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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "from keras import layers\n",
    "from keras import models\n",
    "from keras import optimizers\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1024, 1024)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#NORMAL\n",
    "img=mpimg.imread('../datos/test/NORMAL/NORMAL (100).png')\n",
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f00fee7eca0>"
      ]
     },
     "execution_count": 3,
     "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.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1024, 1024, 3)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#COVID-19\n",
    "img=mpimg.imread('../datos/test/COVID-19/COVID-19 (10).png')\n",
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f00fe24a7c0>"
      ]
     },
     "execution_count": 5,
     "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.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1024, 1024)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Viral Pneumonia\n",
    "img=mpimg.imread('../datos/test/Viral Pneumonia/Viral Pneumonia (1).png')\n",
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f00ff27e7f0>"
      ]
     },
     "execution_count": 7,
     "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.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "def count_files(dir):\n",
    "    list = os.listdir(dir) # dir is your directory path\n",
    "    number_files = len(list)\n",
    "    return number_files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_VP = count_files(\"../datos/test/Viral Pneumonia\")\n",
    "train_VP = count_files(\"../datos/train/Viral Pneumonia\")\n",
    "test_NORMAL = count_files(\"../datos/test/NORMAL\")\n",
    "train_NORMAL = count_files(\"../datos/train/NORMAL\")\n",
    "test_COVID = count_files(\"../datos/test/COVID-19\")\n",
    "train_COVID = count_files(\"../datos/train/COVID-19\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1341, 219, 1345)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NORMAL =  train_NORMAL+test_NORMAL\n",
    "COVID = train_COVID+test_COVID\n",
    "VP = train_VP+test_VP\n",
    "NORMAL,COVID,VP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.set_theme(style=\"whitegrid\")\n",
    "ax = sn.barplot(x=[\"NORMAL\",\"COVID-19\",\"Viral Pneumonia\"], y=[NORMAL,COVID,VP])\n",
    "plt.savefig(\"./descriptivo_original.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(894, 146, 896)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_NORMAL,train_COVID,train_VP"
   ]
  },
  {
   "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": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.set_theme(style=\"whitegrid\")\n",
    "ax = sn.barplot(x=[\"NORMAL\",\"COVID-19\",\"Viral Pneumonia\"], y=[train_NORMAL,train_COVID,train_VP])\n",
    "plt.savefig(\"./descriptivo_train.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(447, 73, 449)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_NORMAL,test_COVID,test_VP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAD7CAYAAACL+TRnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAW+ElEQVR4nO3dfVBU58H38R+sQEZFHYgiNlQUKllDGlu0JnO3SQdN8GVXFExx9k5NIjHTpFZNayO+FGzVVqhpJoMaWxOTTGt0NCBvjqFR2traGUdNbMWtEhXsmKwwgRYVDeCy9x8+7iPhbTEsqNf385ec65w91x48X88e2DXA4/F4BAC4qwX29QQAAP5H7AHAAMQeAAxA7AHAAMQeAAzQr68n0J6WlhY1NDQoKChIAQEBfT0dALgjeDweNTc3a8CAAQoMbH0tf1vGvqGhQRUVFX09DQC4I40ZM0ahoaGtlt2WsQ8KCpJ0fcLBwcF9PBsAuDM0NTWpoqLC29Cb3Zaxv3HrJjg4WCEhIX08GwC4s7R3+5sf0AKAAYg9ABiA2AOAAYg9ABiA2AOAAYg9ABiA2AOAAYg9gFvWdK25r6dw1+upY3xbvqmqu5qa3QoOsvT1NO5qHGO0J7hfkJ55a1FfT+Ou9vazr/XI49wVsQ8Ossjx8ra+nsZd7d2c/+3rKQD4EriNAwAGIPYAYABiDwAGIPYAYABiDwAGIPYAYABiDwAGIPYAYABiDwAGIPYAYABiDwAGIPYAYABiDwAGIPYAYABiDwAGIPYAYIBuxX7Dhg2Ki4tTRUWFJKmyslJpaWlKSkpSWlqaqqqqvOt2NgYA6F0+x/7EiRM6duyYRowY4V2WlZUlh8Oh0tJSORwOZWZm+jQGAOhdPsW+qalJv/jFL5SVlaWAgABJUm1trZxOp2w2myTJZrPJ6XSqrq6u0zEAQO/z6f+gfe211zRjxgxFRUV5l7lcLkVERMhiuf6fUFssFg0bNkwul0sej6fDsbCwMD88DQBAZ7qM/UcffaTjx49ryZIlvTGfVsrLy31aLyEhwc8zgSQdPXq0r6eA2wznXu/oiXOvy9gfPnxYZ8+e1aRJkyRJFy5cUHp6upYtW6bq6mq53W5ZLBa53W7V1NQoMjJSHo+nw7HuiI+PV0hIyK09M/Q4Tmygb/h67jU2NnZ4kdzlPfvnn39ef/vb31RWVqaysjINHz5cb775pqZNmyar1aqSkhJJUklJiaxWq8LCwhQeHt7hGACg9/l0z74jq1atUkZGhjZt2qRBgwYpOzvbpzEAQO/qduzLysq8f46JidGuXbvaXa+zMQBA7+IdtABgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBgAGIPAAYg9gBggH6+rPTiiy/q/PnzCgwMVP/+/fWzn/1MVqtVlZWVysjI0H//+18NGTJE2dnZio6OlqROxwAAvcunK/vs7GwVFRWpoKBA8+bN0/LlyyVJWVlZcjgcKi0tlcPhUGZmpnebzsYAAL3Lp9iHhoZ6/3z58mUFBASotrZWTqdTNptNkmSz2eR0OlVXV9fpGACg9/l0G0eSVqxYoYMHD8rj8eiNN96Qy+VSRESELBaLJMlisWjYsGFyuVzyeDwdjoWFhfnnmQAAOuRz7NeuXStJKigoUE5OjhYtWuS3Sd1QXl7u03oJCQl+ngkk6ejRo309BdxmOPd6R0+cez7H/oaZM2cqMzNTw4cPV3V1tdxutywWi9xut2pqahQZGSmPx9PhWHfEx8crJCSku1OEn3BiA33D13OvsbGxw4vkLu/ZNzQ0yOVyeb8uKyvT4MGDFR4eLqvVqpKSEklSSUmJrFarwsLCOh0DAPS+Lq/sr169qkWLFunq1asKDAzU4MGDtXnzZgUEBGjVqlXKyMjQpk2bNGjQIGVnZ3u362wMANC7uoz9vffeq507d7Y7FhMTo127dnV7DADQu3gHLQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYoMvY/+c//9H8+fOVlJQku92uBQsWqK6uTpJUWVmptLQ0JSUlKS0tTVVVVd7tOhsDAPSuLmMfEBCg5557TqWlpSouLlZUVJTWr18vScrKypLD4VBpaakcDocyMzO923U2BgDoXV3GfsiQIZo4caL363HjxunTTz9VbW2tnE6nbDabJMlms8npdKqurq7TMQBA7+vXnZVbWlq0fft2JSYmyuVyKSIiQhaLRZJksVg0bNgwuVwueTyeDsfCwsJ6/lkAADrVrdivXr1a/fv311NPPSWn0+mvOXmVl5f7tF5CQoKfZwJJOnr0aF9PAbcZzr3e0RPnns+xz87O1rlz57R582YFBgYqMjJS1dXVcrvdslgscrvdqqmpUWRkpDweT4dj3REfH6+QkJBuPyn4Byc20Dd8PfcaGxs7vEj26VcvX331VZWXl2vjxo0KDg6WJIWHh8tqtaqkpESSVFJSIqvVqrCwsE7HAAC9r8sr+48//libN29WdHS05syZI0m67777tHHjRq1atUoZGRnatGmTBg0apOzsbO92nY0BAHpXl7H/2te+plOnTrU7FhMTo127dnV7DADQu3gHLQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAGIPQAYgNgDgAG6jH12drYSExMVFxeniooK7/LKykqlpaUpKSlJaWlpqqqq8mkMAND7uoz9pEmTtG3bNn3lK19ptTwrK0sOh0OlpaVyOBzKzMz0aQwA0Pu6jP348eMVGRnZalltba2cTqdsNpskyWazyel0qq6urtMxAEDf6HcrG7lcLkVERMhisUiSLBaLhg0bJpfLJY/H0+FYWFhYt/ZTXl7u03oJCQndewK4JUePHu3rKeA2w7nXO3ri3Lul2PeW+Ph4hYSE9PU08P9wYgN9w9dzr7GxscOL5FuKfWRkpKqrq+V2u2WxWOR2u1VTU6PIyEh5PJ4OxwAAfeOWfvUyPDxcVqtVJSUlkqSSkhJZrVaFhYV1OgYA6BtdXtmvWbNGf/zjH/XZZ5/p2Wef1ZAhQ7Rnzx6tWrVKGRkZ2rRpkwYNGqTs7GzvNp2NAQB6X5exX7lypVauXNlmeUxMjHbt2tXuNp2NAQB6H++gBQADEHsAMACxBwADEHsAMACxBwADEHsAMACxBwADEHv0qZZrzX09BSNwnHFbfxAa7n6B/YJ0NOe5vp7GXS/h5Tf6egroY1zZA4ABiD0AGIDYA4ABiD0AGIDYA4ABiD0AGIDYA4ABiD0AGIDYA4ABiD0AGIDYA4ABiD0AGIDYA4ABiD0AGIDYA4ABiD0AGIDYA4ABiD0AGIDYA4ABiD0AGIDYA4ABiD0AGIDYA4ABiD0AGIDYA4ABiD0AGIDYA4ABiD0AGMCvsa+srFRaWpqSkpKUlpamqqoqf+4OANABv8Y+KytLDodDpaWlcjgcyszM9OfuAAAd6OevB66trZXT6dRbb70lSbLZbFq9erXq6uoUFhbW6bYej0eS1NTU5PP+BvUPuvXJokuNjY3+e/B7Qv332JDk3+9faNAAvz02uve9u9HMGw29md9i73K5FBERIYvFIkmyWCwaNmyYXC5Xl7Fvbm6WJFVUVPi8v/n2mFufLLpUXl7uvwf/n6f899iQ5N/v3zPWVL89Nm7te9fc3Kx77rmn1TK/xf7LGDBggMaMGaOgoCAFBAT09XQA4I7g8XjU3NysAQPavtryW+wjIyNVXV0tt9sti8Uit9utmpoaRUZGdrltYGCgQkN5aQ8A3fXFK/ob/PYD2vDwcFmtVpWUlEiSSkpKZLVau7yFAwDoeQGe9u7k95AzZ84oIyNDFy9e1KBBg5Sdna3Ro0f7a3cAgA74NfYAgNsD76AFAAMQewAwALEHAAMQewAwALHvRGJiomw2m1paWlotu/HO3p07d2r69OmaOnWqkpKS9Prrr7daNy4uTna7XTNmzJDdbtf+/fu9Y/n5+YqLi9O2bdu8yzwejyZNmqSJEye2mkd9fb0efPBBrV27ttXy/Px8LVy4sEef852uublZr732mpKSkrzfm3Xr1qm5uVkVFRVKT0/X448/rkmTJmnhwoVyuVySpPT0dO3YsaPVY3k8HiUmJurw4cOtjvX58+c1duxYJScny263a8qUKVq5cqUuXLjQ4bwKCwtlt9s1duxY/eEPf2g1dvbsWc2dO1d2u112u10HDx7s4aPiP10dtxUrVujIkSPdftxDhw4pJSWl3bHc3Fw98sgjSk5O1pQpU7R8+fJufbTK7SY5OVmff/653/dD7Ltw5coVFRYWtlleUFCgd955R1u2bNHevXu1c+dOHTx4UJs3b2613o4dO1RUVKQlS5ZoyZIlunbtmnds7NixKigo8H596NAhDR48uM2+iouLNW7cOO3Zs+eO/kvdG5YtW6bTp08rLy9Pe/bsUVFRkUaNGqXPPvtMzz77rGbPnq0PPvhA+/fv1ze/+U3NmzdPzc3NSk1NVX5+fqvHOnTokPr166cJEya02U9oaKgKCwtVXFysoqIiDR06VHPmzNGlS5fanZfVatWrr74qm83WZmz58uVKSUlRcXGxcnNztWzZMl29erVnDoifdXXc1q5dq/Hjx7fZ7ubz4FbMnDlThYWFKioq0pkzZ9r8g3MnKSws7PCNUD2J2HdhwYIFys3NbRPZ3NxcLV26VCNGjJAkDR48WD//+c/129/+tt0gT5w4UVeuXNHFixe9y6KiohQSEqLTp09Lknbv3t3u1UxeXp5efPFFjRkzRmVlZT359O4qVVVV2rdvn9asWaOBAwdKkoKCgpSWlqa8vDx961vf0tSpU73rP/PMMwoNDdWePXs0efJknTt3zvu9kK6/curo6vJmwcHBWrRokSIiIlRUVNTuOmPGjFFsbKwCA9uecidPntSjjz4qSYqOjtbgwYN14MCBbj33vtLVcfv+97+vP/3pT5KkjIwMrV69Wunp6fre974nSfrJT36ilJQU2e12/fCHP1R9fX239h8cHKyEhARVVlbq0KFDSk5OVmZmpvcV9ZkzZ7zr7t69W08++aRSUlI0d+5cnT17VtL1czk7O9u73s1f5+bm6qWXXtL8+fP1+OOPa/HixXI6nZo7d64mT57cartz587p6aeflt1u16xZs1p9D+Pi4rR582alpqZq0qRJKi0tbTXW0NAgScrOzlZqaqpmzJihp59+Wp988km3jkdniH0X4uPjFR8fr+3bt3uXeTwenT9/XuPGjWu1bkxMjIKCgtr93P4PPvhADz/8cJt3EM+cOVO7d+9WQ0ODPvzwQ33nO99pNX7y5EnV19fr4YcfVkpKivLy8nrsud1tnE6nRo4c2e6ro4qKCj300ENtln/961/XqVOnFBwcLLvd7r1KvXz5svbt26dZs2b5vP8HH3xQH3/8cbfn/cADD6i4uFjS9Q+9qqys1Kefftrtx+kL3T1uH330kXJzc73rr1ixQvn5+SouLlZsbKy2bNnSrf1funRJBw8e1NixYyVJp0+f1pw5c1RcXKypU6dq06ZNkqQjR45o79692rZtm/Lz85Wenq7ly5f7tI8TJ07oN7/5jd5//32dPXtWr7zyit544w0VFRWpoKDAe74vWbJENptNxcXF+vWvf62f/vSnqqur8z7OwIEDlZeXp5ycHK1Zs6bdfc2fP195eXkqKiqSzWbT+vXru3U8OnNbfhDa7Wbx4sWaO3euZs+e3eW6X3yP2pw5c9TQ0KDa2to292olaerUqUpJSVF0dLQmT57s/ZTQG9577z0lJycrICBATzzxhNasWaPq6mpFRER8uSdlGF/eOzh79mw999xz+vGPf6y9e/cqISGhV47zunXr9Mtf/lL5+fmKjY1VQkKC+vW7c07N7hy3KVOmqH///t6vb9wKa25u1pUrVxQdHe3TPgsKCvT3v/9dgYGB+u53v6vU1FQdPnxYo0aN8oZ/3Lhx3lcVZWVlOnnypJ588klJ1/8+3PwquzPf/va3vZ/VFRcXp/vvv1/BwcEKDg7WqFGj9O9//1v33nuv/vWvfyk19fongMbGxspqterYsWNKTEyUJE2bNs07r5qaGjU2NiokJKTVvg4cOKB3331XV65c+dK3ur7ozvkb1YdGjx6txx57zPvZ/AEBAbrvvvt07Ngx78tv6frHQ1y7dk0jR470LtuxY4cGDBigN998UwsXLtT777/f6hs8YMAAPfTQQ1q/fr1+//vft9pvU1OTiouLFRIS4v25QXNzs3bv3q0f/OAH/nzKd6SxY8fq3Llzqq+vb3N1HxcXp3/84x9ttvnnP/8ph8MhSbr//vs1dOhQ/fWvf1VeXp6eeeaZbu3/+PHjmjFjhk6dOqWXX35Z0vXbd11dQUZFRen111/3fj1t2jTFxNw5H9ndneN2c+iPHDmi7du3a8eOHQoLC1NxcbF27tzp0z5nzpyppUuXtlkeHBzs/XNgYKA3mB6PR6mpqVq0aFGbbSwWS6tfrPji58fffL5aLJY2X7vd7g7nefOn9t7Y7sYF3bVr11o91ieffKJf/epXeu+99xQVFaUPP/xQS5Ys6fCxu4vbOD760Y9+pHfffdd7b23BggXKycnx/jZHfX29Vq1apfnz57f511qS5s2bp/Dw8HZ/kPT8889r4cKFGjNmTKvl+/bt0+jRo3XgwAGVlZWprKxMW7dubfMDMVwXHR2txMREZWZm6vLly5Ikt9utd955RykpKTp06JD27t3rXf/tt99WfX29pk+f7l2Wmpqq3NxcVVVVea/IutLU1KQNGzbowoULmjFjhuLi4lRYWKjCwkKfbhXU1tZ6X3nk5+crODhYjzzySHeeep+7leN28eJFDRw4UEOGDFFTU5Nfb1EmJiaqsLDQ+xtTbrfb+znxX/3qV3XixAm1tLTo8uXL+vOf/9ztxx84cKCsVqt2794t6fqF38mTJ9u9ddiRy5cvKygoSEOHDlVLS0uP/9CZK3sfDR8+XMnJydq6daskadasWfr888+Vnp4uj8cjt9ut5ORkvfDCC+1uHxAQoKVLl+qll17SnDlzWo3FxsYqNja2zTb5+fmy2+2tln3jG99QS0uLDh8+LEn6y1/+0urVRUpKihYvXvxlnuodbd26ddq4caNSU1MVFBSklpYWPfbYYxo6dKi2bt2qnJwcvfLKK/J4PLJardq6dauCgv7//3Jmt9uVk5OjtLS0VleJX3Tp0iUlJyfL7XarublZ48eP144dOzr8aO6SkhLl5OTo4sWL2r9/v373u99p69atio2NVVlZmbZs2aKAgABFRUVpw4YNd9z/4+DrcbvZo48+qqKiIk2dOlURERGKj4/X8ePH/TK/CRMmaPHixXrhhRe837MpU6YoPj5eTzzxhPbu3avp06dr5MiReuCBB25pH+vXr1dmZqbefvtt9evXTzk5Od36lN+4uDhNmTJF06dP14gRIzRhwoRb+rXVjvBBaABgAG7jAIABiD0AGIDYA4ABiD0AGIDYA4ABiD0AGIDYA4ABiD0AGOD/ADdLtHbmBRuxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.set_theme(style=\"whitegrid\")\n",
    "ax = sn.barplot(x=[\"NORMAL\",\"COVID-19\",\"Viral Pneumonia\"], y=[test_NORMAL,test_COVID,test_VP])\n",
    "plt.savefig(\"./descriptivo_test.png\")"
   ]
  }
 ],
 "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}