Plotly and Cufflinks
Plotly is a library that allows you to create interactive plots that you can use in dashboards or websites (you can save them as html files or static images).
Installation
In order for this all to work, you’ll need to install plotly and cufflinks to call plots directly off of a pandas dataframe. These libraries are not currently available through conda but are available through pip. Install the libraries at your command line/terminal using:
pip install plotly
pip install cufflinks
** NOTE: Make sure you only have one installation of Python on your computer when you do this, otherwise the installation may not work. **
Imports and Set-up
import pandas as pd
import numpy as np
#%matplotlib inline
from plotly import __version__
from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot
print(__version__) # requires version >= 1.9.0
4.3.0
import cufflinks as cf
# For Notebooks
init_notebook_mode(connected=True)
# For offline use
cf.go_offline()
Fake Data
df = pd.DataFrame(np.random.randn(100,4),columns='A B C D'.split())
df.head()
| A | B | C | D | |
|---|---|---|---|---|
| 0 | 1.443094 | 1.049955 | -2.171906 | 0.493646 |
| 1 | 0.215467 | -0.428265 | -1.846725 | -0.239502 |
| 2 | -0.540795 | -1.273190 | -0.326949 | 0.787827 |
| 3 | -0.790861 | 0.408180 | -1.324640 | 1.621891 |
| 4 | -0.865603 | 0.911266 | 1.180761 | 0.146927 |
df2 = pd.DataFrame({'Category':['A','B','C'],'Values':[32,43,50]})
df2.head()
| Category | Values | |
|---|---|---|
| 0 | A | 32 |
| 1 | B | 43 |
| 2 | C | 50 |
Using Cufflinks and iplot()
- scatter
- bar
- box
- spread
- ratio
- heatmap
- surface
- histogram
- bubble
Scatter
df.iplot(kind='scatter',x='A',y='B',mode='markers',size=10)
<div id="91765269-716f-4bd2-b1a9-514b53782658" class="plotly-graph-div" style="height:525px; width:100%;"></div>
<script type="text/javascript">
require(["plotly"], function(Plotly) {
window.PLOTLYENV=window.PLOTLYENV || {};
window.PLOTLYENV.BASE_URL='https://plot.ly';
if (document.getElementById("91765269-716f-4bd2-b1a9-514b53782658")) {
Plotly.newPlot(
'91765269-716f-4bd2-b1a9-514b53782658',
[{"line": {"color": "rgba(255, 153, 51, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "marker": {"size": 10, "symbol": "circle"}, "mode": "markers", "name": "B", "text": "", "type": "scatter", "x": [1.4430938529076065, 0.21546657757723303, -0.5407947903142395, -0.7908612658330378, -0.8656031384884543, -1.4760605757203558, -0.0744980394773873, 0.10513814487608379, -0.9947735310122262, -0.1304937735467974, 1.692203998381951, -0.1369007919085108, -0.21105501714229025, -0.9936863166980452, -0.34640982497446215, 1.5141537117239598, 0.12892505478589958, -0.31666189982499576, 1.3161758984987586, -1.0720221087119493, -0.351929804841477, 1.9182199948679515, 1.9731282385455846, -0.38834039697671746, 0.15088998778303156, 0.5435595100988015, 1.1877521368445123, 0.6625622168684125, 1.762280497623462, 0.006580804643453561, 1.3159978072395653, 0.8509611012007505, 1.6200556642738022, -0.04070661961335169, -1.096670963214221, 0.5037502087264271, -0.16052030945900758, -1.1703093760438072, 1.5436995617718496, -0.7078226442095832, 1.0197384640243452, -2.166831958798532, -0.8676056997613739, 0.5770893664369249, -0.13143135735049682, 0.9841694638666082, -1.148940851861127, 2.132968847085139, 1.167022166305539, 0.7048534034082377, 0.7584954259520424, -0.1667564290605649, 0.2804433588775117, 1.723609573641113, -0.6990028496247089, 1.1695491686135198, 0.7064033210423212, 1.3834261383635968, -0.4946192781857277, 0.7161224086402186, -0.4667569038025088, -1.5192227588773672, -1.0679196053861189, -1.194728128581742, 0.21248674452864724, 0.6914949981927315, -0.759559922097263, 0.022228456574431305, 0.8721689279810639, -1.2660042013711916, 0.796455599724663, 1.2920244483254557, -1.064314220090697, -0.06453259511913911, 0.2657376216992744, -0.7150349998574225, -1.243865464433513, 0.14620813690683923, -0.5211730027145767, 0.881120512982295, 1.5227542308652078, -0.6471600714616916, -0.1889842731273635, 0.3617815784985615, 1.1591346926116266, 0.37825391336232184, 0.048759913111237674, -1.6664428984486728, -0.31346839275559785, 0.5586447349930872, -1.5162112219634285, -1.051988468443194, 1.2048689076313626, -1.3792946376967596, -1.4745321588932199, 0.15896878517115232, -0.2790465889360236, 0.4175742073473088, 0.14327897976040063, 0.9830632442379812], "y": [1.049955161703356, -0.42826533567110037, -1.2731900946054724, 0.4081796814840816, 0.9112661079362184, 1.9741785065846607, -1.3690246941988633, 0.3005677821132221, 0.7442180170061738, 0.13638577534695184, 0.6135318458082515, -0.7539739698114681, 1.034156252062301, -1.286608072740203, -0.7024577787615537, 0.22181129595884796, -0.3965228076253131, -0.9476876843978135, -0.4282435458771582, 0.6235333931171697, -2.1214932958212804, -0.6620557941071158, 1.490786046127426, -2.4889976450042184, 2.1955841261870264, -0.045737209627496424, 1.3799470596708914, -0.7561172285456346, -0.5671961053806014, -0.9866923686011387, -1.701278014038143, -2.16744122887206, -0.1657756912960571, 1.3346798961043551, -0.11356288475380538, -0.4373487757072635, 0.592337949877694, 0.25018907416406383, -0.03271474297152071, 2.0587807449918776, -0.2466720122660628, -0.04723181818541687, 0.7892640433450262, -0.13125526082607433, 0.8186476773948912, 0.36832405433812904, 0.07009270375238132, 1.7284914205566577, -0.05270340750267107, -0.7575468199097368, -0.056405415662887294, -0.30719160626293396, -0.10520753679672185, -0.9448081291941611, -0.3798641594447774, -0.761550815942026, -1.1386001859254813, 0.98911973016835, 1.1839051876772735, -0.29451641679594387, -0.11488670498701324, -1.0686240023166982, -0.9265844286149477, -1.1306680199548151, -0.12233910872018842, -0.8054538939753001, 0.19597902079490515, 1.0865670548786295, -0.3414138074559741, 0.7825577118127203, -2.024934840172436, 0.07287902177416956, -0.09873904269258478, 0.5060965364706068, -0.48744160340887926, -1.43884637768212, 1.6169849889308514, 1.5590236044079495, -0.4751469197743183, -1.0498359213971893, 0.8331059602729589, 0.00863685606384091, -1.3565377945340626, -0.48600732226634646, 0.4467191218400963, -1.1628518673948633, -0.2336365514934093, 1.8800347591481312, 0.794792749976506, -0.9121918321034651, 0.9230633621170863, -0.7354969755826778, -1.7078772131959359, 0.4207856704795994, 1.3265401365924463, -0.047752949729952, 1.9454252333177426, -1.351446772601626, 1.3442779462050904, -1.0538131175580103]}],
{"legend": {"bgcolor": "#F5F6F9", "font": {"color": "#4D5663"}}, "paper_bgcolor": "#F5F6F9", "plot_bgcolor": "#F5F6F9", "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": {"color": "#4D5663"}}, "xaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}},
{"showLink": true, "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "responsive": true}
).then(function(){
var gd = document.getElementById(‘91765269-716f-4bd2-b1a9-514b53782658’); var x = new MutationObserver(function (mutations, observer) {{ var display = window.getComputedStyle(gd).display; if (!display || display === ‘none’) {{ console.log([gd, ‘removed!']); Plotly.purge(gd); observer.disconnect(); }} }});
// Listen for the removal of the full notebook cells var notebookContainer = gd.closest('#notebook-container’); if (notebookContainer) {{ x.observe(notebookContainer, {childList: true}); }}
// Listen for the clearing of the current output cell var outputEl = gd.closest('.output'); if (outputEl) {{ x.observe(outputEl, {childList: true}); }}
})
};
});
</script>
</div>
Bar Plots
df2.iplot(kind='bar',x='Category',y='Values')
<div id="175d443f-d88d-41c4-87cd-da4fa7be292e" class="plotly-graph-div" style="height:525px; width:100%;"></div>
<script type="text/javascript">
require(["plotly"], function(Plotly) {
window.PLOTLYENV=window.PLOTLYENV || {};
window.PLOTLYENV.BASE_URL='https://plot.ly';
if (document.getElementById("175d443f-d88d-41c4-87cd-da4fa7be292e")) {
Plotly.newPlot(
'175d443f-d88d-41c4-87cd-da4fa7be292e',
[{"marker": {"color": "rgba(255, 153, 51, 0.6)", "line": {"color": "rgba(255, 153, 51, 1.0)", "width": 1}}, "name": "Values", "orientation": "v", "text": "", "type": "bar", "x": ["A", "B", "C"], "y": [32, 43, 50]}],
{"legend": {"bgcolor": "#F5F6F9", "font": {"color": "#4D5663"}}, "paper_bgcolor": "#F5F6F9", "plot_bgcolor": "#F5F6F9", "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": {"color": "#4D5663"}}, "xaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}},
{"showLink": true, "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "responsive": true}
).then(function(){
var gd = document.getElementById(‘175d443f-d88d-41c4-87cd-da4fa7be292e’); var x = new MutationObserver(function (mutations, observer) {{ var display = window.getComputedStyle(gd).display; if (!display || display === ‘none’) {{ console.log([gd, ‘removed!']); Plotly.purge(gd); observer.disconnect(); }} }});
// Listen for the removal of the full notebook cells var notebookContainer = gd.closest('#notebook-container’); if (notebookContainer) {{ x.observe(notebookContainer, {childList: true}); }}
// Listen for the clearing of the current output cell var outputEl = gd.closest('.output'); if (outputEl) {{ x.observe(outputEl, {childList: true}); }}
})
};
});
</script>
</div>
df.count().iplot(kind='bar')
<div id="8387ca92-054b-42ed-bb9d-e01e412b50af" class="plotly-graph-div" style="height:525px; width:100%;"></div>
<script type="text/javascript">
require(["plotly"], function(Plotly) {
window.PLOTLYENV=window.PLOTLYENV || {};
window.PLOTLYENV.BASE_URL='https://plot.ly';
if (document.getElementById("8387ca92-054b-42ed-bb9d-e01e412b50af")) {
Plotly.newPlot(
'8387ca92-054b-42ed-bb9d-e01e412b50af',
[{"marker": {"color": "rgba(255, 153, 51, 0.6)", "line": {"color": "rgba(255, 153, 51, 1.0)", "width": 1}}, "name": "None", "orientation": "v", "text": "", "type": "bar", "x": ["A", "B", "C", "D"], "y": [100, 100, 100, 100]}],
{"legend": {"bgcolor": "#F5F6F9", "font": {"color": "#4D5663"}}, "paper_bgcolor": "#F5F6F9", "plot_bgcolor": "#F5F6F9", "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": {"color": "#4D5663"}}, "xaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}},
{"showLink": true, "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "responsive": true}
).then(function(){
var gd = document.getElementById(‘8387ca92-054b-42ed-bb9d-e01e412b50af’); var x = new MutationObserver(function (mutations, observer) {{ var display = window.getComputedStyle(gd).display; if (!display || display === ‘none’) {{ console.log([gd, ‘removed!']); Plotly.purge(gd); observer.disconnect(); }} }});
// Listen for the removal of the full notebook cells var notebookContainer = gd.closest('#notebook-container’); if (notebookContainer) {{ x.observe(notebookContainer, {childList: true}); }}
// Listen for the clearing of the current output cell var outputEl = gd.closest('.output'); if (outputEl) {{ x.observe(outputEl, {childList: true}); }}
})
};
});
</script>
</div>
Boxplots
df.iplot(kind='box')
<div id="e678dca6-2769-43dd-bff3-09bfe70eea32" class="plotly-graph-div" style="height:525px; width:100%;"></div>
<script type="text/javascript">
require(["plotly"], function(Plotly) {
window.PLOTLYENV=window.PLOTLYENV || {};
window.PLOTLYENV.BASE_URL='https://plot.ly';
if (document.getElementById("e678dca6-2769-43dd-bff3-09bfe70eea32")) {
Plotly.newPlot(
'e678dca6-2769-43dd-bff3-09bfe70eea32',
[{"boxpoints": false, "line": {"width": 1.3}, "marker": {"color": "rgba(255, 153, 51, 1.0)"}, "name": "A", "orientation": "v", "type": "box", "y": [1.4430938529076065, 0.21546657757723303, -0.5407947903142395, -0.7908612658330378, -0.8656031384884543, -1.4760605757203558, -0.0744980394773873, 0.10513814487608379, -0.9947735310122262, -0.1304937735467974, 1.692203998381951, -0.1369007919085108, -0.21105501714229025, -0.9936863166980452, -0.34640982497446215, 1.5141537117239598, 0.12892505478589958, -0.31666189982499576, 1.3161758984987586, -1.0720221087119493, -0.351929804841477, 1.9182199948679515, 1.9731282385455846, -0.38834039697671746, 0.15088998778303156, 0.5435595100988015, 1.1877521368445123, 0.6625622168684125, 1.762280497623462, 0.006580804643453561, 1.3159978072395653, 0.8509611012007505, 1.6200556642738022, -0.04070661961335169, -1.096670963214221, 0.5037502087264271, -0.16052030945900758, -1.1703093760438072, 1.5436995617718496, -0.7078226442095832, 1.0197384640243452, -2.166831958798532, -0.8676056997613739, 0.5770893664369249, -0.13143135735049682, 0.9841694638666082, -1.148940851861127, 2.132968847085139, 1.167022166305539, 0.7048534034082377, 0.7584954259520424, -0.1667564290605649, 0.2804433588775117, 1.723609573641113, -0.6990028496247089, 1.1695491686135198, 0.7064033210423212, 1.3834261383635968, -0.4946192781857277, 0.7161224086402186, -0.4667569038025088, -1.5192227588773672, -1.0679196053861189, -1.194728128581742, 0.21248674452864724, 0.6914949981927315, -0.759559922097263, 0.022228456574431305, 0.8721689279810639, -1.2660042013711916, 0.796455599724663, 1.2920244483254557, -1.064314220090697, -0.06453259511913911, 0.2657376216992744, -0.7150349998574225, -1.243865464433513, 0.14620813690683923, -0.5211730027145767, 0.881120512982295, 1.5227542308652078, -0.6471600714616916, -0.1889842731273635, 0.3617815784985615, 1.1591346926116266, 0.37825391336232184, 0.048759913111237674, -1.6664428984486728, -0.31346839275559785, 0.5586447349930872, -1.5162112219634285, -1.051988468443194, 1.2048689076313626, -1.3792946376967596, -1.4745321588932199, 0.15896878517115232, -0.2790465889360236, 0.4175742073473088, 0.14327897976040063, 0.9830632442379812]}, {"boxpoints": false, "line": {"width": 1.3}, "marker": {"color": "rgba(55, 128, 191, 1.0)"}, "name": "B", "orientation": "v", "type": "box", "y": [1.049955161703356, -0.42826533567110037, -1.2731900946054724, 0.4081796814840816, 0.9112661079362184, 1.9741785065846607, -1.3690246941988633, 0.3005677821132221, 0.7442180170061738, 0.13638577534695184, 0.6135318458082515, -0.7539739698114681, 1.034156252062301, -1.286608072740203, -0.7024577787615537, 0.22181129595884796, -0.3965228076253131, -0.9476876843978135, -0.4282435458771582, 0.6235333931171697, -2.1214932958212804, -0.6620557941071158, 1.490786046127426, -2.4889976450042184, 2.1955841261870264, -0.045737209627496424, 1.3799470596708914, -0.7561172285456346, -0.5671961053806014, -0.9866923686011387, -1.701278014038143, -2.16744122887206, -0.1657756912960571, 1.3346798961043551, -0.11356288475380538, -0.4373487757072635, 0.592337949877694, 0.25018907416406383, -0.03271474297152071, 2.0587807449918776, -0.2466720122660628, -0.04723181818541687, 0.7892640433450262, -0.13125526082607433, 0.8186476773948912, 0.36832405433812904, 0.07009270375238132, 1.7284914205566577, -0.05270340750267107, -0.7575468199097368, -0.056405415662887294, -0.30719160626293396, -0.10520753679672185, -0.9448081291941611, -0.3798641594447774, -0.761550815942026, -1.1386001859254813, 0.98911973016835, 1.1839051876772735, -0.29451641679594387, -0.11488670498701324, -1.0686240023166982, -0.9265844286149477, -1.1306680199548151, -0.12233910872018842, -0.8054538939753001, 0.19597902079490515, 1.0865670548786295, -0.3414138074559741, 0.7825577118127203, -2.024934840172436, 0.07287902177416956, -0.09873904269258478, 0.5060965364706068, -0.48744160340887926, -1.43884637768212, 1.6169849889308514, 1.5590236044079495, -0.4751469197743183, -1.0498359213971893, 0.8331059602729589, 0.00863685606384091, -1.3565377945340626, -0.48600732226634646, 0.4467191218400963, -1.1628518673948633, -0.2336365514934093, 1.8800347591481312, 0.794792749976506, -0.9121918321034651, 0.9230633621170863, -0.7354969755826778, -1.7078772131959359, 0.4207856704795994, 1.3265401365924463, -0.047752949729952, 1.9454252333177426, -1.351446772601626, 1.3442779462050904, -1.0538131175580103]}, {"boxpoints": false, "line": {"width": 1.3}, "marker": {"color": "rgba(50, 171, 96, 1.0)"}, "name": "C", "orientation": "v", "type": "box", "y": [-2.1719056491738, -1.8467249196192983, -0.32694918154403235, -1.3246401584537104, 1.1807609689180247, 0.09480442974909177, -0.3671111106075462, -0.4711502061706325, 0.9434641710495008, 0.8079755433613679, -0.15562947555179465, 0.6050821367496859, -0.18976090241729407, -1.2410744958593123, -1.2308343120964556, 1.0085205818276777, 1.4693249555568306, 0.7253143010776448, -0.8301256172007058, 1.8384812691052081, -0.5369568583710973, -0.5930018620792575, -0.8393402600756779, 0.9156670299318437, -1.988136747934628, 0.2796765588942437, -0.8235596865775022, 0.9258532489709973, -0.31511423232933106, -0.6809679269593999, -1.1030955963681102, -0.41092994634318575, 0.24428007268417756, -1.2942417109329043, 0.7236378227978107, -1.1822262478125882, 0.19475718156857472, -0.6131375911952425, -0.3095261565207663, -1.2032938596213816, 0.8380357141764102, 0.5660753996717188, -0.6178855367460464, -0.9312297759435894, -0.8108278349144591, -0.40590558089859197, -1.0646369851409145, 0.651290799858866, -0.10148541724668546, 0.5352832606000745, -1.5378235676704772, -1.5756383888829057, 0.15230092441606893, 1.1907467654562618, 0.9823816872212577, -1.1896174980654868, -0.6921280151540408, 1.7591440082543313, -1.024043048807865, -1.4389244507922974, 1.4214865269654062, -0.4726650620483328, 1.7068216820491338, 0.6422390451034639, 0.18834397834036268, 0.635744690788909, 0.4910315841070782, -0.05118701002042919, 1.2286608997158326, 0.045013788949021326, -0.3225269211435687, -0.8567464744988473, 1.679311460632762, 0.27002001126599473, 0.3189907234684933, -0.7081409947334381, -2.0704113292806365, -1.3842403907898198, 0.3997436860872823, -1.1671957523280363, -2.8734969822122802, -1.8604097597083222, -0.6173042309174221, 0.08522423902630341, 0.05120010887873742, -1.2953921429898931, -0.15153796223182928, 1.1263115586712897, -1.452001716957132, 0.812105624039726, 0.759182788745203, 0.38416118948448297, 0.8812608200039891, -1.8638888079880438, 0.19639270500406805, -0.8432507720250255, 2.5275262787376684, 1.293634598974227, -0.5805425898802345, -0.44784029792615415]}, {"boxpoints": false, "line": {"width": 1.3}, "marker": {"color": "rgba(128, 0, 128, 1.0)"}, "name": "D", "orientation": "v", "type": "box", "y": [0.4936460599036785, -0.23950189174458203, 0.787826532834424, 1.6218906708569216, 0.14692667967207593, 1.8687215739097855, 0.23066905162127188, 0.026996461486848325, 2.151097372606241, 2.4394207056126755, -0.08657531921031929, 0.014924265438812237, 2.6593888580385743, 0.5152735475803955, 0.5622519090001562, 0.401635329701252, -0.08659802491596807, -1.165543845559547, 0.8244356339511225, -2.11336698654637, -0.35314530770827085, -0.8308943564762241, 2.1900128815687334, 0.504318795688291, -1.4538204874744098, -0.3232589471091818, 2.13660626883115, 1.3553922949621742, 1.605546151744719, 0.27884150320751255, -0.9500563704498031, -0.6255009081531215, -0.5088708338891568, 0.8398283043356619, 1.3485884699110402, 1.8666428468092862, 0.04547596768375024, 0.5464241721324268, -0.36404425968108417, -1.0177618050749744, 0.013431696116402755, -1.789199192662988, 0.012769546199602737, 0.1535996279182816, -2.717383567108027, 0.12252478655860585, -0.39952981236458673, -0.28852157053700295, 0.6010204074559363, -1.205813167362976, 1.2894485072228832, 2.5585620046843998, -0.7577346914669658, -1.0885330825612478, -2.228941108530018, 0.5861230022910491, -0.6082077147766836, 0.7426430198538548, -0.4820998268163591, 2.046399036359828, -0.8106255125172253, 1.5973196460767503, 1.0080193788484948, 1.0579108814883447, 0.09107918776187489, -0.8291413628514889, 0.5504905060906493, 0.4664216496393088, -0.9872895522573563, -1.1063715880748848, 0.5104355199119975, -0.40822874377283114, -1.1719971610467275, 0.5353851414412951, -0.3163255509276452, -0.716054830069594, 0.33195639977501645, 0.8216560810576785, 1.6475343422254514, -0.8548999389250493, -0.5644267577031428, -0.5345694961356798, -0.2670221008926948, -0.24673707335568168, 0.35678927774506153, -1.1191509341262875, -1.6300288181893052, 1.6479147337597981, -1.304376159861575, 1.0111535263032327, -0.38203935330228295, -0.16298615882141124, -0.8611283900800366, 0.8535480441521892, 1.0342566774529574, -0.44355853279257873, -1.730285592921243, -0.5751700142178594, -0.8073914583298634, 0.44061141043955276]}],
{"legend": {"bgcolor": "#F5F6F9", "font": {"color": "#4D5663"}}, "paper_bgcolor": "#F5F6F9", "plot_bgcolor": "#F5F6F9", "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": {"color": "#4D5663"}}, "xaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}},
{"showLink": true, "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "responsive": true}
).then(function(){
var gd = document.getElementById(‘e678dca6-2769-43dd-bff3-09bfe70eea32’); var x = new MutationObserver(function (mutations, observer) {{ var display = window.getComputedStyle(gd).display; if (!display || display === ‘none’) {{ console.log([gd, ‘removed!']); Plotly.purge(gd); observer.disconnect(); }} }});
// Listen for the removal of the full notebook cells var notebookContainer = gd.closest('#notebook-container’); if (notebookContainer) {{ x.observe(notebookContainer, {childList: true}); }}
// Listen for the clearing of the current output cell var outputEl = gd.closest('.output'); if (outputEl) {{ x.observe(outputEl, {childList: true}); }}
})
};
});
</script>
</div>
3d Surface
df3 = pd.DataFrame({'x':[1,2,3,4,5],'y':[10,20,30,20,10],'z':[5,4,3,2,1]})
df3.iplot(kind='surface',colorscale='rdylbu')
<div id="825f4807-44e8-4f6a-8fa7-319ff314df1f" class="plotly-graph-div" style="height:525px; width:100%;"></div>
<script type="text/javascript">
require(["plotly"], function(Plotly) {
window.PLOTLYENV=window.PLOTLYENV || {};
window.PLOTLYENV.BASE_URL='https://plot.ly';
if (document.getElementById("825f4807-44e8-4f6a-8fa7-319ff314df1f")) {
Plotly.newPlot(
'825f4807-44e8-4f6a-8fa7-319ff314df1f',
[{"colorscale": [[0.0, "rgb(165,0,38)"], [0.1, "rgb(215,48,39)"], [0.2, "rgb(244,109,67)"], [0.3, "rgb(253,174,97)"], [0.4, "rgb(254,224,144)"], [0.5, "rgb(255,255,191)"], [0.6, "rgb(224,243,248)"], [0.7, "rgb(171,217,233)"], [0.8, "rgb(116,173,209)"], [0.9, "rgb(69,117,180)"], [1.0, "rgb(49,54,149)"]], "type": "surface", "x": [0, 1, 2, 3, 4], "y": ["x", "y", "z"], "z": [[1, 2, 3, 4, 5], [10, 20, 30, 20, 10], [5, 4, 3, 2, 1]]}],
{"legend": {"bgcolor": "#F5F6F9", "font": {"color": "#4D5663"}}, "paper_bgcolor": "#F5F6F9", "plot_bgcolor": "#F5F6F9", "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": {"color": "#4D5663"}}, "xaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}},
{"showLink": true, "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "responsive": true}
).then(function(){
var gd = document.getElementById(‘825f4807-44e8-4f6a-8fa7-319ff314df1f’); var x = new MutationObserver(function (mutations, observer) {{ var display = window.getComputedStyle(gd).display; if (!display || display === ‘none’) {{ console.log([gd, ‘removed!']); Plotly.purge(gd); observer.disconnect(); }} }});
// Listen for the removal of the full notebook cells var notebookContainer = gd.closest('#notebook-container’); if (notebookContainer) {{ x.observe(notebookContainer, {childList: true}); }}
// Listen for the clearing of the current output cell var outputEl = gd.closest('.output'); if (outputEl) {{ x.observe(outputEl, {childList: true}); }}
})
};
});
</script>
</div>
Spread
df[['A','B']].iplot(kind='spread')
<div id="b460a593-440a-4c30-a40b-ff8d3192d37c" class="plotly-graph-div" style="height:525px; width:100%;"></div>
<script type="text/javascript">
require(["plotly"], function(Plotly) {
window.PLOTLYENV=window.PLOTLYENV || {};
window.PLOTLYENV.BASE_URL='https://plot.ly';
if (document.getElementById("b460a593-440a-4c30-a40b-ff8d3192d37c")) {
Plotly.newPlot(
'b460a593-440a-4c30-a40b-ff8d3192d37c',
[{"line": {"color": "rgba(255, 153, 51, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "mode": "lines", "name": "A", "text": "", "type": "scatter", "x": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99], "y": [1.4430938529076065, 0.21546657757723303, -0.5407947903142395, -0.7908612658330378, -0.8656031384884543, -1.4760605757203558, -0.0744980394773873, 0.10513814487608379, -0.9947735310122262, -0.1304937735467974, 1.692203998381951, -0.1369007919085108, -0.21105501714229025, -0.9936863166980452, -0.34640982497446215, 1.5141537117239598, 0.12892505478589958, -0.31666189982499576, 1.3161758984987586, -1.0720221087119493, -0.351929804841477, 1.9182199948679515, 1.9731282385455846, -0.38834039697671746, 0.15088998778303156, 0.5435595100988015, 1.1877521368445123, 0.6625622168684125, 1.762280497623462, 0.006580804643453561, 1.3159978072395653, 0.8509611012007505, 1.6200556642738022, -0.04070661961335169, -1.096670963214221, 0.5037502087264271, -0.16052030945900758, -1.1703093760438072, 1.5436995617718496, -0.7078226442095832, 1.0197384640243452, -2.166831958798532, -0.8676056997613739, 0.5770893664369249, -0.13143135735049682, 0.9841694638666082, -1.148940851861127, 2.132968847085139, 1.167022166305539, 0.7048534034082377, 0.7584954259520424, -0.1667564290605649, 0.2804433588775117, 1.723609573641113, -0.6990028496247089, 1.1695491686135198, 0.7064033210423212, 1.3834261383635968, -0.4946192781857277, 0.7161224086402186, -0.4667569038025088, -1.5192227588773672, -1.0679196053861189, -1.194728128581742, 0.21248674452864724, 0.6914949981927315, -0.759559922097263, 0.022228456574431305, 0.8721689279810639, -1.2660042013711916, 0.796455599724663, 1.2920244483254557, -1.064314220090697, -0.06453259511913911, 0.2657376216992744, -0.7150349998574225, -1.243865464433513, 0.14620813690683923, -0.5211730027145767, 0.881120512982295, 1.5227542308652078, -0.6471600714616916, -0.1889842731273635, 0.3617815784985615, 1.1591346926116266, 0.37825391336232184, 0.048759913111237674, -1.6664428984486728, -0.31346839275559785, 0.5586447349930872, -1.5162112219634285, -1.051988468443194, 1.2048689076313626, -1.3792946376967596, -1.4745321588932199, 0.15896878517115232, -0.2790465889360236, 0.4175742073473088, 0.14327897976040063, 0.9830632442379812]}, {"line": {"color": "rgba(55, 128, 191, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "mode": "lines", "name": "B", "text": "", "type": "scatter", "x": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99], "y": [1.049955161703356, -0.42826533567110037, -1.2731900946054724, 0.4081796814840816, 0.9112661079362184, 1.9741785065846607, -1.3690246941988633, 0.3005677821132221, 0.7442180170061738, 0.13638577534695184, 0.6135318458082515, -0.7539739698114681, 1.034156252062301, -1.286608072740203, -0.7024577787615537, 0.22181129595884796, -0.3965228076253131, -0.9476876843978135, -0.4282435458771582, 0.6235333931171697, -2.1214932958212804, -0.6620557941071158, 1.490786046127426, -2.4889976450042184, 2.1955841261870264, -0.045737209627496424, 1.3799470596708914, -0.7561172285456346, -0.5671961053806014, -0.9866923686011387, -1.701278014038143, -2.16744122887206, -0.1657756912960571, 1.3346798961043551, -0.11356288475380538, -0.4373487757072635, 0.592337949877694, 0.25018907416406383, -0.03271474297152071, 2.0587807449918776, -0.2466720122660628, -0.04723181818541687, 0.7892640433450262, -0.13125526082607433, 0.8186476773948912, 0.36832405433812904, 0.07009270375238132, 1.7284914205566577, -0.05270340750267107, -0.7575468199097368, -0.056405415662887294, -0.30719160626293396, -0.10520753679672185, -0.9448081291941611, -0.3798641594447774, -0.761550815942026, -1.1386001859254813, 0.98911973016835, 1.1839051876772735, -0.29451641679594387, -0.11488670498701324, -1.0686240023166982, -0.9265844286149477, -1.1306680199548151, -0.12233910872018842, -0.8054538939753001, 0.19597902079490515, 1.0865670548786295, -0.3414138074559741, 0.7825577118127203, -2.024934840172436, 0.07287902177416956, -0.09873904269258478, 0.5060965364706068, -0.48744160340887926, -1.43884637768212, 1.6169849889308514, 1.5590236044079495, -0.4751469197743183, -1.0498359213971893, 0.8331059602729589, 0.00863685606384091, -1.3565377945340626, -0.48600732226634646, 0.4467191218400963, -1.1628518673948633, -0.2336365514934093, 1.8800347591481312, 0.794792749976506, -0.9121918321034651, 0.9230633621170863, -0.7354969755826778, -1.7078772131959359, 0.4207856704795994, 1.3265401365924463, -0.047752949729952, 1.9454252333177426, -1.351446772601626, 1.3442779462050904, -1.0538131175580103]}, {"connectgaps": false, "fill": "tozeroy", "line": {"color": "green", "dash": "solid", "shape": "linear", "width": 0.5}, "mode": "lines", "name": "Spread", "showlegend": false, "type": "scatter", "x": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99], "xaxis": "x2", "y": [0.3931386912042505, 0.6437319132483335, 0.7323953042912329, "", "", "", 1.294526654721476, "", "", "", 1.0786721525736995, 0.6170731779029573, "", 0.29292175604215775, 0.35604795378709153, 1.2923424157651118, 0.5254478624112127, 0.6310257845728178, 1.7444194443759167, "", 1.7695634909798035, 2.5802757889750674, 0.48234219241815857, 2.1006572480275008, "", 0.5892967197262979, "", 1.418679445414047, 2.3294766030040632, 0.9932731732445923, 3.017275821277708, 3.018402330072811, 1.7858313555698593, "", "", 0.9410989844336906, "", "", 1.5764143047433703, "", 1.266410476290408, "", "", 0.7083446272629992, "", 0.6158454095284791, "", 0.4044774265284812, 1.21972557380821, 1.4624002233179745, 0.8149008416149297, 0.14043517720236906, 0.38565089567423355, 2.6684177028352742, "", 1.9310999845555457, 1.8450035069678026, 0.39430640819524687, "", 1.0106388254361625, "", "", "", "", 0.3348258532488357, 1.4969488921680316, "", "", 1.213582735437038, "", 2.8213904398970993, 1.2191454265512862, "", "", 0.7531792251081537, 0.7238113778246976, "", "", "", 1.9309564343794843, 0.6896482705922489, "", 1.1675535214066992, 0.847788900764908, 0.7124155707715303, 1.541105780757185, 0.28239646460464696, "", "", 1.4708365670965522, "", "", 2.9127461208272987, "", "", 0.20672173490110432, "", 1.7690209799489347, "", 2.0368763617959917], "yaxis": "y2"}, {"connectgaps": false, "fill": "tozeroy", "line": {"color": "red", "dash": "solid", "shape": "linear", "width": 0.5}, "mode": "lines", "name": "Spread", "showlegend": false, "type": "scatter", "x": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99], "xaxis": "x2", "y": ["", "", "", -1.1990409473171195, -1.7768692464246727, -3.4502390823050164, "", -0.1954296372371383, -1.7389915480184, -0.2668795488937492, "", "", -1.2452112692045914, "", "", "", "", "", "", -1.6955555018291188, "", "", "", "", -2.0446941384039947, "", -0.19219492282637907, "", "", "", "", "", "", -1.3753865157177068, -0.9831080784604157, "", -0.7528582593367015, -1.420498450207871, "", -2.7666033892014608, "", -2.119600140613115, -1.6568697431064001, "", -0.950079034745388, "", -1.2190335556135083, "", "", "", "", "", "", "", -0.3191386901799315, "", "", "", -1.6785244658630012, "", -0.3518701988154955, -0.45059875656066906, -0.14133517677117113, -0.06406010862692679, "", "", -0.9555389428921681, -1.0643385983041982, "", -2.048561913183912, "", "", -0.9655751773981122, -0.5706291315897459, "", "", -2.8608504533643644, -1.4128154675011102, -0.046026082940258395, "", "", -0.6557969275255325, "", "", "", "", "", -3.546477657596804, -1.1082611427321039, "", -2.439274584080515, -0.31649149286051614, "", -1.800080308176359, -2.801072295485666, "", -2.2244718222537663, "", -1.2009989664446898, ""], "yaxis": "y2"}],
{"hovermode": "x", "legend": {"bgcolor": "#F5F6F9", "font": {"color": "#4D5663"}}, "paper_bgcolor": "#F5F6F9", "plot_bgcolor": "#F5F6F9", "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": {"color": "#4D5663"}}, "xaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis2": {"anchor": "y2", "gridcolor": "#E1E5ED", "showgrid": true, "showticklabels": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis": {"domain": [0.3, 1], "gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis2": {"domain": [0, 0.25], "gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": "Spread"}, "zerolinecolor": "#E1E5ED"}},
{"showLink": true, "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "responsive": true}
).then(function(){
var gd = document.getElementById(‘b460a593-440a-4c30-a40b-ff8d3192d37c’); var x = new MutationObserver(function (mutations, observer) {{ var display = window.getComputedStyle(gd).display; if (!display || display === ‘none’) {{ console.log([gd, ‘removed!']); Plotly.purge(gd); observer.disconnect(); }} }});
// Listen for the removal of the full notebook cells var notebookContainer = gd.closest('#notebook-container’); if (notebookContainer) {{ x.observe(notebookContainer, {childList: true}); }}
// Listen for the clearing of the current output cell var outputEl = gd.closest('.output'); if (outputEl) {{ x.observe(outputEl, {childList: true}); }}
})
};
});
</script>
</div>
histogram
df['A'].iplot(kind='hist',bins=25)
<div id="7df79106-41c2-4781-b52d-a26a4871422b" class="plotly-graph-div" style="height:525px; width:100%;"></div>
<script type="text/javascript">
require(["plotly"], function(Plotly) {
window.PLOTLYENV=window.PLOTLYENV || {};
window.PLOTLYENV.BASE_URL='https://plot.ly';
if (document.getElementById("7df79106-41c2-4781-b52d-a26a4871422b")) {
Plotly.newPlot(
'7df79106-41c2-4781-b52d-a26a4871422b',
[{"histfunc": "count", "histnorm": "", "marker": {"color": "rgba(255, 153, 51, 1.0)", "line": {"color": "#4D5663", "width": 1.3}}, "name": "A", "nbinsx": 25, "opacity": 0.8, "orientation": "v", "type": "histogram", "x": [1.4430938529076065, 0.21546657757723303, -0.5407947903142395, -0.7908612658330378, -0.8656031384884543, -1.4760605757203558, -0.0744980394773873, 0.10513814487608379, -0.9947735310122262, -0.1304937735467974, 1.692203998381951, -0.1369007919085108, -0.21105501714229025, -0.9936863166980452, -0.34640982497446215, 1.5141537117239598, 0.12892505478589958, -0.31666189982499576, 1.3161758984987586, -1.0720221087119493, -0.351929804841477, 1.9182199948679515, 1.9731282385455846, -0.38834039697671746, 0.15088998778303156, 0.5435595100988015, 1.1877521368445123, 0.6625622168684125, 1.762280497623462, 0.006580804643453561, 1.3159978072395653, 0.8509611012007505, 1.6200556642738022, -0.04070661961335169, -1.096670963214221, 0.5037502087264271, -0.16052030945900758, -1.1703093760438072, 1.5436995617718496, -0.7078226442095832, 1.0197384640243452, -2.166831958798532, -0.8676056997613739, 0.5770893664369249, -0.13143135735049682, 0.9841694638666082, -1.148940851861127, 2.132968847085139, 1.167022166305539, 0.7048534034082377, 0.7584954259520424, -0.1667564290605649, 0.2804433588775117, 1.723609573641113, -0.6990028496247089, 1.1695491686135198, 0.7064033210423212, 1.3834261383635968, -0.4946192781857277, 0.7161224086402186, -0.4667569038025088, -1.5192227588773672, -1.0679196053861189, -1.194728128581742, 0.21248674452864724, 0.6914949981927315, -0.759559922097263, 0.022228456574431305, 0.8721689279810639, -1.2660042013711916, 0.796455599724663, 1.2920244483254557, -1.064314220090697, -0.06453259511913911, 0.2657376216992744, -0.7150349998574225, -1.243865464433513, 0.14620813690683923, -0.5211730027145767, 0.881120512982295, 1.5227542308652078, -0.6471600714616916, -0.1889842731273635, 0.3617815784985615, 1.1591346926116266, 0.37825391336232184, 0.048759913111237674, -1.6664428984486728, -0.31346839275559785, 0.5586447349930872, -1.5162112219634285, -1.051988468443194, 1.2048689076313626, -1.3792946376967596, -1.4745321588932199, 0.15896878517115232, -0.2790465889360236, 0.4175742073473088, 0.14327897976040063, 0.9830632442379812]}],
{"barmode": "overlay", "legend": {"bgcolor": "#F5F6F9", "font": {"color": "#4D5663"}}, "paper_bgcolor": "#F5F6F9", "plot_bgcolor": "#F5F6F9", "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": {"color": "#4D5663"}}, "xaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}},
{"showLink": true, "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "responsive": true}
).then(function(){
var gd = document.getElementById(‘7df79106-41c2-4781-b52d-a26a4871422b’); var x = new MutationObserver(function (mutations, observer) {{ var display = window.getComputedStyle(gd).display; if (!display || display === ‘none’) {{ console.log([gd, ‘removed!']); Plotly.purge(gd); observer.disconnect(); }} }});
// Listen for the removal of the full notebook cells var notebookContainer = gd.closest('#notebook-container’); if (notebookContainer) {{ x.observe(notebookContainer, {childList: true}); }}
// Listen for the clearing of the current output cell var outputEl = gd.closest('.output'); if (outputEl) {{ x.observe(outputEl, {childList: true}); }}
})
};
});
</script>
</div>
df.iplot(kind='bubble',x='A',y='B',size='C')
<div id="46c02392-e6c3-40f3-bc40-096de16f4885" class="plotly-graph-div" style="height:525px; width:100%;"></div>
<script type="text/javascript">
require(["plotly"], function(Plotly) {
window.PLOTLYENV=window.PLOTLYENV || {};
window.PLOTLYENV.BASE_URL='https://plot.ly';
if (document.getElementById("46c02392-e6c3-40f3-bc40-096de16f4885")) {
Plotly.newPlot(
'46c02392-e6c3-40f3-bc40-096de16f4885',
[{"marker": {"color": ["rgb(255, 153, 51)", "rgb(55, 128, 191)", "rgb(50, 171, 96)", "rgb(128, 0, 128)", "rgb(219, 64, 82)", "rgb(0, 128, 128)", "rgb(255, 255, 51)", "rgb(128, 128, 0)", "rgb(251, 128, 114)", "rgb(128, 177, 211)"], "line": {"width": 1.3}, "size": [24, 31, 59, 40, 87, 66, 58, 56, 82, 80, 62, 76, 61, 42, 42, 83, 92, 78, 49, 99, 55, 54, 49, 82, 28, 70, 49, 82, 59, 52, 44, 57, 69, 41, 78, 43, 68, 53, 59, 42, 80, 75, 53, 47, 50, 57, 45, 77, 63, 75, 36, 36, 68, 87, 83, 43, 52, 97, 46, 38, 91, 56, 96, 77, 68, 76, 74, 64, 87, 66, 59, 49, 96, 70, 71, 52, 26, 39, 72, 43, 12, 30, 53, 66, 66, 41, 62, 86, 38, 80, 79, 72, 81, 30, 68, 49, 112, 89, 54, 56], "symbol": "circle"}, "mode": "markers", "text": "", "type": "scatter", "x": [1.4430938529076065, 0.21546657757723303, -0.5407947903142395, -0.7908612658330378, -0.8656031384884543, -1.4760605757203558, -0.0744980394773873, 0.10513814487608379, -0.9947735310122262, -0.1304937735467974, 1.692203998381951, -0.1369007919085108, -0.21105501714229025, -0.9936863166980452, -0.34640982497446215, 1.5141537117239598, 0.12892505478589958, -0.31666189982499576, 1.3161758984987586, -1.0720221087119493, -0.351929804841477, 1.9182199948679515, 1.9731282385455846, -0.38834039697671746, 0.15088998778303156, 0.5435595100988015, 1.1877521368445123, 0.6625622168684125, 1.762280497623462, 0.006580804643453561, 1.3159978072395653, 0.8509611012007505, 1.6200556642738022, -0.04070661961335169, -1.096670963214221, 0.5037502087264271, -0.16052030945900758, -1.1703093760438072, 1.5436995617718496, -0.7078226442095832, 1.0197384640243452, -2.166831958798532, -0.8676056997613739, 0.5770893664369249, -0.13143135735049682, 0.9841694638666082, -1.148940851861127, 2.132968847085139, 1.167022166305539, 0.7048534034082377, 0.7584954259520424, -0.1667564290605649, 0.2804433588775117, 1.723609573641113, -0.6990028496247089, 1.1695491686135198, 0.7064033210423212, 1.3834261383635968, -0.4946192781857277, 0.7161224086402186, -0.4667569038025088, -1.5192227588773672, -1.0679196053861189, -1.194728128581742, 0.21248674452864724, 0.6914949981927315, -0.759559922097263, 0.022228456574431305, 0.8721689279810639, -1.2660042013711916, 0.796455599724663, 1.2920244483254557, -1.064314220090697, -0.06453259511913911, 0.2657376216992744, -0.7150349998574225, -1.243865464433513, 0.14620813690683923, -0.5211730027145767, 0.881120512982295, 1.5227542308652078, -0.6471600714616916, -0.1889842731273635, 0.3617815784985615, 1.1591346926116266, 0.37825391336232184, 0.048759913111237674, -1.6664428984486728, -0.31346839275559785, 0.5586447349930872, -1.5162112219634285, -1.051988468443194, 1.2048689076313626, -1.3792946376967596, -1.4745321588932199, 0.15896878517115232, -0.2790465889360236, 0.4175742073473088, 0.14327897976040063, 0.9830632442379812], "y": [1.049955161703356, -0.42826533567110037, -1.2731900946054724, 0.4081796814840816, 0.9112661079362184, 1.9741785065846607, -1.3690246941988633, 0.3005677821132221, 0.7442180170061738, 0.13638577534695184, 0.6135318458082515, -0.7539739698114681, 1.034156252062301, -1.286608072740203, -0.7024577787615537, 0.22181129595884796, -0.3965228076253131, -0.9476876843978135, -0.4282435458771582, 0.6235333931171697, -2.1214932958212804, -0.6620557941071158, 1.490786046127426, -2.4889976450042184, 2.1955841261870264, -0.045737209627496424, 1.3799470596708914, -0.7561172285456346, -0.5671961053806014, -0.9866923686011387, -1.701278014038143, -2.16744122887206, -0.1657756912960571, 1.3346798961043551, -0.11356288475380538, -0.4373487757072635, 0.592337949877694, 0.25018907416406383, -0.03271474297152071, 2.0587807449918776, -0.2466720122660628, -0.04723181818541687, 0.7892640433450262, -0.13125526082607433, 0.8186476773948912, 0.36832405433812904, 0.07009270375238132, 1.7284914205566577, -0.05270340750267107, -0.7575468199097368, -0.056405415662887294, -0.30719160626293396, -0.10520753679672185, -0.9448081291941611, -0.3798641594447774, -0.761550815942026, -1.1386001859254813, 0.98911973016835, 1.1839051876772735, -0.29451641679594387, -0.11488670498701324, -1.0686240023166982, -0.9265844286149477, -1.1306680199548151, -0.12233910872018842, -0.8054538939753001, 0.19597902079490515, 1.0865670548786295, -0.3414138074559741, 0.7825577118127203, -2.024934840172436, 0.07287902177416956, -0.09873904269258478, 0.5060965364706068, -0.48744160340887926, -1.43884637768212, 1.6169849889308514, 1.5590236044079495, -0.4751469197743183, -1.0498359213971893, 0.8331059602729589, 0.00863685606384091, -1.3565377945340626, -0.48600732226634646, 0.4467191218400963, -1.1628518673948633, -0.2336365514934093, 1.8800347591481312, 0.794792749976506, -0.9121918321034651, 0.9230633621170863, -0.7354969755826778, -1.7078772131959359, 0.4207856704795994, 1.3265401365924463, -0.047752949729952, 1.9454252333177426, -1.351446772601626, 1.3442779462050904, -1.0538131175580103]}],
{"legend": {"bgcolor": "#F5F6F9", "font": {"color": "#4D5663"}}, "paper_bgcolor": "#F5F6F9", "plot_bgcolor": "#F5F6F9", "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": {"color": "#4D5663"}}, "xaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis": {"gridcolor": "#E1E5ED", "showgrid": true, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}},
{"showLink": true, "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "responsive": true}
).then(function(){
var gd = document.getElementById(‘46c02392-e6c3-40f3-bc40-096de16f4885’); var x = new MutationObserver(function (mutations, observer) {{ var display = window.getComputedStyle(gd).display; if (!display || display === ‘none’) {{ console.log([gd, ‘removed!']); Plotly.purge(gd); observer.disconnect(); }} }});
// Listen for the removal of the full notebook cells var notebookContainer = gd.closest('#notebook-container’); if (notebookContainer) {{ x.observe(notebookContainer, {childList: true}); }}
// Listen for the clearing of the current output cell var outputEl = gd.closest('.output'); if (outputEl) {{ x.observe(outputEl, {childList: true}); }}
})
};
});
</script>
</div>
scatter_matrix()
Similar to sns.pairplot()
df.scatter_matrix()
<div id="52beb8f2-3df1-4fd0-9c94-a8d03d2d6010" class="plotly-graph-div" style="height:525px; width:100%;"></div>
<script type="text/javascript">
require(["plotly"], function(Plotly) {
window.PLOTLYENV=window.PLOTLYENV || {};
window.PLOTLYENV.BASE_URL='https://plot.ly';
if (document.getElementById("52beb8f2-3df1-4fd0-9c94-a8d03d2d6010")) {
Plotly.newPlot(
'52beb8f2-3df1-4fd0-9c94-a8d03d2d6010',
[{"histfunc": "count", "histnorm": "", "marker": {"color": "rgba(255, 153, 51, 1.0)", "line": {"color": "#4D5663", "width": 1.3}}, "name": "A", "nbinsx": 10, "opacity": 0.8, "orientation": "v", "type": "histogram", "x": [1.4430938529076065, 0.21546657757723303, -0.5407947903142395, -0.7908612658330378, -0.8656031384884543, -1.4760605757203558, -0.0744980394773873, 0.10513814487608379, -0.9947735310122262, -0.1304937735467974, 1.692203998381951, -0.1369007919085108, -0.21105501714229025, -0.9936863166980452, -0.34640982497446215, 1.5141537117239598, 0.12892505478589958, -0.31666189982499576, 1.3161758984987586, -1.0720221087119493, -0.351929804841477, 1.9182199948679515, 1.9731282385455846, -0.38834039697671746, 0.15088998778303156, 0.5435595100988015, 1.1877521368445123, 0.6625622168684125, 1.762280497623462, 0.006580804643453561, 1.3159978072395653, 0.8509611012007505, 1.6200556642738022, -0.04070661961335169, -1.096670963214221, 0.5037502087264271, -0.16052030945900758, -1.1703093760438072, 1.5436995617718496, -0.7078226442095832, 1.0197384640243452, -2.166831958798532, -0.8676056997613739, 0.5770893664369249, -0.13143135735049682, 0.9841694638666082, -1.148940851861127, 2.132968847085139, 1.167022166305539, 0.7048534034082377, 0.7584954259520424, -0.1667564290605649, 0.2804433588775117, 1.723609573641113, -0.6990028496247089, 1.1695491686135198, 0.7064033210423212, 1.3834261383635968, -0.4946192781857277, 0.7161224086402186, -0.4667569038025088, -1.5192227588773672, -1.0679196053861189, -1.194728128581742, 0.21248674452864724, 0.6914949981927315, -0.759559922097263, 0.022228456574431305, 0.8721689279810639, -1.2660042013711916, 0.796455599724663, 1.2920244483254557, -1.064314220090697, -0.06453259511913911, 0.2657376216992744, -0.7150349998574225, -1.243865464433513, 0.14620813690683923, -0.5211730027145767, 0.881120512982295, 1.5227542308652078, -0.6471600714616916, -0.1889842731273635, 0.3617815784985615, 1.1591346926116266, 0.37825391336232184, 0.048759913111237674, -1.6664428984486728, -0.31346839275559785, 0.5586447349930872, -1.5162112219634285, -1.051988468443194, 1.2048689076313626, -1.3792946376967596, -1.4745321588932199, 0.15896878517115232, -0.2790465889360236, 0.4175742073473088, 0.14327897976040063, 0.9830632442379812], "xaxis": "x", "yaxis": "y"}, {"line": {"color": "rgba(128, 128, 128, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "marker": {"size": 2, "symbol": "circle"}, "mode": "markers", "name": "A", "text": "", "type": "scatter", "x": [1.049955161703356, -0.42826533567110037, -1.2731900946054724, 0.4081796814840816, 0.9112661079362184, 1.9741785065846607, -1.3690246941988633, 0.3005677821132221, 0.7442180170061738, 0.13638577534695184, 0.6135318458082515, -0.7539739698114681, 1.034156252062301, -1.286608072740203, -0.7024577787615537, 0.22181129595884796, -0.3965228076253131, -0.9476876843978135, -0.4282435458771582, 0.6235333931171697, -2.1214932958212804, -0.6620557941071158, 1.490786046127426, -2.4889976450042184, 2.1955841261870264, -0.045737209627496424, 1.3799470596708914, -0.7561172285456346, -0.5671961053806014, -0.9866923686011387, -1.701278014038143, -2.16744122887206, -0.1657756912960571, 1.3346798961043551, -0.11356288475380538, -0.4373487757072635, 0.592337949877694, 0.25018907416406383, -0.03271474297152071, 2.0587807449918776, -0.2466720122660628, -0.04723181818541687, 0.7892640433450262, -0.13125526082607433, 0.8186476773948912, 0.36832405433812904, 0.07009270375238132, 1.7284914205566577, -0.05270340750267107, -0.7575468199097368, -0.056405415662887294, -0.30719160626293396, -0.10520753679672185, -0.9448081291941611, -0.3798641594447774, -0.761550815942026, -1.1386001859254813, 0.98911973016835, 1.1839051876772735, -0.29451641679594387, -0.11488670498701324, -1.0686240023166982, -0.9265844286149477, -1.1306680199548151, -0.12233910872018842, -0.8054538939753001, 0.19597902079490515, 1.0865670548786295, -0.3414138074559741, 0.7825577118127203, -2.024934840172436, 0.07287902177416956, -0.09873904269258478, 0.5060965364706068, -0.48744160340887926, -1.43884637768212, 1.6169849889308514, 1.5590236044079495, -0.4751469197743183, -1.0498359213971893, 0.8331059602729589, 0.00863685606384091, -1.3565377945340626, -0.48600732226634646, 0.4467191218400963, -1.1628518673948633, -0.2336365514934093, 1.8800347591481312, 0.794792749976506, -0.9121918321034651, 0.9230633621170863, -0.7354969755826778, -1.7078772131959359, 0.4207856704795994, 1.3265401365924463, -0.047752949729952, 1.9454252333177426, -1.351446772601626, 1.3442779462050904, -1.0538131175580103], "xaxis": "x2", "y": [1.4430938529076065, 0.21546657757723303, -0.5407947903142395, -0.7908612658330378, -0.8656031384884543, -1.4760605757203558, -0.0744980394773873, 0.10513814487608379, -0.9947735310122262, -0.1304937735467974, 1.692203998381951, -0.1369007919085108, -0.21105501714229025, -0.9936863166980452, -0.34640982497446215, 1.5141537117239598, 0.12892505478589958, -0.31666189982499576, 1.3161758984987586, -1.0720221087119493, -0.351929804841477, 1.9182199948679515, 1.9731282385455846, -0.38834039697671746, 0.15088998778303156, 0.5435595100988015, 1.1877521368445123, 0.6625622168684125, 1.762280497623462, 0.006580804643453561, 1.3159978072395653, 0.8509611012007505, 1.6200556642738022, -0.04070661961335169, -1.096670963214221, 0.5037502087264271, -0.16052030945900758, -1.1703093760438072, 1.5436995617718496, -0.7078226442095832, 1.0197384640243452, -2.166831958798532, -0.8676056997613739, 0.5770893664369249, -0.13143135735049682, 0.9841694638666082, -1.148940851861127, 2.132968847085139, 1.167022166305539, 0.7048534034082377, 0.7584954259520424, -0.1667564290605649, 0.2804433588775117, 1.723609573641113, -0.6990028496247089, 1.1695491686135198, 0.7064033210423212, 1.3834261383635968, -0.4946192781857277, 0.7161224086402186, -0.4667569038025088, -1.5192227588773672, -1.0679196053861189, -1.194728128581742, 0.21248674452864724, 0.6914949981927315, -0.759559922097263, 0.022228456574431305, 0.8721689279810639, -1.2660042013711916, 0.796455599724663, 1.2920244483254557, -1.064314220090697, -0.06453259511913911, 0.2657376216992744, -0.7150349998574225, -1.243865464433513, 0.14620813690683923, -0.5211730027145767, 0.881120512982295, 1.5227542308652078, -0.6471600714616916, -0.1889842731273635, 0.3617815784985615, 1.1591346926116266, 0.37825391336232184, 0.048759913111237674, -1.6664428984486728, -0.31346839275559785, 0.5586447349930872, -1.5162112219634285, -1.051988468443194, 1.2048689076313626, -1.3792946376967596, -1.4745321588932199, 0.15896878517115232, -0.2790465889360236, 0.4175742073473088, 0.14327897976040063, 0.9830632442379812], "yaxis": "y2"}, {"line": {"color": "rgba(128, 128, 128, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "marker": {"size": 2, "symbol": "circle"}, "mode": "markers", "name": "A", "text": "", "type": "scatter", "x": [-2.1719056491738, -1.8467249196192983, -0.32694918154403235, -1.3246401584537104, 1.1807609689180247, 0.09480442974909177, -0.3671111106075462, -0.4711502061706325, 0.9434641710495008, 0.8079755433613679, -0.15562947555179465, 0.6050821367496859, -0.18976090241729407, -1.2410744958593123, -1.2308343120964556, 1.0085205818276777, 1.4693249555568306, 0.7253143010776448, -0.8301256172007058, 1.8384812691052081, -0.5369568583710973, -0.5930018620792575, -0.8393402600756779, 0.9156670299318437, -1.988136747934628, 0.2796765588942437, -0.8235596865775022, 0.9258532489709973, -0.31511423232933106, -0.6809679269593999, -1.1030955963681102, -0.41092994634318575, 0.24428007268417756, -1.2942417109329043, 0.7236378227978107, -1.1822262478125882, 0.19475718156857472, -0.6131375911952425, -0.3095261565207663, -1.2032938596213816, 0.8380357141764102, 0.5660753996717188, -0.6178855367460464, -0.9312297759435894, -0.8108278349144591, -0.40590558089859197, -1.0646369851409145, 0.651290799858866, -0.10148541724668546, 0.5352832606000745, -1.5378235676704772, -1.5756383888829057, 0.15230092441606893, 1.1907467654562618, 0.9823816872212577, -1.1896174980654868, -0.6921280151540408, 1.7591440082543313, -1.024043048807865, -1.4389244507922974, 1.4214865269654062, -0.4726650620483328, 1.7068216820491338, 0.6422390451034639, 0.18834397834036268, 0.635744690788909, 0.4910315841070782, -0.05118701002042919, 1.2286608997158326, 0.045013788949021326, -0.3225269211435687, -0.8567464744988473, 1.679311460632762, 0.27002001126599473, 0.3189907234684933, -0.7081409947334381, -2.0704113292806365, -1.3842403907898198, 0.3997436860872823, -1.1671957523280363, -2.8734969822122802, -1.8604097597083222, -0.6173042309174221, 0.08522423902630341, 0.05120010887873742, -1.2953921429898931, -0.15153796223182928, 1.1263115586712897, -1.452001716957132, 0.812105624039726, 0.759182788745203, 0.38416118948448297, 0.8812608200039891, -1.8638888079880438, 0.19639270500406805, -0.8432507720250255, 2.5275262787376684, 1.293634598974227, -0.5805425898802345, -0.44784029792615415], "xaxis": "x3", "y": [1.4430938529076065, 0.21546657757723303, -0.5407947903142395, -0.7908612658330378, -0.8656031384884543, -1.4760605757203558, -0.0744980394773873, 0.10513814487608379, -0.9947735310122262, -0.1304937735467974, 1.692203998381951, -0.1369007919085108, -0.21105501714229025, -0.9936863166980452, -0.34640982497446215, 1.5141537117239598, 0.12892505478589958, -0.31666189982499576, 1.3161758984987586, -1.0720221087119493, -0.351929804841477, 1.9182199948679515, 1.9731282385455846, -0.38834039697671746, 0.15088998778303156, 0.5435595100988015, 1.1877521368445123, 0.6625622168684125, 1.762280497623462, 0.006580804643453561, 1.3159978072395653, 0.8509611012007505, 1.6200556642738022, -0.04070661961335169, -1.096670963214221, 0.5037502087264271, -0.16052030945900758, -1.1703093760438072, 1.5436995617718496, -0.7078226442095832, 1.0197384640243452, -2.166831958798532, -0.8676056997613739, 0.5770893664369249, -0.13143135735049682, 0.9841694638666082, -1.148940851861127, 2.132968847085139, 1.167022166305539, 0.7048534034082377, 0.7584954259520424, -0.1667564290605649, 0.2804433588775117, 1.723609573641113, -0.6990028496247089, 1.1695491686135198, 0.7064033210423212, 1.3834261383635968, -0.4946192781857277, 0.7161224086402186, -0.4667569038025088, -1.5192227588773672, -1.0679196053861189, -1.194728128581742, 0.21248674452864724, 0.6914949981927315, -0.759559922097263, 0.022228456574431305, 0.8721689279810639, -1.2660042013711916, 0.796455599724663, 1.2920244483254557, -1.064314220090697, -0.06453259511913911, 0.2657376216992744, -0.7150349998574225, -1.243865464433513, 0.14620813690683923, -0.5211730027145767, 0.881120512982295, 1.5227542308652078, -0.6471600714616916, -0.1889842731273635, 0.3617815784985615, 1.1591346926116266, 0.37825391336232184, 0.048759913111237674, -1.6664428984486728, -0.31346839275559785, 0.5586447349930872, -1.5162112219634285, -1.051988468443194, 1.2048689076313626, -1.3792946376967596, -1.4745321588932199, 0.15896878517115232, -0.2790465889360236, 0.4175742073473088, 0.14327897976040063, 0.9830632442379812], "yaxis": "y3"}, {"line": {"color": "rgba(128, 128, 128, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "marker": {"size": 2, "symbol": "circle"}, "mode": "markers", "name": "A", "text": "", "type": "scatter", "x": [0.4936460599036785, -0.23950189174458203, 0.787826532834424, 1.6218906708569216, 0.14692667967207593, 1.8687215739097855, 0.23066905162127188, 0.026996461486848325, 2.151097372606241, 2.4394207056126755, -0.08657531921031929, 0.014924265438812237, 2.6593888580385743, 0.5152735475803955, 0.5622519090001562, 0.401635329701252, -0.08659802491596807, -1.165543845559547, 0.8244356339511225, -2.11336698654637, -0.35314530770827085, -0.8308943564762241, 2.1900128815687334, 0.504318795688291, -1.4538204874744098, -0.3232589471091818, 2.13660626883115, 1.3553922949621742, 1.605546151744719, 0.27884150320751255, -0.9500563704498031, -0.6255009081531215, -0.5088708338891568, 0.8398283043356619, 1.3485884699110402, 1.8666428468092862, 0.04547596768375024, 0.5464241721324268, -0.36404425968108417, -1.0177618050749744, 0.013431696116402755, -1.789199192662988, 0.012769546199602737, 0.1535996279182816, -2.717383567108027, 0.12252478655860585, -0.39952981236458673, -0.28852157053700295, 0.6010204074559363, -1.205813167362976, 1.2894485072228832, 2.5585620046843998, -0.7577346914669658, -1.0885330825612478, -2.228941108530018, 0.5861230022910491, -0.6082077147766836, 0.7426430198538548, -0.4820998268163591, 2.046399036359828, -0.8106255125172253, 1.5973196460767503, 1.0080193788484948, 1.0579108814883447, 0.09107918776187489, -0.8291413628514889, 0.5504905060906493, 0.4664216496393088, -0.9872895522573563, -1.1063715880748848, 0.5104355199119975, -0.40822874377283114, -1.1719971610467275, 0.5353851414412951, -0.3163255509276452, -0.716054830069594, 0.33195639977501645, 0.8216560810576785, 1.6475343422254514, -0.8548999389250493, -0.5644267577031428, -0.5345694961356798, -0.2670221008926948, -0.24673707335568168, 0.35678927774506153, -1.1191509341262875, -1.6300288181893052, 1.6479147337597981, -1.304376159861575, 1.0111535263032327, -0.38203935330228295, -0.16298615882141124, -0.8611283900800366, 0.8535480441521892, 1.0342566774529574, -0.44355853279257873, -1.730285592921243, -0.5751700142178594, -0.8073914583298634, 0.44061141043955276], "xaxis": "x4", "y": [1.4430938529076065, 0.21546657757723303, -0.5407947903142395, -0.7908612658330378, -0.8656031384884543, -1.4760605757203558, -0.0744980394773873, 0.10513814487608379, -0.9947735310122262, -0.1304937735467974, 1.692203998381951, -0.1369007919085108, -0.21105501714229025, -0.9936863166980452, -0.34640982497446215, 1.5141537117239598, 0.12892505478589958, -0.31666189982499576, 1.3161758984987586, -1.0720221087119493, -0.351929804841477, 1.9182199948679515, 1.9731282385455846, -0.38834039697671746, 0.15088998778303156, 0.5435595100988015, 1.1877521368445123, 0.6625622168684125, 1.762280497623462, 0.006580804643453561, 1.3159978072395653, 0.8509611012007505, 1.6200556642738022, -0.04070661961335169, -1.096670963214221, 0.5037502087264271, -0.16052030945900758, -1.1703093760438072, 1.5436995617718496, -0.7078226442095832, 1.0197384640243452, -2.166831958798532, -0.8676056997613739, 0.5770893664369249, -0.13143135735049682, 0.9841694638666082, -1.148940851861127, 2.132968847085139, 1.167022166305539, 0.7048534034082377, 0.7584954259520424, -0.1667564290605649, 0.2804433588775117, 1.723609573641113, -0.6990028496247089, 1.1695491686135198, 0.7064033210423212, 1.3834261383635968, -0.4946192781857277, 0.7161224086402186, -0.4667569038025088, -1.5192227588773672, -1.0679196053861189, -1.194728128581742, 0.21248674452864724, 0.6914949981927315, -0.759559922097263, 0.022228456574431305, 0.8721689279810639, -1.2660042013711916, 0.796455599724663, 1.2920244483254557, -1.064314220090697, -0.06453259511913911, 0.2657376216992744, -0.7150349998574225, -1.243865464433513, 0.14620813690683923, -0.5211730027145767, 0.881120512982295, 1.5227542308652078, -0.6471600714616916, -0.1889842731273635, 0.3617815784985615, 1.1591346926116266, 0.37825391336232184, 0.048759913111237674, -1.6664428984486728, -0.31346839275559785, 0.5586447349930872, -1.5162112219634285, -1.051988468443194, 1.2048689076313626, -1.3792946376967596, -1.4745321588932199, 0.15896878517115232, -0.2790465889360236, 0.4175742073473088, 0.14327897976040063, 0.9830632442379812], "yaxis": "y4"}, {"line": {"color": "rgba(128, 128, 128, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "marker": {"size": 2, "symbol": "circle"}, "mode": "markers", "name": "B", "text": "", "type": "scatter", "x": [1.4430938529076065, 0.21546657757723303, -0.5407947903142395, -0.7908612658330378, -0.8656031384884543, -1.4760605757203558, -0.0744980394773873, 0.10513814487608379, -0.9947735310122262, -0.1304937735467974, 1.692203998381951, -0.1369007919085108, -0.21105501714229025, -0.9936863166980452, -0.34640982497446215, 1.5141537117239598, 0.12892505478589958, -0.31666189982499576, 1.3161758984987586, -1.0720221087119493, -0.351929804841477, 1.9182199948679515, 1.9731282385455846, -0.38834039697671746, 0.15088998778303156, 0.5435595100988015, 1.1877521368445123, 0.6625622168684125, 1.762280497623462, 0.006580804643453561, 1.3159978072395653, 0.8509611012007505, 1.6200556642738022, -0.04070661961335169, -1.096670963214221, 0.5037502087264271, -0.16052030945900758, -1.1703093760438072, 1.5436995617718496, -0.7078226442095832, 1.0197384640243452, -2.166831958798532, -0.8676056997613739, 0.5770893664369249, -0.13143135735049682, 0.9841694638666082, -1.148940851861127, 2.132968847085139, 1.167022166305539, 0.7048534034082377, 0.7584954259520424, -0.1667564290605649, 0.2804433588775117, 1.723609573641113, -0.6990028496247089, 1.1695491686135198, 0.7064033210423212, 1.3834261383635968, -0.4946192781857277, 0.7161224086402186, -0.4667569038025088, -1.5192227588773672, -1.0679196053861189, -1.194728128581742, 0.21248674452864724, 0.6914949981927315, -0.759559922097263, 0.022228456574431305, 0.8721689279810639, -1.2660042013711916, 0.796455599724663, 1.2920244483254557, -1.064314220090697, -0.06453259511913911, 0.2657376216992744, -0.7150349998574225, -1.243865464433513, 0.14620813690683923, -0.5211730027145767, 0.881120512982295, 1.5227542308652078, -0.6471600714616916, -0.1889842731273635, 0.3617815784985615, 1.1591346926116266, 0.37825391336232184, 0.048759913111237674, -1.6664428984486728, -0.31346839275559785, 0.5586447349930872, -1.5162112219634285, -1.051988468443194, 1.2048689076313626, -1.3792946376967596, -1.4745321588932199, 0.15896878517115232, -0.2790465889360236, 0.4175742073473088, 0.14327897976040063, 0.9830632442379812], "xaxis": "x5", "y": [1.049955161703356, -0.42826533567110037, -1.2731900946054724, 0.4081796814840816, 0.9112661079362184, 1.9741785065846607, -1.3690246941988633, 0.3005677821132221, 0.7442180170061738, 0.13638577534695184, 0.6135318458082515, -0.7539739698114681, 1.034156252062301, -1.286608072740203, -0.7024577787615537, 0.22181129595884796, -0.3965228076253131, -0.9476876843978135, -0.4282435458771582, 0.6235333931171697, -2.1214932958212804, -0.6620557941071158, 1.490786046127426, -2.4889976450042184, 2.1955841261870264, -0.045737209627496424, 1.3799470596708914, -0.7561172285456346, -0.5671961053806014, -0.9866923686011387, -1.701278014038143, -2.16744122887206, -0.1657756912960571, 1.3346798961043551, -0.11356288475380538, -0.4373487757072635, 0.592337949877694, 0.25018907416406383, -0.03271474297152071, 2.0587807449918776, -0.2466720122660628, -0.04723181818541687, 0.7892640433450262, -0.13125526082607433, 0.8186476773948912, 0.36832405433812904, 0.07009270375238132, 1.7284914205566577, -0.05270340750267107, -0.7575468199097368, -0.056405415662887294, -0.30719160626293396, -0.10520753679672185, -0.9448081291941611, -0.3798641594447774, -0.761550815942026, -1.1386001859254813, 0.98911973016835, 1.1839051876772735, -0.29451641679594387, -0.11488670498701324, -1.0686240023166982, -0.9265844286149477, -1.1306680199548151, -0.12233910872018842, -0.8054538939753001, 0.19597902079490515, 1.0865670548786295, -0.3414138074559741, 0.7825577118127203, -2.024934840172436, 0.07287902177416956, -0.09873904269258478, 0.5060965364706068, -0.48744160340887926, -1.43884637768212, 1.6169849889308514, 1.5590236044079495, -0.4751469197743183, -1.0498359213971893, 0.8331059602729589, 0.00863685606384091, -1.3565377945340626, -0.48600732226634646, 0.4467191218400963, -1.1628518673948633, -0.2336365514934093, 1.8800347591481312, 0.794792749976506, -0.9121918321034651, 0.9230633621170863, -0.7354969755826778, -1.7078772131959359, 0.4207856704795994, 1.3265401365924463, -0.047752949729952, 1.9454252333177426, -1.351446772601626, 1.3442779462050904, -1.0538131175580103], "yaxis": "y5"}, {"histfunc": "count", "histnorm": "", "marker": {"color": "rgba(55, 128, 191, 1.0)", "line": {"color": "#4D5663", "width": 1.3}}, "name": "B", "nbinsx": 10, "opacity": 0.8, "orientation": "v", "type": "histogram", "x": [1.049955161703356, -0.42826533567110037, -1.2731900946054724, 0.4081796814840816, 0.9112661079362184, 1.9741785065846607, -1.3690246941988633, 0.3005677821132221, 0.7442180170061738, 0.13638577534695184, 0.6135318458082515, -0.7539739698114681, 1.034156252062301, -1.286608072740203, -0.7024577787615537, 0.22181129595884796, -0.3965228076253131, -0.9476876843978135, -0.4282435458771582, 0.6235333931171697, -2.1214932958212804, -0.6620557941071158, 1.490786046127426, -2.4889976450042184, 2.1955841261870264, -0.045737209627496424, 1.3799470596708914, -0.7561172285456346, -0.5671961053806014, -0.9866923686011387, -1.701278014038143, -2.16744122887206, -0.1657756912960571, 1.3346798961043551, -0.11356288475380538, -0.4373487757072635, 0.592337949877694, 0.25018907416406383, -0.03271474297152071, 2.0587807449918776, -0.2466720122660628, -0.04723181818541687, 0.7892640433450262, -0.13125526082607433, 0.8186476773948912, 0.36832405433812904, 0.07009270375238132, 1.7284914205566577, -0.05270340750267107, -0.7575468199097368, -0.056405415662887294, -0.30719160626293396, -0.10520753679672185, -0.9448081291941611, -0.3798641594447774, -0.761550815942026, -1.1386001859254813, 0.98911973016835, 1.1839051876772735, -0.29451641679594387, -0.11488670498701324, -1.0686240023166982, -0.9265844286149477, -1.1306680199548151, -0.12233910872018842, -0.8054538939753001, 0.19597902079490515, 1.0865670548786295, -0.3414138074559741, 0.7825577118127203, -2.024934840172436, 0.07287902177416956, -0.09873904269258478, 0.5060965364706068, -0.48744160340887926, -1.43884637768212, 1.6169849889308514, 1.5590236044079495, -0.4751469197743183, -1.0498359213971893, 0.8331059602729589, 0.00863685606384091, -1.3565377945340626, -0.48600732226634646, 0.4467191218400963, -1.1628518673948633, -0.2336365514934093, 1.8800347591481312, 0.794792749976506, -0.9121918321034651, 0.9230633621170863, -0.7354969755826778, -1.7078772131959359, 0.4207856704795994, 1.3265401365924463, -0.047752949729952, 1.9454252333177426, -1.351446772601626, 1.3442779462050904, -1.0538131175580103], "xaxis": "x6", "yaxis": "y6"}, {"line": {"color": "rgba(128, 128, 128, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "marker": {"size": 2, "symbol": "circle"}, "mode": "markers", "name": "B", "text": "", "type": "scatter", "x": [-2.1719056491738, -1.8467249196192983, -0.32694918154403235, -1.3246401584537104, 1.1807609689180247, 0.09480442974909177, -0.3671111106075462, -0.4711502061706325, 0.9434641710495008, 0.8079755433613679, -0.15562947555179465, 0.6050821367496859, -0.18976090241729407, -1.2410744958593123, -1.2308343120964556, 1.0085205818276777, 1.4693249555568306, 0.7253143010776448, -0.8301256172007058, 1.8384812691052081, -0.5369568583710973, -0.5930018620792575, -0.8393402600756779, 0.9156670299318437, -1.988136747934628, 0.2796765588942437, -0.8235596865775022, 0.9258532489709973, -0.31511423232933106, -0.6809679269593999, -1.1030955963681102, -0.41092994634318575, 0.24428007268417756, -1.2942417109329043, 0.7236378227978107, -1.1822262478125882, 0.19475718156857472, -0.6131375911952425, -0.3095261565207663, -1.2032938596213816, 0.8380357141764102, 0.5660753996717188, -0.6178855367460464, -0.9312297759435894, -0.8108278349144591, -0.40590558089859197, -1.0646369851409145, 0.651290799858866, -0.10148541724668546, 0.5352832606000745, -1.5378235676704772, -1.5756383888829057, 0.15230092441606893, 1.1907467654562618, 0.9823816872212577, -1.1896174980654868, -0.6921280151540408, 1.7591440082543313, -1.024043048807865, -1.4389244507922974, 1.4214865269654062, -0.4726650620483328, 1.7068216820491338, 0.6422390451034639, 0.18834397834036268, 0.635744690788909, 0.4910315841070782, -0.05118701002042919, 1.2286608997158326, 0.045013788949021326, -0.3225269211435687, -0.8567464744988473, 1.679311460632762, 0.27002001126599473, 0.3189907234684933, -0.7081409947334381, -2.0704113292806365, -1.3842403907898198, 0.3997436860872823, -1.1671957523280363, -2.8734969822122802, -1.8604097597083222, -0.6173042309174221, 0.08522423902630341, 0.05120010887873742, -1.2953921429898931, -0.15153796223182928, 1.1263115586712897, -1.452001716957132, 0.812105624039726, 0.759182788745203, 0.38416118948448297, 0.8812608200039891, -1.8638888079880438, 0.19639270500406805, -0.8432507720250255, 2.5275262787376684, 1.293634598974227, -0.5805425898802345, -0.44784029792615415], "xaxis": "x7", "y": [1.049955161703356, -0.42826533567110037, -1.2731900946054724, 0.4081796814840816, 0.9112661079362184, 1.9741785065846607, -1.3690246941988633, 0.3005677821132221, 0.7442180170061738, 0.13638577534695184, 0.6135318458082515, -0.7539739698114681, 1.034156252062301, -1.286608072740203, -0.7024577787615537, 0.22181129595884796, -0.3965228076253131, -0.9476876843978135, -0.4282435458771582, 0.6235333931171697, -2.1214932958212804, -0.6620557941071158, 1.490786046127426, -2.4889976450042184, 2.1955841261870264, -0.045737209627496424, 1.3799470596708914, -0.7561172285456346, -0.5671961053806014, -0.9866923686011387, -1.701278014038143, -2.16744122887206, -0.1657756912960571, 1.3346798961043551, -0.11356288475380538, -0.4373487757072635, 0.592337949877694, 0.25018907416406383, -0.03271474297152071, 2.0587807449918776, -0.2466720122660628, -0.04723181818541687, 0.7892640433450262, -0.13125526082607433, 0.8186476773948912, 0.36832405433812904, 0.07009270375238132, 1.7284914205566577, -0.05270340750267107, -0.7575468199097368, -0.056405415662887294, -0.30719160626293396, -0.10520753679672185, -0.9448081291941611, -0.3798641594447774, -0.761550815942026, -1.1386001859254813, 0.98911973016835, 1.1839051876772735, -0.29451641679594387, -0.11488670498701324, -1.0686240023166982, -0.9265844286149477, -1.1306680199548151, -0.12233910872018842, -0.8054538939753001, 0.19597902079490515, 1.0865670548786295, -0.3414138074559741, 0.7825577118127203, -2.024934840172436, 0.07287902177416956, -0.09873904269258478, 0.5060965364706068, -0.48744160340887926, -1.43884637768212, 1.6169849889308514, 1.5590236044079495, -0.4751469197743183, -1.0498359213971893, 0.8331059602729589, 0.00863685606384091, -1.3565377945340626, -0.48600732226634646, 0.4467191218400963, -1.1628518673948633, -0.2336365514934093, 1.8800347591481312, 0.794792749976506, -0.9121918321034651, 0.9230633621170863, -0.7354969755826778, -1.7078772131959359, 0.4207856704795994, 1.3265401365924463, -0.047752949729952, 1.9454252333177426, -1.351446772601626, 1.3442779462050904, -1.0538131175580103], "yaxis": "y7"}, {"line": {"color": "rgba(128, 128, 128, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "marker": {"size": 2, "symbol": "circle"}, "mode": "markers", "name": "B", "text": "", "type": "scatter", "x": [0.4936460599036785, -0.23950189174458203, 0.787826532834424, 1.6218906708569216, 0.14692667967207593, 1.8687215739097855, 0.23066905162127188, 0.026996461486848325, 2.151097372606241, 2.4394207056126755, -0.08657531921031929, 0.014924265438812237, 2.6593888580385743, 0.5152735475803955, 0.5622519090001562, 0.401635329701252, -0.08659802491596807, -1.165543845559547, 0.8244356339511225, -2.11336698654637, -0.35314530770827085, -0.8308943564762241, 2.1900128815687334, 0.504318795688291, -1.4538204874744098, -0.3232589471091818, 2.13660626883115, 1.3553922949621742, 1.605546151744719, 0.27884150320751255, -0.9500563704498031, -0.6255009081531215, -0.5088708338891568, 0.8398283043356619, 1.3485884699110402, 1.8666428468092862, 0.04547596768375024, 0.5464241721324268, -0.36404425968108417, -1.0177618050749744, 0.013431696116402755, -1.789199192662988, 0.012769546199602737, 0.1535996279182816, -2.717383567108027, 0.12252478655860585, -0.39952981236458673, -0.28852157053700295, 0.6010204074559363, -1.205813167362976, 1.2894485072228832, 2.5585620046843998, -0.7577346914669658, -1.0885330825612478, -2.228941108530018, 0.5861230022910491, -0.6082077147766836, 0.7426430198538548, -0.4820998268163591, 2.046399036359828, -0.8106255125172253, 1.5973196460767503, 1.0080193788484948, 1.0579108814883447, 0.09107918776187489, -0.8291413628514889, 0.5504905060906493, 0.4664216496393088, -0.9872895522573563, -1.1063715880748848, 0.5104355199119975, -0.40822874377283114, -1.1719971610467275, 0.5353851414412951, -0.3163255509276452, -0.716054830069594, 0.33195639977501645, 0.8216560810576785, 1.6475343422254514, -0.8548999389250493, -0.5644267577031428, -0.5345694961356798, -0.2670221008926948, -0.24673707335568168, 0.35678927774506153, -1.1191509341262875, -1.6300288181893052, 1.6479147337597981, -1.304376159861575, 1.0111535263032327, -0.38203935330228295, -0.16298615882141124, -0.8611283900800366, 0.8535480441521892, 1.0342566774529574, -0.44355853279257873, -1.730285592921243, -0.5751700142178594, -0.8073914583298634, 0.44061141043955276], "xaxis": "x8", "y": [1.049955161703356, -0.42826533567110037, -1.2731900946054724, 0.4081796814840816, 0.9112661079362184, 1.9741785065846607, -1.3690246941988633, 0.3005677821132221, 0.7442180170061738, 0.13638577534695184, 0.6135318458082515, -0.7539739698114681, 1.034156252062301, -1.286608072740203, -0.7024577787615537, 0.22181129595884796, -0.3965228076253131, -0.9476876843978135, -0.4282435458771582, 0.6235333931171697, -2.1214932958212804, -0.6620557941071158, 1.490786046127426, -2.4889976450042184, 2.1955841261870264, -0.045737209627496424, 1.3799470596708914, -0.7561172285456346, -0.5671961053806014, -0.9866923686011387, -1.701278014038143, -2.16744122887206, -0.1657756912960571, 1.3346798961043551, -0.11356288475380538, -0.4373487757072635, 0.592337949877694, 0.25018907416406383, -0.03271474297152071, 2.0587807449918776, -0.2466720122660628, -0.04723181818541687, 0.7892640433450262, -0.13125526082607433, 0.8186476773948912, 0.36832405433812904, 0.07009270375238132, 1.7284914205566577, -0.05270340750267107, -0.7575468199097368, -0.056405415662887294, -0.30719160626293396, -0.10520753679672185, -0.9448081291941611, -0.3798641594447774, -0.761550815942026, -1.1386001859254813, 0.98911973016835, 1.1839051876772735, -0.29451641679594387, -0.11488670498701324, -1.0686240023166982, -0.9265844286149477, -1.1306680199548151, -0.12233910872018842, -0.8054538939753001, 0.19597902079490515, 1.0865670548786295, -0.3414138074559741, 0.7825577118127203, -2.024934840172436, 0.07287902177416956, -0.09873904269258478, 0.5060965364706068, -0.48744160340887926, -1.43884637768212, 1.6169849889308514, 1.5590236044079495, -0.4751469197743183, -1.0498359213971893, 0.8331059602729589, 0.00863685606384091, -1.3565377945340626, -0.48600732226634646, 0.4467191218400963, -1.1628518673948633, -0.2336365514934093, 1.8800347591481312, 0.794792749976506, -0.9121918321034651, 0.9230633621170863, -0.7354969755826778, -1.7078772131959359, 0.4207856704795994, 1.3265401365924463, -0.047752949729952, 1.9454252333177426, -1.351446772601626, 1.3442779462050904, -1.0538131175580103], "yaxis": "y8"}, {"line": {"color": "rgba(128, 128, 128, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "marker": {"size": 2, "symbol": "circle"}, "mode": "markers", "name": "C", "text": "", "type": "scatter", "x": [1.4430938529076065, 0.21546657757723303, -0.5407947903142395, -0.7908612658330378, -0.8656031384884543, -1.4760605757203558, -0.0744980394773873, 0.10513814487608379, -0.9947735310122262, -0.1304937735467974, 1.692203998381951, -0.1369007919085108, -0.21105501714229025, -0.9936863166980452, -0.34640982497446215, 1.5141537117239598, 0.12892505478589958, -0.31666189982499576, 1.3161758984987586, -1.0720221087119493, -0.351929804841477, 1.9182199948679515, 1.9731282385455846, -0.38834039697671746, 0.15088998778303156, 0.5435595100988015, 1.1877521368445123, 0.6625622168684125, 1.762280497623462, 0.006580804643453561, 1.3159978072395653, 0.8509611012007505, 1.6200556642738022, -0.04070661961335169, -1.096670963214221, 0.5037502087264271, -0.16052030945900758, -1.1703093760438072, 1.5436995617718496, -0.7078226442095832, 1.0197384640243452, -2.166831958798532, -0.8676056997613739, 0.5770893664369249, -0.13143135735049682, 0.9841694638666082, -1.148940851861127, 2.132968847085139, 1.167022166305539, 0.7048534034082377, 0.7584954259520424, -0.1667564290605649, 0.2804433588775117, 1.723609573641113, -0.6990028496247089, 1.1695491686135198, 0.7064033210423212, 1.3834261383635968, -0.4946192781857277, 0.7161224086402186, -0.4667569038025088, -1.5192227588773672, -1.0679196053861189, -1.194728128581742, 0.21248674452864724, 0.6914949981927315, -0.759559922097263, 0.022228456574431305, 0.8721689279810639, -1.2660042013711916, 0.796455599724663, 1.2920244483254557, -1.064314220090697, -0.06453259511913911, 0.2657376216992744, -0.7150349998574225, -1.243865464433513, 0.14620813690683923, -0.5211730027145767, 0.881120512982295, 1.5227542308652078, -0.6471600714616916, -0.1889842731273635, 0.3617815784985615, 1.1591346926116266, 0.37825391336232184, 0.048759913111237674, -1.6664428984486728, -0.31346839275559785, 0.5586447349930872, -1.5162112219634285, -1.051988468443194, 1.2048689076313626, -1.3792946376967596, -1.4745321588932199, 0.15896878517115232, -0.2790465889360236, 0.4175742073473088, 0.14327897976040063, 0.9830632442379812], "xaxis": "x9", "y": [-2.1719056491738, -1.8467249196192983, -0.32694918154403235, -1.3246401584537104, 1.1807609689180247, 0.09480442974909177, -0.3671111106075462, -0.4711502061706325, 0.9434641710495008, 0.8079755433613679, -0.15562947555179465, 0.6050821367496859, -0.18976090241729407, -1.2410744958593123, -1.2308343120964556, 1.0085205818276777, 1.4693249555568306, 0.7253143010776448, -0.8301256172007058, 1.8384812691052081, -0.5369568583710973, -0.5930018620792575, -0.8393402600756779, 0.9156670299318437, -1.988136747934628, 0.2796765588942437, -0.8235596865775022, 0.9258532489709973, -0.31511423232933106, -0.6809679269593999, -1.1030955963681102, -0.41092994634318575, 0.24428007268417756, -1.2942417109329043, 0.7236378227978107, -1.1822262478125882, 0.19475718156857472, -0.6131375911952425, -0.3095261565207663, -1.2032938596213816, 0.8380357141764102, 0.5660753996717188, -0.6178855367460464, -0.9312297759435894, -0.8108278349144591, -0.40590558089859197, -1.0646369851409145, 0.651290799858866, -0.10148541724668546, 0.5352832606000745, -1.5378235676704772, -1.5756383888829057, 0.15230092441606893, 1.1907467654562618, 0.9823816872212577, -1.1896174980654868, -0.6921280151540408, 1.7591440082543313, -1.024043048807865, -1.4389244507922974, 1.4214865269654062, -0.4726650620483328, 1.7068216820491338, 0.6422390451034639, 0.18834397834036268, 0.635744690788909, 0.4910315841070782, -0.05118701002042919, 1.2286608997158326, 0.045013788949021326, -0.3225269211435687, -0.8567464744988473, 1.679311460632762, 0.27002001126599473, 0.3189907234684933, -0.7081409947334381, -2.0704113292806365, -1.3842403907898198, 0.3997436860872823, -1.1671957523280363, -2.8734969822122802, -1.8604097597083222, -0.6173042309174221, 0.08522423902630341, 0.05120010887873742, -1.2953921429898931, -0.15153796223182928, 1.1263115586712897, -1.452001716957132, 0.812105624039726, 0.759182788745203, 0.38416118948448297, 0.8812608200039891, -1.8638888079880438, 0.19639270500406805, -0.8432507720250255, 2.5275262787376684, 1.293634598974227, -0.5805425898802345, -0.44784029792615415], "yaxis": "y9"}, {"line": {"color": "rgba(128, 128, 128, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "marker": {"size": 2, "symbol": "circle"}, "mode": "markers", "name": "C", "text": "", "type": "scatter", "x": [1.049955161703356, -0.42826533567110037, -1.2731900946054724, 0.4081796814840816, 0.9112661079362184, 1.9741785065846607, -1.3690246941988633, 0.3005677821132221, 0.7442180170061738, 0.13638577534695184, 0.6135318458082515, -0.7539739698114681, 1.034156252062301, -1.286608072740203, -0.7024577787615537, 0.22181129595884796, -0.3965228076253131, -0.9476876843978135, -0.4282435458771582, 0.6235333931171697, -2.1214932958212804, -0.6620557941071158, 1.490786046127426, -2.4889976450042184, 2.1955841261870264, -0.045737209627496424, 1.3799470596708914, -0.7561172285456346, -0.5671961053806014, -0.9866923686011387, -1.701278014038143, -2.16744122887206, -0.1657756912960571, 1.3346798961043551, -0.11356288475380538, -0.4373487757072635, 0.592337949877694, 0.25018907416406383, -0.03271474297152071, 2.0587807449918776, -0.2466720122660628, -0.04723181818541687, 0.7892640433450262, -0.13125526082607433, 0.8186476773948912, 0.36832405433812904, 0.07009270375238132, 1.7284914205566577, -0.05270340750267107, -0.7575468199097368, -0.056405415662887294, -0.30719160626293396, -0.10520753679672185, -0.9448081291941611, -0.3798641594447774, -0.761550815942026, -1.1386001859254813, 0.98911973016835, 1.1839051876772735, -0.29451641679594387, -0.11488670498701324, -1.0686240023166982, -0.9265844286149477, -1.1306680199548151, -0.12233910872018842, -0.8054538939753001, 0.19597902079490515, 1.0865670548786295, -0.3414138074559741, 0.7825577118127203, -2.024934840172436, 0.07287902177416956, -0.09873904269258478, 0.5060965364706068, -0.48744160340887926, -1.43884637768212, 1.6169849889308514, 1.5590236044079495, -0.4751469197743183, -1.0498359213971893, 0.8331059602729589, 0.00863685606384091, -1.3565377945340626, -0.48600732226634646, 0.4467191218400963, -1.1628518673948633, -0.2336365514934093, 1.8800347591481312, 0.794792749976506, -0.9121918321034651, 0.9230633621170863, -0.7354969755826778, -1.7078772131959359, 0.4207856704795994, 1.3265401365924463, -0.047752949729952, 1.9454252333177426, -1.351446772601626, 1.3442779462050904, -1.0538131175580103], "xaxis": "x10", "y": [-2.1719056491738, -1.8467249196192983, -0.32694918154403235, -1.3246401584537104, 1.1807609689180247, 0.09480442974909177, -0.3671111106075462, -0.4711502061706325, 0.9434641710495008, 0.8079755433613679, -0.15562947555179465, 0.6050821367496859, -0.18976090241729407, -1.2410744958593123, -1.2308343120964556, 1.0085205818276777, 1.4693249555568306, 0.7253143010776448, -0.8301256172007058, 1.8384812691052081, -0.5369568583710973, -0.5930018620792575, -0.8393402600756779, 0.9156670299318437, -1.988136747934628, 0.2796765588942437, -0.8235596865775022, 0.9258532489709973, -0.31511423232933106, -0.6809679269593999, -1.1030955963681102, -0.41092994634318575, 0.24428007268417756, -1.2942417109329043, 0.7236378227978107, -1.1822262478125882, 0.19475718156857472, -0.6131375911952425, -0.3095261565207663, -1.2032938596213816, 0.8380357141764102, 0.5660753996717188, -0.6178855367460464, -0.9312297759435894, -0.8108278349144591, -0.40590558089859197, -1.0646369851409145, 0.651290799858866, -0.10148541724668546, 0.5352832606000745, -1.5378235676704772, -1.5756383888829057, 0.15230092441606893, 1.1907467654562618, 0.9823816872212577, -1.1896174980654868, -0.6921280151540408, 1.7591440082543313, -1.024043048807865, -1.4389244507922974, 1.4214865269654062, -0.4726650620483328, 1.7068216820491338, 0.6422390451034639, 0.18834397834036268, 0.635744690788909, 0.4910315841070782, -0.05118701002042919, 1.2286608997158326, 0.045013788949021326, -0.3225269211435687, -0.8567464744988473, 1.679311460632762, 0.27002001126599473, 0.3189907234684933, -0.7081409947334381, -2.0704113292806365, -1.3842403907898198, 0.3997436860872823, -1.1671957523280363, -2.8734969822122802, -1.8604097597083222, -0.6173042309174221, 0.08522423902630341, 0.05120010887873742, -1.2953921429898931, -0.15153796223182928, 1.1263115586712897, -1.452001716957132, 0.812105624039726, 0.759182788745203, 0.38416118948448297, 0.8812608200039891, -1.8638888079880438, 0.19639270500406805, -0.8432507720250255, 2.5275262787376684, 1.293634598974227, -0.5805425898802345, -0.44784029792615415], "yaxis": "y10"}, {"histfunc": "count", "histnorm": "", "marker": {"color": "rgba(50, 171, 96, 1.0)", "line": {"color": "#4D5663", "width": 1.3}}, "name": "C", "nbinsx": 10, "opacity": 0.8, "orientation": "v", "type": "histogram", "x": [-2.1719056491738, -1.8467249196192983, -0.32694918154403235, -1.3246401584537104, 1.1807609689180247, 0.09480442974909177, -0.3671111106075462, -0.4711502061706325, 0.9434641710495008, 0.8079755433613679, -0.15562947555179465, 0.6050821367496859, -0.18976090241729407, -1.2410744958593123, -1.2308343120964556, 1.0085205818276777, 1.4693249555568306, 0.7253143010776448, -0.8301256172007058, 1.8384812691052081, -0.5369568583710973, -0.5930018620792575, -0.8393402600756779, 0.9156670299318437, -1.988136747934628, 0.2796765588942437, -0.8235596865775022, 0.9258532489709973, -0.31511423232933106, -0.6809679269593999, -1.1030955963681102, -0.41092994634318575, 0.24428007268417756, -1.2942417109329043, 0.7236378227978107, -1.1822262478125882, 0.19475718156857472, -0.6131375911952425, -0.3095261565207663, -1.2032938596213816, 0.8380357141764102, 0.5660753996717188, -0.6178855367460464, -0.9312297759435894, -0.8108278349144591, -0.40590558089859197, -1.0646369851409145, 0.651290799858866, -0.10148541724668546, 0.5352832606000745, -1.5378235676704772, -1.5756383888829057, 0.15230092441606893, 1.1907467654562618, 0.9823816872212577, -1.1896174980654868, -0.6921280151540408, 1.7591440082543313, -1.024043048807865, -1.4389244507922974, 1.4214865269654062, -0.4726650620483328, 1.7068216820491338, 0.6422390451034639, 0.18834397834036268, 0.635744690788909, 0.4910315841070782, -0.05118701002042919, 1.2286608997158326, 0.045013788949021326, -0.3225269211435687, -0.8567464744988473, 1.679311460632762, 0.27002001126599473, 0.3189907234684933, -0.7081409947334381, -2.0704113292806365, -1.3842403907898198, 0.3997436860872823, -1.1671957523280363, -2.8734969822122802, -1.8604097597083222, -0.6173042309174221, 0.08522423902630341, 0.05120010887873742, -1.2953921429898931, -0.15153796223182928, 1.1263115586712897, -1.452001716957132, 0.812105624039726, 0.759182788745203, 0.38416118948448297, 0.8812608200039891, -1.8638888079880438, 0.19639270500406805, -0.8432507720250255, 2.5275262787376684, 1.293634598974227, -0.5805425898802345, -0.44784029792615415], "xaxis": "x11", "yaxis": "y11"}, {"line": {"color": "rgba(128, 128, 128, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "marker": {"size": 2, "symbol": "circle"}, "mode": "markers", "name": "C", "text": "", "type": "scatter", "x": [0.4936460599036785, -0.23950189174458203, 0.787826532834424, 1.6218906708569216, 0.14692667967207593, 1.8687215739097855, 0.23066905162127188, 0.026996461486848325, 2.151097372606241, 2.4394207056126755, -0.08657531921031929, 0.014924265438812237, 2.6593888580385743, 0.5152735475803955, 0.5622519090001562, 0.401635329701252, -0.08659802491596807, -1.165543845559547, 0.8244356339511225, -2.11336698654637, -0.35314530770827085, -0.8308943564762241, 2.1900128815687334, 0.504318795688291, -1.4538204874744098, -0.3232589471091818, 2.13660626883115, 1.3553922949621742, 1.605546151744719, 0.27884150320751255, -0.9500563704498031, -0.6255009081531215, -0.5088708338891568, 0.8398283043356619, 1.3485884699110402, 1.8666428468092862, 0.04547596768375024, 0.5464241721324268, -0.36404425968108417, -1.0177618050749744, 0.013431696116402755, -1.789199192662988, 0.012769546199602737, 0.1535996279182816, -2.717383567108027, 0.12252478655860585, -0.39952981236458673, -0.28852157053700295, 0.6010204074559363, -1.205813167362976, 1.2894485072228832, 2.5585620046843998, -0.7577346914669658, -1.0885330825612478, -2.228941108530018, 0.5861230022910491, -0.6082077147766836, 0.7426430198538548, -0.4820998268163591, 2.046399036359828, -0.8106255125172253, 1.5973196460767503, 1.0080193788484948, 1.0579108814883447, 0.09107918776187489, -0.8291413628514889, 0.5504905060906493, 0.4664216496393088, -0.9872895522573563, -1.1063715880748848, 0.5104355199119975, -0.40822874377283114, -1.1719971610467275, 0.5353851414412951, -0.3163255509276452, -0.716054830069594, 0.33195639977501645, 0.8216560810576785, 1.6475343422254514, -0.8548999389250493, -0.5644267577031428, -0.5345694961356798, -0.2670221008926948, -0.24673707335568168, 0.35678927774506153, -1.1191509341262875, -1.6300288181893052, 1.6479147337597981, -1.304376159861575, 1.0111535263032327, -0.38203935330228295, -0.16298615882141124, -0.8611283900800366, 0.8535480441521892, 1.0342566774529574, -0.44355853279257873, -1.730285592921243, -0.5751700142178594, -0.8073914583298634, 0.44061141043955276], "xaxis": "x12", "y": [-2.1719056491738, -1.8467249196192983, -0.32694918154403235, -1.3246401584537104, 1.1807609689180247, 0.09480442974909177, -0.3671111106075462, -0.4711502061706325, 0.9434641710495008, 0.8079755433613679, -0.15562947555179465, 0.6050821367496859, -0.18976090241729407, -1.2410744958593123, -1.2308343120964556, 1.0085205818276777, 1.4693249555568306, 0.7253143010776448, -0.8301256172007058, 1.8384812691052081, -0.5369568583710973, -0.5930018620792575, -0.8393402600756779, 0.9156670299318437, -1.988136747934628, 0.2796765588942437, -0.8235596865775022, 0.9258532489709973, -0.31511423232933106, -0.6809679269593999, -1.1030955963681102, -0.41092994634318575, 0.24428007268417756, -1.2942417109329043, 0.7236378227978107, -1.1822262478125882, 0.19475718156857472, -0.6131375911952425, -0.3095261565207663, -1.2032938596213816, 0.8380357141764102, 0.5660753996717188, -0.6178855367460464, -0.9312297759435894, -0.8108278349144591, -0.40590558089859197, -1.0646369851409145, 0.651290799858866, -0.10148541724668546, 0.5352832606000745, -1.5378235676704772, -1.5756383888829057, 0.15230092441606893, 1.1907467654562618, 0.9823816872212577, -1.1896174980654868, -0.6921280151540408, 1.7591440082543313, -1.024043048807865, -1.4389244507922974, 1.4214865269654062, -0.4726650620483328, 1.7068216820491338, 0.6422390451034639, 0.18834397834036268, 0.635744690788909, 0.4910315841070782, -0.05118701002042919, 1.2286608997158326, 0.045013788949021326, -0.3225269211435687, -0.8567464744988473, 1.679311460632762, 0.27002001126599473, 0.3189907234684933, -0.7081409947334381, -2.0704113292806365, -1.3842403907898198, 0.3997436860872823, -1.1671957523280363, -2.8734969822122802, -1.8604097597083222, -0.6173042309174221, 0.08522423902630341, 0.05120010887873742, -1.2953921429898931, -0.15153796223182928, 1.1263115586712897, -1.452001716957132, 0.812105624039726, 0.759182788745203, 0.38416118948448297, 0.8812608200039891, -1.8638888079880438, 0.19639270500406805, -0.8432507720250255, 2.5275262787376684, 1.293634598974227, -0.5805425898802345, -0.44784029792615415], "yaxis": "y12"}, {"line": {"color": "rgba(128, 128, 128, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "marker": {"size": 2, "symbol": "circle"}, "mode": "markers", "name": "D", "text": "", "type": "scatter", "x": [1.4430938529076065, 0.21546657757723303, -0.5407947903142395, -0.7908612658330378, -0.8656031384884543, -1.4760605757203558, -0.0744980394773873, 0.10513814487608379, -0.9947735310122262, -0.1304937735467974, 1.692203998381951, -0.1369007919085108, -0.21105501714229025, -0.9936863166980452, -0.34640982497446215, 1.5141537117239598, 0.12892505478589958, -0.31666189982499576, 1.3161758984987586, -1.0720221087119493, -0.351929804841477, 1.9182199948679515, 1.9731282385455846, -0.38834039697671746, 0.15088998778303156, 0.5435595100988015, 1.1877521368445123, 0.6625622168684125, 1.762280497623462, 0.006580804643453561, 1.3159978072395653, 0.8509611012007505, 1.6200556642738022, -0.04070661961335169, -1.096670963214221, 0.5037502087264271, -0.16052030945900758, -1.1703093760438072, 1.5436995617718496, -0.7078226442095832, 1.0197384640243452, -2.166831958798532, -0.8676056997613739, 0.5770893664369249, -0.13143135735049682, 0.9841694638666082, -1.148940851861127, 2.132968847085139, 1.167022166305539, 0.7048534034082377, 0.7584954259520424, -0.1667564290605649, 0.2804433588775117, 1.723609573641113, -0.6990028496247089, 1.1695491686135198, 0.7064033210423212, 1.3834261383635968, -0.4946192781857277, 0.7161224086402186, -0.4667569038025088, -1.5192227588773672, -1.0679196053861189, -1.194728128581742, 0.21248674452864724, 0.6914949981927315, -0.759559922097263, 0.022228456574431305, 0.8721689279810639, -1.2660042013711916, 0.796455599724663, 1.2920244483254557, -1.064314220090697, -0.06453259511913911, 0.2657376216992744, -0.7150349998574225, -1.243865464433513, 0.14620813690683923, -0.5211730027145767, 0.881120512982295, 1.5227542308652078, -0.6471600714616916, -0.1889842731273635, 0.3617815784985615, 1.1591346926116266, 0.37825391336232184, 0.048759913111237674, -1.6664428984486728, -0.31346839275559785, 0.5586447349930872, -1.5162112219634285, -1.051988468443194, 1.2048689076313626, -1.3792946376967596, -1.4745321588932199, 0.15896878517115232, -0.2790465889360236, 0.4175742073473088, 0.14327897976040063, 0.9830632442379812], "xaxis": "x13", "y": [0.4936460599036785, -0.23950189174458203, 0.787826532834424, 1.6218906708569216, 0.14692667967207593, 1.8687215739097855, 0.23066905162127188, 0.026996461486848325, 2.151097372606241, 2.4394207056126755, -0.08657531921031929, 0.014924265438812237, 2.6593888580385743, 0.5152735475803955, 0.5622519090001562, 0.401635329701252, -0.08659802491596807, -1.165543845559547, 0.8244356339511225, -2.11336698654637, -0.35314530770827085, -0.8308943564762241, 2.1900128815687334, 0.504318795688291, -1.4538204874744098, -0.3232589471091818, 2.13660626883115, 1.3553922949621742, 1.605546151744719, 0.27884150320751255, -0.9500563704498031, -0.6255009081531215, -0.5088708338891568, 0.8398283043356619, 1.3485884699110402, 1.8666428468092862, 0.04547596768375024, 0.5464241721324268, -0.36404425968108417, -1.0177618050749744, 0.013431696116402755, -1.789199192662988, 0.012769546199602737, 0.1535996279182816, -2.717383567108027, 0.12252478655860585, -0.39952981236458673, -0.28852157053700295, 0.6010204074559363, -1.205813167362976, 1.2894485072228832, 2.5585620046843998, -0.7577346914669658, -1.0885330825612478, -2.228941108530018, 0.5861230022910491, -0.6082077147766836, 0.7426430198538548, -0.4820998268163591, 2.046399036359828, -0.8106255125172253, 1.5973196460767503, 1.0080193788484948, 1.0579108814883447, 0.09107918776187489, -0.8291413628514889, 0.5504905060906493, 0.4664216496393088, -0.9872895522573563, -1.1063715880748848, 0.5104355199119975, -0.40822874377283114, -1.1719971610467275, 0.5353851414412951, -0.3163255509276452, -0.716054830069594, 0.33195639977501645, 0.8216560810576785, 1.6475343422254514, -0.8548999389250493, -0.5644267577031428, -0.5345694961356798, -0.2670221008926948, -0.24673707335568168, 0.35678927774506153, -1.1191509341262875, -1.6300288181893052, 1.6479147337597981, -1.304376159861575, 1.0111535263032327, -0.38203935330228295, -0.16298615882141124, -0.8611283900800366, 0.8535480441521892, 1.0342566774529574, -0.44355853279257873, -1.730285592921243, -0.5751700142178594, -0.8073914583298634, 0.44061141043955276], "yaxis": "y13"}, {"line": {"color": "rgba(128, 128, 128, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "marker": {"size": 2, "symbol": "circle"}, "mode": "markers", "name": "D", "text": "", "type": "scatter", "x": [1.049955161703356, -0.42826533567110037, -1.2731900946054724, 0.4081796814840816, 0.9112661079362184, 1.9741785065846607, -1.3690246941988633, 0.3005677821132221, 0.7442180170061738, 0.13638577534695184, 0.6135318458082515, -0.7539739698114681, 1.034156252062301, -1.286608072740203, -0.7024577787615537, 0.22181129595884796, -0.3965228076253131, -0.9476876843978135, -0.4282435458771582, 0.6235333931171697, -2.1214932958212804, -0.6620557941071158, 1.490786046127426, -2.4889976450042184, 2.1955841261870264, -0.045737209627496424, 1.3799470596708914, -0.7561172285456346, -0.5671961053806014, -0.9866923686011387, -1.701278014038143, -2.16744122887206, -0.1657756912960571, 1.3346798961043551, -0.11356288475380538, -0.4373487757072635, 0.592337949877694, 0.25018907416406383, -0.03271474297152071, 2.0587807449918776, -0.2466720122660628, -0.04723181818541687, 0.7892640433450262, -0.13125526082607433, 0.8186476773948912, 0.36832405433812904, 0.07009270375238132, 1.7284914205566577, -0.05270340750267107, -0.7575468199097368, -0.056405415662887294, -0.30719160626293396, -0.10520753679672185, -0.9448081291941611, -0.3798641594447774, -0.761550815942026, -1.1386001859254813, 0.98911973016835, 1.1839051876772735, -0.29451641679594387, -0.11488670498701324, -1.0686240023166982, -0.9265844286149477, -1.1306680199548151, -0.12233910872018842, -0.8054538939753001, 0.19597902079490515, 1.0865670548786295, -0.3414138074559741, 0.7825577118127203, -2.024934840172436, 0.07287902177416956, -0.09873904269258478, 0.5060965364706068, -0.48744160340887926, -1.43884637768212, 1.6169849889308514, 1.5590236044079495, -0.4751469197743183, -1.0498359213971893, 0.8331059602729589, 0.00863685606384091, -1.3565377945340626, -0.48600732226634646, 0.4467191218400963, -1.1628518673948633, -0.2336365514934093, 1.8800347591481312, 0.794792749976506, -0.9121918321034651, 0.9230633621170863, -0.7354969755826778, -1.7078772131959359, 0.4207856704795994, 1.3265401365924463, -0.047752949729952, 1.9454252333177426, -1.351446772601626, 1.3442779462050904, -1.0538131175580103], "xaxis": "x14", "y": [0.4936460599036785, -0.23950189174458203, 0.787826532834424, 1.6218906708569216, 0.14692667967207593, 1.8687215739097855, 0.23066905162127188, 0.026996461486848325, 2.151097372606241, 2.4394207056126755, -0.08657531921031929, 0.014924265438812237, 2.6593888580385743, 0.5152735475803955, 0.5622519090001562, 0.401635329701252, -0.08659802491596807, -1.165543845559547, 0.8244356339511225, -2.11336698654637, -0.35314530770827085, -0.8308943564762241, 2.1900128815687334, 0.504318795688291, -1.4538204874744098, -0.3232589471091818, 2.13660626883115, 1.3553922949621742, 1.605546151744719, 0.27884150320751255, -0.9500563704498031, -0.6255009081531215, -0.5088708338891568, 0.8398283043356619, 1.3485884699110402, 1.8666428468092862, 0.04547596768375024, 0.5464241721324268, -0.36404425968108417, -1.0177618050749744, 0.013431696116402755, -1.789199192662988, 0.012769546199602737, 0.1535996279182816, -2.717383567108027, 0.12252478655860585, -0.39952981236458673, -0.28852157053700295, 0.6010204074559363, -1.205813167362976, 1.2894485072228832, 2.5585620046843998, -0.7577346914669658, -1.0885330825612478, -2.228941108530018, 0.5861230022910491, -0.6082077147766836, 0.7426430198538548, -0.4820998268163591, 2.046399036359828, -0.8106255125172253, 1.5973196460767503, 1.0080193788484948, 1.0579108814883447, 0.09107918776187489, -0.8291413628514889, 0.5504905060906493, 0.4664216496393088, -0.9872895522573563, -1.1063715880748848, 0.5104355199119975, -0.40822874377283114, -1.1719971610467275, 0.5353851414412951, -0.3163255509276452, -0.716054830069594, 0.33195639977501645, 0.8216560810576785, 1.6475343422254514, -0.8548999389250493, -0.5644267577031428, -0.5345694961356798, -0.2670221008926948, -0.24673707335568168, 0.35678927774506153, -1.1191509341262875, -1.6300288181893052, 1.6479147337597981, -1.304376159861575, 1.0111535263032327, -0.38203935330228295, -0.16298615882141124, -0.8611283900800366, 0.8535480441521892, 1.0342566774529574, -0.44355853279257873, -1.730285592921243, -0.5751700142178594, -0.8073914583298634, 0.44061141043955276], "yaxis": "y14"}, {"line": {"color": "rgba(128, 128, 128, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3}, "marker": {"size": 2, "symbol": "circle"}, "mode": "markers", "name": "D", "text": "", "type": "scatter", "x": [-2.1719056491738, -1.8467249196192983, -0.32694918154403235, -1.3246401584537104, 1.1807609689180247, 0.09480442974909177, -0.3671111106075462, -0.4711502061706325, 0.9434641710495008, 0.8079755433613679, -0.15562947555179465, 0.6050821367496859, -0.18976090241729407, -1.2410744958593123, -1.2308343120964556, 1.0085205818276777, 1.4693249555568306, 0.7253143010776448, -0.8301256172007058, 1.8384812691052081, -0.5369568583710973, -0.5930018620792575, -0.8393402600756779, 0.9156670299318437, -1.988136747934628, 0.2796765588942437, -0.8235596865775022, 0.9258532489709973, -0.31511423232933106, -0.6809679269593999, -1.1030955963681102, -0.41092994634318575, 0.24428007268417756, -1.2942417109329043, 0.7236378227978107, -1.1822262478125882, 0.19475718156857472, -0.6131375911952425, -0.3095261565207663, -1.2032938596213816, 0.8380357141764102, 0.5660753996717188, -0.6178855367460464, -0.9312297759435894, -0.8108278349144591, -0.40590558089859197, -1.0646369851409145, 0.651290799858866, -0.10148541724668546, 0.5352832606000745, -1.5378235676704772, -1.5756383888829057, 0.15230092441606893, 1.1907467654562618, 0.9823816872212577, -1.1896174980654868, -0.6921280151540408, 1.7591440082543313, -1.024043048807865, -1.4389244507922974, 1.4214865269654062, -0.4726650620483328, 1.7068216820491338, 0.6422390451034639, 0.18834397834036268, 0.635744690788909, 0.4910315841070782, -0.05118701002042919, 1.2286608997158326, 0.045013788949021326, -0.3225269211435687, -0.8567464744988473, 1.679311460632762, 0.27002001126599473, 0.3189907234684933, -0.7081409947334381, -2.0704113292806365, -1.3842403907898198, 0.3997436860872823, -1.1671957523280363, -2.8734969822122802, -1.8604097597083222, -0.6173042309174221, 0.08522423902630341, 0.05120010887873742, -1.2953921429898931, -0.15153796223182928, 1.1263115586712897, -1.452001716957132, 0.812105624039726, 0.759182788745203, 0.38416118948448297, 0.8812608200039891, -1.8638888079880438, 0.19639270500406805, -0.8432507720250255, 2.5275262787376684, 1.293634598974227, -0.5805425898802345, -0.44784029792615415], "xaxis": "x15", "y": [0.4936460599036785, -0.23950189174458203, 0.787826532834424, 1.6218906708569216, 0.14692667967207593, 1.8687215739097855, 0.23066905162127188, 0.026996461486848325, 2.151097372606241, 2.4394207056126755, -0.08657531921031929, 0.014924265438812237, 2.6593888580385743, 0.5152735475803955, 0.5622519090001562, 0.401635329701252, -0.08659802491596807, -1.165543845559547, 0.8244356339511225, -2.11336698654637, -0.35314530770827085, -0.8308943564762241, 2.1900128815687334, 0.504318795688291, -1.4538204874744098, -0.3232589471091818, 2.13660626883115, 1.3553922949621742, 1.605546151744719, 0.27884150320751255, -0.9500563704498031, -0.6255009081531215, -0.5088708338891568, 0.8398283043356619, 1.3485884699110402, 1.8666428468092862, 0.04547596768375024, 0.5464241721324268, -0.36404425968108417, -1.0177618050749744, 0.013431696116402755, -1.789199192662988, 0.012769546199602737, 0.1535996279182816, -2.717383567108027, 0.12252478655860585, -0.39952981236458673, -0.28852157053700295, 0.6010204074559363, -1.205813167362976, 1.2894485072228832, 2.5585620046843998, -0.7577346914669658, -1.0885330825612478, -2.228941108530018, 0.5861230022910491, -0.6082077147766836, 0.7426430198538548, -0.4820998268163591, 2.046399036359828, -0.8106255125172253, 1.5973196460767503, 1.0080193788484948, 1.0579108814883447, 0.09107918776187489, -0.8291413628514889, 0.5504905060906493, 0.4664216496393088, -0.9872895522573563, -1.1063715880748848, 0.5104355199119975, -0.40822874377283114, -1.1719971610467275, 0.5353851414412951, -0.3163255509276452, -0.716054830069594, 0.33195639977501645, 0.8216560810576785, 1.6475343422254514, -0.8548999389250493, -0.5644267577031428, -0.5345694961356798, -0.2670221008926948, -0.24673707335568168, 0.35678927774506153, -1.1191509341262875, -1.6300288181893052, 1.6479147337597981, -1.304376159861575, 1.0111535263032327, -0.38203935330228295, -0.16298615882141124, -0.8611283900800366, 0.8535480441521892, 1.0342566774529574, -0.44355853279257873, -1.730285592921243, -0.5751700142178594, -0.8073914583298634, 0.44061141043955276], "yaxis": "y15"}, {"histfunc": "count", "histnorm": "", "marker": {"color": "rgba(128, 0, 128, 1.0)", "line": {"color": "#4D5663", "width": 1.3}}, "name": "D", "nbinsx": 10, "opacity": 0.8, "orientation": "v", "type": "histogram", "x": [0.4936460599036785, -0.23950189174458203, 0.787826532834424, 1.6218906708569216, 0.14692667967207593, 1.8687215739097855, 0.23066905162127188, 0.026996461486848325, 2.151097372606241, 2.4394207056126755, -0.08657531921031929, 0.014924265438812237, 2.6593888580385743, 0.5152735475803955, 0.5622519090001562, 0.401635329701252, -0.08659802491596807, -1.165543845559547, 0.8244356339511225, -2.11336698654637, -0.35314530770827085, -0.8308943564762241, 2.1900128815687334, 0.504318795688291, -1.4538204874744098, -0.3232589471091818, 2.13660626883115, 1.3553922949621742, 1.605546151744719, 0.27884150320751255, -0.9500563704498031, -0.6255009081531215, -0.5088708338891568, 0.8398283043356619, 1.3485884699110402, 1.8666428468092862, 0.04547596768375024, 0.5464241721324268, -0.36404425968108417, -1.0177618050749744, 0.013431696116402755, -1.789199192662988, 0.012769546199602737, 0.1535996279182816, -2.717383567108027, 0.12252478655860585, -0.39952981236458673, -0.28852157053700295, 0.6010204074559363, -1.205813167362976, 1.2894485072228832, 2.5585620046843998, -0.7577346914669658, -1.0885330825612478, -2.228941108530018, 0.5861230022910491, -0.6082077147766836, 0.7426430198538548, -0.4820998268163591, 2.046399036359828, -0.8106255125172253, 1.5973196460767503, 1.0080193788484948, 1.0579108814883447, 0.09107918776187489, -0.8291413628514889, 0.5504905060906493, 0.4664216496393088, -0.9872895522573563, -1.1063715880748848, 0.5104355199119975, -0.40822874377283114, -1.1719971610467275, 0.5353851414412951, -0.3163255509276452, -0.716054830069594, 0.33195639977501645, 0.8216560810576785, 1.6475343422254514, -0.8548999389250493, -0.5644267577031428, -0.5345694961356798, -0.2670221008926948, -0.24673707335568168, 0.35678927774506153, -1.1191509341262875, -1.6300288181893052, 1.6479147337597981, -1.304376159861575, 1.0111535263032327, -0.38203935330228295, -0.16298615882141124, -0.8611283900800366, 0.8535480441521892, 1.0342566774529574, -0.44355853279257873, -1.730285592921243, -0.5751700142178594, -0.8073914583298634, 0.44061141043955276], "xaxis": "x16", "yaxis": "y16"}],
{"bargap": 0.02, "legend": {"bgcolor": "#F5F6F9", "font": {"color": "#4D5663"}}, "paper_bgcolor": "#F5F6F9", "plot_bgcolor": "#F5F6F9", "showlegend": false, "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": {"color": "#4D5663"}}, "xaxis": {"anchor": "y", "domain": [0.0, 0.2125], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis10": {"anchor": "y10", "domain": [0.2625, 0.475], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis11": {"anchor": "y11", "domain": [0.525, 0.7375], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis12": {"anchor": "y12", "domain": [0.7875, 1.0], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis13": {"anchor": "y13", "domain": [0.0, 0.2125], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis14": {"anchor": "y14", "domain": [0.2625, 0.475], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis15": {"anchor": "y15", "domain": [0.525, 0.7375], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis16": {"anchor": "y16", "domain": [0.7875, 1.0], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis2": {"anchor": "y2", "domain": [0.2625, 0.475], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis3": {"anchor": "y3", "domain": [0.525, 0.7375], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis4": {"anchor": "y4", "domain": [0.7875, 1.0], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis5": {"anchor": "y5", "domain": [0.0, 0.2125], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis6": {"anchor": "y6", "domain": [0.2625, 0.475], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis7": {"anchor": "y7", "domain": [0.525, 0.7375], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis8": {"anchor": "y8", "domain": [0.7875, 1.0], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "xaxis9": {"anchor": "y9", "domain": [0.0, 0.2125], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis": {"anchor": "x", "domain": [0.8025, 1.0], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis10": {"anchor": "x10", "domain": [0.2675, 0.465], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis11": {"anchor": "x11", "domain": [0.2675, 0.465], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis12": {"anchor": "x12", "domain": [0.2675, 0.465], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis13": {"anchor": "x13", "domain": [0.0, 0.1975], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis14": {"anchor": "x14", "domain": [0.0, 0.1975], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis15": {"anchor": "x15", "domain": [0.0, 0.1975], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis16": {"anchor": "x16", "domain": [0.0, 0.1975], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis2": {"anchor": "x2", "domain": [0.8025, 1.0], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis3": {"anchor": "x3", "domain": [0.8025, 1.0], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis4": {"anchor": "x4", "domain": [0.8025, 1.0], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis5": {"anchor": "x5", "domain": [0.535, 0.7325], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis6": {"anchor": "x6", "domain": [0.535, 0.7325], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis7": {"anchor": "x7", "domain": [0.535, 0.7325], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis8": {"anchor": "x8", "domain": [0.535, 0.7325], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}, "yaxis9": {"anchor": "x9", "domain": [0.2675, 0.465], "gridcolor": "#E1E5ED", "showgrid": false, "tickfont": {"color": "#4D5663"}, "title": {"font": {"color": "#4D5663"}, "text": ""}, "zerolinecolor": "#E1E5ED"}},
{"showLink": true, "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "responsive": true}
).then(function(){
var gd = document.getElementById(‘52beb8f2-3df1-4fd0-9c94-a8d03d2d6010’); var x = new MutationObserver(function (mutations, observer) {{ var display = window.getComputedStyle(gd).display; if (!display || display === ‘none’) {{ console.log([gd, ‘removed!']); Plotly.purge(gd); observer.disconnect(); }} }});
// Listen for the removal of the full notebook cells var notebookContainer = gd.closest('#notebook-container’); if (notebookContainer) {{ x.observe(notebookContainer, {childList: true}); }}
// Listen for the clearing of the current output cell var outputEl = gd.closest('.output'); if (outputEl) {{ x.observe(outputEl, {childList: true}); }}
})
};
});
</script>
</div>
Greydon Gilmore
Electrophysiologist
My research interests include deep brain stimulation, machine learning and signal processing.