Day10 Matplot.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install matplotlib\n",
    "# conda install matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "# notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "x= np.arange(0,11)\n",
    "y= x*2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  2,  4,  6,  8, 10, 12, 14, 16, 18, 20])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_=plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y)\n",
    "plt.xlabel('X Axis')\n",
    "plt.ylabel('Y axis')\n",
    "plt.title('Plot Title')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26eabe94128>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,'r*-')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Subplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26eabcc4390>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2,2,1)\n",
    "plt.plot(x,y,'r*-')\n",
    "plt.ylabel('Y axis')\n",
    "\n",
    "plt.subplot(2,2,2)\n",
    "plt.plot(y,x,'g--')\n",
    "\n",
    "plt.subplot(2,2,3)\n",
    "plt.plot(x, y**2, 'bo-')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## object oriented method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26eabffd438>]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig= plt.figure() # empty canvas\n",
    "\n",
    "axes= fig.add_axes([0,0,0.2,0.2]) # left, bottom, width, height\n",
    "\n",
    "#plotting on the axes\n",
    "axes.plot(x,y,'b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'title of axes3')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create plots inside plot\n",
    "fig= plt.figure()\n",
    "\n",
    "axes1= fig.add_axes([0.0, 0.0, 0.8, 0.8])\n",
    "axes2= fig.add_axes([0.1,0.4,0.3,0.3])\n",
    "axes3= fig.add_axes([0.4,0.1,0.3,0.3])\n",
    "\n",
    "axes1.plot(x,y, 'b')\n",
    "axes1.set_xlabel('X_label of axis1')\n",
    "\n",
    "axes2.plot(y,x, 'r')\n",
    "axes2.set_ylabel('Y label of axes2')\n",
    "\n",
    "axes3.hist(y)\n",
    "axes3.set_title('title of axes3')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26ead624f98>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig= plt.figure()\n",
    "ax= fig.add_axes([0,0,1,1])\n",
    "\n",
    "ax.plot(x,y, label='x vs y')\n",
    "ax.plot(x,y**2, label='x vs y**2')\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26ead706a90>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig= plt.figure()\n",
    "ax= fig.add_axes([0,0,1,1])\n",
    "\n",
    "ax.plot(x,y)\n",
    "ax.plot(x,y**2)\n",
    "ax.legend(labels=['x vs y','x vs y**2'], loc='best')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## set x axis ticks and tick labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 11 artists>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAd8AAAFCCAYAAACw+NfFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAE6NJREFUeJzt3X+MZWddx/H3x25RKVVaO9Sy7TKoTbUQW5rJAjaSQm3ddhuKBrWN4oolq6YoGBJdNbEG/1mj4q8amrVdW7VWFCg0boFuCkklwcq0FNiyYGtd7bBrd7DYgpjg6tc/5qwZZu/0DvfePvfemfcrubnnPOc55/nOye5+9px75rmpKiRJUjvfMO4CJEnaaAxfSZIaM3wlSWrM8JUkqTHDV5KkxgxfSZIaM3wlSWrM8JUkqTHDV5KkxjaNu4BezjjjjJqdnR13GZIkfV0eeOCBL1TVTL9+Exm+s7OzzM/Pj7sMSZK+Lkn+ZS39vO0sSVJjhq8kSY0ZvpIkNWb4SpLUmOErSVJjhq8kSY0ZvpIkNWb4SpLUWN/wTXJOko8kOZjk4SRv6dpPT7I/ySPd+2mr7L+j6/NIkh2j/gEkSZo2a7nyPQa8raq+B3gFcH2S84FdwL1VdS5wb7f+NZKcDtwAvBzYCtywWkhLkrRR9A3fqjpSVQ92y18CDgKbgauB27putwGv67H7DwL7q+rJqvoisB/YNorCJUmaVl/XZ75JZoGXAfcDZ1bVEVgKaOAFPXbZDDy+bH2ha5MkacNa8xcrJHke8B7grVX1dJI17dajrVY5/k5gJ8CWLVvWWpYkaZ2Y3bWv+ZiHdm9vPias8co3ycksBe/tVfXervmJJGd1288CjvbYdQE4Z9n62cDhXmNU1Z6qmququZmZvt/GJEnS1FrL084BbgEOVtU7lm26Czj+9PIO4P09dv8QcHmS07oHrS7v2iRJ2rDWcuV7MfAG4DVJHupeVwK7gcuSPAJc1q2TZC7JzQBV9STwm8DHu9fbuzZJkjasvp/5VtVH6f3ZLcClPfrPA29atr4X2DtogZIkrTfOcCVJUmOGryRJjRm+kiQ1ZvhKktSY4StJUmOGryRJjRm+kiQ1ZvhKktSY4StJUmOGryRJjRm+kiQ1ZvhKktSY4StJUmOGryRJjRm+kiQ1ZvhKktSY4StJUmOGryRJjRm+kiQ1ZvhKktSY4StJUmOGryRJjW0adwGSpPZmd+0by7iHdm8fy7iTxitfSZIaM3wlSWrM8JUkqbG+n/km2QtcBRytqpd2be8Czuu6PB/4j6q6sMe+h4AvAf8DHKuquRHVLUnS1FrLA1e3AjcCf3a8oap+7Phykt8FnnqG/V9dVV8YtEBJktabvuFbVfclme21LUmAHwVeM9qyJElav4b9zPf7gSeq6pFVthdwT5IHkux8pgMl2ZlkPsn84uLikGVJkjS5hg3fa4E7nmH7xVV1EXAFcH2SV63Wsar2VNVcVc3NzMwMWZYkSZNr4PBNsgn4YeBdq/WpqsPd+1HgTmDroONJkrReDHPl+wPAZ6tqodfGJKckOfX4MnA5cGCI8SRJWhf6hm+SO4CPAeclWUhyXbfpGlbcck7ywiR3d6tnAh9N8kngH4B9VfXB0ZUuSdJ0WsvTzteu0v5TPdoOA1d2y48BFwxZnyRJ644zXEmS1JjhK0lSY4avJEmNGb6SJDVm+EqS1JjhK0lSY4avJEmNGb6SJDVm+EqS1JjhK0lSY4avJEmNGb6SJDVm+EqS1JjhK0lSY32/UlCSNLzZXfuaj3lo9/bmY2ptvPKVJKkxw1eSpMYMX0mSGjN8JUlqzPCVJKkxw1eSpMYMX0mSGjN8JUlqzPCVJKkxw1eSpMb6hm+SvUmOJjmwrO03knw+yUPd68pV9t2W5HNJHk2ya5SFS5I0rdZy5XsrsK1H++9V1YXd6+6VG5OcBPwxcAVwPnBtkvOHKVaSpPWgb/hW1X3AkwMceyvwaFU9VlVfBf4KuHqA40iStK4M85nvm5N8qrstfVqP7ZuBx5etL3RtPSXZmWQ+yfzi4uIQZUmSNNkGDd93At8JXAgcAX63R5/0aKvVDlhVe6pqrqrmZmZmBixLkqTJN1D4VtUTVfU/VfW/wJ+wdIt5pQXgnGXrZwOHBxlPkqT1ZKDwTXLWstUfAg706PZx4NwkL07yHOAa4K5BxpMkaT3Z1K9DkjuAS4AzkiwANwCXJLmQpdvIh4Cf6fq+ELi5qq6sqmNJ3gx8CDgJ2FtVDz8rP4UkSVOkb/hW1bU9mm9Zpe9h4Mpl63cDJ/wakiRJG5kzXEmS1JjhK0lSY4avJEmNGb6SJDVm+EqS1JjhK0lSY4avJEmNGb6SJDXWd5INSZpGs7v2NR/z0O7tzcfUdPLKV5KkxgxfSZIaM3wlSWrM8JUkqTHDV5KkxgxfSZIaM3wlSWrM8JUkqTHDV5KkxgxfSZIaM3wlSWrM8JUkqTHDV5KkxgxfSZIaM3wlSWrM8JUkqbG+4Ztkb5KjSQ4sa/vtJJ9N8qkkdyZ5/ir7Hkry6SQPJZkfZeGSJE2rtVz53gpsW9G2H3hpVX0v8I/ArzzD/q+uqguram6wEiVJWl/6hm9V3Qc8uaLtnqo61q3+PXD2s1CbJEnr0ig+8/1p4AOrbCvgniQPJNn5TAdJsjPJfJL5xcXFEZQlSdJkGip8k/wacAy4fZUuF1fVRcAVwPVJXrXasapqT1XNVdXczMzMMGVJkjTRBg7fJDuAq4Afr6rq1aeqDnfvR4E7ga2DjidJ0noxUPgm2Qb8MvDaqvrKKn1OSXLq8WXgcuBAr76SJG0ka/lVozuAjwHnJVlIch1wI3AqsL/7NaKbur4vTHJ3t+uZwEeTfBL4B2BfVX3wWfkpJEmaIpv6daiqa3s037JK38PAld3yY8AFQ1UnSdI65AxXkiQ11vfKV5L6md21r/mYh3Zvbz6mNCpe+UqS1JjhK0lSY4avJEmNGb6SJDVm+EqS1JjhK0lSY4avJEmNGb6SJDVm+EqS1JjhK0lSY4avJEmNGb6SJDVm+EqS1JjhK0lSY4avJEmNGb6SJDVm+EqS1JjhK0lSY4avJEmNGb6SJDVm+EqS1JjhK0lSY4avJEmNGb6SJDW2pvBNsjfJ0SQHlrWdnmR/kke699NW2XdH1+eRJDtGVbgkSdNqrVe+twLbVrTtAu6tqnOBe7v1r5HkdOAG4OXAVuCG1UJakqSNYk3hW1X3AU+uaL4auK1bvg14XY9dfxDYX1VPVtUXgf2cGOKSJG0om4bY98yqOgJQVUeSvKBHn83A48vWF7q2EyTZCewE2LJlyxBlSevf7K59zcc8tHt78zGl9erZfuAqPdqqV8eq2lNVc1U1NzMz8yyXJUnS+AwTvk8kOQugez/ao88CcM6y9bOBw0OMKUnS1BsmfO8Cjj+9vAN4f48+HwIuT3Ja96DV5V2bJEkb1lp/1egO4GPAeUkWklwH7AYuS/IIcFm3TpK5JDcDVNWTwG8CH+9eb+/aJEnasNb0wFVVXbvKpkt79J0H3rRsfS+wd6DqJElah5zhSpKkxgxfSZIaM3wlSWrM8JUkqTHDV5KkxgxfSZIaM3wlSWrM8JUkqTHDV5KkxgxfSZIaM3wlSWrM8JUkqTHDV5KkxgxfSZIaM3wlSWrM8JUkqTHDV5KkxgxfSZIaM3wlSWrM8JUkqTHDV5KkxjaNuwBpGszu2td8zEO7tzcfU1IbXvlKktSY4StJUmOGryRJjQ0cvknOS/LQstfTSd66os8lSZ5a1ufXhy9ZkqTpNvADV1X1OeBCgCQnAZ8H7uzR9e+q6qpBx5Ekab0Z1W3nS4F/qqp/GdHxJElat0YVvtcAd6yy7ZVJPpnkA0lestoBkuxMMp9kfnFxcURlSZI0eYYO3yTPAV4L/E2PzQ8CL6qqC4A/At632nGqak9VzVXV3MzMzLBlSZI0sUZx5XsF8GBVPbFyQ1U9XVVf7pbvBk5OcsYIxpQkaWqNInyvZZVbzkm+PUm65a3deP8+gjElSZpaQ00vmeS5wGXAzyxr+1mAqroJeD3wc0mOAf8FXFNVNcyYkiRNu6HCt6q+Anzbirabli3fCNw4zBiSJK03znAlSVJjhq8kSY0ZvpIkNWb4SpLUmOErSVJjhq8kSY0ZvpIkNWb4SpLUmOErSVJjhq8kSY0ZvpIkNWb4SpLUmOErSVJjhq8kSY0ZvpIkNTbU9/lKz4bZXfuaj3lo9/bmY0rauLzylSSpMcNXkqTGDF9JkhozfCVJaszwlSSpMcNXkqTGDF9JkhozfCVJaszwlSSpsaHDN8mhJJ9O8lCS+R7bk+QPkzya5FNJLhp2TEmSptmoppd8dVV9YZVtVwDndq+XA+/s3iVJ2pBa3Ha+GvizWvL3wPOTnNVgXEmSJtIowreAe5I8kGRnj+2bgceXrS90bV8jyc4k80nmFxcXR1CWJEmTaRThe3FVXcTS7eXrk7xqxfb02KdOaKjaU1VzVTU3MzMzgrIkSZpMQ4dvVR3u3o8CdwJbV3RZAM5Ztn42cHjYcSVJmlZDhW+SU5KcenwZuBw4sKLbXcBPdk89vwJ4qqqODDOuJEnTbNinnc8E7kxy/Fh/WVUfTPKzAFV1E3A3cCXwKPAV4I1DjilJ0lQbKnyr6jHggh7tNy1bLuD6YcaRJGk9cYYrSZIaM3wlSWrM8JUkqTHDV5KkxgxfSZIaM3wlSWrM8JUkqTHDV5Kkxkb1fb6aYrO79jUf89Du7c3HlKRJ4ZWvJEmNGb6SJDVm+EqS1JjhK0lSY4avJEmNGb6SJDVm+EqS1JjhK0lSY4avJEmNGb6SJDVm+EqS1JjhK0lSY4avJEmNGb6SJDVm+EqS1JjhK0lSYwOHb5JzknwkycEkDyd5S48+lyR5KslD3evXhytXkqTpt2mIfY8Bb6uqB5OcCjyQZH9VfWZFv7+rqquGGEeSpHVl4CvfqjpSVQ92y18CDgKbR1WYJEnr1Ug+800yC7wMuL/H5lcm+WSSDyR5ySjGkyRpmg1z2xmAJM8D3gO8taqeXrH5QeBFVfXlJFcC7wPOXeU4O4GdAFu2bBm2LEmSJtZQV75JTmYpeG+vqveu3F5VT1fVl7vlu4GTk5zR61hVtaeq5qpqbmZmZpiyJEmaaMM87RzgFuBgVb1jlT7f3vUjydZuvH8fdExJktaDYW47Xwy8Afh0koe6tl8FtgBU1U3A64GfS3IM+C/gmqqqIcaUJGnqDRy+VfVRIH363AjcOOgYkiStR85wJUlSY0M/7ayv3+yufc3HPLR7e/MxJUm9eeUrSVJjhq8kSY0ZvpIkNWb4SpLUmOErSVJjhq8kSY0ZvpIkNWb4SpLUmOErSVJjhq8kSY0ZvpIkNWb4SpLUmOErSVJjhq8kSY0ZvpIkNWb4SpLUmOErSVJjhq8kSY0ZvpIkNWb4SpLUmOErSVJjhq8kSY0ZvpIkNWb4SpLU2FDhm2Rbks8leTTJrh7bvzHJu7rt9yeZHWY8SZLWg4HDN8lJwB8DVwDnA9cmOX9Ft+uAL1bVdwG/B/zWoONJkrReDHPluxV4tKoeq6qvAn8FXL2iz9XAbd3yu4FLk2SIMSVJmnqpqsF2TF4PbKuqN3XrbwBeXlVvXtbnQNdnoVv/p67PF3ocbyews1s9D/jcQIWN1hnACbXq/3l++vMc9ec56s9z9Mwm6fy8qKpm+nXaNMQAva5gVyb5WvosNVbtAfYMUc/IJZmvqrlx1zGpPD/9eY768xz15zl6ZtN4foa57bwAnLNs/Wzg8Gp9kmwCvhV4cogxJUmaesOE78eBc5O8OMlzgGuAu1b0uQvY0S2/HvhwDXqfW5KkdWLg285VdSzJm4EPAScBe6vq4SRvB+ar6i7gFuDPkzzK0hXvNaMouqGJug0+gTw//XmO+vMc9ec5emZTd34GfuBKkiQNxhmuJElqzPCVJKkxw7eHftNmbnRJzknykSQHkzyc5C3jrmlSJTkpySeS/O24a5lESZ6f5N1JPtv9eXrluGuaJEl+sfs7diDJHUm+adw1jVuSvUmOdvNIHG87Pcn+JI9076eNs8a1MHxXWOO0mRvdMeBtVfU9wCuA6z1Hq3oLcHDcRUywPwA+WFXfDVyA5+r/JdkM/AIwV1UvZenB1ml7aPXZcCuwbUXbLuDeqjoXuLdbn2iG74nWMm3mhlZVR6rqwW75Syz9g7l5vFVNniRnA9uBm8ddyyRK8i3Aq1j6rQiq6qtV9R/jrWribAK+uZsn4bmcOJfChlNV93HifBHLpzK+DXhd06IGYPieaDPw+LL1BQyWVXXfVPUy4P7xVjKRfh/4JeB/x13IhPoOYBH40+7W/M1JThl3UZOiqj4P/A7wr8AR4Kmqume8VU2sM6vqCCxdHAAvGHM9fRm+J1rzlJgbXZLnAe8B3lpVT4+7nkmS5CrgaFU9MO5aJtgm4CLgnVX1MuA/mYLbha10n1teDbwYeCFwSpKfGG9VGhXD90RrmTZzw0tyMkvBe3tVvXfc9Uygi4HXJjnE0kcXr0nyF+MtaeIsAAtVdfyuybtZCmMt+QHgn6tqsar+G3gv8H1jrmlSPZHkLIDu/eiY6+nL8D3RWqbN3NC6r4W8BThYVe8Ydz2TqKp+parOrqpZlv4MfbiqvGpZpqr+DXg8yXld06XAZ8ZY0qT5V+AVSZ7b/Z27FB9IW83yqYx3AO8fYy1rMsy3Gq1Lq02bOeayJs3FwBuATyd5qGv71aq6e4w1aTr9PHB79x/dx4A3jrmeiVFV9yd5N/AgS79h8AmmcBrFUUtyB3AJcEaSBeAGYDfw10muY+k/LT8yvgrXxuklJUlqzNvOkiQ1ZvhKktSY4StJUmOGryRJjRm+kiQ1ZvhKktSY4StJUmP/BzfOsJb5Va4DAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig= plt.figure()\n",
    "ax= fig.add_axes([0,0,1,1])\n",
    "ax.bar(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig= plt.figure()\n",
    "ax= fig.add_axes([0,0,1,1])\n",
    "ax.bar(x,y)\n",
    "ax.set_xticks([1,2,3,4,5,6,7,8,9,10,12])\n",
    "ax.set_xticklabels(['B','C','D','E','F','G','H','I','J','K','Z'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## subplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26ead943588>]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax= plt.subplots()\n",
    "# similar to plt.figure()\n",
    "ax.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26eaeca30b8>]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax= plt.subplots(2,2, figsize=(10,12))\n",
    "ax[0][0].bar(x,y)\n",
    "ax[1,1].plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26eaed70b00>]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 6000x4000 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# dpi= dots/pixel per inch\n",
    "fig= plt.figure(dpi=1000)\n",
    "ax= fig.add_axes([0,0,0.9,0.9])\n",
    "ax.plot(x,y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## saving"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "#plt.savefig('abc.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from google.colab import files\n",
    "# plt.savefig('abc.png')\n",
    "# files.download('abc.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## annotation() and text()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(2, 18, 'my_text')"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zoIhEuYaCGhbzfCvgYKHlBNc6UwEaNmxIQUEB2dnZXHrppRw/fpyUlBQAVq1aRffu3QF49NFHmT9//jmPdeLECa6//nqee+45Bg4ceNZzqsqRI0cICQk5s5yaejHXBcaTbYpP5fpX1vLaN3sY27sVX//5KkaEtXR3WcblYoP/P0AHoDeQCPyzmG2K+4heSzqgiEwVkU0isul0YJkLM3ToUNatW4evry8vvvgigwcPJiwsDFXlvvvuAyA6OpoWLVoAMH/+fFq3bs3333/P9ddfz7BhwwCYPXs2cXFxPP300/Tu3ZvevXuTnJwMwObNm7nsssvw83OOEi5YsIDGjRvTOawzTzz5BFu2bEG1xL9m4+EycvKZuWgbN735Pdl5Dv57dz/+eXMvGtS2mTSrFFU97x8gBIi5kOeAAcDyQsuPAo+W5nx9+/ZVc+G2bNmit9122zm3GTp0aJnO8Yc//EG//vrrM8s3Tr5RGY5yB+p/hb/WaVFHGzZrqFPunqJLlizRrKysMp3PVB/f7krWy59bqSHTF+tfF0Rrenaeu0vyKsAmLUW+qurF3c4pIi1VNdG1OA6IKWazjUAnEWkHHAImAbdczPlM6fTp04dBgwZRUFCAr69vsdssX768TOcIDQ1l8ODBABQUFLDsy2VwJ9AA8trlkTc4j4yjGfxv9/9Y8NACcg7nMPDKgUyeMJkbbrjhzG8bxnOcyMxl1pIdzNucQPumdfj8/gGEhzRyd1nmHETP82u5iMwFrgGaAEnAk67l3jiHbuKB+1U1UUSCgHdUdaRr35HAvwFf4D1VfaY0RYWHh2vhb5Kaqum7775j6IShZN6fWfKgYSYQC3X21SEvNo/2HdszecJkxo4ZS1hYmHVPqua+jE7kiYXbOJ6ZywNXt+f313aipn/xFx2mYonIZlUt1deczxv87mDBXz1s3LiRm269iaTkJKSTkNU+y/nJT0AJO+QD+6HGnhr4x/lT07cmY0eP5aZxN3HNNdec+a6AqfqS07N5cuE2vow5Qo+gevz9xp70CKrv7rK8mgW/qVR79+7liy++4OOIj9m6aSsB7QJID0mHzkCDEnZSIAVkt1B3X11yj+Ry9bVXM3nCZEaOHEnTpk0r8RWY0lJV5m1OYNaSHWTlFfDQdZ2478r2+PvatF/uZsFv3ObkyZMsX76cTyI+4avlX+FT34eMdhk4OjkgiJKHhE4BsRAYH0hubC6du3Vm8oTJjBk9hu7du9uQUBVwMDWTx+ZHszb2KJeGNOT5CT3p0LT46UBM5bPgN1VCfn4+33//PRELIpi3YB6px1PRTkp2+2xoD5R0h18+EA8BcQH4xvkSWDOQ8WPGc+O4G7nyyiupUcNuDawsyWnZPPjxFq7s1JT/fLsHAaaN6Mpt/dvapGpVjAW/qZJiY2NZuGghcyPmEvNzDAHtCw0J1SthJwWSwGe3D4HxgeSl5DFo8KAzQ0KNGtndIxXp9x9v4Yso5w18V3VuyrPjQmnd0ObXqYos+E2Vd/z4cZYtW8bciLmsXLES30a+vwwJtaT4r/8BpOMcEtoXSO6eXLqHdT8zJNSlS5dKfAWerWjv29MC/HzYNWuEGyoy52PBb6qVvLw81q1bR8SCCCIWRJB2Ko2CTgXkdMiBdoB/STsC+6DmnppIrNCgbgMmjJ3AjeNuZODAgWe+XWwuTMyhk/zp063EJp/CR8Chzt63w3q0YMb13WyunSrKgt9UW6rKrl27zgwJ7YjZQY2ONTgVcgo6AXVL2hFIBN9YX2rvq01BagFDhg5h0oRJDB8+/MzMpaZk2XkFvLwylrfW7KVRnRp0bVGXdXFHqeHrQ26Bg1v7BTNrXJi7yzQlsOA3HuPYsWMsXbqUuRFz+WblN/g38+dUyCm0s0JzSh4SSgN2Q934uuTszSGsdxi33ngro0eP/tVsowZ+3JfK9Igo9h7N4Obw1swY2Z1HIn6mad2ze99aG8Sqy4LfeKTc3FzWrFnDvPnziFwYSUZOBvmd8sntkOucMaqkkZ1cYC/U3FsT2S00btyYm8bexPix4xkwYECJ01t4g1M5+bzw5U7+98N+WjesxfPje3JFpybuLstcBAt+4/FUlW3btrFg4QI+ifyE2J2x+HfyJyMkw3mXUJ0SdnQAh38ZEtI0ZdjwYUyaMImhQ4dSr15Jtxd5nm92JTMjMprEtGzuvDyE/xvahToB9rlIdWXBb7xOcnIyS5cu5eN5H7N29VpqtKxBeki6c0ioKSUPCZ3glyGh+Bz6hPfhlgm3MHr06DM9BzzN8Yxcnl68ncifDtGxWSAvTOhJ37bFtdQw1YkFv/Fq2dnZrF69ms/nf87CRQvJdmST1zHPOSTUlpKHhHKAPVBrby00VmnerDk3j7+Z8WPH069fP3x8qve0BKrK0ugjPLkohhOZefz2mg787tqOBPh571CXJ7HgN8ZFVYmKijozJLRvzz78OvqR0S7DeZdQSd9FcgCHwC/Wj1p7a0EmjBw5konjJzJkyBACA6vXVAXJadk8viCGr7YnEdaqPi9M6En3IO8Z1vIGFvzGlCAxMZHFixczN2Iu69euJ6BVAGkhadAF58TjJUnFOSS0vy65+3Pp278vt954K6NGjaJNmzaVVP2FU1U+35TA00u2k5vv4M9DOnPPFe3ws0nVPI4FvzGlkJWVxapVq/gs8jMWfbGIfL98cjrkkNchD4JxdpEoTjYQB7X31cax20FQ6yAmjp/IuDHj6Nu37wUNCa1fv54+ffpUSPP6A8cyeXR+FN/FHaNfu0Y8Pz6M9japmsey4DfmAqkqW7ZsYf7C+Xwa+SkH9x/Et7Mvme0yoSNQUi4XAAngH+dPwJ4AfHN9GXXDKG4efzODBw+mdu2S57XJysqiQaMG9LykJyu/XFludxQVOJQP1sfz4vJd+PoI00d05ZZ+wTapmocr1+AXkfeAG4BkVQ11rfsHMArnHdJ7gLtU9UQx+8bjnF2lAMgvbVEW/MbdDh06dKbHwI/rf6RGmxq/TCjX+Bw7HgN2uYaEDubSf2B/bplwC6NGjSIoKOisTZcsWcLkP00mt3EuHbI6sGblGho3PtfBzy82KZ1HIqL46cAJBnVpyjPjwghqUP6/TZiqp7yD/yqcs6XPKRT8Q4FVqpovIi8AqOq0YvaNB8JV9eiFvAALflOVZGRksHLlSj6N/JTFixfjCHCQ3SGb/I750IaSewxkcWZIqGB3AcEhwUyaMIlxY8bRu3dv7rz3TuYcnAOXg/8qf1ont+a7b76jZcuWF1xjbr6DN77dw+xVcdQJ8OXJUT0Y0zvI+hh4kXIf6hGREGDx6eAv8tw44EZVvbWY5+Kx4DcexOFwsGnTJiIXRPLZ/M9IPJx4dtvJkuYvKwAOOIeEauypQYAGkHkqk+y7sp0fKiv4fedH091NWf/t+gv6DkFUwgkemRfFziPpjOoVxJOjutMk0NpYepvKDv4vgE9V9cNintsHHMc5hdabqvrWOc4xFZgKEBwc3Hf//v2lqd8Ytzpw4MCZIaFNGzYR0LZQj4GSvhOlwFEgCSjyf5TPjz403NKQdd+so2vXruc8d1ZuAf/+ejdvr91L07oBzBobxpDuzcv+oky1VGnBLyIzgHBgvBZzIBEJUtXDItIMWAH8XlXXnO98dsVvqqP09HRWrFjBp5Gf8uXSL6EOZLbPpKBTAbSi5CGhImSrUG9dPVavWE3v3r2L3eaHvceYHhFF/LFMJvdrw/QR3ahfq6T5q403qJTgF5E7gAeAwaqaWYpjzAROqeqL59vWgt9UdwUFBfz4449ELojk8/mfk5ScBJ35pe3k+UZitkHg14EsX7ycjqGX8ODcn5h9Sx9q+fvy/Jc7+WjDAYIb1eb58WFc3tEmVTOVEPwiMhx4CbhaVVNK2KcO4KOq6a7HK4CnVHXZ+c5nwW88zb59+1i0aBEfR3zM1s1b8e3jS9aQrHPvFAu1F9dmzB//xfe5rbimc1N2HkknKS2buwe24y9Du1Crhk23YJzK+66eucA1OD+CSgKeBB7Fec1yzLXZD6r6gIgEAe+o6kgRaQ/Mdz3vB3ysqs+UpigLfuPJZs+ezbT3p5E5+ry/KMN+kE9r0Hj4w9TpNAAAf18h9pmRFVylqW4uJPjPOwerqk4uZvW7JWx7GBjperwX6FWaIozxJp8t/Mz5xbCi8nFeSiWBz1Ef6qTWIfNQHgW5eWTu/Ib6XS5nRGgLnhjVvbJLNh7GJt82phJlZGSw4bsNcBuwAyRFqHO8DpIiZCVn0bx1c0JDQwm9PJytp+qxI6cBfg1aEODvT57DQf1a/tbz1pSZBb8xlSg6OprcrFyaLGlCt+7d6N+3P7179SY0NJQuXboQEBDAJxsP8uySHeQ1cBDaqDbhIY24tX/bM+0PjSkrm6vHmEqWlZVV7KRs+49lMD0imu/3HmNA+8Y8PyGMto1LaiVmzNnKdYzfGFO+ioZ+gUN5/7t9vPjVLvx9fHhufBiTLm1j0y2YCmPBb4wb7TrinFTt54MnuK5bM2aNDaNFfRvDNxXLgt8YN8jNd/DaN3G8vjqOujX9eWVyH0b1bGlX+aZSWPAbU8m2HjzBI/N+ZnfSKcb2DuKvo3rQqE4Nd5dlvIgFvzGVJCu3gH9+tYv3vttH83o1ee/OcK7tapOqmcpnwW9MJVi/5yjTI6I5kJrJrf2DmT6iK3Vr2qRqxj0s+I2pQCez8nj+yx3M/fEgIY1r88nUy7isfdm6bBlTVhb8xlSQFduTeHxBNCnpOdx/VXseuq6zTapmqgQLfmPK2dFTOcxctI3FUYl0bVGXt6eE07N1A3eXZcwZFvzGlBNVZeHWw/zti22cysnnz0M688DVHajhV8oOLMZUEgt+Y8rB4RNZzJgfzTe7UugT3IAXJvSkc/O67i7LmGJZ8BtTBg6H8tGPB3jhy50UOJS/3tCdOy4PwdfHvohlqq5S/Q4qIu+JSLKIxBRa10hEVohIrOtnsa2lReQO1zaxrnaNxniEfUczmPT2DzyxIIZebeqz/KGruPuKdhb6psor7eDjB8DwIuumAytVtROw0rV8FhFphLNjV3+gH/BkSW8QxlR1yWnZ3Pzm9ySeyOKNb/cw/N9r2JGYxt8n9OTDe/oT3Li2u0s0plRKNdSjqmtcfXcLG4OzJSPAf4HVwLQi2wwDVqhqKoCIrMD5BjL3oqo1xo1eWRnLxn2pXP/qOlIzchnSvTmzxobSvJ5Nqmaql7KM8TdX1UQAVU0UkWbFbNMKOFhoOcG1zphqo8vjX5KT7ziznJqRC8Ca3SkW+qZaquj7zIob7Cy284uITBWRTSKyKSUlpYLLMqb0XrvlEgIDfrlGqunnw5jeQaydNsiNVRlz8coS/Eki0hLA9TO5mG0SgDaFllsDh4s7mKq+parhqhretGnTMpRlTPnIyMnnb19s477/bcKhigABfj7kFDioG+BnvW9NtVWWoZ5FwB3A866fC4vZZjnwbKEPdIcCj5bhnMZUirWxKTwaGU3C8SymDGjLoRNZtKxfi1v6BVvvW1PtlSr4RWQuzg9ym4hIAs47dZ4HPhORe4ADwE2ubcOBB1T1XlVNFZGngY2uQz11+oNeY6qik5l5PLN0O59tSqBdkzp8dv8A+rVrdNY2s8aGuqk6Y8qHNVs3xmVZzBGeWBhDakYuU69qzx8Hd6Kmv02qZqoHa7ZuzAVISXdOqrYkOpHuLevx/p2XEtqqvrvLMqbCWPAbr6WqRG45xFOLt5OVW8DDw7ow9ar2+PvapGrGs1nwG6906EQWj0VG8+3uFPq2bcgLE3rSsVmgu8syplJY8Buv4nAoH27Yzwtf7kSBmaO6M2VACD42v47xIhb8xmvsSTnF9IgoNsYf58pOTXh2XBhtGtn8Osb7WPAbj5dX4ODttXv599ex1PL35cWbejHhklaI2FW+8U4W/MajxRw6ybSIKLYdTmNEaAv+NqaHfePWeD0LfuORsvMKeHVVLG98u5eGtWvwn1svYURYS3eXZUyVYMFvPM6m+FQeiYhib0oGN/ZtzePXd6NB7RruLsuYKsOC33iMUzn5/GPZTub8sJ+g+rWYc3c/rupsE/4ZU5QFv/EI3+5O4bHIaA6fzOKOASE8PKwLdQLsn7cxxbH/M0y1diKkmBVFAAARgklEQVQzl6cX7yBiSwIdmtbh8/sHEB7S6Pw7GuPFLPhNtZOcls2Dc39ifJ9WvPjVbo5n5vLgoI48eG1Hm1TNmFKw4DfVzgvLdvLjvlR+3JdKj6B6/PfuS+kRZJOqGVNaFvym2ija+xZg2+E0xr++nl2zRripKmOqH5uG0FQLB1Mz6d2mAQCnp9Wp6W+9b425GBcd/CLSRUS2FvqTJiIPFdnmGhE5WWibv5a9ZONNChzK+9/tY9i/1xBz6CSXhjREcfW+zbfet8ZcjIse6lHVXUBvABHxBQ4B84vZdK2q3nCx5zHeKy45nWkR0Wzef5yrOzfl2fFhPPXFNm7t39Z63xpTBuU1xj8Y2KOq+8vpeMaL5RU4ePPbPbyyMo7aAb68dHMvxvVxTqr25u2/dJaz3rfGXJzyCv5JwNwSnhsgIj8Dh4H/U9Vt5XRO44FiDp3k4XlR7EhM4/qeLZk5qgdN6wa4uyxjPEqZg19EagCjgUeLeXoL0FZVT4nISGAB0KmE40wFpgIEBweXtSxTzWTnFfDvr2N5e+1eGtepwZu392VYjxbuLssYj1QeV/wjgC2qmlT0CVVNK/R4qYi8LiJNVPVoMdu+BbwFEB4eruVQl6kmNuw9xvTIaPYdzWBieBseu74b9Wv5u7ssYzxWeQT/ZEoY5hGRFkCSqqqI9MN5F9Gxcjin8QDp2Xn8fdku/vfDfto0qsVH9/ZnYMcm7i7LGI9XpuAXkdrAEOD+QuseAFDVN4Abgd+ISD6QBUxSVbuaN3yzK5kZkdEkpmVz98B2/N+wztSuYd8nNKYylOn/NFXNBBoXWfdGocezgdllOYfxLMczcnl68XYifzpEp2aBRPzmci4JbujusozxKnaJZSqFqrIkOpEnF27jZFYefxjcid8N6kCAn02qZkxls+A3FS4pLZvHF8SwYnsSPVvX58N7+9OtZT13l2WM17LgNxVGVfls00FmLdlBbr6Dx0Z25e6B7fDztSmijHEnC35TIQ4cy2R6ZBTr9xyjf7tGvDChJyFN6ri7LGMMFvymnBU4lA/Wx/Pi8l34+gjPjAtl8qXB+JyeUtMY43YW/Kbc7E5K55F5UWw9eIJruzbjmXGhtKxfy91lGWOKsOA3ZZab7+CNb/fw6qpYAgP8eHlSb0b3CkLErvKNqYos+M1FOd339rdXd+D5ZTvZeSSd0b2CeHJUdxoH2qRqxlRlFvzmory0YveZvrct6tXknSnhXNe9ubvLMsaUggW/uSDF9b09kpbN7z7eYn1vjakm7IZqU2pp2XmMDGsJwOnRe+t7a0z1Y1f8plRW7UziscgYktOz6daiLjuT0gnwtb63xlRHFvzmnI6dyuGpxdtZuPUwXZrX5Y3b+/Kf1XH0DWlkfW+NqaakKs6SHB4erps2bXJ3GV5NVfkiKpGZi7aRnp3Hg4M68ZtrOlDDz0YHjamKRGSzqoaff0u74jfFSDyZxRMLYvh6RzK92jTg7xN60qVFXXeXZYwpJxb85gyHQ/lk40GeW7qDPIeDx6/vxl0D2+Fr0y0Y41HKo9l6PJAOFAD5RX/VEOfXN18GRgKZwJ2quqWs5zXlK/5oBtMjo/hhbyoD2jfm+QlhtG1sk6oZ44nK64p/UHEN1F1GAJ1cf/oD/3H9NFVAgUN5b90+/rliF/4+Pjw/PoyJl7ax6RaM8WCVMdQzBpjj6rX7g4g0EJGWqppYCec257DrSDqPzPuZnxNOcl235swaG0qL+nZbpjGerjyCX4GvRESBN1X1rSLPtwIOFlpOcK07K/hFZCowFSA4OLgcyjIlyc138No3cby+Oo56Nf15dXIfbujZ0q7yjfES5RH8A1X1sIg0A1aIyE5VXVPo+eLS5Ff3kLreMN4C5+2c5VCXKcbWgyd4ZN7P7E46xbg+rXjihu40qlPD3WUZYypRmYNfVQ+7fiaLyHygH1A4+BOANoWWWwOHy3pec2Eyc/N56avdvPfdPprXq8l7d4ZzbVebVM0Yb1Sm4BeROoCPqqa7Hg8Fniqy2SLgQRH5BOeHuidtfL9yrY87yvTIaA6kZnLbZcFMG96VujX93V2WMcZNynrF3xyY7xob9gM+VtVlIvIAgKq+ASzFeStnHM7bOe8q4zlNKZ3MyuO5pTv4ZONBQhrX5pOpl3FZ+8buLssY42ZlCn5V3Qv0Kmb9G4UeK/C7spzHXLgV25N4fEE0Kek53H91e/50XWdq+vu6uyxjTBVg39z1MEdP5TBz0TYWRyXStUVd3p4STs/WDdxdljGmCrHgr+ZOt0CcPbkP6/cc429fbCMjp4C/DOnMA9d0wN/XJlUzxpzNgr+ae2VlLBv3pTL29e84fCKbPsHOSdU6NbdJ1YwxxbPgr6aKtkA8fMI5J/72w2kW+saYc7JxgGrqo3v7n/XFqwA/a4FojCkdu+KvZvILHLyzbh//WrEbhyoC1PDzIbfAWiAaY0rHgr8a2X44jWkRUUQfOsmwHs3JyXPQulFta4FojLkgFvzVQE5+AbNXxfGf1XtoUNuf12+9hBGhLc6aVG3W2FA3VmiMqU4s+Ku4zfuPMy0iirjkU4y/pBVPXN+dhjapmjGmDCz4q6iMnHxe/GoXH6yPJ6h+LT6461Ku6dLM3WUZYzyABX8VtDY2hUcjo0k4nsWUAW15ZHhXAgPsr8oYUz4sTaqQk5l5zFqync83J9C+SR0+u38A/do1cndZxhgPY8FfRSyLOcITC2NIzcjlt9d04A+DO9mkasaYCmHB72bJ6dnMXLSNpdFH6N6yHu/feSmhreq7uyxjjAez4HcTVSVyyyGeWrydrLwCHh7WhalXtbdJ1YwxFc6C3w0Sjmfy2PwY1uxOoW/bhrwwoScdmwW6uyxjjJe46OAXkTbAHKAF4ADeUtWXi2xzDbAQ2OdaFamqRVszeg2HQ/nfD/t5YdlOAP42uge3X9YWH5/i+tEbY0zFKMsVfz7wF1XdIiJ1gc0iskJVtxfZbq2q3lCG83iEPSmnmDYvik37j3NV56Y8Oy6U1g1ru7ssY4wXuujgdzVMT3Q9TheRHUAroGjwe7W8AgdvrdnLyytjqeXvy4s39WLCJa3Omm7BGGMqU7mM8YtICNAH2FDM0wNE5GfgMPB/qrqthGNMBaYCBAcHl0dZbhdz6CTTIqLYdjiNkWEtmDm6h82eaYxxuzIHv4gEAhHAQ6qaVuTpLUBbVT0lIiOBBUCn4o6jqm8BbwGEh4drWetyp+y8Al5ZGcuba/bSsHYN3rjtEoaHtnR3WcYYA5SxEYuI+OMM/Y9UNbLo86qapqqnXI+XAv4i0qQs56yKktOyufnN70lOz2ZjfCojX1nL66v3ML5PK1b++WoLfWNMlVKWu3oEeBfYoaovlbBNCyBJVVVE+uF8ozl2seesql5ZGcvG+FRue2cDu5NO0bphLebc3Y+rOjd1d2nGGPMrZRnqGQjcDkSLyFbXuseAYABVfQO4EfiNiOQDWcAkVa3WwziFFe17uzvpFADJ6TkW+saYKqssd/WsA855a4qqzgZmX+w5qrrFv7+Cuz7YSMLxLMDZAnFEaAtmXN/NzZUZY0zJ7Ju7F2lpdCJ/XRjDsVO5gLPZufW9NcZUBxb8Fyg5LZsnFsawfFsSoa3q0al5XTo0DbS+t8aYasOCv5RUlc83JzBr8Xay8x1MG96V+65sh1+hSdWs760xpjqw4C+Fg6mZPBoZzbq4o/QLacTzE8Jo39QmVTPGVE8W/OdQ4FDmfB/P35ftwkfg6bGh3Nov2CZVM8ZUaxb8JYhLTueReVFsOXCCa7o05ZlxYbRqUMvdZRljTJlZ8BeRV+DgzW/38MrKOGoH+PKvib0Y29smVTPGeA4L/kKiE07y8Lyf2Xkknet7tuRvo3vQJDDA3WUZY0y5suDHOanav77ezdtr9tIkMIA3b+/LsB4t3F2WMcZUCK8P/g17jzE9Mpp9RzOYdGkbHh3Zjfq1/N1dljHGVBivDf707DxeWLaTD384QJtGtfjo3v4M7OhxE4caY8yveGXwf7MzmRnzo0lMy+aeK9rxl6GdqV3DK/9TGGO8kFelXWpGLk8v3s78nw7RqVkgEb+5nEuCG7q7LGOMqVReEfyqyuKoRGYu2sbJrDz+MLgTvxvUgQA/X3eXZowxlc7jgz8pLZsZ82P4ekcSPVvX58N7+9OtZT13l2WMMW5TpuAXkeHAy4Av8I6qPl/k+QBgDtAXZ+etiaoaX5Zzlpaq8unGgzyzdAe5+Q4eG9mVuweePamaMcZ4o7K0XvQFXgOGAAnARhFZpKrbC212D3BcVTuKyCTgBWBiWQo+l+S0bB6c+xOPDu/KP77axfo9x+jfrhEvTOhJSJM6FXVaY4ypVspyxd8PiFPVvQAi8gkwBigc/GOAma7H84DZIiIV1X7x5ZWxbNyXyo1vrKdWDT+eHRfGpEvb2KRqxhhTSFmCvxVwsNByAtC/pG1UNV9ETgKNgaNlOO+vFO19W6BwKiefv32xjVv6B5fnqYwxptory4B3cZfRRa/kS7ONc0ORqSKySUQ2paSkXFAhax8ZxOheQfi6zlbT34cxvYNYO23QBR3HGGO8QVmCPwFoU2i5NXC4pG1ExA+oD6QWdzBVfUtVw1U1vGnTphdUSLN6Nalb0w8Hzt63OfnW+9YYY0pSluDfCHQSkXYiUgOYBCwqss0i4A7X4xuBVRU1vn/0VA639m/L/N8O5Nb+bUk5lVMRpzHGmGpPypLDIjIS+DfO2znfU9VnROQpYJOqLhKRmsD/gD44r/Qnnf4w+FzCw8N106ZNF12XMcZ4GxHZrKrhpdm2TPfxq+pSYGmRdX8t9DgbuKks5zDGGFO+7NtMxhjjZSz4jTHGy1jwG2OMl7HgN8YYL2PBb4wxXqZMt3NWFBFJAfZf5O5NKOcpIaoBe82ez9teL9hrvlBtVbVU336tksFfFiKyqbT3snoKe82ez9teL9hrrkg21GOMMV7Ggt8YY7yMJwb/W+4uwA3sNXs+b3u9YK+5wnjcGL8xxphz88QrfmOMMefgMcEvIsNFZJeIxInIdHfXU9FEpI2IfCMiO0Rkm4j80d01VRYR8RWRn0RksbtrqQwi0kBE5onITtff9wB311TRRORPrn/XMSIy1zXTr0cRkfdEJFlEYgqtayQiK0Qk1vWzYUWc2yOCv1Dj9xFAd2CyiHR3b1UVLh/4i6p2Ay4DfucFr/m0PwI73F1EJXoZWKaqXYFeePhrF5FWwB+AcFUNxTnt+yT3VlUhPgCGF1k3HVipqp2Ala7lcucRwU+hxu+qmgucbvzusVQ1UVW3uB6n4wyDVu6tquKJSGvgeuAdd9dSGUSkHnAV8C6Aquaq6gn3VlUp/IBars59tfl1d79qT1XX8OuOhGOA/7oe/xcYWxHn9pTgL67xu8eH4GkiEoKz2c0G91ZSKf4NPAI43F1IJWkPpADvu4a33hGROu4uqiKp6iHgReAAkAicVNWv3FtVpWmuqongvLgDmlXESTwl+Evd1N3TiEggEAE8pKpp7q6nIonIDUCyqm52dy2VyA+4BPiPqvYBMqigX/+rCte49higHRAE1BGR29xblWfxlOAvTeN3jyMi/jhD/yNVjXR3PZVgIDBaROJxDuddKyIfurekCpcAJKjq6d/m5uF8I/Bk1wH7VDVFVfOASOByN9dUWZJEpCWA62dyRZzEU4K/NI3fPYqICM5x3x2q+pK766kMqvqoqrZW1RCcf8erVNWjrwRV9QhwUES6uFYNBra7saTKcAC4TERqu/6dD8bDP9AuZBFwh+vxHcDCijhJmXruVhWqmi8iDwLL+aXx+zY3l1XRBgK3A9EistW17jFXH2TjWX4PfOS6qNkL3OXmeiqUqm4QkXnAFpx3r/2EB36LV0TmAtcATUQkAXgSeB74TETuwfkGWCE9y+2bu8YY42U8ZajHGGNMKVnwG2OMl7HgN8YYL2PBb4wxXsaC3xhjvIwFvzHGeBkLfmOM8TIW/MYY42X+H2kPzj89AsnJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax= plt.subplots()\n",
    "ax.plot(x,y,'*-')\n",
    "ax.annotate('(6,12)', xy=(6,12), xytext=(2,15), arrowprops={'facecolor':'green'})\n",
    "ax.text(2, 18,'my_text', style='italic', bbox={'facecolor':'yellow'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x26ead839be0>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img1= plt.imread('male.jpg')\n",
    "plt.imshow(img1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[151, 167, 182],\n",
       "        [151, 167, 182],\n",
       "        [151, 167, 182],\n",
       "        ...,\n",
       "        [131, 145, 154],\n",
       "        [131, 145, 154],\n",
       "        [131, 145, 154]],\n",
       "\n",
       "       [[151, 167, 182],\n",
       "        [151, 167, 182],\n",
       "        [151, 167, 182],\n",
       "        ...,\n",
       "        [129, 143, 152],\n",
       "        [129, 143, 152],\n",
       "        [129, 143, 152]],\n",
       "\n",
       "       [[151, 167, 182],\n",
       "        [151, 167, 182],\n",
       "        [151, 167, 182],\n",
       "        ...,\n",
       "        [128, 142, 151],\n",
       "        [128, 142, 151],\n",
       "        [128, 142, 151]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[185, 186, 170],\n",
       "        [185, 186, 170],\n",
       "        [185, 186, 170],\n",
       "        ...,\n",
       "        [195, 196, 180],\n",
       "        [195, 196, 180],\n",
       "        [195, 196, 180]],\n",
       "\n",
       "       [[183, 184, 168],\n",
       "        [183, 184, 168],\n",
       "        [183, 184, 168],\n",
       "        ...,\n",
       "        [198, 199, 183],\n",
       "        [198, 199, 183],\n",
       "        [198, 199, 183]],\n",
       "\n",
       "       [[182, 183, 167],\n",
       "        [182, 183, 167],\n",
       "        [182, 183, 167],\n",
       "        ...,\n",
       "        [192, 193, 177],\n",
       "        [192, 193, 177],\n",
       "        [192, 193, 177]]], dtype=uint8)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,6))\n",
    "\n",
    "ax.plot(x, y+1, color=\"red\", linewidth=0.25)\n",
    "ax.plot(x, y+2, color=\"red\", linewidth=0.50)\n",
    "ax.plot(x, y+3, color=\"red\", linewidth=1.00)\n",
    "ax.plot(x, y+4, color=\"red\", linewidth=2.00)\n",
    "\n",
    "# possible linestype options ‘-‘, ‘–’, ‘-.’, ‘:’, ‘steps’\n",
    "ax.plot(x, y+5, color=\"green\", lw=3, linestyle='-')\n",
    "ax.plot(x, y+6, color=\"green\", lw=3, ls='-.')\n",
    "ax.plot(x, y+7, color=\"green\", lw=3, ls=':')\n",
    "\n",
    "# custom dash\n",
    "line, = ax.plot(x, y+8, color=\"black\", lw=1.50)\n",
    "line.set_dashes([5, 10, 15, 10]) # format: line length, space length, ...\n",
    "\n",
    "# possible marker symbols: marker = '+', 'o', '*', 's', ',', '.', '1', '2', '3', '4', ...\n",
    "ax.plot(x, y+ 9, color=\"blue\", lw=3, ls='-', marker='+')\n",
    "ax.plot(x, y+10, color=\"blue\", lw=3, ls='--', marker='o')\n",
    "ax.plot(x, y+11, color=\"blue\", lw=3, ls='-', marker='s')\n",
    "ax.plot(x, y+12, color=\"blue\", lw=3, ls='--', marker='1')\n",
    "\n",
    "# marker size and color\n",
    "ax.plot(x, y+13, color=\"purple\", lw=1, ls='-', marker='o', markersize=2)\n",
    "ax.plot(x, y+14, color=\"purple\", lw=1, ls='-', marker='o', markersize=4)\n",
    "ax.plot(x, y+15, color=\"purple\", lw=1, ls='-', marker='o', markersize=8, markerfacecolor=\"red\")\n",
    "ax.plot(x, y+16, color=\"purple\", lw=1, ls='-', marker='s', markersize=8, \n",
    "        markerfacecolor=\"yellow\", markeredgewidth=3, markeredgecolor=\"green\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}