9Tj+hx9s0sQEQN1GBaATUQ0+VLOP8lxyySW6as5IVd8FlTNVQQV2F198scyePVsfq2m96rgyEyZMkMAKFvZVIaCqQFRrBebl5cmqVav0On7mFi9ebNofOHCgdOjQodzrqWYgQ4YM0c1Iqqrs2oK1kXGtR/XRFV6PIzGWjKWz4r3JWDoj3pd1czzVz29nY7OKBdWrJ6mGaaVJ+fmlAkFLks2mZarHVoeagmukqvRUKFeRnkFBsi4lRe8fKhOMnMrN1ZV9Slt/f3mkgmBrQGioXmdQrS2YXlgoXx49Ko87oNIqqH5905TcpLy8UoGgJclmQWVQNYMtNeXXqHNIiA6bKtIzPFzWGRpTHDLrFH0hBXl7S6qh4UxSTo4OzSqSbFasoB5bVdtOn5ZXDOvzPdy/v64ArIlTGRmm67UNC5NHKqgmHNC8uW4A8tmmTZKelydfbt4sj1s59Vr9t17R7C+1zBOAuocA0IkMqKScXK0LWJXz1Zp7RsY1ASuiGotUFhKqc1So9+uvv5qmApcNAI3Vf0plXYiN51QnACzbKKW2c7XX40iMJWPprHhvMpbOiPdl3RlPtUyLNdoGBMgRQ3CiPkZX0jn1iFkApx5bHe0CAmSpoSttAyuqCBuYBWQZZdbAU91/Cw2vVTX5ULNNKnJ5RIQOAJX1hlDxQmsbFCRHDN2X1cfoSsbxiFkA17ZBg2o9Z7sGDWTpyZN6v4EV03nNzyk75heKCs2OpKbqffUxupJOwMZz9WOr0ehlxpYtUlhcLO5ubnp67ovLl1s8b5VZ92S1bzxPPee4Tp1MX1Pdf9X1jE0+Kn1vtm6tA0BlvWFNeGv/W3fm/xcBcAwCQCdSUfWf4mf2w5faV9N1K+Lv72/atzRV11JgaE1DjrZt25r2Dx8+XOprqlOweeOPNlb8BVVVAapvftb+UGqkphfXdubfmF3h9TgSY8lYOivem4ylM+J9WTfHs7KwwahzYKAsNPzxeENqaoUdcuPz8uS4oSIrwstLN9yojq5mIVa6FVM7VbWepTDQWAFY3tcsMa9aNG+AciF1Dg6WhYaAZ0NCggypoNIsPidHjhtC1wgfHwmvZkM9Na3XKN2sirM85udYExjag1onb+GBA3p/w8mTFXbIjc/KkuOG30si/Px0w42qMv5+cqakRF5eudKqxyw/ckRvyjXt25cKAFUFoFEDKyoSzasWzRugWPPfujP/vwiAYxAAOhHzgM8S80YZvla0vTc/X60bWJlwK/8qZn6eedhX9tjLy0s3AKmMei1qy67iuhauULqupgmpXxrUN2hXeD2OxFgyls6K9yZj6Yx4X9bN8VTLt1hjRGSkvGYIWRbExVU4JXa+2ZTnkZGR1b63KyIjdcdTFbfsSE+XgjNnKpwGvDEtrdyqQ/O17YzhZEVUN2GjUAcFWyOaNpXXtm/X+wuOH5fHu3Ur99z5ZpVgI5s2rfZzXtG06bkxT0mRguLiCqcBbzRUaNak6rCmRrRuLa/99ZfeX7B/f4VTYucbpoErI52kgYb5OoTGcLIiR83e56FW/P5nFBIS4tT/LwLgGASAtfCvslU911oqsLOG+XoSqsFIeT9YWns9RVUeVjUABAAAgO0NCg+XKC8vicvPlxVJSbI5NVW6W5hqqRpsvHvokOl4fA3CqCa+vjIoLEw/X3ZxsXxz7JjcXmb5G6NtaWmm9f9U8xC1jl/ZCkaj30+f1tNVLXUJNvrWLFDrbWgucqENathQonx8JC43V1acPi2bk5Kku4WOvKpxxLs7d5qOx8fEVPs5m/j76+dVz5ddVCTfHDggt7drZ/HcbcnJpvX/VMA6wEHh0qAWLSTK31/isrJkxZEjsvnUKYvr8ulxWrfOdDy+S5dqPd/bV16pt8pMWbpUphqm/T43ZIhMGTas3ApGo9/37ZOMvDwJrKAS8Fuz9d97N2lSxbsHgNKoC4ZJvpVdz8xDvrJThs3DQWuvV/aaAAAAcBwPNzd5tn170/HNmzZJgoWf1Z7YuVO2GqqYVAg3vJwKwBlHj4rbnDl6G7xqVbnP+3LHjqb9R3fskC1m1U/mU44nbtxoOr4/JkZ8ylStqXtpZvgZVTUzueGff3TAZWl651O7dunQUVHXua5xY3EE1Vn22R49TMc3L18uCRaqF5/45x/Zauh6PCAyUoaXE7rO2LdP3D75RG+Df/ut3Od9uXdv0/6j69fLFsNYlJ1yPHHZMtPx/Z06iU81uz3bZJyGDDEd3/zTT5KQlXXeeU8sWiRbT5/W+wOaNZPh5TSCmbF5s7g9/bTeBn/2mdibauzRzFA9qZqZ3PDDD5JtYWqvfm8uXqxDTsWnXj25zmwqMQBUBxWAMEk0K+uvSJLZDwZlOwabH6sAMCsrq9RahJaoKkKq/wAAAJzHpOho+eXUKVmckCC7MjKk69KlMqlFC+kQECApBQUy68QJ+csQRKk19D6+6KIaP2e/0FD5b5s2Mm3/fh3c9V2xQm5p1kwuDg2Veu7uOmxUzTrU8xs7AT9toWJNnfte164yat06Uaszzo+PlzaLFslNzZrp6kD19cPZ2TL7xAlTgGkMIBtVcz09W5jUrp38cuSILD55UnalpkrXn36SSe3bS4egIEnJz5dZhw7JX4Yp16p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", "text/plain": [ "" ] }, "execution_count": 13, "metadata": { "image/png": { "height": 480, "width": 640 } }, "output_type": "execute_result" } ], "source": [ "# argument label = True\n", "p = ggcorrplot(corr, \n", " hc_order = True, \n", " type = \"lower\", \n", " label = True)\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Add correlation significance level" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 14, "metadata": { "image/png": { "height": 480, "width": 640 } }, "output_type": "execute_result" } ], "source": [ "# Argument p_mat\n", "# Barring the no significant coefficient\n", "p = ggcorrplot(corr, \n", " hc_order = True,\n", " type = \"lower\", \n", " p_mat = p_mat)\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Leave blank on no significant coefficient" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 15, "metadata": { "image/png": { "height": 480, "width": 640 } }, "output_type": "execute_result" } ], "source": [ "# Leave blank on no significant coefficient\n", "p = ggcorrplot(corr, \n", " p_mat = p_mat, \n", " hc_order = True,\n", " type = \"lower\", \n", " insig = \"blank\")\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using original data" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 16, "metadata": { "image/png": { "height": 480, "width": 640 } }, "output_type": "execute_result" } ], "source": [ "#usinf original dataset\n", "p = ggcorrplot(mtcars,\n", " matrix_type=\"completed\")\n", "p" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.11.0" } }, "nbformat": 4, "nbformat_minor": 2 }