Plots_Leuko.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# PLOT THE RESULTS WITH THE VARIOUS MODELS USED. \n",
    "# BE AWARE OF THE LOCATION OF THE FILES. CHANGE THE CODE TO YOUR TASTE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "densenet121 = pd.read_csv('history_DenseNet121_July 30, 2018.csv',';') # ALTERAR\n",
    "densenet169 = pd.read_csv('history_DenseNet169_July 30, 2018.csv',';')\n",
    "densenet201 = pd.read_csv('history_DenseNet201_July 31, 2018.csv',';')\n",
    "inceptionv3 = pd.read_csv('history_InceptionV3_July 30, 2018.csv',';')\n",
    "resnet50 = pd.read_csv('history_ResNet50_July 31, 2018.csv',';')\n",
    "vgg16 = pd.read_csv('history_VGG16_July 30, 2018.csv',';')\n",
    "vgg19 = pd.read_csv('history_VGG19_July 30, 2018.csv',';')\n",
    "xception = pd.read_csv('history_Xception_July 30, 2018.csv',';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>epoch</th>\n",
       "      <th>acc</th>\n",
       "      <th>loss</th>\n",
       "      <th>val_acc</th>\n",
       "      <th>val_loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0.8052</td>\n",
       "      <td>5.132848e-01</td>\n",
       "      <td>0.770625</td>\n",
       "      <td>0.762362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0.9364</td>\n",
       "      <td>1.747223e-01</td>\n",
       "      <td>0.764375</td>\n",
       "      <td>0.848648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>0.9690</td>\n",
       "      <td>9.082608e-02</td>\n",
       "      <td>0.783750</td>\n",
       "      <td>0.980662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>0.9814</td>\n",
       "      <td>5.760036e-02</td>\n",
       "      <td>0.808750</td>\n",
       "      <td>0.898657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>0.9876</td>\n",
       "      <td>3.845071e-02</td>\n",
       "      <td>0.802500</td>\n",
       "      <td>1.014419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>0.9920</td>\n",
       "      <td>2.768733e-02</td>\n",
       "      <td>0.801875</td>\n",
       "      <td>0.951896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>0.9948</td>\n",
       "      <td>1.736256e-02</td>\n",
       "      <td>0.792500</td>\n",
       "      <td>1.253466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>0.9963</td>\n",
       "      <td>1.431555e-02</td>\n",
       "      <td>0.803125</td>\n",
       "      <td>1.124453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>0.9978</td>\n",
       "      <td>1.064669e-02</td>\n",
       "      <td>0.813750</td>\n",
       "      <td>1.202285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>0.9990</td>\n",
       "      <td>6.635123e-03</td>\n",
       "      <td>0.810000</td>\n",
       "      <td>1.230468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>0.9985</td>\n",
       "      <td>6.377278e-03</td>\n",
       "      <td>0.808125</td>\n",
       "      <td>1.325650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>0.9986</td>\n",
       "      <td>5.122773e-03</td>\n",
       "      <td>0.824375</td>\n",
       "      <td>1.101873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>0.9989</td>\n",
       "      <td>4.509811e-03</td>\n",
       "      <td>0.820000</td>\n",
       "      <td>1.389352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>0.9989</td>\n",
       "      <td>4.402447e-03</td>\n",
       "      <td>0.824375</td>\n",
       "      <td>1.205660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>0.9993</td>\n",
       "      <td>3.439503e-03</td>\n",
       "      <td>0.821875</td>\n",
       "      <td>1.335849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>0.9996</td>\n",
       "      <td>2.061311e-03</td>\n",
       "      <td>0.810625</td>\n",
       "      <td>1.396138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>0.9996</td>\n",
       "      <td>1.989929e-03</td>\n",
       "      <td>0.795000</td>\n",
       "      <td>1.555376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>0.9997</td>\n",
       "      <td>1.736727e-03</td>\n",
       "      <td>0.828750</td>\n",
       "      <td>1.427441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>1.570973e-03</td>\n",
       "      <td>0.826250</td>\n",
       "      <td>1.423433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>9.931965e-04</td>\n",
       "      <td>0.811250</td>\n",
       "      <td>1.690027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>1.496378e-03</td>\n",
       "      <td>0.805625</td>\n",
       "      <td>1.599441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>7.058016e-04</td>\n",
       "      <td>0.816250</td>\n",
       "      <td>1.674368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>4.926600e-04</td>\n",
       "      <td>0.828125</td>\n",
       "      <td>1.539033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>6.709035e-04</td>\n",
       "      <td>0.825625</td>\n",
       "      <td>1.545124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>5.694309e-04</td>\n",
       "      <td>0.805625</td>\n",
       "      <td>1.823751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>1.084905e-03</td>\n",
       "      <td>0.818750</td>\n",
       "      <td>1.699118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>4.264526e-04</td>\n",
       "      <td>0.821875</td>\n",
       "      <td>1.672422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>2.791151e-04</td>\n",
       "      <td>0.823750</td>\n",
       "      <td>1.701928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>3.124662e-04</td>\n",
       "      <td>0.828125</td>\n",
       "      <td>1.621650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>2.902429e-04</td>\n",
       "      <td>0.818125</td>\n",
       "      <td>1.749776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>70</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>3.921765e-06</td>\n",
       "      <td>0.823125</td>\n",
       "      <td>2.081782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>71</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.220654e-05</td>\n",
       "      <td>0.827500</td>\n",
       "      <td>2.068989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>72</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.311686e-05</td>\n",
       "      <td>0.823750</td>\n",
       "      <td>2.134361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>73</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>2.028224e-06</td>\n",
       "      <td>0.829375</td>\n",
       "      <td>2.002737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>74</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>2.808760e-06</td>\n",
       "      <td>0.830000</td>\n",
       "      <td>2.056614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>75</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.949014e-06</td>\n",
       "      <td>0.821250</td>\n",
       "      <td>2.122490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>76</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>2.265451e-05</td>\n",
       "      <td>0.823750</td>\n",
       "      <td>2.052820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>77</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>7.221438e-07</td>\n",
       "      <td>0.822500</td>\n",
       "      <td>2.103416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>78</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>5.979348e-06</td>\n",
       "      <td>0.821875</td>\n",
       "      <td>2.160611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>79</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>5.150626e-06</td>\n",
       "      <td>0.826250</td>\n",
       "      <td>2.057797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>80</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.562515e-05</td>\n",
       "      <td>0.813125</td>\n",
       "      <td>2.258626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>81</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.227275e-05</td>\n",
       "      <td>0.824375</td>\n",
       "      <td>2.084833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>82</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.942692e-06</td>\n",
       "      <td>0.827500</td>\n",
       "      <td>2.085901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>83</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>2.234262e-06</td>\n",
       "      <td>0.827500</td>\n",
       "      <td>2.066490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>84</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>5.526845e-07</td>\n",
       "      <td>0.821250</td>\n",
       "      <td>2.148576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>85</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.718545e-05</td>\n",
       "      <td>0.822500</td>\n",
       "      <td>2.169727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>86</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>2.479447e-06</td>\n",
       "      <td>0.822500</td>\n",
       "      <td>2.171155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>87</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>5.488213e-07</td>\n",
       "      <td>0.823750</td>\n",
       "      <td>2.099120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>88</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>2.312092e-06</td>\n",
       "      <td>0.825000</td>\n",
       "      <td>2.110361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>89</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>9.700547e-07</td>\n",
       "      <td>0.825000</td>\n",
       "      <td>2.124230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>90</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.232631e-06</td>\n",
       "      <td>0.820000</td>\n",
       "      <td>2.134423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>91</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>8.994282e-07</td>\n",
       "      <td>0.827500</td>\n",
       "      <td>2.115936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>92</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.052760e-05</td>\n",
       "      <td>0.830625</td>\n",
       "      <td>2.019590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>93</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>7.902400e-07</td>\n",
       "      <td>0.821875</td>\n",
       "      <td>2.195881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>94</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.166274e-06</td>\n",
       "      <td>0.824375</td>\n",
       "      <td>2.190492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>95</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>5.536710e-07</td>\n",
       "      <td>0.825625</td>\n",
       "      <td>2.135918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>96</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>3.614852e-07</td>\n",
       "      <td>0.823750</td>\n",
       "      <td>2.158502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>97</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>4.637305e-07</td>\n",
       "      <td>0.814375</td>\n",
       "      <td>2.156491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>98</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>4.888561e-07</td>\n",
       "      <td>0.827500</td>\n",
       "      <td>2.085043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>99</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>4.792430e-07</td>\n",
       "      <td>0.825625</td>\n",
       "      <td>2.053356</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    epoch     acc          loss   val_acc  val_loss\n",
       "0       0  0.8052  5.132848e-01  0.770625  0.762362\n",
       "1       1  0.9364  1.747223e-01  0.764375  0.848648\n",
       "2       2  0.9690  9.082608e-02  0.783750  0.980662\n",
       "3       3  0.9814  5.760036e-02  0.808750  0.898657\n",
       "4       4  0.9876  3.845071e-02  0.802500  1.014419\n",
       "5       5  0.9920  2.768733e-02  0.801875  0.951896\n",
       "6       6  0.9948  1.736256e-02  0.792500  1.253466\n",
       "7       7  0.9963  1.431555e-02  0.803125  1.124453\n",
       "8       8  0.9978  1.064669e-02  0.813750  1.202285\n",
       "9       9  0.9990  6.635123e-03  0.810000  1.230468\n",
       "10     10  0.9985  6.377278e-03  0.808125  1.325650\n",
       "11     11  0.9986  5.122773e-03  0.824375  1.101873\n",
       "12     12  0.9989  4.509811e-03  0.820000  1.389352\n",
       "13     13  0.9989  4.402447e-03  0.824375  1.205660\n",
       "14     14  0.9993  3.439503e-03  0.821875  1.335849\n",
       "15     15  0.9996  2.061311e-03  0.810625  1.396138\n",
       "16     16  0.9996  1.989929e-03  0.795000  1.555376\n",
       "17     17  0.9997  1.736727e-03  0.828750  1.427441\n",
       "18     18  0.9998  1.570973e-03  0.826250  1.423433\n",
       "19     19  0.9998  9.931965e-04  0.811250  1.690027\n",
       "20     20  0.9998  1.496378e-03  0.805625  1.599441\n",
       "21     21  0.9999  7.058016e-04  0.816250  1.674368\n",
       "22     22  1.0000  4.926600e-04  0.828125  1.539033\n",
       "23     23  0.9999  6.709035e-04  0.825625  1.545124\n",
       "24     24  0.9998  5.694309e-04  0.805625  1.823751\n",
       "25     25  0.9998  1.084905e-03  0.818750  1.699118\n",
       "26     26  0.9999  4.264526e-04  0.821875  1.672422\n",
       "27     27  1.0000  2.791151e-04  0.823750  1.701928\n",
       "28     28  0.9999  3.124662e-04  0.828125  1.621650\n",
       "29     29  0.9999  2.902429e-04  0.818125  1.749776\n",
       "..    ...     ...           ...       ...       ...\n",
       "70     70  1.0000  3.921765e-06  0.823125  2.081782\n",
       "71     71  1.0000  1.220654e-05  0.827500  2.068989\n",
       "72     72  1.0000  1.311686e-05  0.823750  2.134361\n",
       "73     73  1.0000  2.028224e-06  0.829375  2.002737\n",
       "74     74  1.0000  2.808760e-06  0.830000  2.056614\n",
       "75     75  1.0000  1.949014e-06  0.821250  2.122490\n",
       "76     76  1.0000  2.265451e-05  0.823750  2.052820\n",
       "77     77  1.0000  7.221438e-07  0.822500  2.103416\n",
       "78     78  1.0000  5.979348e-06  0.821875  2.160611\n",
       "79     79  1.0000  5.150626e-06  0.826250  2.057797\n",
       "80     80  1.0000  1.562515e-05  0.813125  2.258626\n",
       "81     81  1.0000  1.227275e-05  0.824375  2.084833\n",
       "82     82  1.0000  1.942692e-06  0.827500  2.085901\n",
       "83     83  1.0000  2.234262e-06  0.827500  2.066490\n",
       "84     84  1.0000  5.526845e-07  0.821250  2.148576\n",
       "85     85  1.0000  1.718545e-05  0.822500  2.169727\n",
       "86     86  1.0000  2.479447e-06  0.822500  2.171155\n",
       "87     87  1.0000  5.488213e-07  0.823750  2.099120\n",
       "88     88  1.0000  2.312092e-06  0.825000  2.110361\n",
       "89     89  1.0000  9.700547e-07  0.825000  2.124230\n",
       "90     90  1.0000  1.232631e-06  0.820000  2.134423\n",
       "91     91  1.0000  8.994282e-07  0.827500  2.115936\n",
       "92     92  1.0000  1.052760e-05  0.830625  2.019590\n",
       "93     93  1.0000  7.902400e-07  0.821875  2.195881\n",
       "94     94  1.0000  1.166274e-06  0.824375  2.190492\n",
       "95     95  1.0000  5.536710e-07  0.825625  2.135918\n",
       "96     96  1.0000  3.614852e-07  0.823750  2.158502\n",
       "97     97  1.0000  4.637305e-07  0.814375  2.156491\n",
       "98     98  1.0000  4.888561e-07  0.827500  2.085043\n",
       "99     99  1.0000  4.792430e-07  0.825625  2.053356\n",
       "\n",
       "[100 rows x 5 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "densenet121"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# accuracy2 = np.vstack(densenet121.iloc[:,2])\n",
    "# accuracy2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Accuracy plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "accuracies = np.vstack([densenet121.iloc[:,1],\n",
    "                        densenet169.iloc[:,1],\n",
    "                        densenet201.iloc[:,1],\n",
    "                        inceptionv3.iloc[:,1],\n",
    "                        resnet50.iloc[:,1],\n",
    "                        vgg16.iloc[:,1],\n",
    "                        vgg19.iloc[:,1],\n",
    "                        xception.iloc[:,1]]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#accuracies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>densenet121</th>\n",
       "      <th>denset169</th>\n",
       "      <th>densenet201</th>\n",
       "      <th>inceptionv3</th>\n",
       "      <th>resnet50</th>\n",
       "      <th>vgg16</th>\n",
       "      <th>vgg19</th>\n",
       "      <th>xception</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.8052</td>\n",
       "      <td>0.8438</td>\n",
       "      <td>0.8534</td>\n",
       "      <td>0.8153</td>\n",
       "      <td>0.2605</td>\n",
       "      <td>0.5474</td>\n",
       "      <td>0.5532</td>\n",
       "      <td>0.8575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.9364</td>\n",
       "      <td>0.9538</td>\n",
       "      <td>0.9641</td>\n",
       "      <td>0.9444</td>\n",
       "      <td>0.2488</td>\n",
       "      <td>0.7180</td>\n",
       "      <td>0.7012</td>\n",
       "      <td>0.9554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.9690</td>\n",
       "      <td>0.9783</td>\n",
       "      <td>0.9832</td>\n",
       "      <td>0.9685</td>\n",
       "      <td>0.2506</td>\n",
       "      <td>0.7538</td>\n",
       "      <td>0.7367</td>\n",
       "      <td>0.9782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.9814</td>\n",
       "      <td>0.9872</td>\n",
       "      <td>0.9906</td>\n",
       "      <td>0.9814</td>\n",
       "      <td>0.2543</td>\n",
       "      <td>0.7785</td>\n",
       "      <td>0.7606</td>\n",
       "      <td>0.9896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.9876</td>\n",
       "      <td>0.9925</td>\n",
       "      <td>0.9951</td>\n",
       "      <td>0.9889</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.8006</td>\n",
       "      <td>0.7721</td>\n",
       "      <td>0.9915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.9920</td>\n",
       "      <td>0.9951</td>\n",
       "      <td>0.9955</td>\n",
       "      <td>0.9922</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.8164</td>\n",
       "      <td>0.7852</td>\n",
       "      <td>0.9942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.9948</td>\n",
       "      <td>0.9965</td>\n",
       "      <td>0.9982</td>\n",
       "      <td>0.9953</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.8295</td>\n",
       "      <td>0.7973</td>\n",
       "      <td>0.9949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.9963</td>\n",
       "      <td>0.9979</td>\n",
       "      <td>0.9986</td>\n",
       "      <td>0.9960</td>\n",
       "      <td>0.2499</td>\n",
       "      <td>0.8366</td>\n",
       "      <td>0.8096</td>\n",
       "      <td>0.9969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.9978</td>\n",
       "      <td>0.9986</td>\n",
       "      <td>0.9981</td>\n",
       "      <td>0.9974</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.8483</td>\n",
       "      <td>0.8193</td>\n",
       "      <td>0.9973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.9990</td>\n",
       "      <td>0.9992</td>\n",
       "      <td>0.9987</td>\n",
       "      <td>0.9982</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.8566</td>\n",
       "      <td>0.8277</td>\n",
       "      <td>0.9982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.9985</td>\n",
       "      <td>0.9987</td>\n",
       "      <td>0.9994</td>\n",
       "      <td>0.9981</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.8660</td>\n",
       "      <td>0.8336</td>\n",
       "      <td>0.9976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.9986</td>\n",
       "      <td>0.9993</td>\n",
       "      <td>0.9997</td>\n",
       "      <td>0.9983</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.8703</td>\n",
       "      <td>0.8377</td>\n",
       "      <td>0.9988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.9989</td>\n",
       "      <td>0.9989</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.9984</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.8793</td>\n",
       "      <td>0.8449</td>\n",
       "      <td>0.9989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.9989</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>0.9997</td>\n",
       "      <td>0.9996</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.8804</td>\n",
       "      <td>0.8472</td>\n",
       "      <td>0.9992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.9993</td>\n",
       "      <td>0.9997</td>\n",
       "      <td>0.9997</td>\n",
       "      <td>0.9997</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.8860</td>\n",
       "      <td>0.8564</td>\n",
       "      <td>0.9995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.9996</td>\n",
       "      <td>0.9997</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.9995</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.8866</td>\n",
       "      <td>0.8622</td>\n",
       "      <td>0.9997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.9996</td>\n",
       "      <td>0.9996</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.9994</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.8984</td>\n",
       "      <td>0.8614</td>\n",
       "      <td>0.9997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.9997</td>\n",
       "      <td>0.9996</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.9996</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.8991</td>\n",
       "      <td>0.8690</td>\n",
       "      <td>0.9997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.9998</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>0.9997</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9081</td>\n",
       "      <td>0.8685</td>\n",
       "      <td>0.9998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.9998</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9032</td>\n",
       "      <td>0.8731</td>\n",
       "      <td>0.9998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.9998</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9107</td>\n",
       "      <td>0.8793</td>\n",
       "      <td>0.9996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.2499</td>\n",
       "      <td>0.9148</td>\n",
       "      <td>0.8818</td>\n",
       "      <td>0.9995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>0.9996</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9167</td>\n",
       "      <td>0.8842</td>\n",
       "      <td>0.9998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.9999</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9178</td>\n",
       "      <td>0.8854</td>\n",
       "      <td>0.9998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.9998</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9218</td>\n",
       "      <td>0.8892</td>\n",
       "      <td>0.9998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.9998</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2489</td>\n",
       "      <td>0.9244</td>\n",
       "      <td>0.8943</td>\n",
       "      <td>0.9999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.9999</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9251</td>\n",
       "      <td>0.8943</td>\n",
       "      <td>0.9999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9265</td>\n",
       "      <td>0.8990</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9275</td>\n",
       "      <td>0.9029</td>\n",
       "      <td>0.9999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.9999</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.9997</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9300</td>\n",
       "      <td>0.9057</td>\n",
       "      <td>0.9999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9673</td>\n",
       "      <td>0.9497</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2447</td>\n",
       "      <td>0.9682</td>\n",
       "      <td>0.9535</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9690</td>\n",
       "      <td>0.9496</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2466</td>\n",
       "      <td>0.9702</td>\n",
       "      <td>0.9513</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2462</td>\n",
       "      <td>0.9703</td>\n",
       "      <td>0.9518</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2465</td>\n",
       "      <td>0.9695</td>\n",
       "      <td>0.9527</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9717</td>\n",
       "      <td>0.9550</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2468</td>\n",
       "      <td>0.9725</td>\n",
       "      <td>0.9566</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9716</td>\n",
       "      <td>0.9540</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9711</td>\n",
       "      <td>0.9548</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9710</td>\n",
       "      <td>0.9554</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9769</td>\n",
       "      <td>0.9561</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9721</td>\n",
       "      <td>0.9575</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9732</td>\n",
       "      <td>0.9608</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9749</td>\n",
       "      <td>0.9584</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9735</td>\n",
       "      <td>0.9580</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.9745</td>\n",
       "      <td>0.9609</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2496</td>\n",
       "      <td>0.9743</td>\n",
       "      <td>0.9605</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2424</td>\n",
       "      <td>0.9753</td>\n",
       "      <td>0.9597</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2485</td>\n",
       "      <td>0.9751</td>\n",
       "      <td>0.9606</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2496</td>\n",
       "      <td>0.9757</td>\n",
       "      <td>0.9601</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2487</td>\n",
       "      <td>0.9768</td>\n",
       "      <td>0.9628</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2423</td>\n",
       "      <td>0.9761</td>\n",
       "      <td>0.9619</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2466</td>\n",
       "      <td>0.9782</td>\n",
       "      <td>0.9617</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2480</td>\n",
       "      <td>0.9793</td>\n",
       "      <td>0.9628</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2484</td>\n",
       "      <td>0.9792</td>\n",
       "      <td>0.9642</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2494</td>\n",
       "      <td>0.9773</td>\n",
       "      <td>0.9646</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2453</td>\n",
       "      <td>0.9797</td>\n",
       "      <td>0.9657</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2479</td>\n",
       "      <td>0.9777</td>\n",
       "      <td>0.9660</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.2444</td>\n",
       "      <td>0.9804</td>\n",
       "      <td>0.9649</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    densenet121  denset169  densenet201  inceptionv3  resnet50   vgg16  \\\n",
       "0        0.8052     0.8438       0.8534       0.8153    0.2605  0.5474   \n",
       "1        0.9364     0.9538       0.9641       0.9444    0.2488  0.7180   \n",
       "2        0.9690     0.9783       0.9832       0.9685    0.2506  0.7538   \n",
       "3        0.9814     0.9872       0.9906       0.9814    0.2543  0.7785   \n",
       "4        0.9876     0.9925       0.9951       0.9889    0.2500  0.8006   \n",
       "5        0.9920     0.9951       0.9955       0.9922    0.2500  0.8164   \n",
       "6        0.9948     0.9965       0.9982       0.9953    0.2500  0.8295   \n",
       "7        0.9963     0.9979       0.9986       0.9960    0.2499  0.8366   \n",
       "8        0.9978     0.9986       0.9981       0.9974    0.2500  0.8483   \n",
       "9        0.9990     0.9992       0.9987       0.9982    0.2500  0.8566   \n",
       "10       0.9985     0.9987       0.9994       0.9981    0.2500  0.8660   \n",
       "11       0.9986     0.9993       0.9997       0.9983    0.2500  0.8703   \n",
       "12       0.9989     0.9989       0.9999       0.9984    0.2500  0.8793   \n",
       "13       0.9989     0.9998       0.9997       0.9996    0.2500  0.8804   \n",
       "14       0.9993     0.9997       0.9997       0.9997    0.2500  0.8860   \n",
       "15       0.9996     0.9997       0.9999       0.9995    0.2500  0.8866   \n",
       "16       0.9996     0.9996       0.9999       0.9994    0.2500  0.8984   \n",
       "17       0.9997     0.9996       1.0000       0.9996    0.2500  0.8991   \n",
       "18       0.9998     0.9998       0.9998       0.9997    0.2500  0.9081   \n",
       "19       0.9998     0.9998       0.9999       0.9999    0.2500  0.9032   \n",
       "20       0.9998     0.9998       1.0000       0.9999    0.2500  0.9107   \n",
       "21       0.9999     0.9998       0.9999       0.9999    0.2499  0.9148   \n",
       "22       1.0000     0.9999       0.9998       0.9996    0.2500  0.9167   \n",
       "23       0.9999     1.0000       1.0000       0.9999    0.2500  0.9178   \n",
       "24       0.9998     0.9998       1.0000       0.9998    0.2500  0.9218   \n",
       "25       0.9998     1.0000       1.0000       1.0000    0.2489  0.9244   \n",
       "26       0.9999     1.0000       1.0000       0.9999    0.2500  0.9251   \n",
       "27       1.0000     1.0000       1.0000       0.9999    0.2500  0.9265   \n",
       "28       0.9999     0.9999       1.0000       0.9999    0.2500  0.9275   \n",
       "29       0.9999     1.0000       1.0000       0.9997    0.2500  0.9300   \n",
       "..          ...        ...          ...          ...       ...     ...   \n",
       "70       1.0000     1.0000       1.0000       1.0000    0.2500  0.9673   \n",
       "71       1.0000     1.0000       1.0000       1.0000    0.2447  0.9682   \n",
       "72       1.0000     1.0000       1.0000       1.0000    0.2500  0.9690   \n",
       "73       1.0000     1.0000       1.0000       1.0000    0.2466  0.9702   \n",
       "74       1.0000     1.0000       1.0000       1.0000    0.2462  0.9703   \n",
       "75       1.0000     1.0000       1.0000       1.0000    0.2465  0.9695   \n",
       "76       1.0000     1.0000       1.0000       1.0000    0.2500  0.9717   \n",
       "77       1.0000     1.0000       1.0000       1.0000    0.2468  0.9725   \n",
       "78       1.0000     1.0000       1.0000       1.0000    0.2500  0.9716   \n",
       "79       1.0000     1.0000       1.0000       1.0000    0.2500  0.9711   \n",
       "80       1.0000     1.0000       1.0000       1.0000    0.2500  0.9710   \n",
       "81       1.0000     1.0000       1.0000       1.0000    0.2500  0.9769   \n",
       "82       1.0000     1.0000       1.0000       1.0000    0.2500  0.9721   \n",
       "83       1.0000     1.0000       1.0000       1.0000    0.2500  0.9732   \n",
       "84       1.0000     1.0000       1.0000       1.0000    0.2500  0.9749   \n",
       "85       1.0000     1.0000       1.0000       1.0000    0.2500  0.9735   \n",
       "86       1.0000     1.0000       1.0000       1.0000    0.2500  0.9745   \n",
       "87       1.0000     1.0000       1.0000       1.0000    0.2496  0.9743   \n",
       "88       1.0000     1.0000       1.0000       1.0000    0.2424  0.9753   \n",
       "89       1.0000     1.0000       1.0000       1.0000    0.2485  0.9751   \n",
       "90       1.0000     1.0000       1.0000       1.0000    0.2496  0.9757   \n",
       "91       1.0000     1.0000       1.0000       1.0000    0.2487  0.9768   \n",
       "92       1.0000     1.0000       1.0000       1.0000    0.2423  0.9761   \n",
       "93       1.0000     1.0000       1.0000       1.0000    0.2466  0.9782   \n",
       "94       1.0000     1.0000       1.0000       1.0000    0.2480  0.9793   \n",
       "95       1.0000     1.0000       1.0000       1.0000    0.2484  0.9792   \n",
       "96       1.0000     1.0000       1.0000       1.0000    0.2494  0.9773   \n",
       "97       1.0000     1.0000       1.0000       1.0000    0.2453  0.9797   \n",
       "98       1.0000     1.0000       1.0000       1.0000    0.2479  0.9777   \n",
       "99       1.0000     1.0000       1.0000       1.0000    0.2444  0.9804   \n",
       "\n",
       "     vgg19  xception  \n",
       "0   0.5532    0.8575  \n",
       "1   0.7012    0.9554  \n",
       "2   0.7367    0.9782  \n",
       "3   0.7606    0.9896  \n",
       "4   0.7721    0.9915  \n",
       "5   0.7852    0.9942  \n",
       "6   0.7973    0.9949  \n",
       "7   0.8096    0.9969  \n",
       "8   0.8193    0.9973  \n",
       "9   0.8277    0.9982  \n",
       "10  0.8336    0.9976  \n",
       "11  0.8377    0.9988  \n",
       "12  0.8449    0.9989  \n",
       "13  0.8472    0.9992  \n",
       "14  0.8564    0.9995  \n",
       "15  0.8622    0.9997  \n",
       "16  0.8614    0.9997  \n",
       "17  0.8690    0.9997  \n",
       "18  0.8685    0.9998  \n",
       "19  0.8731    0.9998  \n",
       "20  0.8793    0.9996  \n",
       "21  0.8818    0.9995  \n",
       "22  0.8842    0.9998  \n",
       "23  0.8854    0.9998  \n",
       "24  0.8892    0.9998  \n",
       "25  0.8943    0.9999  \n",
       "26  0.8943    0.9999  \n",
       "27  0.8990    1.0000  \n",
       "28  0.9029    0.9999  \n",
       "29  0.9057    0.9999  \n",
       "..     ...       ...  \n",
       "70  0.9497    1.0000  \n",
       "71  0.9535    1.0000  \n",
       "72  0.9496    1.0000  \n",
       "73  0.9513    1.0000  \n",
       "74  0.9518    1.0000  \n",
       "75  0.9527    1.0000  \n",
       "76  0.9550    1.0000  \n",
       "77  0.9566    1.0000  \n",
       "78  0.9540    1.0000  \n",
       "79  0.9548    1.0000  \n",
       "80  0.9554    1.0000  \n",
       "81  0.9561    1.0000  \n",
       "82  0.9575    1.0000  \n",
       "83  0.9608    1.0000  \n",
       "84  0.9584    1.0000  \n",
       "85  0.9580    1.0000  \n",
       "86  0.9609    1.0000  \n",
       "87  0.9605    1.0000  \n",
       "88  0.9597    1.0000  \n",
       "89  0.9606    1.0000  \n",
       "90  0.9601    1.0000  \n",
       "91  0.9628    1.0000  \n",
       "92  0.9619    1.0000  \n",
       "93  0.9617    1.0000  \n",
       "94  0.9628    1.0000  \n",
       "95  0.9642    1.0000  \n",
       "96  0.9646    1.0000  \n",
       "97  0.9657    1.0000  \n",
       "98  0.9660    1.0000  \n",
       "99  0.9649    1.0000  \n",
       "\n",
       "[100 rows x 8 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy = pd.DataFrame(accuracies, columns=['densenet121',\n",
    "                                             'denset169',\n",
    "                                             'densenet201',\n",
    "                                             'inceptionv3',\n",
    "                                             'resnet50',\n",
    "                                             'vgg16',\n",
    "                                             'vgg19',\n",
    "                                             'xception'])\n",
    "accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,8), dpi=100, facecolor='w', edgecolor='k')\n",
    "plt.plot(accuracy, linewidth=2, markersize=12)\n",
    "plt.title('Train Accuracy')\n",
    "plt.legend(['densenet121',\n",
    "            'denset169',\n",
    "            'densenet201',\n",
    "            'inceptionv3',\n",
    "            'resnet50',\n",
    "            'vgg16',\n",
    "            'vgg19',\n",
    "            'xception'])\n",
    "fig.savefig('Train_Accuracy_all_models_{}.jpg'.format(datetime.date.today().strftime(\"%B %d, %Y\")))\n",
    "#plt.close(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loss plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "losses = np.vstack([densenet121.iloc[:,2],\n",
    "                    densenet169.iloc[:,2],\n",
    "                    densenet201.iloc[:,2],\n",
    "                    inceptionv3.iloc[:,2],\n",
    "                    resnet50.iloc[:,2],\n",
    "                    vgg16.iloc[:,2],\n",
    "                    vgg19.iloc[:,2],\n",
    "                    xception.iloc[:,2]]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "loss = pd.DataFrame(losses, columns=['densenet121',\n",
    "                                             'denset169',\n",
    "                                             'densenet201',\n",
    "                                             'inceptionv3',\n",
    "                                             'resnet50',\n",
    "                                             'vgg16',\n",
    "                                             'vgg19',\n",
    "                                             'xception'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,8), dpi=100, facecolor='w', edgecolor='k')\n",
    "plt.plot(loss, linewidth=2, markersize=12)\n",
    "plt.title('Train Loss')\n",
    "plt.legend(['densenet121',\n",
    "            'denset169',\n",
    "            'densenet201',\n",
    "            'inceptionv3',\n",
    "            'resnet50',\n",
    "            'vgg16',\n",
    "            'vgg19',\n",
    "            'xception'])\n",
    "fig.savefig('Train_Loss_all_models_{}.jpg'.format(datetime.date.today().strftime(\"%B %d, %Y\")))\n",
    "#plt.close(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Validation Loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_losses = np.vstack([densenet121.iloc[:,4],\n",
    "                        densenet169.iloc[:,4],\n",
    "                        densenet201.iloc[:,4],\n",
    "                        inceptionv3.iloc[:,4],\n",
    "                        resnet50.iloc[:,4],\n",
    "                        vgg16.iloc[:,4],\n",
    "                        vgg19.iloc[:,4],\n",
    "                        xception.iloc[:,4]]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_loss = pd.DataFrame(val_losses, columns=['densenet121',\n",
    "                                             'denset169',\n",
    "                                             'densenet201',\n",
    "                                             'inceptionv3',\n",
    "                                             'resnet50',\n",
    "                                             'vgg16',\n",
    "                                             'vgg19',\n",
    "                                             'xception'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,8), dpi=100, facecolor='w', edgecolor='k')\n",
    "plt.plot(val_loss, linewidth=2, markersize=12)\n",
    "plt.title('Validation Loss')\n",
    "plt.legend(['densenet121',\n",
    "            'denset169',\n",
    "            'densenet201',\n",
    "            'inceptionv3',\n",
    "            'resnet50',\n",
    "            'vgg16',\n",
    "            'vgg19',\n",
    "            'xception'])\n",
    "fig.savefig('Val_Loss_all_models_{}.jpg'.format(datetime.date.today().strftime(\"%B %d, %Y\")))\n",
    "#plt.close(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Validation Accuracies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_accura = np.vstack([densenet121.iloc[:,3],\n",
    "                        densenet169.iloc[:,3],\n",
    "                        densenet201.iloc[:,3],\n",
    "                        inceptionv3.iloc[:,3],\n",
    "                        resnet50.iloc[:,3],\n",
    "                        vgg16.iloc[:,3],\n",
    "                        vgg19.iloc[:,3],\n",
    "                        xception.iloc[:,3]]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_accu = pd.DataFrame(val_accura, columns=['densenet121',\n",
    "                                             'denset169',\n",
    "                                             'densenet201',\n",
    "                                             'inceptionv3',\n",
    "                                             'resnet50',\n",
    "                                             'vgg16',\n",
    "                                             'vgg19',\n",
    "                                             'xception'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,8), dpi=100, facecolor='w', edgecolor='k')\n",
    "plt.plot(val_accu, linewidth=2, markersize=12)\n",
    "plt.title('Validation Accuracies')\n",
    "plt.legend(['densenet121',\n",
    "            'denset169',\n",
    "            'densenet201',\n",
    "            'inceptionv3',\n",
    "            'resnet50',\n",
    "            'vgg16',\n",
    "            'vgg19',\n",
    "            'xception'])\n",
    "fig.savefig('Val_Ac_all_models_{}.jpg'.format(datetime.date.today().strftime(\"%B %d, %Y\")))\n",
    "#plt.close(fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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