{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Usage & Examples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic functionalities"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 1. Applying the style sheet: lizard_style()\n",
    "\n",
    "The package includes **a built-in style sheet**, designed to standardize and enhance the visual appeal of your plots. This style sheet configures various elements, ranging from fonts and font sizes to axis and grid settings, and even the default colors for multiple lines in a plot. Applying this style, which is also possible in the R package with + lizard_style() provides a **consistent look**, whether you're using ggplot in R or matplotlib/seaborn in Python.\n",
    "\n",
    "You can apply the Biolizard-look by placing `lizard_style()` at the top of your scripts after importing BioLizardStylePython. Please note that `lizard_style()` serves as a starting template and may not be the ideal style for every plot. You can easily customize individual style settings by placing your overrides after calling the `lizard_style()` function. Use `plt.style.use('default')` to return back to the default style.\n",
    "\n",
    "Here's a demonstration of how a simple line plot would look before and after applying the `lizard_style()`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lato font found! Ready to start visualizing in BLZ style!\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from BioLizardStylePython import *\n",
    "np.random.seed(42)\n",
    "\n",
    "# Function to create random lineplot\n",
    "def create_line_plot():\n",
    "    x = np.linspace(0, 10, 10)\n",
    "    y1 = np.sin(x) + np.random.normal(0, 0.1, size=x.shape)\n",
    "    y2 = np.cos(x) + np.random.normal(0, 0.1, size=x.shape)\n",
    "    y3 = x + np.random.normal(0, 0.5, size=x.shape)\n",
    "    plt.figure()\n",
    "    plt.plot(x, y1, label='Line 1')\n",
    "    plt.plot(x, y2, label='Line 2')\n",
    "    plt.plot(x, y3, label='Line 3')\n",
    "    plt.title('Random Plot with 3 Lines')\n",
    "    plt.xlabel('X-axis')\n",
    "    plt.ylabel('Y-axis')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "create_line_plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lizard_style()\n",
    "create_line_plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 2. Using the qualitative color palette\n",
    "\n",
    "The `biolizard_qualitative_pal()` function **retrieves a predefined qualitative colormap**. For instance, `biolizard_qualitative_pal().colors` returns a list of all 12 colors in hex code. Calling `biolizard_qualitative_pal()(0)` fetches the first color in the palette, while `biolizard_qualitative_pal()(range(5))` retrieves the first five colors.\n",
    "\n",
    "This palette is inspired by Martin Krzywinski's \"12-Color Palette for Color Blindness,\" yet also incorporates the signature colors of BioLizard for its **<span style=\"color:#01a086\">first</span> <span style=\"color:#1e2237\">three</span> <span style=\"color:#e9b940\">shades</span>**. Specifically designed to be **inclusive**, it is suitable for individuals with the most common form of color blindness: Deuteranopia (Red-Green Color Blindness).\n",
    "\n",
    "Here's two examples illustrating how to use this function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_761208/3626689180.py:6: UserWarning: The palette list has more values (12) than needed (3), which may not be intended.\n",
      "  sns.swarmplot(x=\"species\", y=\"sepal_length\", hue =\"species\", data=data, palette=biolizard_qualitative_pal().colors)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Example 1\n",
    "import seaborn as sns\n",
    "# Sample data\n",
    "data = sns.load_dataset(\"iris\")\n",
    "# Using the colormap in Seaborn's swarmplot\n",
    "sns.swarmplot(x=\"species\", y=\"sepal_length\", hue =\"species\", data=data, palette=biolizard_qualitative_pal().colors)\n",
    "plt.title('A Flower Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Example 2\n",
    "# Data for the bar plot\n",
    "categories = ['A'+str(i) for i in range(12)]\n",
    "values = [4, 7, 1, 8]*3\n",
    "\n",
    "# Generate colors from the qualitative palette\n",
    "palette= biolizard_qualitative_pal()\n",
    "bar_colors = [palette(i) for i in range(len(categories))]\n",
    "\n",
    "# Create the bar plot\n",
    "plt.figure(figsize=(8, 6))\n",
    "bars = plt.bar(categories, values, color=bar_colors)\n",
    "\n",
    "# Add title and labels\n",
    "plt.title('Example Bar Plot')\n",
    "plt.xlabel('Categories')\n",
    "plt.ylabel('Values')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 3. Using the sequential & divergent color map\n",
    "\n",
    "When you load this package, it automatically **registers two new colormaps in matplotlib**: a Sequential colormap and a Divergent colormap: **\"biolizard_sequential_pal\"** and **\"biolizard_divergent_pal\"**. Both **strings** are now recognized my matplotlib.\n",
    "\n",
    "**Sequential**\n",
    "\n",
    "The Sequential Biolizard Color Map is tailored to depict underlying numerical values via a uniform progression in luminance. It employs the distinctive **<span style=\"color:#01a086\">BioLizard green</span>** as its base hue. The palette uses HCL gradients for better perceptual uniformity compared to RGB, and uses a triangular chroma progression to distinguish middle-range values from extremes.\n",
    "\n",
    "**Divergent**\n",
    "\n",
    "This colormap is specifically designed for scenarios where the color corresponds to numerical values that have a natural midpoint. It utilizes a triangular luminance sequence with differing hues in each \"arm\" of the palette. Chroma and luminance are balanced between the two arms, and the neutral central value has zero chroma. The palette employs hues **<span style=\"color:#A329E2\">291</span>** and **<span style=\"color:#01a086\">170</span>**, the latter being Biolizard's distinctive green. This hue combination ensures that the palette is accessible for all major forms of color blindness.\n",
    "\n",
    "Here an example illustrating how to use these palettes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/AwcO6OTJkxF31RJhDQCIBRFfDT46RUVFKioquuI2mZmZgQ76crfeemvQ5aPBnDUAAAZHZw0AML4oddZGQWcNAIDB0VkDAIxvnK8GNxrCGgAQA+I4qcUwOAAAhkdnDQAwPobBAQAwOK4GBwAARhZRWJ85c0YVFRWy2+06cuTIWNUEAAAuM6ph8P7+ftXV1am6ulqffvrpWNcEAMBgcT4MHnZY9/f368knn9SpU6eUm5uriRMnqrW19VrUBgAANIph8ISEBE2fPl2lpaX68Y9/rJycnGtRFwAAg43f66wNZ1TD4KtXrx7rOgAAuILPQeJGgFu3AADGF2mHHONZP25h3dfXp76+vsD33t7e8To1AAAxbdzCeseOHaqtrQ18N5vNmj179nidHgAQyyK9GpzOOjQrV67U8uXLA997e3u1cePG8To9AAAxa9zCOjExUYmJiYHvCQkJ43VqAABiGheYAQCMj2FwAAAMjqvBw3f5XPPJkyclSa+99poaGhokScuWLdOcOXPGoDwAADCqsH7rrbeGLTt06FDg37fccgthDQAYOwyDh6+6unqs6wAAACPgfdYAABgcF5gBAGJAjI9jR4iwBgAYH3PWAAAgGIfDofr6ejmdTlksFuXl5am0tFQ2my3kY/zpT3/S73//e508eVIej0c5OTlavHixli9frtTU1JCOwZw1AABB1NbWasuWLbpw4YKWLl2qxYsX6/jx49qwYYOam5tDOsbzzz+vn//85/rggw9055136q677tLEiRP16quv6p//+Z/l8XhCOg6dNQDA+MZ5GLy9vV01NTXKzc1VRUWFUlJSJEkul0vl5eWqqqrSpk2bZLGMHKNvv/226uvr9cUvflGPPfbYoEduv/fee3r77bevuP/l6KwBABiisbFRPp9Pdrs9ENSSNHXqVC1ZskRnz569anf96quvKj09XWvXrh0U1JJ0880365vf/GbI9RDWAAAM0draKkkqLCwcts6/rK2tbcT9P/zwQzmdTt1+++1KTk6OuB6GwQEAxjfOw+AdHR2aPHnyoK7aLzs7W5J05syZEff/61//KknKzc2Vy+XSSy+9pMOHD8tkMslms+nBBx/UzTffHHI9dNYAgBhgGoOP5Ha7B336+vqCns3tdo94pbY/wLu7u0es9ty5c5Kknp4ePfXUU7p48aKWLl2qgoICHTx4UE899ZTee++9kH96OmsAQNxYu3atvF5v4HtpaansdnvQbX0+36jP47/Ku66uTsuWLdNDDz0UWLdv3z797Gc/04svvqinn346pOMR1gCAuFFZWTloDnnohV9+VqtVbrc76Dr/cqvVOuJ5/F252+0e9sfAbbfdpry8PB09elQ9PT2aMGHCVetmGBwAYHwmU+QfDYTo5Z+Rwjo7O1tdXV1BA9s/V+2fux5pf0m6/vrrg96elZWVJZ/Pp0uXLoX04xPWAAAMkZ+fL0lqaWkZts5/y5Z/m2CmT5+ulJQUffTRR0EffPLBBx8oISFBaWlpIdVDWAMAMERxcbHMZrNqamoGdddOp1MOh0NZWVmBW7g8Ho9cLpdcLlcgmBMTE3XXXXepu7tbr7322qBj79+/XydOnND8+fNH7OyHYs4aAGB843zrVk5Ojux2u7Zv366ysjItWLBAPT09ampqktfr1Zo1a2Q2D/S7nZ2dWrdunSRp8+bNyszMlDRw8drhw4dVW1urQ4cOafr06ero6NCBAwc0ceJEPfrooyHXQ1gDABBESUmJMjIyVFdXp4aGBlksFtlsNtntds2cOfOq+0+YMEFPP/20duzYob179+p3v/udUlNT9cUvflEPPPCAsrKyQq6FsAYAYARFRUUqKiq64jaZmZmqrq4Oum7ChAl68MEH9eCDD0ZUB2ENADA+3mcNAIDRxXjaRoirwQEAMDjCGgAAg2MYHABgfCYFnkI2uv1H/5xvI6CzBgDA4AhrAAAMjmFwAIDxXfYyjtHtL0mxOxROWAMAYoBJkd++FbthzTA4AAAGF/3O+sNPFMt/7YyLO+dHu4LY8Nlr63BlX+kf/ro+BJF7U7QrwOUibaxj/Jkq0Q9rAACuaiyGwWMXw+AAABgcYQ0AgMExDA4AML4xuXUrdtFZAwBgcHTWAIAYEN8XmBHWAADji/NbtxgGBwDA4OisAQAxgGFwAACMLc6HwQlrAEAMiO/OmjlrAAAMjs4aABAD4ruzJqwBALEhfrOaYXAAAIyOzhoAEAMYBgcAwNiidOuWw+FQfX29nE6nLBaL8vLyVFpaKpvNdtV9n376abW2to64/qGHHtKKFStCqoOwBgAgiNraWlVXVysjI0NLly5VT0+P9u3bpw0bNmj9+vWaN29eSMdZvnx50OUzZswIuRbCGgAQA8Z3GLy9vV01NTXKzc1VRUWFUlJSJEkul0vl5eWqqqrSpk2bZLFcPUYfffTRiOvhAjMAgPH532cdyScMjY2N8vl8stvtgaCWpKlTp2rJkiU6e/asmpubx/iHHBlhDQDAEP655sLCwmHr/Mva2trGrR6GwQEAccPtdqu/vz/wPTExUYmJicO26+jo0OTJkwd11X7Z2dmSpDNnzoR0zqNHj+qVV17RiRMnZDabNWPGDJWWlio/Pz/kuglrAEAMGJs567Vr18rr9Qa+l5aWym63D9vO7XYrKysr6DH8Ad7d3R3SOSsqKlRQUKBly5apo6ND7777rioqKrR+/XrNnz8/pGMQ1gAA4xujW7cqKyuVnJwcWBysq/bz+XwRnHBAUlKSnnjiCRUUFASW/fnPf9ZPf/pTPf/884Q1AABDpaamDgrrkVitVrnd7qDr/MutVusVj/Gd73xHZrNZ11133aDlixYt0owZM3Ty5El1dHSM2MFfjgvMAAAxwDQGn9BlZ2erq6sraGD756r9c9cjycjIGBbUlx9fki5evBhSPYQ1AMD4xvnWLf/FXy0tLcPW+W/ZutoFYpfPjQ/18ccfS5LS09NDqoewBgBgiOLiYpnNZtXU1Azqrp1OpxwOh7KysgK3cHk8HrlcLrlcLnk8nsC2zz77rPbs2TMstPfv36+2tjZNnz5dX/jCF0KqhzlrAACGyMnJkd1u1/bt21VWVqYFCxaop6dHTU1N8nq9WrNmjczmgX63s7NT69atkyRt3rxZmZmZ6u3tlcvl0tatW1VTU6P8/HxNnDhRp0+fVktLi1JSUvQP//APIddDWAMAjG8UQ9mD9w9/l5KSEmVkZKiurk4NDQ2yWCyy2Wyy2+2aOXPmFfdNTk7Wv/3bv2nPnj1qamrSO++8I7fbrbS0NH3pS1/SqlWrrjrnfbmww7q5uVm7d+/W8ePHdf78eU2YMEGzZs3SypUrNWfOnHAPBwCAYRUVFamoqOiK22RmZqq6unrY8qSkJN199926++67I64jrLDetm2bdu/erYkTJ+qWW25Renp64AbvgwcPqry8POS3kAAAgNCEFdYZGRlavny57Ha7JkyYEFi+f/9+Pfvss3r11VcJawDANTC+b90ymrDCesWKFYEJ9cstXLhQkyZNktPpHLPCAADAgLDCOlhQSwOPZOvv77/iY9sAABi1KFxgZiRjcjX4sWPH5Ha7tXDhwhG36evrU19fX+B7b2/vWJwaAIDPvYjD2uPx6MUXX5Qk3XfffSNut2PHDtXW1ga+m81mzZ49O9LTAwDigUkRdtaRv5QjmiIKa5/Pp23btunkyZO65557ZLPZRtx25cqVWr58eeB7b2+vNm7cGMnpAQCICxGF9csvvyyHw6H58+frkUceueK2Q1/wnZCQEMmpAQCIG6MO69/85jfauXOn5syZo7KyMsIXAHDtRHyBWWxfYTaqF3ns2bNHL7/8sqZPn67HH39cSUlJY10XAAD4TNiddVNTk6qqqjRt2jR9//vfV2pq6rWoCwCAy0T6UJTY7qzDCutTp07pueeek8/n07Rp07Rjx45h28yePVuLFi0aswIBAIh3YYX1+++/H3hX5969e4Nu4/V6CWsAAMZQWGFdXFys4uLia1QKAAAjiPMLzHifNQDA8FIkRXLPUaxfBj2qq8EBAMD4obMGABheiskkSwRD2YkMgwMAcG0lySRTBLdfJcbTrVsAAERDUoTXlyXGdlYzZw0AgNHRWQMADM8S4RPMLAyDAwBwbUUaVrEedgyDAwBgcLH+xwYAIA5YInyCWSS3fRkBYQ0AMLwEmeSLYN45IcbnrBkGBwDA4OisAQCGZ4nwddaWUe7rcDhUX18vp9Mpi8WivLw8lZaWymazjep427Zt0+7du1VaWiq73R7yfnTWAADDS5Ap4k+4amtrtWXLFl24cEFLly7V4sWLdfz4cW3YsEHNzc1hH+/QoUPavXt32PtJdNYAAAzT3t6umpoa5ebmqqKiQikpKZIkl8ul8vJyVVVVadOmTbJYQovRnp4ebd26VZMnT9b58+fDrofOGgBgeGaTlBDBxxxmY93Y2Cifzye73R4IakmaOnWqlixZorNnz4bVXb/88svq6enRN77xjfAK+QxhDQAwvPEeBm9tbZUkFRYWDlvnX9bW1hbysV5//XU9+uijmjRpUlh1+BHWAADDM8sU8SccHR0dmjx58qCu2i87O1uSdObMmasep7e3V5WVlSooKFBRUVFYNVyOsAYAxA232z3o09fXN+J2qampQdf5A7y7u/uq5/uv//ovffLJJ/r2t78tUyQPdRn1ngAAjJOECG/dSvhs37Vr18rr9QaWX+kWKp/PN/oTamCYvL6+Xg8++GCgGx8twhoAYHjmCJ9g5h8Gr6ysVHJycmB5YmJi0O2tVqvcbnfQdf7lVqt1xPN9+umnqqysVG5urr7+9a+PtuwAwhoAEDdSU1MHhfVIsrOzdeLEiaDD4f656it1y7/5zW/0wQcfaN68eXr55ZcDy0+fPi1JOnjwoHp6ejR37lzNnTv3qvUQ1gAAw0uI8EUeCWHum5+frxMnTqilpUV33HHHoHX+W7by8/NH3P/DDz8MbBvsFq/jx4/r+PHjmjBhAmENAPh8MEuKZAY53Kupi4uLtXPnTtXU1Gju3LmB7trpdMrhcCgrKytwC5fH41FHR4ckKSsrSxaLRY899pgee+yxYcf94x//qOeeey7sx40S1gAADJGTkyO73a7t27errKxMCxYsUE9Pj5qamuT1erVmzRqZzQN/AnR2dmrdunWSpM2bNyszM3PM6yGsAQCGZ45wGNw8in1LSkqUkZGhuro6NTQ0yGKxyGazyW63a+bMmaOuZTQIawCA4UX6UJDR7l9UVHTVh5lkZmaquro6pOPdeeeduvPOO8Oug4eiAABgcFHvrGfNWyBPAn8zXMnvb/27aJcQE9pv74p2CTFhampatEuICTf996Zol4DLDNwnHfl91rEq6mENAMDVmBXhnDVhDQDAtRWtOWujiPX6AQD43KOzBgAYXjRu3TISwhoAYHgMgwMAAEOjswYAGJ7ZpAiHwceulmggrAEAhmeSKaLbr0wxfusWw+AAABgcnTUAwPDMJskXQXMc4xeDE9YAAOMzyyQfw+AAAMCo6KwBAIZnluSLYP/Y7qsJawBADDCbTPJFMPFsivFJa8IaAGB4zFkDAABDo7MGABieyaSIJp5jfBScsAYAGB/D4AAAwNDorAEAhsfV4AAAGFykURvbUc0wOAAAhkdnDQAwPNNn/0VyhFhGWAMADM8c4a1bMZ7VDIMDAGB0dNYAAMMbGAIf/9ba4XCovr5eTqdTFotFeXl5Ki0tlc1mu+q+HR0dqq+vV0tLizo6OuTz+ZSZmak777xTK1asUFJSUsh10FkDAAzPbDJF/AlXbW2ttmzZogsXLmjp0qVavHixjh8/rg0bNqi5ufmK+7a2tqqsrEy/+93vNGXKFC1btkzFxcXyeDyqra3Vs88+K58v9PeI0VkDAAxvvDvL9vZ21dTUKDc3VxUVFUpJSZEkuVwulZeXq6qqSps2bZLFEjxGb7jhBs2ePVurV69WVlZWYPmnn36qH/zgBzp48KBOnTqlGTNmhFQPnTUAAEM0NjbK5/PJbrcHglqSpk6dqiVLlujs2bNX7K6nTJmiH/zgB4OCWpKSkpJ06623SpI+/vjjkOshrAEAhmcymSL+hKO1tVWSVFhYOGydf1lbW9uofhaXyyVpIPhDNaph8HfeeUeNjY06fvy4zp8/r+TkZE2fPl333nuvFi5cOJpDAgAwIvM4X2DW0dGhyZMnD+qq/bKzsyVJZ86cCfl4Pp9P58+f1+uvv659+/apuLhY06ZNC3n/sMP6l7/8pV5//XVNmjRJhYWFmjJlij766CMdOHBAR44c0Xe+8x0VFRWFe1gAAK45t9ut/v7+wPfExEQlJiYG3W7oELafP8C7u7uver6//vWvevzxxwPfTSaTiouLtWbNmrDqDjusc3JytGrVKt1///2DLjs/duyYnnrqKf36178mrAEAY2qs5mzXrl0rr9cb+F5aWiq73R5023Cu1h5JWlqali9fLknq6enRsWPH5HA41NnZqSeeeGLEC9SGCjus77nnnqDL8/LyAl02AABjyWQySZG8OeuzfSsrK5WcnBxYHKyrliSr1Sq32x10nX+51Wq96mmvu+46Pfroo4HvPp9P27ZtU0NDg3bv3q277747pPLH7AKzrq4udXV1hTUGDwDAeEpNTR30GSmss7Oz1dXVFTSw/XPV/rnrcJhMpkBAHz58OOT9Ig7r/v5+/eUvf9HPfvYzSdJDDz0UdLu+vj653e5BHwAAQmEeg0848vPzJUktLS3D1vlv2fJvE8yVhtAvH4YP1agfivLCCy9o165dge9Wq1Xf+973VFBQEHT7HTt2qLa2NvDdbDZr9uzZoz09ACCOjNUweKiKi4u1c+dO1dTUaO7cuUpNTZUkOZ1OORwOZWVlBW7h8ng86ujokCRlZWXJYrGoublZb775pr71rW8pPT09cFyv16vf/va3khTSI0v9Rh3W+fn5MpsH/lb55JNP1NzcrF/84hdavXq1li1bNmz7lStXBibZJam3t1cbN24c7ekBALhmcnJyZLfbtX37dpWVlWnBggXq6elRU1OTvF6v1qxZE8jAzs5OrVu3TpK0efNmZWZm6n/+53/0xz/+UU1NTcrPz9cNN9wgr9erI0eOyOVyafr06fra174Wcj2jDutFixZp0aJFge/nzp1TeXm5nn/+ed12221KS0sbtP3Qy+MTEhJGe2oAQJwZ7/usJamkpEQZGRmqq6tTQ0ODLBaLbDab7Ha7Zs6cecV9V6xYoTlz5mj37t06evSoDh8+LJPJpOzsbK1atUpf//rXw3qRx5g9Gzw9PV2333676urqdOzYsUFBDgBARCIcBfeNct+ioqKr3o6cmZmp6urqYctnzZqlWbNmje7EQ4Qd1j6fb8THtvknzcN9rBsAAFdilumz12SOjk8mhX9Zl3GEfTV4ZWWldu/ePexqtrNnz2rv3r2yWCwhv0UEAABcXVidtdfr1alTp+RwOFRTU6M5c+YoPT1d586d04EDB9Td3a2HH3540JVvAABEyhRhZx3ZfHf0hRXWZrNZP/nJT/TGG2/o7bff1sGDB3Xp0iUlJydrxowZuvfeewOv/gIAYKyYx2DOuv/qmxlW2HPWFotFS5cu1dKlS69FPQAAYIgxuxocAIBrhWFwAAAMbiyGwWPZmL3IAwAAXBt01gAAwxt4flmMt8cRIKwBAIZnNpkieuCWL8Yf1sUwOAAABkdnDQAwvEhf4xHrCGsAgOGNxbPBYxlhDQAwPFOEc9YR3fdlAMxZAwBgcHTWAADDY84aAACDM5lMMkcwlO1lGBwAAFxLdNYAAMOLdBg8tvtqwhoAEAPMimwYPNbjmmFwAAAMjs4aAGB4kb7POtZfAkJYAwAML97nrBkGBwDA4OisAQCGZ47wPutYf9woYQ0AMDzmrAEAMDiTKbLmOMYba8IaAICROBwO1dfXy+l0ymKxKC8vT6WlpbLZbFfd96OPPtLvfvc7HThwQB0dHZKkG264QV/+8pe1fPlyWSyhRzAXmAEADM8sU8SfcNXW1mrLli26cOGCli5dqsWLF+v48ePasGGDmpubr7jv4cOHtW7dOv32t79Venq6li1bpqKiIl28eFH/+Z//qS1btoRVC501AMDwxnsYvL29XTU1NcrNzVVFRYVSUlIkSS6XS+Xl5aqqqtKmTZtG7I4zMzN10003ae3atbrxxhsDyy9duqT169frrbfe0qpVq3TDDTeEVA+dNQAAQzQ2Nsrn88lutweCWpKmTp2qJUuW6OzZs1fsrjMzM1VRUTEoqCXJarVq8eLFkiSn0xlyPYQ1AMDwxnsYvLW1VZJUWFg4bJ1/WVtb25VrNgePWI/HI0lKTEwMuR6GwQEAhjfet251dHRo8uTJg7pqv+zsbEnSmTNnwq7D6/WqublZCQkJmjFjRsj7RT2s75r0BcmSEO0yDC33rVeiXUJs+MNb0a4gJvyff3gs2iXEhC/m5kW7BFwDbrdb/f39ge+JiYlBO1y3262srKygx/AHeHd3d9jn//3vf68PPvhAS5YsUVpaWsj7RT2sAQC4mrG6wGzt2rXyer2B5aWlpbLb7UH38fl8oz9hEAcPHtSLL76o66+/Xo888khY+xLWAADDM43y9is/32f7VlZWKjk5ObB8pHljq9Uqt9sddJ1/udVqDfn8J0+e1E9/+lOlpKToiSeeCGtfiQvMAABxJDU1ddBnpLDOzs5WV1dX0MD2z1X7566vpr29XT/60Y9kMpn0/e9/X9OmTQu7bsIaAGB4JpMp4k848vPzJUktLS3D1vlv2fJvcyUfffSRnnnmGfX29urxxx8P66KyyxHWAADDM43BJxzFxcUym82qqakZ1F07nU45HA5lZWUFbuHyeDxyuVxyuVyB27Ik6fz58/rXf/1XnTt3TuvWrVNBQcFofnRJzFkDAGJApK/I9IW5b05Ojux2u7Zv366ysjItWLBAPT09ampqktfr1Zo1awL3UXd2dmrdunWSpM2bNyszM1OS9KMf/UgffPCBpk2bptbW1sC9235JSUl64IEHQqqHsAYAIIiSkhJlZGSorq5ODQ0Nslgsstlsstvtmjlz5lX3/8tf/iJJev/99/X+++8PW5+amkpYAwA+P0YzlD10/9EoKipSUVHRFbfJzMxUdXX1sOXBlo0WYQ0AMLzxfoKZ0XCBGQAABkdnDQAwvPG+wMxoCGsAgOFFa87aKBgGBwDA4OisAQCGN5qnkA3dP5YR1gAAwxsYBo/kavDYxjA4AAAGR2cNADA8s2ngM1q+GG+tCWsAgOHF+0NRCGsAgOHFe1gzZw0AgMHRWQMADI85awAADC+yYfBYv3mLYXAAAAyOzhoAYHgm08Ankv1jGWENADA8rgYHAACGRmcNADC8SN9nHcm+RkBYAwAMj/dZAwAAQ4s4rC9evKhvf/vbstvt+vDDD8eiJgAABjGNwX+xLOJh8BdeeEHnz58fi1oAAAgq3uesI+qsDxw4oDfffFNpaWljVQ8AAMOYxuATy0Yd1pcuXVJVVZW+8pWv6G/+5m/GsiYAAHCZUYf1Sy+9pP7+fj3yyCNjWQ8AAMOYTKaIP7FsVGHd0tKiPXv26Fvf+hZD4ACAa44LzMLkdru1detWzZ07V1/+8pdD3q+vr099fX2B7729veGeGgCAceVwOFRfXy+n0ymLxaK8vDyVlpbKZrOFfAyPx6PXXntNO3bs0Je+9CU99thjYdcRdlj/6le/0oULF7R69eqw9tuxY4dqa2sD381ms2bPnh3u6QEAcSjS91mPZt/a2lpVV1crIyNDS5cuVU9Pj/bt26cNGzZo/fr1mjdv3lWPcezYMW3btk3vv/9++AVcJqywPnTokHbv3q2HH35YWVlZYZ1o5cqVWr58eeB7b2+vNm7cGNYxAADxabxf5NHe3q6amhrl5uaqoqJCKSkpkiSXy6Xy8nJVVVVp06ZNslhGjtG6ujq9+OKLSkpK0le/+lU1NjaOuv6wwnrr1q0ymUzq7OzUiy++GFh++vRpSdJrr72m1NRUlZSUaOLEiYP2TUxMVGJiYuB7QkLCqIsGAOBaamxslM/nk91uDwS1JE2dOlVLlizRrl271NzcrIULF454jOnTpys/P1//+I//qPPnz49fWH/00UeSpF27dgVdv2fPHknS3XffPSysAQAYrfHurFtbWyVJhYWFw9YVFhZq165damtru2JY22w2/cu//IskRfzwsLDCurq6OujyZ555Ri0tLdq8ebMyMzMjKggAgKFMpoFPJPuHo6OjQ5MnTx7UVftlZ2dLks6cOTP6gsLEW7cAAHHD7Xarv78/8H3oFO3l2410bZY/wLu7u69NkUEQ1gAAwzPJJPMYDIOvXbtWXq83sLy0tFR2uz3oPj6fb9TnG2tjEtY/+MEPxuIwAAAENVbD4JWVlUpOTg4sD9ZVS5LVapXb7Q66zr/carWOvqAw0VkDAAxvrC4wS01NHRTWI8nOztaJEyfkdruVmpo6aJ1/rto/dz0eIn6fNQAAnzf5+fmSBh6vPVRzc/OgbcYDYQ0AMLzxfpFHcXGxzGazampqBg2HO51OORwOZWVlBW7r8ng8crlccrlc8ng8Y/pz+zEMDgAwPLMi6y7D3TcnJ0d2u13bt29XWVmZFixYoJ6eHjU1Ncnr9WrNmjUymweO2tnZqXXr1knSoFuY//CHP+jo0aOSpAsXLkiSjh49Gnh654033qiSkpKQ6iGsAQAIoqSkRBkZGaqrq1NDQ4MsFotsNpvsdrtmzpx51f2PHz+ut956a9CyDz/8UB9++KEkac6cOYQ1AODzY7yfYOZXVFSkoqKiK26TmZkZ9KFhjz322KjesBUMYQ0AMDyTwp93Hrp/LOMCMwAADI7OGgBgeKbPPpHsH8sIawCA4ZlNJpkjGAaPZF8jYBgcAACDo7MGABhetK4GNwrCGgBgeOP9PmujIawBAIY3cIFZJJ11bGPOGgAAg6OzBgAYHnPWAAAYnNk08Ilk/1jGMDgAAAZHZw0AMDyGwQEAMLh4v3WLYXAAAAyOzhoAEAMiGwaP9TutCWsAgOGZTBG+zzrGx8EZBgcAwODorAEAhmdWZN1lrHemhDUAwPC4dQsAAINjzhoAABha1Dprn8838A9Pf7RKiBnJ/b5olxAbTPztGQqfxxPtEmJCQr832iXEhN7eXiUlJV3zztXT1xfRQLanr2/MaokGky+QmuOrq6tLv/jFL6JxagDAGHriiSeUnJx8TY7t8Xj03HPP6eLFixEfa+LEifrud78riyX2ZoCjFtZer1cXL14cl7/IQuV2u7V27VpVVlYqNTU12uUYFr+n0PB7Cg2/p9AY+fd0rf9/3OPxqL8/8lHYhISEmAxqKYrD4GazWWlpadE6fVD9/f3yer1KTk6+Zn8lfh7wewoNv6fQ8HsKTTz/niwWS8yG7Fhhkg8AAIMjrAEAMDjC+jKJiYkqLS1VYmJitEsxNH5PoeH3FBp+T6Hh9xTfonaBGQAACA2dNQAABkdYAwBgcIQ1AAAGF983rn3G4XCovr5eTqdTFotFeXl5Ki0tlc1mi3ZphnTmzBn9+7//uw4dOqQf/vCHys/Pj3ZJhtHc3Kzdu3fr+PHjOn/+vCZMmKBZs2Zp5cqVmjNnTrTLM5R33nlHjY2Ngd9VcnKypk+frnvvvVcLFy6MdnmGdPHiRa1bt07nz5/X5s2blZmZGe2SME7iPqxra2tVXV2tjIwMLV26VD09Pdq3b582bNig9evXa968edEu0TD6+/tVV1en6upqffrpp9Eux3C2bdum3bt3a+LEibrllluUnp6ujo4Ovfvuuzp48KDKy8v539NnfvnLX+r111/XpEmTVFhYqClTpuijjz7SgQMHdOTIEX3nO99RUVFRtMs0nBdeeEHnz5+PdhmIgrgO6/b2dtXU1Cg3N1cVFRVKSUmRJLlcLpWXl6uqqkqbNm2K+yfnSANB/eSTT+rUqVPKzc3VxIkT1draGu2yDCUjI0PLly+X3W7XhAkTAsv379+vZ599Vq+++iph/ZmcnBytWrVK999/v5KSkgLLjx07pqeeekq//vWvCeshDhw4oDfffFNpaWnq6uqKdjkYZ3GdQo2NjfL5fLLb7YGglqSpU6dqyZIl2rVrl5qbmxmS08AzdadPn6758+erpKRE//Ef/0FYD7FixQqZzcMvA1m4cKEmTZokp9MZhaqM6Z577gm6PC8vL9Bl4/+7dOmSqqqq9JWvfEXnzp1TS0tLtEvCOIvrC8z8YVNYWDhsnX9ZW1vbuNZkZKtXr5bdbmekYQTBgloaeB1sf38/D7MIQVdXl7q6ujRt2rRol2IoL730kvr7+/XII49EuxRESVyHdUdHhyZPnjyoq/bLzs6WNHAxFRCJY8eOye12a9asWdEuxbD6+/v1l7/8RT/72c8kSQ899FCUKzKOlpYW7dmzR9/61rcM9/IjjJ+4bpHcbreysrKCrvMHeHd393iWhM8Zj8ejF198UZJ03333Rbka43nhhRe0a9euwHer1arvfe97KigoiGJVxuF2u7V161bNnTtXX/7yl6NdDqIorsNaGhiiBK4Fn8+nbdu26eTJk7rnnnu4FTCI/Pz8wPTBJ598oubmZv3iF7/Q6tWrtWzZsihXF32/+tWvdOHCBa1evTrapSDK4jqsrVar3G530HX+5VardTxLwufIyy+/LIfDofnz5zPXOIJFixZp0aJFge/nzp1TeXm5nn/+ed12221xPex76NAh7d69Ww8//PCII4CIH3Ed1tnZ2Tpx4oTcbrdSU1MHrfPPVfvnroFw/OY3v9HOnTs1Z84clZWVKSEhIdolxYT09HTdfvvtqqur07FjxwYFebzZunWrTCaTOjs7A1MpknT69GlJ0muvvabU1FSVlJRo4sSJ0SoT4ySuwzo/P18nTpxQS0uL7rjjjkHrmpubA9sA4dizZ49efvllTZ8+XY8//vig+4gxwOfzyWQyBV3n9XolacT18cJ/+9rlc/qX27NnjyTp7rvvJqzjQFyHdXFxsXbu3KmamhrNnTs30F07nU45HA5lZWUFva0LGElTU5Oqqqo0bdo0ff/73x82YoMBlZWVmjVrlpYsWTLolrezZ89q7969slgsmjFjRhQrjL7q6uqgy5955hm1tLTwuNE4E9dhnZOTI7vdru3bt6usrEwLFixQT0+Pmpqa5PV6tWbNmhHvnY1HGzduDPz75MmTkgaG4hoaGiRJy5Yti+vnX586dUrPPfecfD6fpk2bph07dgzbZvbs2XE9tCsNdM6nTp2Sw+FQTU2N5syZo/T0dJ07d04HDhxQd3e3Hn74YaWnp0e7VMAw4jqsJamkpEQZGRmqq6tTQ0ODLBaLbDab7Ha7Zs6cGe3yDOWtt94atuzQoUOBf99yyy1xHdbvv/++PB6PJGnv3r1Bt/F6vXEf1mazWT/5yU/0xhtv6O2339bBgwd16dIlJScna8aMGbr33nt16623RrtMwFBMPu5dAgDA0BjjBQDA4AhrAAAMjrAGAMDgCGsAAAyOsAYAwOAIawAADI6wBgDA4AhrAAAMjrAGAMDgCGsAAAyOsAYAwOAIawAADI6wBgDA4P4fZoORzo4aBq8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.rand(5, 5)  # Example data\n",
    "plt.imshow(data, cmap='biolizard_sequential_pal')\n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "\n",
    "data = np.random.rand(5, 5)  # Example data\n",
    "plt.imshow(data, cmap='biolizard_divergent_pal')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "#### 4. Appending a BioLizard footer: finalise_lizardplot()\n",
    "\n",
    "The `finalise_lizardplot` function finalizes a matplotlib plot by appending a footer at the bottom and saving the resulting image. The footer includes a BioLizard logo and a customizable source text.\n",
    "\n",
    "**Parameters**\n",
    "\n",
    "- `plot`: The input matplotlib figure to be finalized.\n",
    "- `source_text`: The source text to display at the bottom.\n",
    "- `fontsize`: (Optional) Font size of the source text. Defaults to 12.\n",
    "- `pdf`: (Optional) If True, saves as PDF. Otherwise, saves as PNG. Defaults to False.\n",
    "- `output_name`: (Optional) Name of the output file. Defaults to \"TempLizardPlot\".\n",
    "- `save_filepath`: (Optional) Full path to save the output. Takes precedence over `output_name`.\n",
    "\n",
    "Here's an example:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "data = sns.load_dataset(\"iris\")\n",
    "fig = plt.figure()\n",
    "sns.swarmplot(x=\"species\", y=\"sepal_length\", data=data)\n",
    "plt.title('A Flower Plot')\n",
    "finalise_lizardplot(fig,\n",
    "                  'Source: https://en.wikipedia.org/wiki/Iris_flower_data_set ',\n",
    "                  fontsize=10, pdf=True, output_name='An_Iris_Plot')\n",
    "\n",
    "#Please take a look in your current working directory to see the result!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Examples\n",
    "\n",
    "### 1. simple boxplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"species\", y=\"sepal_length\", data=data)\n",
    "plt.title('A Flower Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A violin plot is similar to a boxplot, but captures more information on the data distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"species\", y=\"sepal_length\", data=data)\n",
    "plt.title('A Flower Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Simple density plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 653.375x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(data, x=\"sepal_length\", hue=\"species\", kind=\"kde\", fill=True)\n",
    "plt.title('A Flower Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Simple scatterplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data, x='sepal_length', y='petal_length')\n",
    "plt.title('A Flower Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use `lmplot` or `regplot` to add a regression line:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy as sp\n",
    "\n",
    "g = sns.lmplot(data, x='sepal_length', y='petal_length', line_kws=dict(color='#1e2237'))\n",
    "\n",
    "def annotate(data, **kws):\n",
    "    r, p = sp.stats.pearsonr(data['sepal_length'], data['petal_length'])\n",
    "    ax = plt.gca()\n",
    "    ax.text(.05, .8, '$r^2$={:.2f}, p={:.2g}'.format(r**2, p),\n",
    "            transform=ax.transAxes)\n",
    "    \n",
    "g.map_dataframe(annotate)\n",
    "plt.title('A Flower Plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Treemap plots\n",
    "\n",
    "Treemap plots can be used as an alternative to bar charts, for example when there are too many categories that a bar chart would look cluttered."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.00392157, 0.62745098, 0.5254902 , 1.        ],\n",
       "       [0.11764706, 0.13333333, 0.21568627, 1.        ],\n",
       "       [0.91372549, 0.7254902 , 0.25098039, 1.        ],\n",
       "       [0.        , 0.76078431, 0.97647059, 1.        ],\n",
       "       [1.        , 0.43137255, 0.22745098, 1.        ],\n",
       "       [0.        , 0.98823529, 0.81176471, 1.        ]])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "biolizard_qualitative_pal()(range(len(labels)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 100.0, 0.0, 100.0)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import squarify\n",
    "import random\n",
    "\n",
    "\n",
    "# Sample data\n",
    "values = [250, 120, 280, 320, 140, 95]\n",
    "labels = ['Group 1\\n 250', 'Group 2\\n 120', 'Group 3\\n 280',\n",
    "          'Group 4\\n 320', 'Group 5\\n 140', 'Group 6\\n 95']\n",
    "colors = biolizard_qualitative_pal()(range(len(labels)))\n",
    "\n",
    "# Treemap\n",
    "squarify.plot(sizes = values, label = labels, color = colors,\n",
    "              text_kwargs={'color':'white'})\n",
    "\n",
    "# Remove the axis:\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Fun with maps\n",
    "\n",
    "This example was taken from: https://matplotlib.org/basemap/stable/users/examples.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.basemap import Basemap\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "# miller projection \n",
    "map = Basemap(projection='mill',lon_0=0)\n",
    "# plot coastlines, draw label meridians and parallels.\n",
    "map.drawcoastlines()\n",
    "map.drawparallels(np.arange(-90,90,30),labels=[1,0,0,0])\n",
    "map.drawmeridians(np.arange(map.lonmin,map.lonmax+30,60),labels=[0,0,0,1])\n",
    "map.drawmapboundary(fill_color=\"#1e2237\")\n",
    "map.fillcontinents(color=\"#01a086\",lake_color=\"#1e2237\")\n",
    "# shade the night areas, with alpha transparency so the \n",
    "# map shows through. Use current time in UTC.\n",
    "date = datetime.now()\n",
    "CS=map.nightshade(date)\n",
    "plt.title('Day/Night Map for %s (UTC)' % date.strftime(\"%d %b %Y %H:%M:%S\"))\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
