{"cells": [{"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:55.489334", "end_time": "2020-10-29T02:54:55.502332", "duration": 0.012998, "status": "completed"}, "tags": []}, "source": "# Data Heatmap"}, {"cell_type": "code", "execution_count": 1, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:55.531369Z", "iopub.status.busy": "2020-10-29T02:54:55.529333Z", "iopub.status.idle": "2020-10-29T02:54:57.921366Z", "shell.execute_reply": "2020-10-29T02:54:57.921366Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:55.514330", "end_time": "2020-10-29T02:54:57.922366", "duration": 2.408036, "status": "completed"}, "tags": []}, "outputs": [], "source": "import pandas as pd\nfrom data_describe import data_heatmap"}, {"cell_type": "code", "execution_count": 2, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:57.949328Z", "iopub.status.busy": "2020-10-29T02:54:57.948330Z", "iopub.status.idle": "2020-10-29T02:54:58.013364Z", "shell.execute_reply": "2020-10-29T02:54:58.013364Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:57.932329", "end_time": "2020-10-29T02:54:58.013364", "duration": 0.081035, "status": "completed"}, "tags": []}, "outputs": [], "source": "from sklearn.datasets import load_wine\ndata = load_wine()\ndf = pd.DataFrame(data.data, columns=list(data.feature_names))\ndf['target'] = data.target"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:58.022364", "end_time": "2020-10-29T02:54:58.032332", "duration": 0.009968, "status": "completed"}, "tags": []}, "source": "## Basic heatmap"}, {"cell_type": "code", "execution_count": 3, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:58.056332Z", "iopub.status.busy": "2020-10-29T02:54:58.055331Z", "iopub.status.idle": "2020-10-29T02:54:58.651336Z", "shell.execute_reply": "2020-10-29T02:54:58.652333Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:58.041328", "end_time": "2020-10-29T02:54:58.652333", "duration": 0.611005, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "display_data", "metadata": {}, "data": {"text/plain": "<Figure size 720x720 with 2 Axes>", "image/png": "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\n"}}, {"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "Heatmap Widget showing standardized values."}, "execution_count": 3}], "source": "data_heatmap(df)"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:58.664330", "end_time": "2020-10-29T02:54:58.675331", "duration": 0.011001, "status": "completed"}, "tags": []}, "source": "## Missing values only"}, {"cell_type": "code", "execution_count": 4, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:58.705358Z", "iopub.status.busy": "2020-10-29T02:54:58.704334Z", "iopub.status.idle": "2020-10-29T02:54:58.708370Z", "shell.execute_reply": "2020-10-29T02:54:58.707337Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:58.686330", "end_time": "2020-10-29T02:54:58.708370", "duration": 0.02204, "status": "completed"}, "tags": []}, "outputs": [], "source": "# Create missing values\ndf['hue'] = df['hue'].map(lambda x: None if x < 1.05 else x)\ndf['magnesium'] = df['magnesium'].map(lambda x: None if x%2 ==0 else x)"}, {"cell_type": "code", "execution_count": 5, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:58.766334Z", "iopub.status.busy": "2020-10-29T02:54:58.764336Z", "iopub.status.idle": "2020-10-29T02:54:59.050333Z", "shell.execute_reply": "2020-10-29T02:54:59.049335Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:58.719334", "end_time": "2020-10-29T02:54:59.050333", "duration": 0.330999, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "display_data", "metadata": {}, "data": {"text/plain": "<Figure size 720x720 with 2 Axes>", "image/png": "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\n"}}, {"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "Heatmap Widget showing missing values."}, "execution_count": 5}], "source": "data_heatmap(df, missing=True)"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:59.064330", "end_time": "2020-10-29T02:54:59.077332", "duration": 0.013002, "status": "completed"}, "tags": []}, "source": "## Interactive (Plotly)"}, {"cell_type": "code", "execution_count": 6, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:59.111336Z", "iopub.status.busy": "2020-10-29T02:54:59.110337Z", "iopub.status.idle": "2020-10-29T02:55:02.435331Z", "shell.execute_reply": "2020-10-29T02:55:02.433329Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:59.089330", "end_time": "2020-10-29T02:55:02.435331", "duration": 3.346001, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "stream", "name": "stderr", "text": "C:\\workspace\\data-describe\\data_describe\\compat\\_notebook.py:32: JupyterPlotlyWarning:\n\nAre you running in Jupyter Lab? The extension \"jupyterlab-plotly\" was not found and is required for Plotly visualizations in Jupyter Lab.\n\n"}, {"output_type": "display_data", "metadata": {}, "data": {"text/html": "        <script type=\"text/javascript\">\n        window.PlotlyConfig = {MathJaxConfig: 'local'};\n        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n        if (typeof require !== 'undefined') {\n        require.undef(\"plotly\");\n        requirejs.config({\n            paths: {\n                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n            }\n        });\n        require(['plotly'], function(Plotly) {\n            window._Plotly = Plotly;\n        });\n        }\n        </script>\n        "}}, {"output_type": "display_data", "metadata": {}, "data": {"application/vnd.plotly.v1+json": {"config": {"displayModeBar": false, "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": false}, "data": [{"colorbar": {"title": {"text": "z-score (bounded)"}}, "colorscale": [[0.0, "#440154"], [0.1111111111111111, "#482878"], [0.2222222222222222, "#3e4989"], [0.3333333333333333, "#31688e"], [0.4444444444444444, "#26828e"], [0.5555555555555556, "#1f9e89"], [0.6666666666666666, "#35b779"], [0.7777777777777778, "#6ece58"], [0.8888888888888888, "#b5de2b"], [1.0, "#fde725"]], "type": "heatmap", "x": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "y": ["target", "proline", "od280/od315_of_diluted_wines", "hue", "color_intensity", "proanthocyanins", "nonflavanoid_phenols", "flavanoids", "total_phenols", "magnesium", "alcalinity_of_ash", "ash", "malic_acid", "alcohol"], "ygap": 1, "z": [[-1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981], [1.0130089267476907, 0.9652415206686003, 1.3951481753804136, 2.3345738282691912, -0.03787400699229761, 2.2390390161110103, 1.7295200179340462, 1.7454424866270764, 0.9493190519755701, 0.9493190519755701, 2.4301086404273717, 1.697675080547986, 1.825054830092227, 1.2836908945292027, 2.5479349087557948, 1.7932098927061668, 1.697675080547986, 1.2200010197570823, 2.971472575990396, 0.3124203042543651, 0.10542821124497352, 0.07358327385891326, 0.9174741145895099, 0.8537842398173894, 0.3124203042543651, 0.26465289817527476, 1.426993112766474, 1.713597549241016, 0.5353348659567869, 0.9174741145895099, 1.713597549241016, 2.446031109120402, 0.7741718963522388, 1.554372862310715, 1.1085437389058714, 0.551257334649817, 0.423877585105576, 1.1403886762919317, 0.8697067085104195, 0.041738336472853015, 0.1531956173240639, 0.9174741145895099, 1.1085437389058714, -0.21302116261562898, 0.43980005379860615, 1.060776332826781, 1.0130089267476907, 0.7582494276592087, 0.9970864580546606, 1.6339852057758655, 1.2836908945292027, 1.6499076744688956, 1.4110706440734437, 2.000201985715558, 0.9970864580546606, 1.188156082371022, 0.7104820215801183, 1.6658301431619258, 1.713597549241016, -0.722540160792593, -0.21302116261562898, -0.9454547224950147, -0.37224584954593026, -1.0409895346531954, -1.247981627662587, -0.21939015009284105, -0.7798610480875015, -0.7543850981786533, 0.009893399086792766, -0.09201040054860003, 0.3920326477195158, -1.0728344720392557, -0.8753958602456822, 0.7582494276592087, 0.44298454753721217, -1.0155135847443473, -1.1301553593341642, -0.7862300355647135, 0.009893399086792766, -0.9040563038931364, -1.493187645535251, -0.10474837550302414, -0.37224584954593026, -0.7384626294856231, -0.722540160792593, -0.9454547224950147, -0.8021525042577436, -0.5887914237711399, -0.21302116261562898, -0.38816831823896036, -0.849919910336834, -0.9454547224950147, -0.8021525042577436, -1.4549737206719788, -1.2798265650486473, 0.6053937282061195, -0.38816831823896036, -1.0155135847443473, -0.2767110373877495, -1.0855724469936798, -0.11748635045744824, -0.5887914237711399, -0.9836686473582871, -1.0569120033462256, -0.2384971125244772, -1.375361377206828, -0.7543850981786533, -0.8244439604279857, -1.3849148584226463, -0.21302116261562898, -0.5887914237711399, -1.343516439820768, -0.44548920553386884, -0.9964066223127112, -1.1524468155044063, -1.0823879532550738, -0.8021525042577436, -1.2798265650486473, -1.1938452341062846, -0.5824224362939279, -0.38816831823896036, -0.8976873164159244, -1.216136690276527, -1.1683692841974365, -1.1683692841974365, -1.1747382716746486, -1.2575351088784053, -0.8945028226773183, -1.2893800462644653, -0.5314705364762314, -0.37224584954593026, -0.6906952234065328, -0.595160411248352, -0.467780661704111, -0.30855597477380975, -0.16525375653653862, -0.08564141307138798, -0.7384626294856231, -0.5314705364762314, -0.49962559909017124, -0.467780661704111, 0.10542821124497352, -0.722540160792593, -0.6270053486344123, 0.3442652416404254, 0.26465289817527476, -1.0569120033462256, -0.38816831823896036, -0.30855597477380975, -0.6270053486344123, -0.7862300355647135, -0.849919910336834, -1.0250670659601653, -0.2289436313086591, -0.34040091215987, -0.06971894437835786, -0.849919910336834, 0.423877585105576, -0.2767110373877495, -0.40409078693199046, -0.722540160792593, -0.21302116261562898, -0.5633154738622917, -0.2289436313086591, -0.4200132556250206, -0.722540160792593, -0.16525375653653862, -0.19709869392259885, 0.009893399086792766, -0.37224584954593026, -0.7543850981786533, -0.8817648477228942, -0.2767110373877495, -0.021951538299267485, 0.009893399086792766, 0.28057536686830487, 0.296497835561335, -0.595160411248352], [1.8479195665066517, 1.1134493025258219, 0.7885874549958394, 1.1840714432932098, 0.44960117931237975, 0.33660575408455967, 1.367689009288417, 1.367689009288417, 0.33660575408455967, 1.325315724827984, 0.7885874549958394, 0.29423246962412686, 0.40722789485194694, 0.16711261624282955, 0.5484721763867221, 0.37897903854499193, 0.054117191015009475, -0.05887823421281061, 0.29423246962412686, 1.0569515899119117, 1.5513065752836244, 1.282942440367552, 1.960914991734472, 1.4383111500558043, 1.7066752849718767, 0.8309607394562722, 0.8592095957632273, 0.2236103288567396, 1.1134493025258219, 1.3818134374418942, 0.13886375993587455, 0.37897903854499193, 0.36485461039151473, 0.5484721763867221, 0.36485461039151473, 1.2123202996001647, 0.2377347570102168, -0.14362480313367568, 0.11061490362891951, 1.2970668685210291, 1.085200446218867, 0.5484721763867221, 1.339440152981462, 0.5484721763867221, 1.0428271617584346, 1.0145783054514796, 1.169947015139732, 1.0145783054514796, 0.1953614725497846, 0.6897164579214972, 0.42135232300542474, 1.0710760180653895, 0.9157073083771367, 0.44960117931237975, 0.8309607394562722, 0.5908454608471543, 0.9863294491445246, 0.32248132593108186, 0.36485461039151473, -1.1182103457236228, -1.3300767680257852, -1.443072193253605, -0.21424694390106291, 0.36485461039151473, -0.5391087914310454, -0.44023779435670307, 0.8027118831493172, 1.2264447277536419, -0.9628416360353703, 0.6473431734610643, -1.1182103457236228, 0.7744630268423622, 0.2377347570102168, 1.254693584060597, 0.7320897423819294, -0.6662286448123427, -0.18599808759410788, -0.12950037498019784, -0.42611336620322526, 0.7320897423819294, 0.7179653142284521, 0.7462141705354072, 0.15298818808935236, -0.8498462108075506, 0.6614676016145421, 0.7744630268423622, -0.49673550697061314, 0.8450851676097495, 0.1953614725497846, 0.8450851676097495, -0.48261107881713533, 0.054117191015009475, -0.7792240700401627, 0.9722050209910468, 0.491974463772812, 0.025868334708054455, -0.49673550697061314, 0.1812370443963074, 0.2236103288567396, 0.30835689777760467, 0.491974463772812, 0.2236103288567396, 1.085200446218867, -0.24249580020801795, 1.3535645811349393, 0.9722050209910468, 0.7885874549958394, -0.270744656514973, 0.576721032693677, 0.9157073083771367, 0.28010804147064966, 0.2377347570102168, -0.15774923128715287, -0.42611336620322526, 0.8168363113027944, 0.36485461039151473, 1.0145783054514796, 0.491974463772812, -0.6944775011192976, 0.6190943171541092, 1.0993248743723447, 1.5230577189766694, 0.7179653142284521, 0.6897164579214972, 1.4524355782092822, 0.9439561646840917, 0.32248132593108186, -0.24249580020801795, 0.2377347570102168, -0.05887823421281061, -1.8668050378579302, -1.6831874718627227, -1.7679340407835875, -1.8668050378579302, -1.5560676184814253, -1.4571966214070826, -1.8950538941648851, -1.3018279117188303, -1.1182103457236228, -0.6521042166588654, -0.42611336620322526, -0.20012251574758508, -0.7792240700401627, -0.7933484981936405, -0.8639706389610278, -1.3159523398723079, -1.81030732524402, -1.0617126331097126, -1.4006989087931725, -1.81030732524402, -1.8526806097044526, -1.6125653310953352, -1.81030732524402, -1.5560676184814253, -1.4995699058675152, -1.5984409029418578, -1.3724500524862178, -1.2453301991049202, -0.9204683515749378, -1.1747080583375327, -1.4571966214070826, -1.1182103457236228, -0.7086019292727754, -1.2170813427979652, -1.3159523398723079, -1.2170813427979652, -1.4854454777140376, -1.2170813427979652, -1.1464592020305777, -0.9769660641888479, -1.1040859175701452, -1.3865744806396954, -1.2735790554118753, -1.2312057709514428, -1.4854454777140376, -1.4854454777140376, -1.4006989087931725, -1.4289477651001277], [null, -1.169532610646746, null, null, null, -1.169532610646746, null, -1.0836129999961626, -0.9117737786949958, null, 0.5488596023649213, -0.13849728283974644, -0.31033650414091335, 0.5488596023649213, 0.11926154911200394, 0.8066184343166717, -0.9976933893455792, -0.4821757254420803, 0.37702038106375435, null, -0.8258541680444123, null, -0.6540149467432453, -0.8258541680444123, -0.5680953360926618, -0.4821757254420803, null, null, 0.5488596023649213, null, 0.03334193846142048, -0.8258541680444123, 0.37702038106375435, 0.5488596023649213, -0.7399345573938287, null, -0.8258541680444123, -0.5680953360926618, -0.05257767218916299, null, null, null, null, null, null, null, null, null, -0.9976933893455792, -0.5680953360926618, -0.5680953360926618, 0.4629399917143378, null, -0.4821757254420803, null, null, null, -0.9976933893455792, null, -1.169532610646746, 0.5488596023649213, null, 0.37702038106375435, 0.2911007704131709, 2.267251815376589, 0.03334193846142048, -0.5680953360926618, -0.5680953360926618, null, 0.8066184343166717, null, 1.4939753195213394, null, 1.064377266268422, null, 0.37702038106375435, 0.03334193846142048, null, -1.0836129999961626, 0.03334193846142048, 1.6658145408225045, -0.22441689349032992, 1.064377266268422, null, null, 0.37702038106375435, 1.236216487569589, 1.4939753195213394, null, -0.9976933893455792, -0.9117737786949958, -1.169532610646746, null, -0.31033650414091335, -0.22441689349032992, -0.22441689349032992, null, 0.37702038106375435, null, 2.0094929834248383, 0.7206988236660882, null, null, null, null, null, null, null, null, null, null, null, 0.37702038106375435, -0.7399345573938287, null, 4.501161692291757, null, -1.0836129999961626, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null], [0.2517168498188536, -0.2933213287130475, 0.2690196491373267, 1.1860680130163985, -0.3192755276907569, 0.731869530906481, 0.08301455646374147, -0.003499440128623882, 0.06138605731565023, 0.9351774228985393, 0.29929954794465463, -0.02512793927671512, 0.23441405050038053, 0.14790005390801558, 1.0562970181278508, 0.9697830215354855, 0.4939560402774766, 0.6669840334622069, 1.575380997682042, 0.01812905901946736, 0.2560425496484722, -0.2414129307576283, -0.5442119188309068, -0.4879778210458693, -0.6653315140602182, -0.6393773150825085, -0.11164193586908047, -0.47932642138663273, -0.2414129307576283, -0.15489893416526296, 0.2776710487965634, 0.7967550283507551, -0.5269091195124338, 0.14790005390801558, -0.37118392564617614, 0.01812905901946736, -0.19815593246144583, -0.3495554264980849, -0.5874689171270893, 0.01812905901946736, 0.46367614147014863, -0.33657832700923, 0.1608771533968701, -0.30197272837228384, -0.007825139958242053, 0.0786888566341233, -0.06838493757289761, 0.45069904198129374, 0.4939560402774766, 1.661894994274408, 0.926526023239303, 0.23441405050038053, 0.8616405257950288, 0.5372130385736591, 0.34255654624083715, 0.5155845394255678, 0.5718186372106052, 0.4074420436851112, 0.7534980300545723, -1.3444663873102856, -0.7734740098006747, 0.29929954794465463, -0.5442119188309068, -0.26304142990571955, -0.9118964043484591, -0.19815593246144583, 0.10464305561183271, -0.16355033382449968, -0.8167310080968574, -0.9551534026446418, -0.8686394060522766, -0.7258913116748739, -0.5701661178086163, -0.7388684111637286, -0.7994282087783843, -0.5442119188309068, -0.19815593246144583, -1.0416673992370071, -0.7172399120156373, -1.0762729978739531, -1.106552896681281, -0.5009549205347241, -1.236323891569829, -0.11164193586908047, -0.8686394060522766, -1.0546444987258619, -1.1281813958293723, -1.0632958983850984, -0.9767819017927332, -1.4353060837322689, -1.1498098949774638, -0.6307259154232719, -0.8686394060522766, -1.2579523907179202, -0.7821254094599113, -1.0632958983850984, -1.106552896681281, -0.9335249034965505, -0.2414129307576283, -1.1930668932736463, -0.76049691031182, -1.1281813958293723, -0.9767819017927332, -1.2968836891844846, -0.9162221041780775, -1.0200389000889156, -0.7172399120156373, -0.76049691031182, -1.0200389000889156, -1.0416673992370071, -0.9335249034965505, -1.3228378881621943, -0.5442119188309068, -0.8556623065634217, -0.9335249034965505, -1.3660948864583768, -1.3444663873102856, -1.2968836891844846, -0.7172399120156373, -1.634288275894709, -0.7821254094599113, 0.4074420436851112, -1.288232289525248, -1.0632958983850984, -0.9767819017927332, -0.9940847011112063, -0.48365212121625106, -0.8902679052003678, -1.270929490206775, -1.0632958983850984, -0.414440923942359, 0.14790005390801558, 0.2776710487965634, -0.02512793927671512, 0.1695285530561068, 0.8832690249431201, -0.5225834196828154, -0.02512793927671512, 0.2776710487965634, -0.05973353791366126, -0.19815593246144583, 0.23441405050038053, -0.3062984282019024, -0.2846699290538108, 1.3634217060307479, -0.4576979222385415, -0.06838493757289761, 1.121182515572125, 1.454261402452731, 1.878179985755321, 1.5321239993858595, 2.483777961901878, 0.8832690249431201, 2.3626583666725662, 1.0995540164240332, 1.2293250113125815, 1.7094776924002084, 1.0562970181278508, 3.435431924417896, 2.8947194457156127, 1.121182515572125, 0.35553364572969204, 0.2257626508411442, 0.09599165595259637, 1.9560425826884495, 0.6756354331214436, 2.4318695639464587, 2.2501901711024916, 1.5580781983635694, 1.4888670010896772, 0.19115705220419807, 2.0944645446662506, 2.0079509806438685, 1.1428110147202162, 0.9697830215354855, 2.2242359721247817, 1.8349229874591386, 1.7916659891629554], [1.2248839840604524, -0.5447209874470061, 2.1359677317672627, 1.0321547297378582, 0.4014044428639123, 0.6642170623947229, 0.6817379036967769, -0.5972835113531684, 0.6817379036967769, 0.4539669667700745, 1.3825715557789386, -0.03661658968743881, 0.38388360156185825, 2.1359677317672627, 2.398780351298073, -0.22934584401003347, 0.6642170623947229, 0.2261960298433717, 0.47148780807212853, 0.12107098203104735, 0.8919879993214256, 0.6817379036967769, 0.17363350593720953, -0.22934584401003347, 0.12107098203104735, 0.5766128558844525, -0.24686668531208752, -0.42207509833262774, 0.29627939505158796, 0.6817379036967769, 1.3825715557789386, 0.6291753797906147, 0.6642170623947229, -0.42207509833262774, -0.08917911359360099, 0.47148780807212853, -0.4045542570305737, -0.2643875266141416, -0.3870334157285196, 0.8569463167173175, 1.3124881905707224, -0.19430416140592535, 0.19115434723926358, 0.12107098203104735, 0.7693421102070468, -0.5972835113531684, 1.0496755710399117, 0.9620713645296418, 1.3825715557789386, 0.8569463167173175, 2.311176144787803, 1.2248839840604524, 0.48900864937418265, 0.15611266463515547, 0.05098761682283149, 1.5052174448933173, 0.7693421102070468, 0.12107098203104735, 0.7868629515091012, -2.0515133394236544, -2.0690341807257084, -1.7010965133825733, -1.5083672590599788, 0.48900864937418265, -0.9827420199983573, 0.8569463167173175, 1.207363142758398, -0.9652211786963032, -2.0515133394236544, 1.5928216514035873, -0.22934584401003347, 0.48900864937418265, -0.9827420199983573, 0.6466962210926688, 0.10355014072899328, -0.772491924373709, -0.22934584401003347, -1.1229087504147899, 2.0483635252569923, 0.6291753797906147, -0.28190836791619567, 0.313800236353642, -0.33447089182235784, 0.05098761682283149, 1.3300090318727769, -0.22934584401003347, -0.05413743098949287, -0.4395959396346818, -0.42207509833262774, -0.36951257442646596, 0.08602929942693922, 0.06850845812488517, 0.05098761682283149, 0.699258744998831, -0.42207509833262774, 2.9594472729638026, -0.05413743098949287, 0.313800236353642, 0.6291753797906147, 2.1359677317672627, -0.33447089182235784, -0.42207509833262774, -0.49215846354084397, -0.2994292092182497, -0.19430416140592535, -0.2994292092182497, 0.06850845812488517, 0.06850845812488517, 0.8569463167173175, 1.5753008101015336, 3.4850725120254245, -0.6498460352593305, -0.9477003373942492, -0.2643875266141416, -0.9652211786963032, 0.7343004276029387, -0.10669995489565505, 0.03346677552077743, -1.3331588460394383, 0.48900864937418265, 0.41892528416596636, 0.48900864937418265, 0.20867518854131764, 0.7343004276029387, 2.311176144787803, -0.42207509833262774, 0.313800236353642, 0.29627939505158796, 0.5415711732803444, -0.42207509833262774, -1.1404295917168439, -1.3331588460394383, -1.3331588460394383, -1.3156380047373843, -0.5972835113531684, -1.1404295917168439, -1.3857213699456004, -0.8600961308839788, -1.2455546395291681, -1.3682005286435464, -1.4733255764558706, -1.666054830778465, -1.8237424024969515, -1.0002628613004114, -0.7900127656757631, -0.509679304842898, -1.5959714655702488, -1.2805963221332761, -0.5972835113531684, -0.7900127656757631, -0.5972835113531684, -0.5797626700511143, -0.05413743098949287, 0.48900864937418265, -0.33447089182235784, -0.07165827229154693, -0.05413743098949287, -0.7900127656757631, 1.9432384774446685, 1.2248839840604524, -0.9652211786963032, -1.3857213699456004, -1.1053879091127357, -1.1404295917168439, -0.9827420199983573, -0.772491924373709, -0.22934584401003347, -1.0878670678106817, -0.08917911359360099, -0.8425752895819248, -1.5083672590599788, -1.666054830778465, -0.6148043526552224, -0.9301794960921951, -0.3169500505203038, -0.42207509833262774, -0.22934584401003347, -0.42207509833262774], [-0.6595631143050643, -0.8207192355765833, -0.4984069930335457, -0.9818753568481025, 0.22679555268828971, -0.17609475049050752, -0.4984069930335457, -0.4178289323977861, -0.5789850536693052, -1.1430314781196214, -1.1430314781196214, -0.8207192355765833, -0.5789850536693052, 0.5491077952313275, -0.5789850536693052, -0.4984069930335457, -0.25667281112626705, 0.3073736133240493, -0.3372508717620266, -1.5459217812984185, -0.9818753568481025, -0.9012972962123429, -0.7401411749408239, -0.8207192355765833, -0.6595631143050643, 0.8714200377743652, -0.17609475049050752, -0.7401411749408239, 0.06563943141677064, -0.8207192355765833, -0.5789850536693052, -1.1430314781196214, 0.4685297345955679, 1.1131542196816437, -0.5789850536693052, -0.8207192355765833, -0.17609475049050752, -0.5789850536693052, -0.6595631143050643, -1.30418759939114, -0.17609475049050752, -0.7401411749408239, -1.5459217812984185, -0.3372508717620266, -0.6595631143050643, -0.4984069930335457, -0.7401411749408239, -1.223609538755381, -0.3372508717620266, -0.3372508717620266, -1.5459217812984185, -1.1430314781196214, -0.3372508717620266, 0.22679555268828971, -1.223609538755381, -1.30418759939114, -0.8207192355765833, -0.4178289323977861, -1.3847656600268996, -0.6595631143050643, 2.1606690079465167, 1.3548884015889224, -0.3372508717620266, -1.3847656600268996, 0.7102639165028465, 0.06563943141677064, -0.8207192355765833, -0.7401411749408239, 1.5160445228604413, -1.787655963205697, 0.06563943141677064, -1.223609538755381, -0.7401411749408239, -1.223609538755381, -1.8682340238414565, -0.17609475049050752, -0.9818753568481025, 0.5491077952313275, -0.09551668985474843, 0.5491077952313275, -0.4984069930335457, -0.8207192355765833, 0.3073736133240493, 1.9995128866749978, -1.1430314781196214, -0.4984069930335457, 0.5491077952313275, 0.3073736133240493, 0.9519980984101246, 0.4685297345955679, 1.2743103409531629, 1.1131542196816437, 1.7577787047677191, -0.9012972962123429, -1.5459217812984185, -0.3372508717620266, -1.787655963205697, -0.5789850536693052, -0.9818753568481025, 0.7102639165028465, -0.8207192355765833, -0.5789850536693052, -0.17609475049050752, 0.06563943141677064, -0.3372508717620266, 2.4024031898537954, 0.06563943141677064, 0.9519980984101246, 0.22679555268828971, -0.5789850536693052, -0.9818753568481025, -0.8207192355765833, 1.9189348260392383, 0.4685297345955679, 0.5491077952313275, 1.2743103409531629, -0.4984069930335457, -0.17609475049050752, 0.5491077952313275, 0.06563943141677064, -0.3372508717620266, 0.8714200377743652, 0.5491077952313275, -0.4984069930335457, -1.223609538755381, 0.06563943141677064, 0.22679555268828971, 1.7577787047677191, 0.3073736133240493, 0.4685297345955679, -1.223609538755381, -0.9818753568481025, -0.7401411749408239, -1.5459217812984185, 1.9189348260392383, 2.1606690079465167, 1.3548884015889224, 2.1606690079465167, 1.7577787047677191, 1.3548884015889224, 1.3548884015889224, 0.06563943141677064, 1.1131542196816437, 0.8714200377743652, -0.5789850536693052, 0.5491077952313275, 0.3073736133240493, 0.8714200377743652, 0.7102639165028465, -0.17609475049050752, -1.1430314781196214, -0.9818753568481025, -0.8207192355765833, 1.9995128866749978, 1.3548884015889224, 1.9995128866749978, 0.9519980984101246, 2.1606690079465167, 1.3548884015889224, 1.2743103409531629, 1.1131542196816437, 1.1131542196816437, 1.9189348260392383, 0.3073736133240493, 0.38795167395980834, 1.2743103409531629, 0.5491077952313275, 0.3073736133240493, 0.22679555268828971, -0.7401411749408239, 0.3073736133240493, 0.9519980984101246, 0.6296858558670869, 1.2743103409531629, 0.5491077952313275, 0.5491077952313275, 1.3548884015889224, 1.596622583496201], [1.0348189581307363, 0.7336289414294697, 1.2155329681514961, 1.466524648735885, 0.663351270865841, 1.3661279765021292, 0.49267692806845687, 0.4826372608450811, 0.9545016203437319, 1.125175963141116, 1.2958503059385003, 0.40231992305807707, 0.7336289414294697, 1.6673179932033955, 1.6171196570865178, 0.8842239497801032, 1.1151362959177407, 1.3761676437255046, 1.9082700065644087, 1.0046999564606094, 1.1452552975878671, 0.382240588611326, 0.8541049481099763, 0.34208191971782376, 0.5830339330788366, 0.6533116036424657, 0.9143429514502296, 0.1613679096970638, 0.9444619531203565, 0.30192325082432153, 1.2255726353748715, 1.1653346320346183, 0.663351270865841, 0.713549606982719, 0.5027165952918322, 0.9545016203437319, 0.6533116036424657, 0.40231992305807707, 0.6131529347489635, 1.0147396236839852, 1.2657313042683738, 0.6533116036424657, 1.5368023192995135, 0.6031132675255877, 0.974580954790483, 0.6231926019723388, 1.1452552975878671, 1.3661279765021292, 0.8942636170034786, 1.5167229848527624, 1.2456519698216226, 0.9645412875671077, 1.7175163293202735, 0.7637479430995966, 0.8741842825567274, 0.7537082758762208, 0.974580954790483, 1.2054933009281206, 1.6472386587566443, -1.4650581804897744, -0.942995484874246, -0.6217261337262288, -0.2402187792379579, 1.0749776270242386, -0.2803774481314601, 0.6231926019723388, 1.155294964811243, -0.029385767547071496, -0.7321624731833596, -0.7522418076301107, -1.0132731554378749, 0.8340256136632253, -0.19002044312108013, 0.8641446153333521, 0.11116957358018625, -0.46109145815221986, 0.0007332341230549406, -0.7120831387366084, -0.1799807758977046, 0.5227959297385832, 0.23164558026069246, 0.5027165952918322, -0.4510517909288443, -0.4410121237054688, 0.1814472441438149, -0.08962377088732482, -0.34061545147171346, -0.42093278925871763, -0.34061545147171346, -0.4410121237054688, -0.5313691287158487, -0.7823608093002373, -0.5715277976093509, 0.2216059130373171, 0.23164558026069246, 0.24168524748406822, -1.0433921571080016, 0.4725975936217057, 1.7275559965436489, 0.9645412875671077, 0.1412885752503127, -0.6719244698431063, 0.08105057191005936, -0.3908137875885912, -0.10970310533407593, -0.19002044312108013, 0.0007332341230549406, -0.2703377809080846, 0.010772901346430717, 0.8942636170034786, 0.5529149314087102, 0.24168524748406822, 0.0007332341230549406, -0.019346100323696165, 0.2617645819308193, 0.1412885752503127, -0.4309724564820932, 0.060971237463308264, -0.7823608093002373, -0.3908137875885912, 0.7637479430995966, 3.0628317372525964, 0.10112990635681048, 0.6231926019723388, 1.0046999564606094, 0.6231926019723388, 1.125175963141116, 0.2115662458139418, 0.4223992575048282, -0.2803774481314601, -0.7823608093002373, -0.812479810970364, -0.942995484874246, -0.8325591454171151, -1.4550185132663989, -1.3747011754793943, -1.56545485272353, -1.4349391788196477, -1.5554151855001543, -1.4349391788196477, -1.5353358510534032, -1.5353358510534032, -1.515256516606652, -1.2341458343521368, -1.254225168798888, -1.4851375149365253, -1.6959705266274119, -1.38474084270277, -1.274304503245639, -0.6418054681729798, -0.46109145815221986, -0.6719244698431063, -0.7522418076301107, -1.20402683268201, -1.4550185132663989, -1.4048201771495212, -1.20402683268201, -1.4550185132663989, -0.722122805959984, -0.9329558176508704, -1.1136698276716304, -1.4750978477131498, -1.4349391788196477, -1.3345425065858922, -1.3546218410326432, -1.56545485272353, -1.1136698276716304, -1.3747011754793943, -1.1939871654586347, -1.073511158778128, -1.5453755182767788, -1.5252961838300276, -1.3345425065858922, -1.4248995115962724, -1.2843441704690146, -1.3445821738092678, -1.3546218410326432, -1.274304503245639], [0.8089973946320397, 0.5686476623890726, 0.8089973946320397, 2.4914455203328107, 0.8089973946320397, 1.5620932223266708, 0.3282979301461054, 0.4885310849747504, 0.8089973946320397, 1.0974170733236006, 1.0493471268750074, -0.15240153433982878, 0.4885310849747504, 1.2896968591179747, 1.6101631687752638, 0.8891139720463626, 0.8089973946320397, 1.0493471268750074, 1.6101631687752638, 0.6487642398033954, 1.1294637042893296, 0.18408809080032532, 0.5045544004576146, 0.29625129918037646, 0.37636787659469856, 0.5366010314233436, 0.8891139720463626, 0.16806477531746047, 1.0493471268750074, 0.5686476623890726, 1.1294637042893296, 0.9051372875292266, 0.20011140628318946, 1.0493471268750074, 0.08794819790313833, 0.6487642398033954, 0.4885310849747504, 0.2481813527317833, 0.16806477531746047, 1.1294637042893296, 1.3698134365322967, 0.2481813527317833, 1.5300465913609418, 0.5526243469062084, 1.1294637042893296, 0.8891139720463626, 1.5300465913609418, 1.2896968591179747, 0.7288808172177176, 0.9371839184949556, 0.6808108707691244, 0.2481813527317833, 2.539515466781404, 1.1294637042893296, 0.4885310849747504, 1.0653704423578716, 1.4499300139466196, 1.1294637042893296, 1.7703963236039089, -0.5049144749628477, -0.39275126658279663, -0.44082121303138977, -0.31263468916847376, 1.9306294784325537, -0.6491243143086283, 0.20011140628318946, 1.0974170733236006, -0.29661137368560964, 0.37636787659469856, -0.7132175762400859, -1.9149662374549221, 1.0493471268750074, -0.6651476297914927, 1.6101631687752638, 1.7383496926381798, -1.0977771478288334, -0.5529844214114412, -0.9215206775173244, -0.6331009988257638, 0.8570673410806335, 0.20011140628318946, -0.15240153433982878, -0.47286784399711873, -1.0336838858973758, -0.15240153433982878, -0.15240153433982878, -0.8253807846201373, -0.6010543678600347, -0.5529844214114412, -0.15240153433982878, -1.113800463311698, -1.3541501955546653, -1.466313403934717, 0.2481813527317833, 1.1615103352550586, 0.3282979301461054, -1.113800463311698, 0.4084145075604276, 1.9626761093982827, 0.8891139720463626, -0.10433158789123564, -1.3541501955546653, 0.4244378230432924, 0.3282979301461054, -0.15240153433982878, -0.9856139394487823, -1.0336838858973758, -1.466313403934717, 0.10397151338600247, 0.7128575017348534, 1.4178833829808906, 0.4084145075604276, -0.8734507310687308, 0.29625129918037646, 0.4244378230432924, 0.26420466821464744, -0.5049144749628477, -0.47286784399711873, -1.0657305168631048, -0.47286784399711873, 0.9692305494606847, 1.4178833829808906, -0.15240153433982878, 0.5205777159404794, 0.9051372875292266, 0.4885310849747504, 0.7128575017348534, -0.2645647427198806, -0.12035490337409979, -0.31263468916847376, -1.2580103026574785, -1.5944999277976326, -1.8348496600406, -0.9535673084830533, -0.47286784399711873, -1.081753832345969, -1.466313403934717, -0.8093574691372728, -1.081753832345969, 0.03987825145454448, -1.2099403562088848, -1.434266772968988, -1.1939170407260205, -0.47286784399711873, -1.466313403934717, -1.2740336181403429, -2.107246023249296, -0.9535673084830533, -0.5850310523771702, -1.4182434574861233, -1.434266772968988, -1.306080249106072, -0.15240153433982878, -0.7933341536544083, -1.306080249106072, -0.8894740465515953, -0.7933341536544083, -0.6331009988257638, 0.8089973946320397, 0.4885310849747504, 0.007831620488815484, -0.7452642072058149, -1.0336838858973758, -1.4502900884518524, -1.51438335038331, -1.6265465587633616, -0.9535673084830533, -1.306080249106072, -1.1939170407260205, -0.5049144749628477, -1.674616505211955, -1.4502900884518524, -0.9856139394487823, -0.9856139394487823, -0.7933341536544083, -1.1298237787945624, -1.0336838858973758, -0.39275126658279663], [1.926214888550954, null, -0.024198679504409355, 0.8759921980596046, null, null, null, 1.4761194497689472, -0.3242623053590807, null, 0.27586494635026193, -0.4742941182864163, -0.9243895570684233, -0.7743577441410876, null, null, null, 1.0260240109869403, null, null, null, null, -0.024198679504409355, -0.4742941182864163, null, null, -0.6243259312137519, null, 0.4258967592775976, null, -0.024198679504409355, null, null, null, null, null, null, null, null, null, 1.1760558239142758, null, -0.024198679504409355, 0.1258331334229263, 0.4258967592775976, 0.7259603851322689, null, -0.024198679504409355, 0.1258331334229263, null, null, null, 0.7259603851322689, 1.0260240109869403, null, null, null, null, null, null, -0.024198679504409355, null, null, -1.074421369995759, null, null, null, null, null, 3.726596643678982, 0.1258331334229263, null, -1.074421369995759, 2.826405766114968, -0.024198679504409355, -0.3242623053590807, null, null, null, -0.024198679504409355, null, null, null, -1.2244531829230945, null, -0.17423049243174502, null, null, null, null, -1.5245168087777659, null, null, null, null, null, null, -1.2244531829230945, null, null, -0.3242623053590807, null, null, null, -1.2244531829230945, null, null, null, null, null, 0.4258967592775976, null, 0.1258331334229263, null, null, -1.2244531829230945, null, null, null, -1.074421369995759, null, 1.3260876368416115, null, null, null, -1.2244531829230945, null, null, null, null, null, null, null, null, -1.2244531829230945, null, -0.9243895570684233, null, null, -0.024198679504409355, null, -0.9243895570684233, -0.3242623053590807, null, null, null, null, null, null, 0.8759921980596046, 1.6261512626962829, null, null, null, 0.1258331334229263, -0.6243259312137519, -0.9243895570684233, -0.3242623053590807, null, -0.9243895570684233, null, 0.4258967592775976, null, null, null, null, 0.7259603851322689, null, 0.27586494635026193, null, null, null, -0.7743577441410876, -0.4742941182864163, null, null, null, null], [-1.1695931750229027, -2.4908471410952195, -0.26873819815541344, -0.8092511842759069, 0.45194578333857716, -1.289707171938568, -1.4698781673120658, -0.5690231904445764, -1.6500491626855633, -1.0494791781072375, -0.4489091935289116, -0.8092511842759069, -1.0494791781072375, -2.430790142637387, -2.250619147263889, -0.6891371873602422, 0.1516607910494142, 0.1516607910494142, -0.899336681962656, -1.289707171938568, -1.0494791781072375, -0.26873819815541344, -0.8693081827337393, -0.508966191986744, 0.1516607910494142, 1.653085752495229, -1.0194506788783209, -0.7491941858180745, -0.02851020432408396, -1.0494791781072375, 0.9023732717723215, -0.11859570201083199, -0.6891371873602422, 0.00151829490483276, -0.1486242012397487, 0.3018032871939957, -1.1996216742518189, -0.4489091935289116, -1.1996216742518189, -1.8902771565168939, -0.9894221796494052, -0.2086811996975811, -1.3497641703964005, -0.5990516896734931, -0.7491941858180745, -0.17865270046866544, -1.0494791781072375, -1.0494791781072375, -0.2086811996975811, -0.6290801889024098, -2.130505150348224, -0.6891371873602422, -1.6500491626855633, -0.7191656865891578, -0.9293651811915727, 0.3018032871939957, -0.9593936804204884, -0.8092511842759069, -0.8392796835048236, -2.6710181364687173, -1.0494791781072375, -0.8092511842759069, -0.4489091935289116, -0.1486242012397487, -0.1486242012397487, -0.4188806942999949, -1.3497641703964005, 0.03154679413374948, -0.7491941858180745, -0.8092511842759069, 0.271774787965079, 1.653085752495229, 1.3528007602060659, 3.1545107139410433, 0.45194578333857716, -1.0494791781072375, -1.0494791781072375, -0.4489091935289116, -1.4098211688542328, 1.052515767916903, -0.1486242012397487, -0.2086811996975811, 1.3528007602060659, 0.9023732717723215, -0.4489091935289116, -0.4489091935289116, 0.9924587694590706, 1.9533707447843918, 0.6321167787120754, 1.2326867632904013, -0.29876669738433015, 0.7522307756277401, 0.36186028565182804, -0.4489091935289116, -0.4489091935289116, -0.1486242012397487, 0.6020882794831586, -1.0494791781072375, -0.29876669738433015, -0.4489091935289116, -0.5990516896734931, -0.29876669738433015, 0.45194578333857716, 0.00151829490483276, 0.3018032871939957, 0.7522307756277401, -0.1486242012397487, 0.9023732717723215, -0.1486242012397487, 0.1516607910494142, 0.00151829490483276, 0.45194578333857716, 0.1516607910494142, 0.45194578333857716, 0.9023732717723215, 0.6020882794831586, 0.3918887848807448, 0.9023732717723215, -1.0494791781072375, -0.1486242012397487, 0.1516607910494142, 2.7040832255072993, 2.103513240928973, 0.6020882794831586, 0.45194578333857716, 0.45194578333857716, 0.6020882794831586, 2.7040832255072993, 1.5029432563506473, 0.7522307756277401, -0.4489091935289116, 0.1516607910494142, 1.3528007602060659, 0.6020882794831586, -0.5990516896734931, -0.29876669738433015, 0.45194578333857716, 1.653085752495229, 0.00151829490483276, 1.3528007602060659, 0.45194578333857716, 0.1516607910494142, 1.2026582640614845, 0.1516607910494142, -0.29876669738433015, 0.45194578333857716, 0.1516607910494142, 0.6020882794831586, 0.6020882794831586, 0.6020882794831586, 1.3528007602060659, 0.7522307756277401, 1.8032282486398103, -0.29876669738433015, 0.1516607910494142, 0.7522307756277401, 0.00151829490483276, 2.253655737073555, 1.653085752495229, 0.9023732717723215, 0.45194578333857716, 0.1516607910494142, 0.7522307756277401, -0.29876669738433015, 0.7522307756277401, 0.9023732717723215, 1.052515767916903, 0.00151829490483276, 1.5029432563506473, 1.653085752495229, -0.1486242012397487, 0.00151829490483276, 0.1516607910494142, 0.3018032871939957, 1.052515767916903, 0.1516607910494142, 0.1516607910494142, 1.5029432563506473], [0.23205254099474312, -0.8279963232661995, 1.1093343596934533, 0.4879264047818666, 1.84040254194238, 0.3051593592196358, 0.3051593592196358, 0.8900139050187754, -0.7183360959288614, -0.3528020048043981, -0.24314177746705992, -0.17003495924216727, 0.15894572276985047, 0.08583890454495782, 0.04928549543251068, 1.2189945870307932, 1.2921014052556858, 0.9265673141312225, 0.41481958655697393, 0.7072468594565445, -0.31624859569195257, 1.0362275414685607, -0.023821322792381975, 0.5610332230067593, 0.8900139050187754, 3.1197718608780005, 0.9265673141312225, -0.8279963232661995, 1.5845286781552548, -0.572122459479076, 1.2189945870307932, -0.023821322792381975, -0.023821322792381975, 1.2189945870307932, 1.0362275414685607, 0.15894572276985047, 1.73074231460504, 0.6706934503440974, -0.9742099597159848, 0.5244798138943121, -0.2065883683546128, -0.9011031414910922, 0.8169070867938827, -0.27969518657950543, -0.9742099597159848, 0.26860595010718863, -0.31624859569195257, -0.9011031414910922, 0.12239231365740333, -0.3528020048043981, -1.1935304143906629, 0.8534604959063299, 0.19549913188229598, 1.1458877688059004, -0.42590882302929073, 0.3417127683320813, -0.24314177746705992, 1.1458877688059004, 0.4879264047818666, -3.6791622340370105, -0.31624859569195257, -1.2666372326155555, -1.6321713237400186, -0.7548895050413069, 0.5975866321192047, 0.7072468594565445, -2.436346324213837, -1.6321713237400186, -0.023821322792381975, -2.2535792786516056, -0.572122459479076, 1.1093343596934533, -0.46246223214173626, 0.8534604959063299, -0.24314177746705992, -1.6321713237400186, -2.399792915101391, -0.4990156412541834, -1.5225110964026798, 0.12239231365740333, -1.3397440508404481, -0.6086758685915216, 0.5244798138943121, -0.17003495924216727, 0.7803536776814372, -0.46246223214173626, -0.2065883683546128, 0.9265673141312225, 0.3417127683320813, -0.24314177746705992, -0.17003495924216727, 0.19549913188229598, -0.38935541391684525, -0.5355690503666289, -0.31624859569195257, -0.6086758685915216, 1.3652082234805785, -1.4128508690653407, -0.9742099597159848, -0.572122459479076, -2.436346324213837, -1.7052781419649115, 0.3417127683320813, -1.778384960189804, -1.4128508690653407, -0.3528020048043981, -0.9011031414910922, -0.31624859569195257, -1.559064505515126, 1.2189945870307932, -1.997705414864481, -0.7183360959288614, 2.0231695875046105, 0.4879264047818666, 0.4879264047818666, -0.6086758685915216, -1.3762974599528943, -0.6452292777039688, -1.4128508690653407, -1.3397440508404481, 0.19549913188229598, 3.156325269990446, 1.3286548143681314, -0.8645497323786466, 0.08583890454495782, -0.7183360959288614, -0.27969518657950543, 1.5114218599303622, -0.24314177746705992, 0.04928549543251068, -0.17003495924216727, 0.12239231365740333, 0.12239231365740333, -0.023821322792381975, -0.42590882302929073, -0.6086758685915216, 0.6341400412316519, 0.9996741323561151, -0.6452292777039688, 0.8900139050187754, 1.2189945870307932, -0.06037473190482749, 1.2921014052556858, -0.06037473190482749, -0.6086758685915216, -0.791442914153754, -0.4990156412541834, 0.41481958655697393, 0.04928549543251068, -0.023821322792381975, 0.9265673141312225, 0.41481958655697393, 1.401761632593024, -0.31624859569195257, -0.9742099597159848, -0.17003495924216727, 0.04928549543251068, 0.9996741323561151, 1.2189945870307932, 0.9996741323561151, 0.04928549543251068, 0.6341400412316519, 0.7803536776814372, -0.06037473190482749, -0.24314177746705992, -0.38935541391684525, 0.8534604959063299, -0.24314177746705992, 1.182441177918346, 1.8038491328299326, -0.17003495924216727, -0.31624859569195257, 0.41481958655697393, 0.3051593592196358, 0.41481958655697393, -0.38935541391684525, 0.012732086320065164, 1.3652082234805785], [-0.5622497983286235, -0.4994133781369054, 0.021231246308758504, -0.34681064338559014, 0.22769376979583217, -0.5173666410488249, -0.4186236950332678, -0.16727801426639569, -0.6250862185203416, -0.8854085307431735, -0.15830138281043576, -0.7687123218156972, -0.5442965354167041, -0.5442965354167041, -0.4186236950332678, -0.4724834837690262, -0.3737405377534693, -0.6879226387120596, -0.6699693758001402, 0.6855019740497783, -0.6340628499763014, 1.3138661759669588, -0.4276003264892275, -0.6609927443441804, -0.4724834837690262, -0.25704432882599304, -0.5083900095928652, -0.5532731668726638, -0.3916938006653888, -0.5891796926965027, -0.7507590589037777, -0.6071329556084222, -0.45453022085710676, -0.7238291645358985, -0.48146011522498594, -0.4724834837690262, -0.6250862185203416, -0.6161095870643819, -0.7507590589037777, 1.484422173630194, -0.5622497983286235, 1.3497727017907977, -0.40067043212134856, 1.475445542174234, -0.5083900095928652, 1.5293053309099924, 1.1253569153918046, -0.5891796926965027, -0.283974223193872, -0.5442965354167041, -0.5442965354167041, -0.6161095870643819, -0.5263432725047846, -0.3916938006653888, -0.5981563241524624, -0.5442965354167041, -0.5712264297845833, -0.3288573804736707, -0.8135954790954959, -1.2534504204375223, -1.1098243171421667, -0.8764318992872138, -0.9751748453027709, -1.0828944227742876, -0.7956422161835763, -1.0110813711266098, -1.1906140002458043, -1.0469878969504487, -1.2534504204375223, -1.0290346340385292, -0.6520161128882207, -0.741782427447818, -0.6071329556084222, -0.5981563241524624, -1.1188009485981263, -0.4096470635773083, -1.2893569462613612, 0.49699271347462415, -1.2085672631577238, 1.3767025961586772, -1.2714036833494418, -0.4724834837690262, -1.0828944227742876, 1.3677259647027171, -1.2983335777173208, -1.2175438946136834, -0.6520161128882207, -0.5981563241524624, -0.2480676973700331, -0.903361793655093, -0.45453022085710676, -0.741782427447818, -0.7238291645358985, 0.44313292473886573, -0.31090411756175124, -0.7328057959918582, -0.19420790863427467, -0.8315487420074154, -1.1367542115100457, 0.7483383942414963, -0.2301144344581136, -0.8943851621991332, 0.1020209294123963, -0.5532731668726638, -0.5442965354167041, 0.19178724397199323, -0.5442965354167041, -0.5263432725047846, -0.9392683194789319, -0.8854085307431735, 1.2600063872312008, 0.08406766650047684, 0.30848345289946993, -1.4329830495567168, -0.8495020049193348, -0.741782427447818, -0.7776889532716569, -0.6520161128882207, 0.9817308120964493, 0.9817308120964493, 0.057137772132597436, -0.25704432882599304, 1.8793939576924215, 3.1091924671589037, 1.7716743802209045, -0.15830138281043576, -0.7238291645358985, -0.18523127717831514, -0.6340628499763014, 1.7626977487649451, -0.8854085307431735, 0.5867590280342214, -0.02365191097103996, 1.0894503895679657, -0.9841514767587306, 0.11099756086835583, 2.1397162699152537, 2.8488701549360718, 1.1253569153918046, 0.5598291336663421, 0.4251796618269463, 0.20076387542795315, 0.7483383942414963, 2.3461787934023275, 1.3856792276146368, 1.1074036524798851, 2.426968476505965, 2.040973323899697, 0.8111748144332146, 1.4036324905265563, 0.7034552369616978, 0.29950682144351004, -0.3916938006653888, 0.8650346031689726, -0.9392683194789319, 2.561617948345361, 1.6011183825576702, 0.62266555385806, -0.5891796926965027, -0.5981563241524624, 1.3407960703348383, 0.8291280773451336, 0.8381047088010936, 0.9996840750083688, 0.3802965045471474, 1.816557537500704, 1.224099861407362, 0.9278710233606909, 0.21871713833987264, 2.0319966924437365, 0.62266555385806, 0.048161140676637904, 0.1558807181481543, 2.9745429953195086, 1.412609121982516, 1.744744485853026, 0.22769376979583217, 1.5831651196457504], [1.518612540989146, 0.24628962701505472, 0.19687902841412025, 1.6915496360924187, 0.2957002256159914, 1.481554592038443, 1.7162549353928882, 1.30861749693517, 2.2597715200031785, 1.061564503930491, 1.3580280955361046, 1.3827333948365716, 0.925685357777919, 2.160950322801307, 1.7039022857426547, 0.7774535619751135, 1.6050810885407834, 1.0245065549797903, 1.4692019423882092, 0.7898062116253471, 1.30861749693517, -0.08723191354125955, 0.8762747591769846, -0.1860531107431307, 0.6168691165220721, 0.060999882261548254, 0.48098997036950003, 0.3698161235173953, 1.0739171535807246, 1.2592068983342333, 0.9009800584774519, 0.7156903137239432, 0.8392168102262816, 0.9380380074281527, 0.6292217661723056, 0.5921638172216048, 0.34511082421692585, 0.060999882261548254, 0.0857051815620155, 1.5062598913389122, 0.6909850144234759, 0.5056952696699673, 1.0862698032309606, 0.2957002256159914, 0.060999882261548254, 1.4939072416886787, 1.7039022857426547, 1.1109751025314278, 1.3580280955361046, 1.1603857011323622, 0.060999882261548254, 1.0245065549797903, 1.0121539053295565, 0.9503906570783863, 0.9133327081276855, 0.6909850144234759, 1.5062598913389122, 0.3574634738671595, 0.8886274088272182, -0.7789802939543575, -0.828390892555292, -0.4454587533980411, 0.826864160576048, -0.7789802939543575, -1.0260332869590343, -0.7789802939543575, 0.13511578016294998, -0.7789802939543575, 0.4192267221183298, -0.9766226883580976, -0.8778014911562286, 1.061564503930491, 0.6045164668718385, -0.013116015639855648, -1.2854389296139446, -1.656018419120962, 0.036294582961078826, -1.4336707254167524, -0.828390892555292, -0.37134285549663937, -1.2360283310130102, -0.3466375561961699, -1.1372071338111391, 0.060999882261548254, -1.4336707254167524, -0.4084008044473402, -1.0383859366092678, -1.6683710687711957, -1.6807237184214292, -1.1372071338111391, -1.1372071338111391, -1.2360283310130102, -0.38369550514687295, -0.8778014911562286, -1.7054290177218987, -0.6554537974520169, -1.4707286743674532, -0.8778014911562286, -0.7789802939543575, -0.8778014911562286, -1.1372071338111391, -0.49486935199897775, -0.8160382429050584, -1.4583760247172197, -0.6060431988510825, -0.7172170457031872, -0.9272120897571632, -0.3466375561961699, -0.964270038707864, -1.7177816673721322, -1.9030714121256387, -0.5936905492008488, -1.5324919226186235, -1.964834660376809, -1.1372071338111391, -2.4342353470856977, -1.4583760247172197, -0.7172170457031872, -0.28487430794500185, -1.2360283310130102, -1.9154240617758747, -1.7795449156233003, -0.7172170457031872, 0.060999882261548254, -1.3966127764660516, -1.1495597834613727, -0.7048643960529536, -1.4954339736679227, -0.7789802939543575, -1.1866177324120757, -0.17370046109289708, -0.14899516179242764, -0.23546370934406516, -0.37134285549663937, -0.6060431988510825, -0.49486935199897775, -0.9272120897571632, -0.5813378995506152, 0.6045164668718385, -0.1984057603933643, -0.08723191354125955, 0.443932021418797, 0.6415744158225393, 0.7651009123248776, -0.9272120897571632, 0.19687902841412025, 1.0862698032309606, -0.16134781144266347, 0.3945214228178625, 0.0980578312122491, 0.6168691165220721, -0.26016900864453457, 0.13511578016294998, 0.28334757596575777, -0.519574651299445, 0.20923167806435386, 1.0368592046300238, -0.6801590967524864, 1.654491687141718, 0.5921638172216048, -0.7913329436045912, 0.8515694598765152, -0.1860531107431307, -0.0501739645905565, 0.96274330672862, 0.9009800584774519, 0.5551058682709018, -0.22311105969383155, 0.7156903137239432, 0.49334262001973367, -0.9889753380083335, -0.28487430794500185, 1.4321439934375084, 0.8762747591769846, 0.49334262001973367, 0.33275817456669227, 0.20923167806435386, 1.3950860444868076]], "zmax": 3, "zmin": -3}], "layout": {"autosize": false, "height": 750, "paper_bgcolor": "rgb(0,0,0,0)", "plot_bgcolor": "rgb(0,0,0,0)", "template": {"data": {"bar": [{"error_x": {"color": "#2a3f5f"}, "error_y": {"color": "#2a3f5f"}, "marker": {"line": {"color": "#E5ECF6", "width": 0.5}}, "type": "bar"}], "barpolar": [{"marker": {"line": {"color": "#E5ECF6", "width": 0.5}}, "type": "barpolar"}], "carpet": [{"aaxis": {"endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f"}, "baxis": {"endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f"}, "type": "carpet"}], "choropleth": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "choropleth"}], "contour": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "contour"}], "contourcarpet": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "contourcarpet"}], "heatmap": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "heatmap"}], "heatmapgl": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "heatmapgl"}], "histogram": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "histogram"}], "histogram2d": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "histogram2d"}], "histogram2dcontour": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "histogram2dcontour"}], "mesh3d": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "mesh3d"}], "parcoords": [{"line": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "parcoords"}], "pie": [{"automargin": true, "type": "pie"}], "scatter": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatter"}], "scatter3d": [{"line": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatter3d"}], "scattercarpet": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattercarpet"}], "scattergeo": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattergeo"}], "scattergl": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattergl"}], "scattermapbox": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattermapbox"}], "scatterpolar": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterpolar"}], "scatterpolargl": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterpolargl"}], "scatterternary": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterternary"}], "surface": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "surface"}], "table": [{"cells": {"fill": {"color": "#EBF0F8"}, "line": {"color": "white"}}, "header": {"fill": {"color": "#C8D4E3"}, "line": {"color": "white"}}, "type": "table"}]}, "layout": {"annotationdefaults": {"arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1}, "coloraxis": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "colorscale": {"diverging": [[0, "#8e0152"], [0.1, "#c51b7d"], [0.2, "#de77ae"], [0.3, "#f1b6da"], [0.4, "#fde0ef"], [0.5, "#f7f7f7"], [0.6, "#e6f5d0"], [0.7, "#b8e186"], [0.8, "#7fbc41"], [0.9, "#4d9221"], [1, "#276419"]], "sequential": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "sequentialminus": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]]}, "colorway": ["#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52"], "font": {"color": "#2a3f5f"}, "geo": {"bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white"}, "hoverlabel": {"align": "left"}, "hovermode": "closest", "mapbox": {"style": "light"}, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": {"angularaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "bgcolor": "#E5ECF6", "radialaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}}, "scene": {"xaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}, "yaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}, "zaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}}, "shapedefaults": {"line": {"color": "#2a3f5f"}}, "ternary": {"aaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "baxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "bgcolor": "#E5ECF6", "caxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}}, "title": {"x": 0.05}, "xaxis": {"automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": {"standoff": 15}, "zerolinecolor": "white", "zerolinewidth": 2}, "yaxis": {"automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": {"standoff": 15}, "zerolinecolor": "white", "zerolinewidth": 2}}}, "title": {"font": {"size": 25}, "text": "Data Heatmap"}, "width": 750, "xaxis": {"showgrid": false, "ticks": "", "title": {"text": "Record #"}}, "yaxis": {"automargin": true, "showgrid": false, "ticks": "", "title": {"text": "Variable"}}}}, "text/html": "<div>                            <div id=\"bfd0e9ad-5b81-4e0b-8b78-f37f468f13e5\" class=\"plotly-graph-div\" style=\"height:750px; width:750px;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"bfd0e9ad-5b81-4e0b-8b78-f37f468f13e5\")) {                    Plotly.newPlot(                        \"bfd0e9ad-5b81-4e0b-8b78-f37f468f13e5\",                        [{\"colorbar\": {\"title\": {\"text\": \"z-score (bounded)\"}}, \"colorscale\": [[0.0, \"#440154\"], [0.1111111111111111, \"#482878\"], [0.2222222222222222, \"#3e4989\"], [0.3333333333333333, \"#31688e\"], [0.4444444444444444, \"#26828e\"], [0.5555555555555556, \"#1f9e89\"], [0.6666666666666666, \"#35b779\"], [0.7777777777777778, \"#6ece58\"], [0.8888888888888888, \"#b5de2b\"], [1.0, \"#fde725\"]], \"type\": \"heatmap\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], \"y\": [\"target\", \"proline\", \"od280/od315_of_diluted_wines\", \"hue\", \"color_intensity\", \"proanthocyanins\", \"nonflavanoid_phenols\", \"flavanoids\", \"total_phenols\", \"magnesium\", \"alcalinity_of_ash\", \"ash\", \"malic_acid\", \"alcohol\"], \"ygap\": 1, \"z\": [[-1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, -1.213943648188639, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 0.07996036006032957, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981, 1.3738643683092981], [1.0130089267476907, 0.9652415206686003, 1.3951481753804136, 2.3345738282691912, -0.03787400699229761, 2.2390390161110103, 1.7295200179340462, 1.7454424866270764, 0.9493190519755701, 0.9493190519755701, 2.4301086404273717, 1.697675080547986, 1.825054830092227, 1.2836908945292027, 2.5479349087557948, 1.7932098927061668, 1.697675080547986, 1.2200010197570823, 2.971472575990396, 0.3124203042543651, 0.10542821124497352, 0.07358327385891326, 0.9174741145895099, 0.8537842398173894, 0.3124203042543651, 0.26465289817527476, 1.426993112766474, 1.713597549241016, 0.5353348659567869, 0.9174741145895099, 1.713597549241016, 2.446031109120402, 0.7741718963522388, 1.554372862310715, 1.1085437389058714, 0.551257334649817, 0.423877585105576, 1.1403886762919317, 0.8697067085104195, 0.041738336472853015, 0.1531956173240639, 0.9174741145895099, 1.1085437389058714, -0.21302116261562898, 0.43980005379860615, 1.060776332826781, 1.0130089267476907, 0.7582494276592087, 0.9970864580546606, 1.6339852057758655, 1.2836908945292027, 1.6499076744688956, 1.4110706440734437, 2.000201985715558, 0.9970864580546606, 1.188156082371022, 0.7104820215801183, 1.6658301431619258, 1.713597549241016, -0.722540160792593, -0.21302116261562898, -0.9454547224950147, -0.37224584954593026, -1.0409895346531954, -1.247981627662587, -0.21939015009284105, -0.7798610480875015, -0.7543850981786533, 0.009893399086792766, -0.09201040054860003, 0.3920326477195158, -1.0728344720392557, -0.8753958602456822, 0.7582494276592087, 0.44298454753721217, -1.0155135847443473, -1.1301553593341642, -0.7862300355647135, 0.009893399086792766, -0.9040563038931364, -1.493187645535251, -0.10474837550302414, -0.37224584954593026, -0.7384626294856231, -0.722540160792593, -0.9454547224950147, -0.8021525042577436, -0.5887914237711399, -0.21302116261562898, -0.38816831823896036, -0.849919910336834, -0.9454547224950147, -0.8021525042577436, -1.4549737206719788, -1.2798265650486473, 0.6053937282061195, -0.38816831823896036, -1.0155135847443473, -0.2767110373877495, -1.0855724469936798, -0.11748635045744824, -0.5887914237711399, -0.9836686473582871, -1.0569120033462256, -0.2384971125244772, -1.375361377206828, -0.7543850981786533, -0.8244439604279857, -1.3849148584226463, -0.21302116261562898, -0.5887914237711399, -1.343516439820768, -0.44548920553386884, -0.9964066223127112, -1.1524468155044063, -1.0823879532550738, -0.8021525042577436, -1.2798265650486473, -1.1938452341062846, -0.5824224362939279, -0.38816831823896036, -0.8976873164159244, -1.216136690276527, -1.1683692841974365, -1.1683692841974365, -1.1747382716746486, -1.2575351088784053, -0.8945028226773183, -1.2893800462644653, -0.5314705364762314, -0.37224584954593026, -0.6906952234065328, -0.595160411248352, -0.467780661704111, -0.30855597477380975, -0.16525375653653862, -0.08564141307138798, -0.7384626294856231, -0.5314705364762314, -0.49962559909017124, -0.467780661704111, 0.10542821124497352, -0.722540160792593, -0.6270053486344123, 0.3442652416404254, 0.26465289817527476, -1.0569120033462256, -0.38816831823896036, -0.30855597477380975, -0.6270053486344123, -0.7862300355647135, -0.849919910336834, -1.0250670659601653, -0.2289436313086591, -0.34040091215987, -0.06971894437835786, -0.849919910336834, 0.423877585105576, -0.2767110373877495, -0.40409078693199046, -0.722540160792593, -0.21302116261562898, -0.5633154738622917, -0.2289436313086591, -0.4200132556250206, -0.722540160792593, -0.16525375653653862, -0.19709869392259885, 0.009893399086792766, -0.37224584954593026, -0.7543850981786533, -0.8817648477228942, -0.2767110373877495, -0.021951538299267485, 0.009893399086792766, 0.28057536686830487, 0.296497835561335, -0.595160411248352], [1.8479195665066517, 1.1134493025258219, 0.7885874549958394, 1.1840714432932098, 0.44960117931237975, 0.33660575408455967, 1.367689009288417, 1.367689009288417, 0.33660575408455967, 1.325315724827984, 0.7885874549958394, 0.29423246962412686, 0.40722789485194694, 0.16711261624282955, 0.5484721763867221, 0.37897903854499193, 0.054117191015009475, -0.05887823421281061, 0.29423246962412686, 1.0569515899119117, 1.5513065752836244, 1.282942440367552, 1.960914991734472, 1.4383111500558043, 1.7066752849718767, 0.8309607394562722, 0.8592095957632273, 0.2236103288567396, 1.1134493025258219, 1.3818134374418942, 0.13886375993587455, 0.37897903854499193, 0.36485461039151473, 0.5484721763867221, 0.36485461039151473, 1.2123202996001647, 0.2377347570102168, -0.14362480313367568, 0.11061490362891951, 1.2970668685210291, 1.085200446218867, 0.5484721763867221, 1.339440152981462, 0.5484721763867221, 1.0428271617584346, 1.0145783054514796, 1.169947015139732, 1.0145783054514796, 0.1953614725497846, 0.6897164579214972, 0.42135232300542474, 1.0710760180653895, 0.9157073083771367, 0.44960117931237975, 0.8309607394562722, 0.5908454608471543, 0.9863294491445246, 0.32248132593108186, 0.36485461039151473, -1.1182103457236228, -1.3300767680257852, -1.443072193253605, -0.21424694390106291, 0.36485461039151473, -0.5391087914310454, -0.44023779435670307, 0.8027118831493172, 1.2264447277536419, -0.9628416360353703, 0.6473431734610643, -1.1182103457236228, 0.7744630268423622, 0.2377347570102168, 1.254693584060597, 0.7320897423819294, -0.6662286448123427, -0.18599808759410788, -0.12950037498019784, -0.42611336620322526, 0.7320897423819294, 0.7179653142284521, 0.7462141705354072, 0.15298818808935236, -0.8498462108075506, 0.6614676016145421, 0.7744630268423622, -0.49673550697061314, 0.8450851676097495, 0.1953614725497846, 0.8450851676097495, -0.48261107881713533, 0.054117191015009475, -0.7792240700401627, 0.9722050209910468, 0.491974463772812, 0.025868334708054455, -0.49673550697061314, 0.1812370443963074, 0.2236103288567396, 0.30835689777760467, 0.491974463772812, 0.2236103288567396, 1.085200446218867, -0.24249580020801795, 1.3535645811349393, 0.9722050209910468, 0.7885874549958394, -0.270744656514973, 0.576721032693677, 0.9157073083771367, 0.28010804147064966, 0.2377347570102168, -0.15774923128715287, -0.42611336620322526, 0.8168363113027944, 0.36485461039151473, 1.0145783054514796, 0.491974463772812, -0.6944775011192976, 0.6190943171541092, 1.0993248743723447, 1.5230577189766694, 0.7179653142284521, 0.6897164579214972, 1.4524355782092822, 0.9439561646840917, 0.32248132593108186, -0.24249580020801795, 0.2377347570102168, -0.05887823421281061, -1.8668050378579302, -1.6831874718627227, -1.7679340407835875, -1.8668050378579302, -1.5560676184814253, -1.4571966214070826, -1.8950538941648851, -1.3018279117188303, -1.1182103457236228, -0.6521042166588654, -0.42611336620322526, -0.20012251574758508, -0.7792240700401627, -0.7933484981936405, -0.8639706389610278, -1.3159523398723079, -1.81030732524402, -1.0617126331097126, -1.4006989087931725, -1.81030732524402, -1.8526806097044526, -1.6125653310953352, -1.81030732524402, -1.5560676184814253, -1.4995699058675152, -1.5984409029418578, -1.3724500524862178, -1.2453301991049202, -0.9204683515749378, -1.1747080583375327, -1.4571966214070826, -1.1182103457236228, -0.7086019292727754, -1.2170813427979652, -1.3159523398723079, -1.2170813427979652, -1.4854454777140376, -1.2170813427979652, -1.1464592020305777, -0.9769660641888479, -1.1040859175701452, -1.3865744806396954, -1.2735790554118753, -1.2312057709514428, -1.4854454777140376, -1.4854454777140376, -1.4006989087931725, -1.4289477651001277], [null, -1.169532610646746, null, null, null, -1.169532610646746, null, -1.0836129999961626, -0.9117737786949958, null, 0.5488596023649213, -0.13849728283974644, -0.31033650414091335, 0.5488596023649213, 0.11926154911200394, 0.8066184343166717, -0.9976933893455792, -0.4821757254420803, 0.37702038106375435, null, -0.8258541680444123, null, -0.6540149467432453, -0.8258541680444123, -0.5680953360926618, -0.4821757254420803, null, null, 0.5488596023649213, null, 0.03334193846142048, -0.8258541680444123, 0.37702038106375435, 0.5488596023649213, -0.7399345573938287, null, -0.8258541680444123, -0.5680953360926618, -0.05257767218916299, null, null, null, null, null, null, null, null, null, -0.9976933893455792, -0.5680953360926618, -0.5680953360926618, 0.4629399917143378, null, -0.4821757254420803, null, null, null, -0.9976933893455792, null, -1.169532610646746, 0.5488596023649213, null, 0.37702038106375435, 0.2911007704131709, 2.267251815376589, 0.03334193846142048, -0.5680953360926618, -0.5680953360926618, null, 0.8066184343166717, null, 1.4939753195213394, null, 1.064377266268422, null, 0.37702038106375435, 0.03334193846142048, null, -1.0836129999961626, 0.03334193846142048, 1.6658145408225045, -0.22441689349032992, 1.064377266268422, null, null, 0.37702038106375435, 1.236216487569589, 1.4939753195213394, null, -0.9976933893455792, -0.9117737786949958, -1.169532610646746, null, -0.31033650414091335, -0.22441689349032992, -0.22441689349032992, null, 0.37702038106375435, null, 2.0094929834248383, 0.7206988236660882, null, null, null, null, null, null, null, null, null, null, null, 0.37702038106375435, -0.7399345573938287, null, 4.501161692291757, null, -1.0836129999961626, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null], [0.2517168498188536, -0.2933213287130475, 0.2690196491373267, 1.1860680130163985, -0.3192755276907569, 0.731869530906481, 0.08301455646374147, -0.003499440128623882, 0.06138605731565023, 0.9351774228985393, 0.29929954794465463, -0.02512793927671512, 0.23441405050038053, 0.14790005390801558, 1.0562970181278508, 0.9697830215354855, 0.4939560402774766, 0.6669840334622069, 1.575380997682042, 0.01812905901946736, 0.2560425496484722, -0.2414129307576283, -0.5442119188309068, -0.4879778210458693, -0.6653315140602182, -0.6393773150825085, -0.11164193586908047, -0.47932642138663273, -0.2414129307576283, -0.15489893416526296, 0.2776710487965634, 0.7967550283507551, -0.5269091195124338, 0.14790005390801558, -0.37118392564617614, 0.01812905901946736, -0.19815593246144583, -0.3495554264980849, -0.5874689171270893, 0.01812905901946736, 0.46367614147014863, -0.33657832700923, 0.1608771533968701, -0.30197272837228384, -0.007825139958242053, 0.0786888566341233, -0.06838493757289761, 0.45069904198129374, 0.4939560402774766, 1.661894994274408, 0.926526023239303, 0.23441405050038053, 0.8616405257950288, 0.5372130385736591, 0.34255654624083715, 0.5155845394255678, 0.5718186372106052, 0.4074420436851112, 0.7534980300545723, -1.3444663873102856, -0.7734740098006747, 0.29929954794465463, -0.5442119188309068, -0.26304142990571955, -0.9118964043484591, -0.19815593246144583, 0.10464305561183271, -0.16355033382449968, -0.8167310080968574, -0.9551534026446418, -0.8686394060522766, -0.7258913116748739, -0.5701661178086163, -0.7388684111637286, -0.7994282087783843, -0.5442119188309068, -0.19815593246144583, -1.0416673992370071, -0.7172399120156373, -1.0762729978739531, -1.106552896681281, -0.5009549205347241, -1.236323891569829, -0.11164193586908047, -0.8686394060522766, -1.0546444987258619, -1.1281813958293723, -1.0632958983850984, -0.9767819017927332, -1.4353060837322689, -1.1498098949774638, -0.6307259154232719, -0.8686394060522766, -1.2579523907179202, -0.7821254094599113, -1.0632958983850984, -1.106552896681281, -0.9335249034965505, -0.2414129307576283, -1.1930668932736463, -0.76049691031182, -1.1281813958293723, -0.9767819017927332, -1.2968836891844846, -0.9162221041780775, -1.0200389000889156, -0.7172399120156373, -0.76049691031182, -1.0200389000889156, -1.0416673992370071, -0.9335249034965505, -1.3228378881621943, -0.5442119188309068, -0.8556623065634217, -0.9335249034965505, -1.3660948864583768, -1.3444663873102856, -1.2968836891844846, -0.7172399120156373, -1.634288275894709, -0.7821254094599113, 0.4074420436851112, -1.288232289525248, -1.0632958983850984, -0.9767819017927332, -0.9940847011112063, -0.48365212121625106, -0.8902679052003678, -1.270929490206775, -1.0632958983850984, -0.414440923942359, 0.14790005390801558, 0.2776710487965634, -0.02512793927671512, 0.1695285530561068, 0.8832690249431201, -0.5225834196828154, -0.02512793927671512, 0.2776710487965634, -0.05973353791366126, -0.19815593246144583, 0.23441405050038053, -0.3062984282019024, -0.2846699290538108, 1.3634217060307479, -0.4576979222385415, -0.06838493757289761, 1.121182515572125, 1.454261402452731, 1.878179985755321, 1.5321239993858595, 2.483777961901878, 0.8832690249431201, 2.3626583666725662, 1.0995540164240332, 1.2293250113125815, 1.7094776924002084, 1.0562970181278508, 3.435431924417896, 2.8947194457156127, 1.121182515572125, 0.35553364572969204, 0.2257626508411442, 0.09599165595259637, 1.9560425826884495, 0.6756354331214436, 2.4318695639464587, 2.2501901711024916, 1.5580781983635694, 1.4888670010896772, 0.19115705220419807, 2.0944645446662506, 2.0079509806438685, 1.1428110147202162, 0.9697830215354855, 2.2242359721247817, 1.8349229874591386, 1.7916659891629554], [1.2248839840604524, -0.5447209874470061, 2.1359677317672627, 1.0321547297378582, 0.4014044428639123, 0.6642170623947229, 0.6817379036967769, -0.5972835113531684, 0.6817379036967769, 0.4539669667700745, 1.3825715557789386, -0.03661658968743881, 0.38388360156185825, 2.1359677317672627, 2.398780351298073, -0.22934584401003347, 0.6642170623947229, 0.2261960298433717, 0.47148780807212853, 0.12107098203104735, 0.8919879993214256, 0.6817379036967769, 0.17363350593720953, -0.22934584401003347, 0.12107098203104735, 0.5766128558844525, -0.24686668531208752, -0.42207509833262774, 0.29627939505158796, 0.6817379036967769, 1.3825715557789386, 0.6291753797906147, 0.6642170623947229, -0.42207509833262774, -0.08917911359360099, 0.47148780807212853, -0.4045542570305737, -0.2643875266141416, -0.3870334157285196, 0.8569463167173175, 1.3124881905707224, -0.19430416140592535, 0.19115434723926358, 0.12107098203104735, 0.7693421102070468, -0.5972835113531684, 1.0496755710399117, 0.9620713645296418, 1.3825715557789386, 0.8569463167173175, 2.311176144787803, 1.2248839840604524, 0.48900864937418265, 0.15611266463515547, 0.05098761682283149, 1.5052174448933173, 0.7693421102070468, 0.12107098203104735, 0.7868629515091012, -2.0515133394236544, -2.0690341807257084, -1.7010965133825733, -1.5083672590599788, 0.48900864937418265, -0.9827420199983573, 0.8569463167173175, 1.207363142758398, -0.9652211786963032, -2.0515133394236544, 1.5928216514035873, -0.22934584401003347, 0.48900864937418265, -0.9827420199983573, 0.6466962210926688, 0.10355014072899328, -0.772491924373709, -0.22934584401003347, -1.1229087504147899, 2.0483635252569923, 0.6291753797906147, -0.28190836791619567, 0.313800236353642, -0.33447089182235784, 0.05098761682283149, 1.3300090318727769, -0.22934584401003347, -0.05413743098949287, -0.4395959396346818, -0.42207509833262774, -0.36951257442646596, 0.08602929942693922, 0.06850845812488517, 0.05098761682283149, 0.699258744998831, -0.42207509833262774, 2.9594472729638026, -0.05413743098949287, 0.313800236353642, 0.6291753797906147, 2.1359677317672627, -0.33447089182235784, -0.42207509833262774, -0.49215846354084397, -0.2994292092182497, -0.19430416140592535, -0.2994292092182497, 0.06850845812488517, 0.06850845812488517, 0.8569463167173175, 1.5753008101015336, 3.4850725120254245, -0.6498460352593305, -0.9477003373942492, -0.2643875266141416, -0.9652211786963032, 0.7343004276029387, -0.10669995489565505, 0.03346677552077743, -1.3331588460394383, 0.48900864937418265, 0.41892528416596636, 0.48900864937418265, 0.20867518854131764, 0.7343004276029387, 2.311176144787803, -0.42207509833262774, 0.313800236353642, 0.29627939505158796, 0.5415711732803444, -0.42207509833262774, -1.1404295917168439, -1.3331588460394383, -1.3331588460394383, -1.3156380047373843, -0.5972835113531684, -1.1404295917168439, -1.3857213699456004, -0.8600961308839788, -1.2455546395291681, -1.3682005286435464, -1.4733255764558706, -1.666054830778465, -1.8237424024969515, -1.0002628613004114, -0.7900127656757631, -0.509679304842898, -1.5959714655702488, -1.2805963221332761, -0.5972835113531684, -0.7900127656757631, -0.5972835113531684, -0.5797626700511143, -0.05413743098949287, 0.48900864937418265, -0.33447089182235784, -0.07165827229154693, -0.05413743098949287, -0.7900127656757631, 1.9432384774446685, 1.2248839840604524, -0.9652211786963032, -1.3857213699456004, -1.1053879091127357, -1.1404295917168439, -0.9827420199983573, -0.772491924373709, -0.22934584401003347, -1.0878670678106817, -0.08917911359360099, -0.8425752895819248, -1.5083672590599788, -1.666054830778465, -0.6148043526552224, -0.9301794960921951, -0.3169500505203038, -0.42207509833262774, -0.22934584401003347, -0.42207509833262774], [-0.6595631143050643, -0.8207192355765833, -0.4984069930335457, -0.9818753568481025, 0.22679555268828971, -0.17609475049050752, -0.4984069930335457, -0.4178289323977861, -0.5789850536693052, -1.1430314781196214, -1.1430314781196214, -0.8207192355765833, -0.5789850536693052, 0.5491077952313275, -0.5789850536693052, -0.4984069930335457, -0.25667281112626705, 0.3073736133240493, -0.3372508717620266, -1.5459217812984185, -0.9818753568481025, -0.9012972962123429, -0.7401411749408239, -0.8207192355765833, -0.6595631143050643, 0.8714200377743652, -0.17609475049050752, -0.7401411749408239, 0.06563943141677064, -0.8207192355765833, -0.5789850536693052, -1.1430314781196214, 0.4685297345955679, 1.1131542196816437, -0.5789850536693052, -0.8207192355765833, -0.17609475049050752, -0.5789850536693052, -0.6595631143050643, -1.30418759939114, -0.17609475049050752, -0.7401411749408239, -1.5459217812984185, -0.3372508717620266, -0.6595631143050643, -0.4984069930335457, -0.7401411749408239, -1.223609538755381, -0.3372508717620266, -0.3372508717620266, -1.5459217812984185, -1.1430314781196214, -0.3372508717620266, 0.22679555268828971, -1.223609538755381, -1.30418759939114, -0.8207192355765833, -0.4178289323977861, -1.3847656600268996, -0.6595631143050643, 2.1606690079465167, 1.3548884015889224, -0.3372508717620266, -1.3847656600268996, 0.7102639165028465, 0.06563943141677064, -0.8207192355765833, -0.7401411749408239, 1.5160445228604413, -1.787655963205697, 0.06563943141677064, -1.223609538755381, -0.7401411749408239, -1.223609538755381, -1.8682340238414565, -0.17609475049050752, -0.9818753568481025, 0.5491077952313275, -0.09551668985474843, 0.5491077952313275, -0.4984069930335457, -0.8207192355765833, 0.3073736133240493, 1.9995128866749978, -1.1430314781196214, -0.4984069930335457, 0.5491077952313275, 0.3073736133240493, 0.9519980984101246, 0.4685297345955679, 1.2743103409531629, 1.1131542196816437, 1.7577787047677191, -0.9012972962123429, -1.5459217812984185, -0.3372508717620266, -1.787655963205697, -0.5789850536693052, -0.9818753568481025, 0.7102639165028465, -0.8207192355765833, -0.5789850536693052, -0.17609475049050752, 0.06563943141677064, -0.3372508717620266, 2.4024031898537954, 0.06563943141677064, 0.9519980984101246, 0.22679555268828971, -0.5789850536693052, -0.9818753568481025, -0.8207192355765833, 1.9189348260392383, 0.4685297345955679, 0.5491077952313275, 1.2743103409531629, -0.4984069930335457, -0.17609475049050752, 0.5491077952313275, 0.06563943141677064, -0.3372508717620266, 0.8714200377743652, 0.5491077952313275, -0.4984069930335457, -1.223609538755381, 0.06563943141677064, 0.22679555268828971, 1.7577787047677191, 0.3073736133240493, 0.4685297345955679, -1.223609538755381, -0.9818753568481025, -0.7401411749408239, -1.5459217812984185, 1.9189348260392383, 2.1606690079465167, 1.3548884015889224, 2.1606690079465167, 1.7577787047677191, 1.3548884015889224, 1.3548884015889224, 0.06563943141677064, 1.1131542196816437, 0.8714200377743652, -0.5789850536693052, 0.5491077952313275, 0.3073736133240493, 0.8714200377743652, 0.7102639165028465, -0.17609475049050752, -1.1430314781196214, -0.9818753568481025, -0.8207192355765833, 1.9995128866749978, 1.3548884015889224, 1.9995128866749978, 0.9519980984101246, 2.1606690079465167, 1.3548884015889224, 1.2743103409531629, 1.1131542196816437, 1.1131542196816437, 1.9189348260392383, 0.3073736133240493, 0.38795167395980834, 1.2743103409531629, 0.5491077952313275, 0.3073736133240493, 0.22679555268828971, -0.7401411749408239, 0.3073736133240493, 0.9519980984101246, 0.6296858558670869, 1.2743103409531629, 0.5491077952313275, 0.5491077952313275, 1.3548884015889224, 1.596622583496201], [1.0348189581307363, 0.7336289414294697, 1.2155329681514961, 1.466524648735885, 0.663351270865841, 1.3661279765021292, 0.49267692806845687, 0.4826372608450811, 0.9545016203437319, 1.125175963141116, 1.2958503059385003, 0.40231992305807707, 0.7336289414294697, 1.6673179932033955, 1.6171196570865178, 0.8842239497801032, 1.1151362959177407, 1.3761676437255046, 1.9082700065644087, 1.0046999564606094, 1.1452552975878671, 0.382240588611326, 0.8541049481099763, 0.34208191971782376, 0.5830339330788366, 0.6533116036424657, 0.9143429514502296, 0.1613679096970638, 0.9444619531203565, 0.30192325082432153, 1.2255726353748715, 1.1653346320346183, 0.663351270865841, 0.713549606982719, 0.5027165952918322, 0.9545016203437319, 0.6533116036424657, 0.40231992305807707, 0.6131529347489635, 1.0147396236839852, 1.2657313042683738, 0.6533116036424657, 1.5368023192995135, 0.6031132675255877, 0.974580954790483, 0.6231926019723388, 1.1452552975878671, 1.3661279765021292, 0.8942636170034786, 1.5167229848527624, 1.2456519698216226, 0.9645412875671077, 1.7175163293202735, 0.7637479430995966, 0.8741842825567274, 0.7537082758762208, 0.974580954790483, 1.2054933009281206, 1.6472386587566443, -1.4650581804897744, -0.942995484874246, -0.6217261337262288, -0.2402187792379579, 1.0749776270242386, -0.2803774481314601, 0.6231926019723388, 1.155294964811243, -0.029385767547071496, -0.7321624731833596, -0.7522418076301107, -1.0132731554378749, 0.8340256136632253, -0.19002044312108013, 0.8641446153333521, 0.11116957358018625, -0.46109145815221986, 0.0007332341230549406, -0.7120831387366084, -0.1799807758977046, 0.5227959297385832, 0.23164558026069246, 0.5027165952918322, -0.4510517909288443, -0.4410121237054688, 0.1814472441438149, -0.08962377088732482, -0.34061545147171346, -0.42093278925871763, -0.34061545147171346, -0.4410121237054688, -0.5313691287158487, -0.7823608093002373, -0.5715277976093509, 0.2216059130373171, 0.23164558026069246, 0.24168524748406822, -1.0433921571080016, 0.4725975936217057, 1.7275559965436489, 0.9645412875671077, 0.1412885752503127, -0.6719244698431063, 0.08105057191005936, -0.3908137875885912, -0.10970310533407593, -0.19002044312108013, 0.0007332341230549406, -0.2703377809080846, 0.010772901346430717, 0.8942636170034786, 0.5529149314087102, 0.24168524748406822, 0.0007332341230549406, -0.019346100323696165, 0.2617645819308193, 0.1412885752503127, -0.4309724564820932, 0.060971237463308264, -0.7823608093002373, -0.3908137875885912, 0.7637479430995966, 3.0628317372525964, 0.10112990635681048, 0.6231926019723388, 1.0046999564606094, 0.6231926019723388, 1.125175963141116, 0.2115662458139418, 0.4223992575048282, -0.2803774481314601, -0.7823608093002373, -0.812479810970364, -0.942995484874246, -0.8325591454171151, -1.4550185132663989, -1.3747011754793943, -1.56545485272353, -1.4349391788196477, -1.5554151855001543, -1.4349391788196477, -1.5353358510534032, -1.5353358510534032, -1.515256516606652, -1.2341458343521368, -1.254225168798888, -1.4851375149365253, -1.6959705266274119, -1.38474084270277, -1.274304503245639, -0.6418054681729798, -0.46109145815221986, -0.6719244698431063, -0.7522418076301107, -1.20402683268201, -1.4550185132663989, -1.4048201771495212, -1.20402683268201, -1.4550185132663989, -0.722122805959984, -0.9329558176508704, -1.1136698276716304, -1.4750978477131498, -1.4349391788196477, -1.3345425065858922, -1.3546218410326432, -1.56545485272353, -1.1136698276716304, -1.3747011754793943, -1.1939871654586347, -1.073511158778128, -1.5453755182767788, -1.5252961838300276, -1.3345425065858922, -1.4248995115962724, -1.2843441704690146, -1.3445821738092678, -1.3546218410326432, -1.274304503245639], [0.8089973946320397, 0.5686476623890726, 0.8089973946320397, 2.4914455203328107, 0.8089973946320397, 1.5620932223266708, 0.3282979301461054, 0.4885310849747504, 0.8089973946320397, 1.0974170733236006, 1.0493471268750074, -0.15240153433982878, 0.4885310849747504, 1.2896968591179747, 1.6101631687752638, 0.8891139720463626, 0.8089973946320397, 1.0493471268750074, 1.6101631687752638, 0.6487642398033954, 1.1294637042893296, 0.18408809080032532, 0.5045544004576146, 0.29625129918037646, 0.37636787659469856, 0.5366010314233436, 0.8891139720463626, 0.16806477531746047, 1.0493471268750074, 0.5686476623890726, 1.1294637042893296, 0.9051372875292266, 0.20011140628318946, 1.0493471268750074, 0.08794819790313833, 0.6487642398033954, 0.4885310849747504, 0.2481813527317833, 0.16806477531746047, 1.1294637042893296, 1.3698134365322967, 0.2481813527317833, 1.5300465913609418, 0.5526243469062084, 1.1294637042893296, 0.8891139720463626, 1.5300465913609418, 1.2896968591179747, 0.7288808172177176, 0.9371839184949556, 0.6808108707691244, 0.2481813527317833, 2.539515466781404, 1.1294637042893296, 0.4885310849747504, 1.0653704423578716, 1.4499300139466196, 1.1294637042893296, 1.7703963236039089, -0.5049144749628477, -0.39275126658279663, -0.44082121303138977, -0.31263468916847376, 1.9306294784325537, -0.6491243143086283, 0.20011140628318946, 1.0974170733236006, -0.29661137368560964, 0.37636787659469856, -0.7132175762400859, -1.9149662374549221, 1.0493471268750074, -0.6651476297914927, 1.6101631687752638, 1.7383496926381798, -1.0977771478288334, -0.5529844214114412, -0.9215206775173244, -0.6331009988257638, 0.8570673410806335, 0.20011140628318946, -0.15240153433982878, -0.47286784399711873, -1.0336838858973758, -0.15240153433982878, -0.15240153433982878, -0.8253807846201373, -0.6010543678600347, -0.5529844214114412, -0.15240153433982878, -1.113800463311698, -1.3541501955546653, -1.466313403934717, 0.2481813527317833, 1.1615103352550586, 0.3282979301461054, -1.113800463311698, 0.4084145075604276, 1.9626761093982827, 0.8891139720463626, -0.10433158789123564, -1.3541501955546653, 0.4244378230432924, 0.3282979301461054, -0.15240153433982878, -0.9856139394487823, -1.0336838858973758, -1.466313403934717, 0.10397151338600247, 0.7128575017348534, 1.4178833829808906, 0.4084145075604276, -0.8734507310687308, 0.29625129918037646, 0.4244378230432924, 0.26420466821464744, -0.5049144749628477, -0.47286784399711873, -1.0657305168631048, -0.47286784399711873, 0.9692305494606847, 1.4178833829808906, -0.15240153433982878, 0.5205777159404794, 0.9051372875292266, 0.4885310849747504, 0.7128575017348534, -0.2645647427198806, -0.12035490337409979, -0.31263468916847376, -1.2580103026574785, -1.5944999277976326, -1.8348496600406, -0.9535673084830533, -0.47286784399711873, -1.081753832345969, -1.466313403934717, -0.8093574691372728, -1.081753832345969, 0.03987825145454448, -1.2099403562088848, -1.434266772968988, -1.1939170407260205, -0.47286784399711873, -1.466313403934717, -1.2740336181403429, -2.107246023249296, -0.9535673084830533, -0.5850310523771702, -1.4182434574861233, -1.434266772968988, -1.306080249106072, -0.15240153433982878, -0.7933341536544083, -1.306080249106072, -0.8894740465515953, -0.7933341536544083, -0.6331009988257638, 0.8089973946320397, 0.4885310849747504, 0.007831620488815484, -0.7452642072058149, -1.0336838858973758, -1.4502900884518524, -1.51438335038331, -1.6265465587633616, -0.9535673084830533, -1.306080249106072, -1.1939170407260205, -0.5049144749628477, -1.674616505211955, -1.4502900884518524, -0.9856139394487823, -0.9856139394487823, -0.7933341536544083, -1.1298237787945624, -1.0336838858973758, -0.39275126658279663], [1.926214888550954, null, -0.024198679504409355, 0.8759921980596046, null, null, null, 1.4761194497689472, -0.3242623053590807, null, 0.27586494635026193, -0.4742941182864163, -0.9243895570684233, -0.7743577441410876, null, null, null, 1.0260240109869403, null, null, null, null, -0.024198679504409355, -0.4742941182864163, null, null, -0.6243259312137519, null, 0.4258967592775976, null, -0.024198679504409355, null, null, null, null, null, null, null, null, null, 1.1760558239142758, null, -0.024198679504409355, 0.1258331334229263, 0.4258967592775976, 0.7259603851322689, null, -0.024198679504409355, 0.1258331334229263, null, null, null, 0.7259603851322689, 1.0260240109869403, null, null, null, null, null, null, -0.024198679504409355, null, null, -1.074421369995759, null, null, null, null, null, 3.726596643678982, 0.1258331334229263, null, -1.074421369995759, 2.826405766114968, -0.024198679504409355, -0.3242623053590807, null, null, null, -0.024198679504409355, null, null, null, -1.2244531829230945, null, -0.17423049243174502, null, null, null, null, -1.5245168087777659, null, null, null, null, null, null, -1.2244531829230945, null, null, -0.3242623053590807, null, null, null, -1.2244531829230945, null, null, null, null, null, 0.4258967592775976, null, 0.1258331334229263, null, null, -1.2244531829230945, null, null, null, -1.074421369995759, null, 1.3260876368416115, null, null, null, -1.2244531829230945, null, null, null, null, null, null, null, null, -1.2244531829230945, null, -0.9243895570684233, null, null, -0.024198679504409355, null, -0.9243895570684233, -0.3242623053590807, null, null, null, null, null, null, 0.8759921980596046, 1.6261512626962829, null, null, null, 0.1258331334229263, -0.6243259312137519, -0.9243895570684233, -0.3242623053590807, null, -0.9243895570684233, null, 0.4258967592775976, null, null, null, null, 0.7259603851322689, null, 0.27586494635026193, null, null, null, -0.7743577441410876, -0.4742941182864163, null, null, null, null], [-1.1695931750229027, -2.4908471410952195, -0.26873819815541344, -0.8092511842759069, 0.45194578333857716, -1.289707171938568, -1.4698781673120658, -0.5690231904445764, -1.6500491626855633, -1.0494791781072375, -0.4489091935289116, -0.8092511842759069, -1.0494791781072375, -2.430790142637387, -2.250619147263889, -0.6891371873602422, 0.1516607910494142, 0.1516607910494142, -0.899336681962656, -1.289707171938568, -1.0494791781072375, -0.26873819815541344, -0.8693081827337393, -0.508966191986744, 0.1516607910494142, 1.653085752495229, -1.0194506788783209, -0.7491941858180745, -0.02851020432408396, -1.0494791781072375, 0.9023732717723215, -0.11859570201083199, -0.6891371873602422, 0.00151829490483276, -0.1486242012397487, 0.3018032871939957, -1.1996216742518189, -0.4489091935289116, -1.1996216742518189, -1.8902771565168939, -0.9894221796494052, -0.2086811996975811, -1.3497641703964005, -0.5990516896734931, -0.7491941858180745, -0.17865270046866544, -1.0494791781072375, -1.0494791781072375, -0.2086811996975811, -0.6290801889024098, -2.130505150348224, -0.6891371873602422, -1.6500491626855633, -0.7191656865891578, -0.9293651811915727, 0.3018032871939957, -0.9593936804204884, -0.8092511842759069, -0.8392796835048236, -2.6710181364687173, -1.0494791781072375, -0.8092511842759069, -0.4489091935289116, -0.1486242012397487, -0.1486242012397487, -0.4188806942999949, -1.3497641703964005, 0.03154679413374948, -0.7491941858180745, -0.8092511842759069, 0.271774787965079, 1.653085752495229, 1.3528007602060659, 3.1545107139410433, 0.45194578333857716, -1.0494791781072375, -1.0494791781072375, -0.4489091935289116, -1.4098211688542328, 1.052515767916903, -0.1486242012397487, -0.2086811996975811, 1.3528007602060659, 0.9023732717723215, -0.4489091935289116, -0.4489091935289116, 0.9924587694590706, 1.9533707447843918, 0.6321167787120754, 1.2326867632904013, -0.29876669738433015, 0.7522307756277401, 0.36186028565182804, -0.4489091935289116, -0.4489091935289116, -0.1486242012397487, 0.6020882794831586, -1.0494791781072375, -0.29876669738433015, -0.4489091935289116, -0.5990516896734931, -0.29876669738433015, 0.45194578333857716, 0.00151829490483276, 0.3018032871939957, 0.7522307756277401, -0.1486242012397487, 0.9023732717723215, -0.1486242012397487, 0.1516607910494142, 0.00151829490483276, 0.45194578333857716, 0.1516607910494142, 0.45194578333857716, 0.9023732717723215, 0.6020882794831586, 0.3918887848807448, 0.9023732717723215, -1.0494791781072375, -0.1486242012397487, 0.1516607910494142, 2.7040832255072993, 2.103513240928973, 0.6020882794831586, 0.45194578333857716, 0.45194578333857716, 0.6020882794831586, 2.7040832255072993, 1.5029432563506473, 0.7522307756277401, -0.4489091935289116, 0.1516607910494142, 1.3528007602060659, 0.6020882794831586, -0.5990516896734931, -0.29876669738433015, 0.45194578333857716, 1.653085752495229, 0.00151829490483276, 1.3528007602060659, 0.45194578333857716, 0.1516607910494142, 1.2026582640614845, 0.1516607910494142, -0.29876669738433015, 0.45194578333857716, 0.1516607910494142, 0.6020882794831586, 0.6020882794831586, 0.6020882794831586, 1.3528007602060659, 0.7522307756277401, 1.8032282486398103, -0.29876669738433015, 0.1516607910494142, 0.7522307756277401, 0.00151829490483276, 2.253655737073555, 1.653085752495229, 0.9023732717723215, 0.45194578333857716, 0.1516607910494142, 0.7522307756277401, -0.29876669738433015, 0.7522307756277401, 0.9023732717723215, 1.052515767916903, 0.00151829490483276, 1.5029432563506473, 1.653085752495229, -0.1486242012397487, 0.00151829490483276, 0.1516607910494142, 0.3018032871939957, 1.052515767916903, 0.1516607910494142, 0.1516607910494142, 1.5029432563506473], [0.23205254099474312, -0.8279963232661995, 1.1093343596934533, 0.4879264047818666, 1.84040254194238, 0.3051593592196358, 0.3051593592196358, 0.8900139050187754, -0.7183360959288614, -0.3528020048043981, -0.24314177746705992, -0.17003495924216727, 0.15894572276985047, 0.08583890454495782, 0.04928549543251068, 1.2189945870307932, 1.2921014052556858, 0.9265673141312225, 0.41481958655697393, 0.7072468594565445, -0.31624859569195257, 1.0362275414685607, -0.023821322792381975, 0.5610332230067593, 0.8900139050187754, 3.1197718608780005, 0.9265673141312225, -0.8279963232661995, 1.5845286781552548, -0.572122459479076, 1.2189945870307932, -0.023821322792381975, -0.023821322792381975, 1.2189945870307932, 1.0362275414685607, 0.15894572276985047, 1.73074231460504, 0.6706934503440974, -0.9742099597159848, 0.5244798138943121, -0.2065883683546128, -0.9011031414910922, 0.8169070867938827, -0.27969518657950543, -0.9742099597159848, 0.26860595010718863, -0.31624859569195257, -0.9011031414910922, 0.12239231365740333, -0.3528020048043981, -1.1935304143906629, 0.8534604959063299, 0.19549913188229598, 1.1458877688059004, -0.42590882302929073, 0.3417127683320813, -0.24314177746705992, 1.1458877688059004, 0.4879264047818666, -3.6791622340370105, -0.31624859569195257, -1.2666372326155555, -1.6321713237400186, -0.7548895050413069, 0.5975866321192047, 0.7072468594565445, -2.436346324213837, -1.6321713237400186, -0.023821322792381975, -2.2535792786516056, -0.572122459479076, 1.1093343596934533, -0.46246223214173626, 0.8534604959063299, -0.24314177746705992, -1.6321713237400186, -2.399792915101391, -0.4990156412541834, -1.5225110964026798, 0.12239231365740333, -1.3397440508404481, -0.6086758685915216, 0.5244798138943121, -0.17003495924216727, 0.7803536776814372, -0.46246223214173626, -0.2065883683546128, 0.9265673141312225, 0.3417127683320813, -0.24314177746705992, -0.17003495924216727, 0.19549913188229598, -0.38935541391684525, -0.5355690503666289, -0.31624859569195257, -0.6086758685915216, 1.3652082234805785, -1.4128508690653407, -0.9742099597159848, -0.572122459479076, -2.436346324213837, -1.7052781419649115, 0.3417127683320813, -1.778384960189804, -1.4128508690653407, -0.3528020048043981, -0.9011031414910922, -0.31624859569195257, -1.559064505515126, 1.2189945870307932, -1.997705414864481, -0.7183360959288614, 2.0231695875046105, 0.4879264047818666, 0.4879264047818666, -0.6086758685915216, -1.3762974599528943, -0.6452292777039688, -1.4128508690653407, -1.3397440508404481, 0.19549913188229598, 3.156325269990446, 1.3286548143681314, -0.8645497323786466, 0.08583890454495782, -0.7183360959288614, -0.27969518657950543, 1.5114218599303622, -0.24314177746705992, 0.04928549543251068, -0.17003495924216727, 0.12239231365740333, 0.12239231365740333, -0.023821322792381975, -0.42590882302929073, -0.6086758685915216, 0.6341400412316519, 0.9996741323561151, -0.6452292777039688, 0.8900139050187754, 1.2189945870307932, -0.06037473190482749, 1.2921014052556858, -0.06037473190482749, -0.6086758685915216, -0.791442914153754, -0.4990156412541834, 0.41481958655697393, 0.04928549543251068, -0.023821322792381975, 0.9265673141312225, 0.41481958655697393, 1.401761632593024, -0.31624859569195257, -0.9742099597159848, -0.17003495924216727, 0.04928549543251068, 0.9996741323561151, 1.2189945870307932, 0.9996741323561151, 0.04928549543251068, 0.6341400412316519, 0.7803536776814372, -0.06037473190482749, -0.24314177746705992, -0.38935541391684525, 0.8534604959063299, -0.24314177746705992, 1.182441177918346, 1.8038491328299326, -0.17003495924216727, -0.31624859569195257, 0.41481958655697393, 0.3051593592196358, 0.41481958655697393, -0.38935541391684525, 0.012732086320065164, 1.3652082234805785], [-0.5622497983286235, -0.4994133781369054, 0.021231246308758504, -0.34681064338559014, 0.22769376979583217, -0.5173666410488249, -0.4186236950332678, -0.16727801426639569, -0.6250862185203416, -0.8854085307431735, -0.15830138281043576, -0.7687123218156972, -0.5442965354167041, -0.5442965354167041, -0.4186236950332678, -0.4724834837690262, -0.3737405377534693, -0.6879226387120596, -0.6699693758001402, 0.6855019740497783, -0.6340628499763014, 1.3138661759669588, -0.4276003264892275, -0.6609927443441804, -0.4724834837690262, -0.25704432882599304, -0.5083900095928652, -0.5532731668726638, -0.3916938006653888, -0.5891796926965027, -0.7507590589037777, -0.6071329556084222, -0.45453022085710676, -0.7238291645358985, -0.48146011522498594, -0.4724834837690262, -0.6250862185203416, -0.6161095870643819, -0.7507590589037777, 1.484422173630194, -0.5622497983286235, 1.3497727017907977, -0.40067043212134856, 1.475445542174234, -0.5083900095928652, 1.5293053309099924, 1.1253569153918046, -0.5891796926965027, -0.283974223193872, -0.5442965354167041, -0.5442965354167041, -0.6161095870643819, -0.5263432725047846, -0.3916938006653888, -0.5981563241524624, -0.5442965354167041, -0.5712264297845833, -0.3288573804736707, -0.8135954790954959, -1.2534504204375223, -1.1098243171421667, -0.8764318992872138, -0.9751748453027709, -1.0828944227742876, -0.7956422161835763, -1.0110813711266098, -1.1906140002458043, -1.0469878969504487, -1.2534504204375223, -1.0290346340385292, -0.6520161128882207, -0.741782427447818, -0.6071329556084222, -0.5981563241524624, -1.1188009485981263, -0.4096470635773083, -1.2893569462613612, 0.49699271347462415, -1.2085672631577238, 1.3767025961586772, -1.2714036833494418, -0.4724834837690262, -1.0828944227742876, 1.3677259647027171, -1.2983335777173208, -1.2175438946136834, -0.6520161128882207, -0.5981563241524624, -0.2480676973700331, -0.903361793655093, -0.45453022085710676, -0.741782427447818, -0.7238291645358985, 0.44313292473886573, -0.31090411756175124, -0.7328057959918582, -0.19420790863427467, -0.8315487420074154, -1.1367542115100457, 0.7483383942414963, -0.2301144344581136, -0.8943851621991332, 0.1020209294123963, -0.5532731668726638, -0.5442965354167041, 0.19178724397199323, -0.5442965354167041, -0.5263432725047846, -0.9392683194789319, -0.8854085307431735, 1.2600063872312008, 0.08406766650047684, 0.30848345289946993, -1.4329830495567168, -0.8495020049193348, -0.741782427447818, -0.7776889532716569, -0.6520161128882207, 0.9817308120964493, 0.9817308120964493, 0.057137772132597436, -0.25704432882599304, 1.8793939576924215, 3.1091924671589037, 1.7716743802209045, -0.15830138281043576, -0.7238291645358985, -0.18523127717831514, -0.6340628499763014, 1.7626977487649451, -0.8854085307431735, 0.5867590280342214, -0.02365191097103996, 1.0894503895679657, -0.9841514767587306, 0.11099756086835583, 2.1397162699152537, 2.8488701549360718, 1.1253569153918046, 0.5598291336663421, 0.4251796618269463, 0.20076387542795315, 0.7483383942414963, 2.3461787934023275, 1.3856792276146368, 1.1074036524798851, 2.426968476505965, 2.040973323899697, 0.8111748144332146, 1.4036324905265563, 0.7034552369616978, 0.29950682144351004, -0.3916938006653888, 0.8650346031689726, -0.9392683194789319, 2.561617948345361, 1.6011183825576702, 0.62266555385806, -0.5891796926965027, -0.5981563241524624, 1.3407960703348383, 0.8291280773451336, 0.8381047088010936, 0.9996840750083688, 0.3802965045471474, 1.816557537500704, 1.224099861407362, 0.9278710233606909, 0.21871713833987264, 2.0319966924437365, 0.62266555385806, 0.048161140676637904, 0.1558807181481543, 2.9745429953195086, 1.412609121982516, 1.744744485853026, 0.22769376979583217, 1.5831651196457504], [1.518612540989146, 0.24628962701505472, 0.19687902841412025, 1.6915496360924187, 0.2957002256159914, 1.481554592038443, 1.7162549353928882, 1.30861749693517, 2.2597715200031785, 1.061564503930491, 1.3580280955361046, 1.3827333948365716, 0.925685357777919, 2.160950322801307, 1.7039022857426547, 0.7774535619751135, 1.6050810885407834, 1.0245065549797903, 1.4692019423882092, 0.7898062116253471, 1.30861749693517, -0.08723191354125955, 0.8762747591769846, -0.1860531107431307, 0.6168691165220721, 0.060999882261548254, 0.48098997036950003, 0.3698161235173953, 1.0739171535807246, 1.2592068983342333, 0.9009800584774519, 0.7156903137239432, 0.8392168102262816, 0.9380380074281527, 0.6292217661723056, 0.5921638172216048, 0.34511082421692585, 0.060999882261548254, 0.0857051815620155, 1.5062598913389122, 0.6909850144234759, 0.5056952696699673, 1.0862698032309606, 0.2957002256159914, 0.060999882261548254, 1.4939072416886787, 1.7039022857426547, 1.1109751025314278, 1.3580280955361046, 1.1603857011323622, 0.060999882261548254, 1.0245065549797903, 1.0121539053295565, 0.9503906570783863, 0.9133327081276855, 0.6909850144234759, 1.5062598913389122, 0.3574634738671595, 0.8886274088272182, -0.7789802939543575, -0.828390892555292, -0.4454587533980411, 0.826864160576048, -0.7789802939543575, -1.0260332869590343, -0.7789802939543575, 0.13511578016294998, -0.7789802939543575, 0.4192267221183298, -0.9766226883580976, -0.8778014911562286, 1.061564503930491, 0.6045164668718385, -0.013116015639855648, -1.2854389296139446, -1.656018419120962, 0.036294582961078826, -1.4336707254167524, -0.828390892555292, -0.37134285549663937, -1.2360283310130102, -0.3466375561961699, -1.1372071338111391, 0.060999882261548254, -1.4336707254167524, -0.4084008044473402, -1.0383859366092678, -1.6683710687711957, -1.6807237184214292, -1.1372071338111391, -1.1372071338111391, -1.2360283310130102, -0.38369550514687295, -0.8778014911562286, -1.7054290177218987, -0.6554537974520169, -1.4707286743674532, -0.8778014911562286, -0.7789802939543575, -0.8778014911562286, -1.1372071338111391, -0.49486935199897775, -0.8160382429050584, -1.4583760247172197, -0.6060431988510825, -0.7172170457031872, -0.9272120897571632, -0.3466375561961699, -0.964270038707864, -1.7177816673721322, -1.9030714121256387, -0.5936905492008488, -1.5324919226186235, -1.964834660376809, -1.1372071338111391, -2.4342353470856977, -1.4583760247172197, -0.7172170457031872, -0.28487430794500185, -1.2360283310130102, -1.9154240617758747, -1.7795449156233003, -0.7172170457031872, 0.060999882261548254, -1.3966127764660516, -1.1495597834613727, -0.7048643960529536, -1.4954339736679227, -0.7789802939543575, -1.1866177324120757, -0.17370046109289708, -0.14899516179242764, -0.23546370934406516, -0.37134285549663937, -0.6060431988510825, -0.49486935199897775, -0.9272120897571632, -0.5813378995506152, 0.6045164668718385, -0.1984057603933643, -0.08723191354125955, 0.443932021418797, 0.6415744158225393, 0.7651009123248776, -0.9272120897571632, 0.19687902841412025, 1.0862698032309606, -0.16134781144266347, 0.3945214228178625, 0.0980578312122491, 0.6168691165220721, -0.26016900864453457, 0.13511578016294998, 0.28334757596575777, -0.519574651299445, 0.20923167806435386, 1.0368592046300238, -0.6801590967524864, 1.654491687141718, 0.5921638172216048, -0.7913329436045912, 0.8515694598765152, -0.1860531107431307, -0.0501739645905565, 0.96274330672862, 0.9009800584774519, 0.5551058682709018, -0.22311105969383155, 0.7156903137239432, 0.49334262001973367, -0.9889753380083335, -0.28487430794500185, 1.4321439934375084, 0.8762747591769846, 0.49334262001973367, 0.33275817456669227, 0.20923167806435386, 1.3950860444868076]], \"zmax\": 3, \"zmin\": -3}],                        {\"autosize\": false, \"height\": 750, \"paper_bgcolor\": \"rgb(0,0,0,0)\", \"plot_bgcolor\": \"rgb(0,0,0,0)\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"size\": 25}, \"text\": \"Data Heatmap\"}, \"width\": 750, \"xaxis\": {\"showgrid\": false, \"ticks\": \"\", \"title\": {\"text\": \"Record #\"}}, \"yaxis\": {\"automargin\": true, \"showgrid\": false, \"ticks\": \"\", \"title\": {\"text\": \"Variable\"}}},                        {\"displayModeBar\": false, \"responsive\": true}                    ).then(function(){\n                            \nvar gd = document.getElementById('bfd0e9ad-5b81-4e0b-8b78-f37f468f13e5');\nvar x = new MutationObserver(function (mutations, observer) {{\n        var display = window.getComputedStyle(gd).display;\n        if (!display || display === 'none') {{\n            console.log([gd, 'removed!']);\n            Plotly.purge(gd);\n            observer.disconnect();\n        }}\n}});\n\n// Listen for the removal of the full notebook cells\nvar notebookContainer = gd.closest('#notebook-container');\nif (notebookContainer) {{\n    x.observe(notebookContainer, {childList: true});\n}}\n\n// Listen for the clearing of the current output cell\nvar outputEl = gd.closest('.output');\nif (outputEl) {{\n    x.observe(outputEl, {childList: true});\n}}\n\n                        })                };                });            </script>        </div>"}}, {"output_type": "display_data", "metadata": {}, "data": {"text/plain": "None"}}, {"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "Heatmap Widget showing standardized values."}, "execution_count": 6}], "source": "data_heatmap(df, viz_backend=\"plotly\")"}, {"cell_type": "code", "execution_count": 7, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:55:02.514335Z", "iopub.status.busy": "2020-10-29T02:55:02.513337Z", "iopub.status.idle": "2020-10-29T02:55:02.575336Z", "shell.execute_reply": "2020-10-29T02:55:02.576331Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:55:02.469329", "end_time": "2020-10-29T02:55:02.576331", "duration": 0.107002, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "display_data", "metadata": {}, "data": {"text/html": "        <script type=\"text/javascript\">\n        window.PlotlyConfig = {MathJaxConfig: 'local'};\n        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n        if (typeof require !== 'undefined') {\n        require.undef(\"plotly\");\n        requirejs.config({\n            paths: {\n                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n            }\n        });\n        require(['plotly'], function(Plotly) {\n            window._Plotly = Plotly;\n        });\n        }\n        </script>\n        "}}, {"output_type": "display_data", "metadata": {}, "data": {"application/vnd.plotly.v1+json": {"config": {"displayModeBar": false, "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": false}, "data": [{"colorbar": {"title": {"text": "Missing"}}, "colorscale": [[0.0, "rgb(255,255,255)"], [0.125, "rgb(240,240,240)"], [0.25, "rgb(217,217,217)"], [0.375, "rgb(189,189,189)"], [0.5, "rgb(150,150,150)"], [0.625, "rgb(115,115,115)"], [0.75, "rgb(82,82,82)"], [0.875, "rgb(37,37,37)"], [1.0, "rgb(0,0,0)"]], "type": "heatmap", "x": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "y": ["target", "proline", "od280/od315_of_diluted_wines", "hue", "color_intensity", "proanthocyanins", "nonflavanoid_phenols", "flavanoids", "total_phenols", "magnesium", "alcalinity_of_ash", "ash", "malic_acid", "alcohol"], "ygap": 1, "z": [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "zmax": 1, "zmin": 0}], "layout": {"autosize": false, "height": 750, "paper_bgcolor": "rgb(0,0,0,0)", "plot_bgcolor": "rgb(0,0,0,0)", "template": {"data": {"bar": [{"error_x": {"color": "#2a3f5f"}, "error_y": {"color": "#2a3f5f"}, "marker": {"line": {"color": "#E5ECF6", "width": 0.5}}, "type": "bar"}], "barpolar": [{"marker": {"line": {"color": "#E5ECF6", "width": 0.5}}, "type": "barpolar"}], "carpet": [{"aaxis": {"endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f"}, "baxis": {"endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f"}, "type": "carpet"}], "choropleth": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "choropleth"}], "contour": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "contour"}], "contourcarpet": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "contourcarpet"}], "heatmap": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "heatmap"}], "heatmapgl": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "heatmapgl"}], "histogram": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "histogram"}], "histogram2d": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "histogram2d"}], "histogram2dcontour": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "histogram2dcontour"}], "mesh3d": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "mesh3d"}], "parcoords": [{"line": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "parcoords"}], "pie": [{"automargin": true, "type": "pie"}], "scatter": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatter"}], "scatter3d": [{"line": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatter3d"}], "scattercarpet": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattercarpet"}], "scattergeo": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattergeo"}], "scattergl": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattergl"}], "scattermapbox": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattermapbox"}], "scatterpolar": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterpolar"}], "scatterpolargl": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterpolargl"}], "scatterternary": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterternary"}], "surface": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "surface"}], "table": [{"cells": {"fill": {"color": "#EBF0F8"}, "line": {"color": "white"}}, "header": {"fill": {"color": "#C8D4E3"}, "line": {"color": "white"}}, "type": "table"}]}, "layout": {"annotationdefaults": {"arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1}, "coloraxis": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "colorscale": {"diverging": [[0, "#8e0152"], [0.1, "#c51b7d"], [0.2, "#de77ae"], [0.3, "#f1b6da"], [0.4, "#fde0ef"], [0.5, "#f7f7f7"], [0.6, "#e6f5d0"], [0.7, "#b8e186"], [0.8, "#7fbc41"], [0.9, "#4d9221"], [1, "#276419"]], "sequential": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "sequentialminus": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]]}, "colorway": ["#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52"], "font": {"color": "#2a3f5f"}, "geo": {"bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white"}, "hoverlabel": {"align": "left"}, "hovermode": "closest", "mapbox": {"style": "light"}, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": {"angularaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "bgcolor": "#E5ECF6", "radialaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}}, "scene": {"xaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}, "yaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}, "zaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}}, "shapedefaults": {"line": {"color": "#2a3f5f"}}, "ternary": {"aaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "baxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "bgcolor": "#E5ECF6", "caxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}}, "title": {"x": 0.05}, "xaxis": {"automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": {"standoff": 15}, "zerolinecolor": "white", "zerolinewidth": 2}, "yaxis": {"automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": {"standoff": 15}, "zerolinecolor": "white", "zerolinewidth": 2}}}, "title": {"font": {"size": 25}, "text": "Data Heatmap"}, "width": 750, "xaxis": {"showgrid": false, "ticks": "", "title": {"text": "Record #"}}, "yaxis": {"automargin": true, "showgrid": false, "ticks": "", "title": {"text": "Variable"}}}}, "text/html": "<div>                            <div id=\"715a7320-a602-481c-9f6e-9357dc8566b4\" class=\"plotly-graph-div\" style=\"height:750px; width:750px;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"715a7320-a602-481c-9f6e-9357dc8566b4\")) {                    Plotly.newPlot(                        \"715a7320-a602-481c-9f6e-9357dc8566b4\",                        [{\"colorbar\": {\"title\": {\"text\": \"Missing\"}}, \"colorscale\": [[0.0, \"rgb(255,255,255)\"], [0.125, \"rgb(240,240,240)\"], [0.25, \"rgb(217,217,217)\"], [0.375, \"rgb(189,189,189)\"], [0.5, \"rgb(150,150,150)\"], [0.625, \"rgb(115,115,115)\"], [0.75, \"rgb(82,82,82)\"], [0.875, \"rgb(37,37,37)\"], [1.0, \"rgb(0,0,0)\"]], \"type\": \"heatmap\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], \"y\": [\"target\", \"proline\", \"od280/od315_of_diluted_wines\", \"hue\", \"color_intensity\", \"proanthocyanins\", \"nonflavanoid_phenols\", \"flavanoids\", \"total_phenols\", \"magnesium\", \"alcalinity_of_ash\", \"ash\", \"malic_acid\", \"alcohol\"], \"ygap\": 1, \"z\": [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], \"zmax\": 1, \"zmin\": 0}],                        {\"autosize\": false, \"height\": 750, \"paper_bgcolor\": \"rgb(0,0,0,0)\", \"plot_bgcolor\": \"rgb(0,0,0,0)\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"size\": 25}, \"text\": \"Data Heatmap\"}, \"width\": 750, \"xaxis\": {\"showgrid\": false, \"ticks\": \"\", \"title\": {\"text\": \"Record #\"}}, \"yaxis\": {\"automargin\": true, \"showgrid\": false, \"ticks\": \"\", \"title\": {\"text\": \"Variable\"}}},                        {\"displayModeBar\": false, \"responsive\": true}                    ).then(function(){\n                            \nvar gd = document.getElementById('715a7320-a602-481c-9f6e-9357dc8566b4');\nvar x = new MutationObserver(function (mutations, observer) {{\n        var display = window.getComputedStyle(gd).display;\n        if (!display || display === 'none') {{\n            console.log([gd, 'removed!']);\n            Plotly.purge(gd);\n            observer.disconnect();\n        }}\n}});\n\n// Listen for the removal of the full notebook cells\nvar notebookContainer = gd.closest('#notebook-container');\nif (notebookContainer) {{\n    x.observe(notebookContainer, {childList: true});\n}}\n\n// Listen for the clearing of the current output cell\nvar outputEl = gd.closest('.output');\nif (outputEl) {{\n    x.observe(outputEl, {childList: true});\n}}\n\n                        })                };                });            </script>        </div>"}}, {"output_type": "display_data", "metadata": {}, "data": {"text/plain": "None"}}, {"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "Heatmap Widget showing missing values."}, "execution_count": 7}], "source": "data_heatmap(df, viz_backend=\"plotly\", missing=True)"}], "metadata": {"kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"name": "python", "version": "3.7.9", "mimetype": "text/x-python", "codemirror_mode": {"name": "ipython", "version": 3}, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py"}, "papermill": {"default_parameters": {}, "duration": 9.409407, "end_time": "2020-10-29T02:55:03.132385", "environment_variables": {}, "exception": null, "input_path": "C:\\workspace\\data-describe\\examples\\Data_Heatmap.ipynb", "output_path": "C:\\workspace\\data-describe\\examples\\Data_Heatmap.ipynb", "parameters": {}, "start_time": "2020-10-29T02:54:53.722978", "version": "2.2.0"}, "widgets": {"application/vnd.jupyter.widget-state+json": {"state": {}, "version_major": 2, "version_minor": 0}}}, "nbformat": 4, "nbformat_minor": 4}