{
"cells": [
{
"cell_type": "markdown",
"id": "0250c0bd",
"metadata": {},
"source": [
" # Installing Necessary Libraries"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "c3883ebb",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "e09311aa",
"metadata": {},
"outputs": [],
"source": [
"from plotly.offline import iplot\n",
"import plotly as py\n",
"import plotly.tools as tls\n",
"import chart_studio.plotly as cpy\n",
"import chart_studio.tools as ctls"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "9eb6849f",
"metadata": {},
"outputs": [],
"source": [
"import cufflinks as cf"
]
},
{
"cell_type": "markdown",
"id": "f01ed6ac",
"metadata": {},
"source": [
"## Using `cufflinks` and `iplot()` to create different plots"
]
},
{
"cell_type": "markdown",
"id": "500308a7",
"metadata": {},
"source": [
"- line\n",
"- scatter\n",
"- bar\n",
"- box\n",
"- spread\n",
"- histogram\n",
"- bubble\n",
"- surface\n",
"- heatmap "
]
},
{
"cell_type": "markdown",
"id": "1e7c8062",
"metadata": {},
"source": [
"### Knowing the version of the packages"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "3ead8b1d",
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'py' is not defined",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-1-2221253c3501>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpy\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__version__\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;31mNameError\u001b[0m: name 'py' is not defined"
]
}
],
"source": [
"print(py.__version__)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "9a9c8481",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.17.3\n"
]
}
],
"source": [
"print(cf.__version__)"
]
},
{
"cell_type": "markdown",
"id": "9ff2415b",
"metadata": {},
"source": [
"### Embedding Online Plots to the Jupyter Notebook\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "795a2633",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <iframe\n",
" width=\"100%\"\n",
" height=\"525\"\n",
" src=\"https://plotly.com/~cufflinks/8.embed\"\n",
" frameborder=\"0\"\n",
" allowfullscreen\n",
" ></iframe>\n",
" "
],
"text/plain": [
"<IPython.lib.display.IFrame at 0x18faca08520>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ctls.embed('https://plotly.com/~cufflinks/8')"
]
},
{
"cell_type": "markdown",
"id": "b5b98629",
"metadata": {},
"source": [
"### Using Plotly-Cufflinks offline"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "4f6e14c5",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <script type=\"text/javascript\">\n",
" window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
" if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
" if (typeof require !== 'undefined') {\n",
" require.undef(\"plotly\");\n",
" requirejs.config({\n",
" paths: {\n",
" 'plotly': ['https://cdn.plot.ly/plotly-2.4.2.min']\n",
" }\n",
" });\n",
" require(['plotly'], function(Plotly) {\n",
" window._Plotly = Plotly;\n",
" });\n",
" }\n",
" </script>\n",
" "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"py.offline.init_notebook_mode(connected=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "37d66c47",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <script type=\"text/javascript\">\n",
" window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
" if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
" if (typeof require !== 'undefined') {\n",
" require.undef(\"plotly\");\n",
" requirejs.config({\n",
" paths: {\n",
" 'plotly': ['https://cdn.plot.ly/plotly-2.4.2.min']\n",
" }\n",
" });\n",
" require(['plotly'], function(Plotly) {\n",
" window._Plotly = Plotly;\n",
" });\n",
" }\n",
" </script>\n",
" "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cf.go_offline()"
]
},
{
"cell_type": "markdown",
"id": "7f2be9e2",
"metadata": {},
"source": [
"### Connecting Jupyter Notebook with Plotly Account"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "6d274676",
"metadata": {},
"outputs": [],
"source": [
"import chart_studio\n",
"chart_studio.tools.set_credentials_file(username='PriyankaJha', api_key='EgKBYXoVIi8Aw32QlKrf')"
]
},
{
"cell_type": "markdown",
"id": "9e6d201d",
"metadata": {},
"source": [
"## `lineplot`"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a41ac988",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>A</th>\n",
" <th>B</th>\n",
" <th>C</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-0.405230</td>\n",
" <td>0.070950</td>\n",
" <td>-2.137773</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.111522</td>\n",
" <td>1.920144</td>\n",
" <td>-2.159755</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-0.626906</td>\n",
" <td>3.780232</td>\n",
" <td>-2.015929</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.716704</td>\n",
" <td>3.244089</td>\n",
" <td>-1.326465</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.211570</td>\n",
" <td>2.747247</td>\n",
" <td>-1.485680</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" A B C\n",
"0 -0.405230 0.070950 -2.137773\n",
"1 0.111522 1.920144 -2.159755\n",
"2 -0.626906 3.780232 -2.015929\n",
"3 0.716704 3.244089 -1.326465\n",
"4 0.211570 2.747247 -1.485680"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#generating some pseudo data for analysis\n",
"df = pd.DataFrame(np.random.randn(100, 3), columns=['A', 'B', 'C'])\n",
"df['A'] = df['A'].cumsum()\n",
"df['B'] = df['B'].cumsum()\n",
"df['C'] = df['C'].cumsum()\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "45c57b86",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['ggplot', 'pearl', 'solar', 'space', 'white', 'polar', 'henanigans']"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#different themes for plots in plotly\n",
"cf.getThemes()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "e14e647e",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plotly.com",
"plotlyServerURL": "https://plotly.com",
"showLink": true
},
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"output_type": "display_data"
}
],
"source": [
"df.iplot(x='A', y='B', mode='markers', symbol='diamond', size=9, theme='solar')\n",
"#use box or lasso select to highlight the desired markers"
]
},
{
"cell_type": "markdown",
"id": "99f903f1",
"metadata": {},
"source": [
"## `barplot`"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "52d65abc",
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\n",
" .dataframe tbody tr th {\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <th></th>\n",
" <th>survived</th>\n",
" <th>pclass</th>\n",
" <th>sex</th>\n",
" <th>age</th>\n",
" <th>sibsp</th>\n",
" <th>parch</th>\n",
" <th>fare</th>\n",
" <th>embarked</th>\n",
" <th>class</th>\n",
" <th>who</th>\n",
" <th>adult_male</th>\n",
" <th>deck</th>\n",
" <th>embark_town</th>\n",
" <th>alive</th>\n",
" <th>alone</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>male</td>\n",
" <td>22.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>7.2500</td>\n",
" <td>S</td>\n",
" <td>Third</td>\n",
" <td>man</td>\n",
" <td>True</td>\n",
" <td>NaN</td>\n",
" <td>Southampton</td>\n",
" <td>no</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>female</td>\n",
" <td>38.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>71.2833</td>\n",
" <td>C</td>\n",
" <td>First</td>\n",
" <td>woman</td>\n",
" <td>False</td>\n",
" <td>C</td>\n",
" <td>Cherbourg</td>\n",
" <td>yes</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>female</td>\n",
" <td>26.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>7.9250</td>\n",
" <td>S</td>\n",
" <td>Third</td>\n",
" <td>woman</td>\n",
" <td>False</td>\n",
" <td>NaN</td>\n",
" <td>Southampton</td>\n",
" <td>yes</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>female</td>\n",
" <td>35.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>53.1000</td>\n",
" <td>S</td>\n",
" <td>First</td>\n",
" <td>woman</td>\n",
" <td>False</td>\n",
" <td>C</td>\n",
" <td>Southampton</td>\n",
" <td>yes</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>male</td>\n",
" <td>35.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8.0500</td>\n",
" <td>S</td>\n",
" <td>Third</td>\n",
" <td>man</td>\n",
" <td>True</td>\n",
" <td>NaN</td>\n",
" <td>Southampton</td>\n",
" <td>no</td>\n",
" <td>True</td>\n",
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"text/plain": [
" survived pclass sex age sibsp parch fare embarked class \\\n",
"0 0 3 male 22.0 1 0 7.2500 S Third \n",
"1 1 1 female 38.0 1 0 71.2833 C First \n",
"2 1 3 female 26.0 0 0 7.9250 S Third \n",
"3 1 1 female 35.0 1 0 53.1000 S First \n",
"4 0 3 male 35.0 0 0 8.0500 S Third \n",
"\n",
" who adult_male deck embark_town alive alone \n",
"0 man True NaN Southampton no False \n",
"1 woman False C Cherbourg yes False \n",
"2 woman False NaN Southampton yes True \n",
"3 woman False C Southampton yes False \n",
"4 man True NaN Southampton no True "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"titanic = sns.load_dataset('titanic')\n",
"titanic.head()"
]
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"source": [
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"id": "e40b8b59",
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"#horizontal bar graph\n",
"df.iplot(kind='barh', bargap=0.4, theme='solar')"
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"metadata": {},
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"## `boxplot`"
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},
{
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"execution_count": 15,
"id": "885a62e3",
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"source": [
"df.iplot(kind='box', theme='solar')"
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"cell_type": "markdown",
"id": "dd4a0cb5",
"metadata": {},
"source": [
"## `areaplot`"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "0ca78c19",
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>A</th>\n",
" <th>B</th>\n",
" <th>C</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>15.161858</td>\n",
" <td>15.444999</td>\n",
" <td>15.744817</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>16.349772</td>\n",
" <td>15.269878</td>\n",
" <td>16.264184</td>\n",
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" <tr>\n",
" <th>2</th>\n",
" <td>15.119788</td>\n",
" <td>13.444587</td>\n",
" <td>15.544242</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>15.642109</td>\n",
" <td>11.379189</td>\n",
" <td>14.308738</td>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>16.190989</td>\n",
" <td>12.725358</td>\n",
" <td>13.952934</td>\n",
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"text/plain": [
" A B C\n",
"0 15.161858 15.444999 15.744817\n",
"1 16.349772 15.269878 16.264184\n",
"2 15.119788 13.444587 15.544242\n",
"3 15.642109 11.379189 14.308738\n",
"4 16.190989 12.725358 13.952934"
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},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"#generating another set of dataset with only positive values\n",
"df2 = pd.DataFrame(np.random.randn(150, 3), columns=['A', 'B', 'C'])\n",
"df2['A'] = df2['A'].cumsum() + 15\n",
"df2['B'] = df2['B'].cumsum() + 15\n",
"df2['C'] = df2['C'].cumsum() + 15\n",
"df2.head()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "836ada80",
"metadata": {},
"outputs": [
{
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"source": [
"df2.iplot(kind='area', fill=True, theme='solar')"
]
},
{
"cell_type": "markdown",
"id": "728d49fe",
"metadata": {},
"source": [
"## `surfaceplot`"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "91263958",
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" <th>0</th>\n",
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" X Y Z\n",
"0 10 10 10\n",
"1 20 20 20\n",
"2 30 30 30\n",
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"4 10 10 10"
]
},
"execution_count": 19,
"metadata": {},
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],
"source": [
"df3 = pd.DataFrame({\n",
" 'X': [10, 20, 30, 20, 10],\n",
" 'Y': [10, 20, 30, 20, 10],\n",
" 'Z': [10, 20, 30, 20, 10]\n",
"})\n",
"df3"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "1fdd9c50",
"metadata": {},
"outputs": [
{
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style=\"background-color:rgb(102,102,102);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>blues</div><div style=\"background-color:rgb(247,251,255);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(222,235,247);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(198,219,239);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(158,202,225);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(107,174,214);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(66,146,198);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(33,113,181);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(8,81,156);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(8,48,107);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>brbg</div><div style=\"background-color:rgb(84,48,5);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(140,81,10);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(191,129,45);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(223,194,125);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(246,232,195);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(245,245,245);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(199,234,229);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(128,205,193);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(53,151,143);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(1,102,94);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(0,60,48);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>bugn</div><div style=\"background-color:rgb(247,252,253);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(229,245,249);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(204,236,230);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(153,216,201);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(102,194,164);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(65,174,118);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(35,139,69);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(0,109,44);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(0,68,27);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>bupu</div><div style=\"background-color:rgb(247,252,253);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(224,236,244);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(191,211,230);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(158,188,218);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(140,150,198);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(140,107,177);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(136,65,157);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(129,15,124);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(77,0,75);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>dark2</div><div style=\"background-color:rgb(27,158,119);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(217,95,2);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(117,112,179);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(231,41,138);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(102,166,30);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(230,171,2);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(166,118,29);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(102,102,102);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>dflt</div><div style=\"background-color:rgb(255, 153, 51);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(55, 128, 191);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(50, 171, 96);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(128, 0, 128);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(219, 64, 82);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(0, 128, 128);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255, 255, 51);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(128, 128, 0);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(251, 128, 114);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(128, 177, 211);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>ggplot</div><div style=\"background-color:rgb(226, 74, 51);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(62, 111, 176);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(132, 118, 202);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(101, 101, 101);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(251, 193, 94);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(142, 186, 66);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255, 181, 184);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>gnbu</div><div style=\"background-color:rgb(247,252,240);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(224,243,219);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(204,235,197);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(168,221,181);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(123,204,196);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(78,179,211);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(43,140,190);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(8,104,172);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(8,64,129);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>greens</div><div style=\"background-color:rgb(247,252,245);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(229,245,224);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(199,233,192);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(161,217,155);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(116,196,118);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(65,171,93);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(35,139,69);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(0,109,44);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(0,68,27);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>greys</div><div style=\"background-color:rgb(255,255,255);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(240,240,240);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(217,217,217);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(189,189,189);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(150,150,150);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(115,115,115);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(82,82,82);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(37,37,37);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(0,0,0);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>henanigans</div><div style=\"background-color:rgb(182, 236, 243);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(222, 149, 142);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(160, 209, 123);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(147, 182, 230);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(235, 180, 131);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(172, 146, 222);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(233, 234, 190);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(244, 244, 244);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(126, 196, 207);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(247, 126, 112);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(139, 209, 85);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(95, 149, 222);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>oranges</div><div style=\"background-color:rgb(255,245,235);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(254,230,206);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,208,162);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,174,107);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,141,60);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(241,105,19);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(217,72,1);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(166,54,3);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(127,39,4);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>original</div><div style=\"background-color:rgb(255, 153, 51);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(55, 128, 191);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(50, 171, 96);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(128, 0, 128);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(219, 64, 82);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(0, 128, 128);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255, 255, 51);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(128, 128, 0);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(251, 128, 114);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(128, 177, 211);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>orrd</div><div style=\"background-color:rgb(255,247,236);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(254,232,200);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,212,158);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,187,132);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(252,141,89);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(239,101,72);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(215,48,31);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(179,0,0);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(127,0,0);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>paired</div><div style=\"background-color:rgb(166,206,227);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(31,120,180);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(178,223,138);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(51,160,44);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(251,154,153);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(227,26,28);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,191,111);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,127,0);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(202,178,214);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(106,61,154);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,255,153);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(177,89,40);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>pastel1</div><div style=\"background-color:rgb(251,180,174);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(179,205,227);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(204,235,197);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(222,203,228);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(254,217,166);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,255,204);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(229,216,189);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,218,236);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(242,242,242);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>pastel2</div><div style=\"background-color:rgb(179,226,205);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,205,172);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(203,213,232);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(244,202,228);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(230,245,201);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,242,174);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(241,226,204);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(204,204,204);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>piyg</div><div style=\"background-color:rgb(142,1,82);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(197,27,125);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(222,119,174);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(241,182,218);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,224,239);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(247,247,247);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(230,245,208);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(184,225,134);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(127,188,65);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(77,146,33);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(39,100,25);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>plotly</div><div style=\"background-color:rgb(31, 119, 180);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255, 127, 14);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(44, 160, 44);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(214, 39, 40);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(148, 103, 189);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(140, 86, 75);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(227, 119, 194);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(127, 127, 127);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(188, 189, 34);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(23, 190, 207);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>polar</div><div style=\"background-color:rgb(0, 128, 240);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(238, 118, 0);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(48, 144, 84);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(98, 98, 222);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(217, 66, 85);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(173, 252, 252);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(70, 160, 240);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>prgn</div><div style=\"background-color:rgb(64,0,75);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(118,42,131);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(153,112,171);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(194,165,207);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(231,212,232);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(247,247,247);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(217,240,211);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(166,219,160);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(90,174,97);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(27,120,55);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(0,68,27);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>pubu</div><div style=\"background-color:rgb(255,247,251);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(236,231,242);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(208,209,230);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(166,189,219);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(116,169,207);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(54,144,192);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(5,112,176);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(4,90,141);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(2,56,88);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>pubugn</div><div style=\"background-color:rgb(255,247,251);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(236,226,240);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(208,209,230);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(166,189,219);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(103,169,207);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(54,144,192);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(2,129,138);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(1,108,89);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(1,70,54);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>puor</div><div style=\"background-color:rgb(127,59,8);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(179,88,6);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(224,130,20);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,184,99);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(254,224,182);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(247,247,247);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(216,218,235);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(178,171,210);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(128,115,172);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(84,39,136);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(45,0,75);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>purd</div><div style=\"background-color:rgb(247,244,249);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(231,225,239);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(212,185,218);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(201,148,199);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(223,101,176);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(231,41,138);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(206,18,86);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(152,0,67);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(103,0,31);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>purples</div><div style=\"background-color:rgb(252,251,253);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(239,237,245);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(218,218,235);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(188,189,220);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(158,154,200);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(128,125,186);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(106,81,163);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(84,39,143);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(63,0,125);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>rdbu</div><div style=\"background-color:rgb(103,0,31);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(178,24,43);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(214,96,77);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(244,165,130);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,219,199);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(247,247,247);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(209,229,240);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(146,197,222);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(67,147,195);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(33,102,172);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(5,48,97);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>rdgy</div><div style=\"background-color:rgb(103,0,31);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(178,24,43);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(214,96,77);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(244,165,130);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,219,199);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,255,255);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(224,224,224);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(186,186,186);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(135,135,135);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(77,77,77);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(26,26,26);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>rdpu</div><div style=\"background-color:rgb(255,247,243);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,224,221);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(252,197,192);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(250,159,181);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(247,104,161);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(221,52,151);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(174,1,126);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(122,1,119);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(73,0,106);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>rdylbu</div><div style=\"background-color:rgb(165,0,38);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(215,48,39);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(244,109,67);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,174,97);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(254,224,144);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,255,191);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(224,243,248);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(171,217,233);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(116,173,209);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(69,117,180);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(49,54,149);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>rdylgn</div><div style=\"background-color:rgb(165,0,38);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(215,48,39);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(244,109,67);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,174,97);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(254,224,139);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,255,191);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(217,239,139);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(166,217,106);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(102,189,99);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(26,152,80);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(0,104,55);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>reds</div><div style=\"background-color:rgb(255,245,240);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(254,224,210);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(252,187,161);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(252,146,114);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(251,106,74);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(239,59,44);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(203,24,29);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(165,15,21);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(103,0,13);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>set1</div><div style=\"background-color:rgb(228,26,28);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(55,126,184);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(77,175,74);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(152,78,163);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,127,0);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,255,51);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(166,86,40);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(247,129,191);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(153,153,153);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>set2</div><div style=\"background-color:rgb(102,194,165);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(252,141,98);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(141,160,203);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(231,138,195);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(166,216,84);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,217,47);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(229,196,148);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(179,179,179);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>set3</div><div style=\"background-color:rgb(141,211,199);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,255,179);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(190,186,218);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(251,128,114);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(128,177,211);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,180,98);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(179,222,105);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(252,205,229);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(217,217,217);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(188,128,189);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(204,235,197);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,237,111);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>spectral</div><div style=\"background-color:rgb(158,1,66);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(213,62,79);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(244,109,67);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,174,97);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(254,224,139);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,255,191);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(230,245,152);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(171,221,164);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(102,194,165);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(50,136,189);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(94,79,162);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>ylgn</div><div style=\"background-color:rgb(255,255,229);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(247,252,185);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(217,240,163);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(173,221,142);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(120,198,121);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(65,171,93);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(35,132,67);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(0,104,55);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(0,69,41);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>ylgnbu</div><div style=\"background-color:rgb(255,255,217);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(237,248,177);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(199,233,180);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(127,205,187);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(65,182,196);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(29,145,192);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(34,94,168);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(37,52,148);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(8,29,88);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>ylorbr</div><div style=\"background-color:rgb(255,255,229);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,247,188);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(254,227,145);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(254,196,79);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(254,153,41);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(236,112,20);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(204,76,2);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(153,52,4);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(102,37,6);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div><div style=\"display:inline-block;padding:10px;\"><div>ylorrd</div><div style=\"background-color:rgb(255,255,204);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(255,237,160);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(254,217,118);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(254,178,76);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(253,141,60);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(252,78,42);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(227,26,28);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(189,0,38);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div><div style=\"background-color:rgb(128,0,38);height:20px;width:20px;margin-bottom:0px;display:inline-block;\"></div></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#color scales for surface and heatmaps\n",
"cf.colors.scales()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "0294476e",
"metadata": {},
"outputs": [
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[
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[
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[
1,
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1,
2,
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"id": "a82c97a1",
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},
{
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