{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = {'a': np.arange(50),\n",
    "        'c': np.random.randint(0, 50, 50),\n",
    "        'd': np.random.randn(50)}\n",
    "data['b'] = data['a'] + 10 * np.random.randn(50)\n",
    "data['d'] = np.abs(data['d']) * 100\n",
    "\n",
    "plt.scatter('a', 'b', c='c', s='d', data=data)\n",
    "plt.xlabel('entry a')\n",
    "plt.ylabel('entry b')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create Figure and Subplots\n",
    "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(10,4), sharey=True, dpi=120)\n",
    "\n",
    "# Plot\n",
    "ax1.plot([1,2,3,4,5], [1,2,3,4,10], 'go')  # greendots\n",
    "ax2.plot([1,2,3,4,5], [2,3,4,5,11], 'b*')  # bluestart\n",
    "\n",
    "# Title, X and Y labels, X and Y Lim\n",
    "ax1.set_title('Scatterplot Greendots'); ax2.set_title('Scatterplot Bluestars')\n",
    "ax1.set_xlabel('X');  ax2.set_xlabel('X')  # x label\n",
    "ax1.set_ylabel('Y');  ax2.set_ylabel('Y')  # y label\n",
    "ax1.set_xlim(0, 6) ;  ax2.set_xlim(0, 6)   # x axis limits\n",
    "ax1.set_ylim(0, 12);  ax2.set_ylim(0, 12)  # y axis limits\n",
    "\n",
    "# ax2.yaxis.set_ticks_position('none') \n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.ticker import FuncFormatter\n",
    "\n",
    "def rad_to_degrees(x, pos):\n",
    "    'converts radians to degrees'\n",
    "    return round(x * 57.2985, 2)\n",
    "\n",
    "plt.figure(figsize=(12,7), dpi=100)\n",
    "X = np.linspace(0,2*np.pi,1000)\n",
    "plt.plot(X,np.sin(X))\n",
    "plt.plot(X,np.cos(X))\n",
    "\n",
    "# 1. Adjust x axis Ticks\n",
    "plt.xticks(ticks=np.arange(0, 440/57.2985, 90/57.2985), fontsize=12, rotation=30, ha='center', va='top')  # 1 radian = 57.2985 degrees\n",
    "\n",
    "# 2. Tick Parameters\n",
    "plt.tick_params(axis='both',bottom=True, top=True, left=True, right=True, direction='in', which='major', grid_color='blue')\n",
    "\n",
    "# 3. Format tick labels to convert radians to degrees\n",
    "formatter = FuncFormatter(rad_to_degrees)\n",
    "plt.gca().xaxis.set_major_formatter(formatter)\n",
    "\n",
    "plt.grid(linestyle='--', linewidth=0.5, alpha=0.15)\n",
    "plt.title('Sine and Cosine Waves\\n(Notice the ticks are on all 4 sides pointing inwards, radians converted to degrees in x axis)', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "sns.set(style=\"whitegrid\", palette=\"pastel\", color_codes=True)\n",
    "\n",
    "# Load the example tips dataset\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\n",
    "# Draw a nested violinplot and split the violins for easier comparison\n",
    "sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",\n",
    "               split=True, inner=\"quart\",\n",
    "               palette={\"Yes\": \"y\", \"No\": \"b\"},\n",
    "               data=tips)\n",
    "sns.despine(left=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib notebook\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "x =[1,2,3,4,5,6,7,8,9,10]\n",
    "y =[5,6,2,3,13,4,1,2,4,8]\n",
    "z =[2,3,3,3,5,7,9,11,9,10]\n",
    "\n",
    "ax.scatter(x, y, z, c='r', marker='o')\n",
    "\n",
    "ax.set_xlabel('X Label')\n",
    "ax.set_ylabel('Y Label')\n",
    "ax.set_zlabel('Z Label')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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