KNN-leave-one-out-color.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# KNN Leave-One-Out Color"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Robots Autónomos. Mapas Topológicos visuales\n",
    "\n",
    "Autores:\n",
    "    Alejandro Benítez López, Elena Benito Frey, Mario González Carbayo, Isidro López Dominguez, Blanca Martínez Donoso y Ángel Pavón Pérez"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import glob\n",
    "import os\n",
    "import statistics as stats\n",
    "\n",
    "directory = os.getcwd() + \"/\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Se obtienen todas las rutas a las imágenes y se calculan cuantas hay:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total de imagenes: 664\n"
     ]
    }
   ],
   "source": [
    "# numero de imagenes totales en el dataset\n",
    "total_img = 0\n",
    "# lista con todas las rutas a las imagenes del dataset\n",
    "all_filenames = []\n",
    "\n",
    "for i in range(9):\n",
    "    \n",
    "    filenames = [img for img in glob.glob(directory + \"landmarks_img/\"+ str(i) + \"/*.jpg\")]\n",
    "    \n",
    "    for file in filenames:\n",
    "        all_filenames.append(file)\n",
    "        \n",
    "    total_img += len(filenames)\n",
    "\n",
    "all_filenames.sort()\n",
    "print(f\"Total de imagenes: {total_img}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Se define la función de KNN:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def knn(img, hist_dict):\n",
    "    # se sacan los canales de color de la imagen\n",
    "    bgr_planes = cv2.split(img)\n",
    "    \n",
    "    # se calcula el histograma de cada canal de color de la imagen\n",
    "    b_hist = np.squeeze(cv2.calcHist(bgr_planes,[0],None,[256],[0,256]))\n",
    "    g_hist = np.squeeze(cv2.calcHist(bgr_planes,[1],None,[256],[0,256]))\n",
    "    r_hist = np.squeeze(cv2.calcHist(bgr_planes,[2],None,[256],[0,256]))\n",
    "\n",
    "    # se juntan de nuevo lo tres canales\n",
    "    hist = np.stack((b_hist, g_hist, r_hist), axis=0)\n",
    "    \n",
    "    # se calcula el historgama normalizado\n",
    "    hist = hist / (output_dimension[0] * output_dimension[1])\n",
    "    \n",
    "    min_distance = 1000000\n",
    "    min_key = ''\n",
    "    \n",
    "    # busca el histograma mas parecido por la distancia euclidea\n",
    "    for key, value in hist_dict.items():\n",
    "        \n",
    "        distance = np.linalg.norm(value-hist)\n",
    "        \n",
    "        if distance < min_distance:\n",
    "            min_distance = distance\n",
    "            min_key = key\n",
    "    \n",
    "    # devuelve el numero del landmark mas cercano\n",
    "    return int(min_key[9])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Se calculan los histogramas y se normalizan:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Imagen 0 = landmark_0_frame_0.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_0.jpg\n",
      "Porcentaje: 0.0\n",
      "Imagen 1 = landmark_0_frame_1.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_1.jpg\n",
      "Porcentaje: 0.15060240963855423\n",
      "Imagen 2 = landmark_0_frame_10.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_10.jpg\n",
      "Porcentaje: 0.30120481927710846\n",
      "Imagen 3 = landmark_0_frame_11.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_11.jpg\n",
      "Porcentaje: 0.45180722891566266\n",
      "Imagen 4 = landmark_0_frame_12.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_12.jpg\n",
      "Porcentaje: 0.6024096385542169\n",
      "Imagen 5 = landmark_0_frame_13.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_13.jpg\n",
      "Porcentaje: 0.7530120481927711\n",
      "Imagen 6 = landmark_0_frame_14.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_14.jpg\n",
      "Porcentaje: 0.9036144578313253\n",
      "Imagen 7 = landmark_0_frame_15.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_15.jpg\n",
      "Porcentaje: 1.0542168674698795\n",
      "Imagen 8 = landmark_0_frame_16.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_16.jpg\n",
      "Porcentaje: 1.2048192771084338\n",
      "Imagen 9 = landmark_0_frame_17.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_17.jpg\n",
      "Porcentaje: 1.355421686746988\n",
      "Imagen 10 = landmark_0_frame_18.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_18.jpg\n",
      "Porcentaje: 1.5060240963855422\n",
      "Imagen 11 = landmark_0_frame_19.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_19.jpg\n",
      "Porcentaje: 1.6566265060240963\n",
      "Imagen 12 = landmark_0_frame_2.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_2.jpg\n",
      "Porcentaje: 1.8072289156626506\n",
      "Imagen 13 = landmark_0_frame_20.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_20.jpg\n",
      "Porcentaje: 1.9578313253012047\n",
      "Imagen 14 = landmark_0_frame_21.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_21.jpg\n",
      "Porcentaje: 2.108433734939759\n",
      "Imagen 15 = landmark_0_frame_22.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_22.jpg\n",
      "Porcentaje: 2.2590361445783134\n",
      "Imagen 16 = landmark_0_frame_23.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_23.jpg\n",
      "Porcentaje: 2.4096385542168677\n",
      "Imagen 17 = landmark_0_frame_24.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_24.jpg\n",
      "Porcentaje: 2.5602409638554215\n",
      "Imagen 18 = landmark_0_frame_25.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_25.jpg\n",
      "Porcentaje: 2.710843373493976\n",
      "Imagen 19 = landmark_0_frame_26.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_26.jpg\n",
      "Porcentaje: 2.86144578313253\n",
      "Imagen 20 = landmark_0_frame_27.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_27.jpg\n",
      "Porcentaje: 3.0120481927710845\n",
      "Imagen 21 = landmark_0_frame_28.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_28.jpg\n",
      "Porcentaje: 3.1626506024096384\n",
      "Imagen 22 = landmark_0_frame_29.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_29.jpg\n",
      "Porcentaje: 3.3132530120481927\n",
      "Imagen 23 = landmark_0_frame_3.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_3.jpg\n",
      "Porcentaje: 3.463855421686747\n",
      "Imagen 24 = landmark_0_frame_30.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_30.jpg\n",
      "Porcentaje: 3.6144578313253013\n",
      "Imagen 25 = landmark_0_frame_31.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_31.jpg\n",
      "Porcentaje: 3.7650602409638556\n",
      "Imagen 26 = landmark_0_frame_32.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_32.jpg\n",
      "Porcentaje: 3.9156626506024095\n",
      "Imagen 27 = landmark_0_frame_33.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_33.jpg\n",
      "Porcentaje: 4.066265060240964\n",
      "Imagen 28 = landmark_0_frame_34.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_34.jpg\n",
      "Porcentaje: 4.216867469879518\n",
      "Imagen 29 = landmark_0_frame_35.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_35.jpg\n",
      "Porcentaje: 4.367469879518072\n",
      "Imagen 30 = landmark_0_frame_36.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_36.jpg\n",
      "Porcentaje: 4.518072289156627\n",
      "Imagen 31 = landmark_0_frame_37.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_37.jpg\n",
      "Porcentaje: 4.668674698795181\n",
      "Imagen 32 = landmark_0_frame_38.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_38.jpg\n",
      "Porcentaje: 4.819277108433735\n",
      "Imagen 33 = landmark_0_frame_39.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_39.jpg\n",
      "Porcentaje: 4.969879518072289\n",
      "Imagen 34 = landmark_0_frame_4.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_4.jpg\n",
      "Porcentaje: 5.120481927710843\n",
      "Imagen 35 = landmark_0_frame_40.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_40.jpg\n",
      "Porcentaje: 5.271084337349397\n",
      "Imagen 36 = landmark_0_frame_41.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_41.jpg\n",
      "Porcentaje: 5.421686746987952\n",
      "Imagen 37 = landmark_0_frame_42.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_42.jpg\n",
      "Porcentaje: 5.572289156626506\n",
      "Imagen 38 = landmark_0_frame_43.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_43.jpg\n",
      "Porcentaje: 5.72289156626506\n",
      "Imagen 39 = landmark_0_frame_44.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_44.jpg\n",
      "Porcentaje: 5.873493975903615\n",
      "Imagen 40 = landmark_0_frame_45.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_45.jpg\n",
      "Porcentaje: 6.024096385542169\n",
      "Imagen 41 = landmark_0_frame_46.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_46.jpg\n",
      "Porcentaje: 6.174698795180723\n",
      "Imagen 42 = landmark_0_frame_47.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_47.jpg\n",
      "Porcentaje: 6.325301204819277\n",
      "Imagen 43 = landmark_0_frame_48.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_48.jpg\n",
      "Porcentaje: 6.475903614457831\n",
      "Imagen 44 = landmark_0_frame_49.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_49.jpg\n",
      "Porcentaje: 6.626506024096385\n",
      "Imagen 45 = landmark_0_frame_5.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_5.jpg\n",
      "Porcentaje: 6.77710843373494\n",
      "Imagen 46 = landmark_0_frame_50.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_50.jpg\n",
      "Porcentaje: 6.927710843373494\n",
      "Imagen 47 = landmark_0_frame_51.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_51.jpg\n",
      "Porcentaje: 7.078313253012048\n",
      "Imagen 48 = landmark_0_frame_52.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_52.jpg\n",
      "Porcentaje: 7.228915662650603\n",
      "Imagen 49 = landmark_0_frame_53.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_53.jpg\n",
      "Porcentaje: 7.379518072289157\n",
      "Imagen 50 = landmark_0_frame_54.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_54.jpg\n",
      "Porcentaje: 7.530120481927711\n",
      "Imagen 51 = landmark_0_frame_55.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_55.jpg\n",
      "Porcentaje: 7.680722891566265\n",
      "Imagen 52 = landmark_0_frame_56.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_56.jpg\n",
      "Porcentaje: 7.831325301204819\n",
      "Imagen 53 = landmark_0_frame_57.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_57.jpg\n",
      "Porcentaje: 7.981927710843373\n",
      "Imagen 54 = landmark_0_frame_58.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_58.jpg\n",
      "Porcentaje: 8.132530120481928\n",
      "Imagen 55 = landmark_0_frame_59.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_59.jpg\n",
      "Porcentaje: 8.283132530120483\n",
      "Imagen 56 = landmark_0_frame_6.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_6.jpg\n",
      "Porcentaje: 8.433734939759036\n",
      "Imagen 57 = landmark_0_frame_60.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_60.jpg\n",
      "Porcentaje: 8.58433734939759\n",
      "Imagen 58 = landmark_0_frame_61.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_61.jpg\n",
      "Porcentaje: 8.734939759036145\n",
      "Imagen 59 = landmark_0_frame_62.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_62.jpg\n",
      "Porcentaje: 8.885542168674698\n",
      "Imagen 60 = landmark_0_frame_63.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_63.jpg\n",
      "Porcentaje: 9.036144578313253\n",
      "Imagen 61 = landmark_0_frame_64.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_64.jpg\n",
      "Porcentaje: 9.186746987951807\n",
      "Imagen 62 = landmark_0_frame_65.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_65.jpg\n",
      "Porcentaje: 9.337349397590362\n",
      "Imagen 63 = landmark_0_frame_66.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_66.jpg\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Porcentaje: 9.487951807228916\n",
      "Imagen 64 = landmark_0_frame_67.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_67.jpg\n",
      "Porcentaje: 9.63855421686747\n",
      "Imagen 65 = landmark_0_frame_68.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_68.jpg\n",
      "Porcentaje: 9.789156626506024\n",
      "Imagen 66 = landmark_0_frame_69.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_69.jpg\n",
      "Porcentaje: 9.939759036144578\n",
      "Imagen 67 = landmark_0_frame_7.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_7.jpg\n",
      "Porcentaje: 10.090361445783133\n",
      "Imagen 68 = landmark_0_frame_70.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_70.jpg\n",
      "Porcentaje: 10.240963855421686\n",
      "Imagen 69 = landmark_0_frame_71.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_71.jpg\n",
      "Porcentaje: 10.391566265060241\n",
      "Imagen 70 = landmark_0_frame_72.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_72.jpg\n",
      "Porcentaje: 10.542168674698795\n",
      "Imagen 71 = landmark_0_frame_8.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_8.jpg\n",
      "Porcentaje: 10.69277108433735\n",
      "Imagen 72 = landmark_0_frame_9.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_0_frame_9.jpg\n",
      "Porcentaje: 10.843373493975903\n",
      "Imagen 73 = landmark_1_frame_0.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_0.jpg\n",
      "Porcentaje: 10.993975903614459\n",
      "Imagen 74 = landmark_1_frame_1.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_1.jpg\n",
      "Porcentaje: 11.144578313253012\n",
      "Imagen 75 = landmark_1_frame_10.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_10.jpg\n",
      "Porcentaje: 11.295180722891565\n",
      "Imagen 76 = landmark_1_frame_11.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_11.jpg\n",
      "Porcentaje: 11.44578313253012\n",
      "Imagen 77 = landmark_1_frame_12.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_12.jpg\n",
      "Porcentaje: 11.596385542168674\n",
      "Imagen 78 = landmark_1_frame_13.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_13.jpg\n",
      "Porcentaje: 11.74698795180723\n",
      "Imagen 79 = landmark_1_frame_14.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_14.jpg\n",
      "Porcentaje: 11.897590361445783\n",
      "Imagen 80 = landmark_1_frame_15.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_15.jpg\n",
      "Porcentaje: 12.048192771084338\n",
      "Imagen 81 = landmark_1_frame_16.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_16.jpg\n",
      "Porcentaje: 12.198795180722891\n",
      "Imagen 82 = landmark_1_frame_17.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_17.jpg\n",
      "Porcentaje: 12.349397590361447\n",
      "Imagen 83 = landmark_1_frame_18.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_18.jpg\n",
      "Porcentaje: 12.5\n",
      "Imagen 84 = landmark_1_frame_19.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_19.jpg\n",
      "Porcentaje: 12.650602409638553\n",
      "Imagen 85 = landmark_1_frame_2.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_2.jpg\n",
      "Porcentaje: 12.801204819277109\n",
      "Imagen 86 = landmark_1_frame_20.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_20.jpg\n",
      "Porcentaje: 12.951807228915662\n",
      "Imagen 87 = landmark_1_frame_21.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_21.jpg\n",
      "Porcentaje: 13.102409638554217\n",
      "Imagen 88 = landmark_1_frame_22.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_22.jpg\n",
      "Porcentaje: 13.25301204819277\n",
      "Imagen 89 = landmark_1_frame_23.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_23.jpg\n",
      "Porcentaje: 13.403614457831326\n",
      "Imagen 90 = landmark_1_frame_24.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_24.jpg\n",
      "Porcentaje: 13.55421686746988\n",
      "Imagen 91 = landmark_1_frame_25.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_25.jpg\n",
      "Porcentaje: 13.704819277108435\n",
      "Imagen 92 = landmark_1_frame_26.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_26.jpg\n",
      "Porcentaje: 13.855421686746988\n",
      "Imagen 93 = landmark_1_frame_27.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_27.jpg\n",
      "Porcentaje: 14.006024096385541\n",
      "Imagen 94 = landmark_1_frame_28.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_28.jpg\n",
      "Porcentaje: 14.156626506024097\n",
      "Imagen 95 = landmark_1_frame_29.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_29.jpg\n",
      "Porcentaje: 14.30722891566265\n",
      "Imagen 96 = landmark_1_frame_3.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_3.jpg\n",
      "Porcentaje: 14.457831325301205\n",
      "Imagen 97 = landmark_1_frame_30.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_30.jpg\n",
      "Porcentaje: 14.608433734939759\n",
      "Imagen 98 = landmark_1_frame_31.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_31.jpg\n",
      "Porcentaje: 14.759036144578314\n",
      "Imagen 99 = landmark_1_frame_32.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_32.jpg\n",
      "Porcentaje: 14.909638554216867\n",
      "Imagen 100 = landmark_1_frame_33.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_33.jpg\n",
      "Porcentaje: 15.060240963855422\n",
      "Imagen 101 = landmark_1_frame_34.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_34.jpg\n",
      "Porcentaje: 15.210843373493976\n",
      "Imagen 102 = landmark_1_frame_35.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_35.jpg\n",
      "Porcentaje: 15.36144578313253\n",
      "Imagen 103 = landmark_1_frame_36.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_36.jpg\n",
      "Porcentaje: 15.512048192771084\n",
      "Imagen 104 = landmark_1_frame_37.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_37.jpg\n",
      "Porcentaje: 15.662650602409638\n",
      "Imagen 105 = landmark_1_frame_38.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_38.jpg\n",
      "Porcentaje: 15.813253012048193\n",
      "Imagen 106 = landmark_1_frame_39.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_39.jpg\n",
      "Porcentaje: 15.963855421686747\n",
      "Imagen 107 = landmark_1_frame_4.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_4.jpg\n",
      "Porcentaje: 16.1144578313253\n",
      "Imagen 108 = landmark_1_frame_40.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_40.jpg\n",
      "Porcentaje: 16.265060240963855\n",
      "Imagen 109 = landmark_1_frame_41.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_41.jpg\n",
      "Porcentaje: 16.41566265060241\n",
      "Imagen 110 = landmark_1_frame_42.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_42.jpg\n",
      "Porcentaje: 16.566265060240966\n",
      "Imagen 111 = landmark_1_frame_43.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_43.jpg\n",
      "Porcentaje: 16.716867469879517\n",
      "Imagen 112 = landmark_1_frame_44.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_44.jpg\n",
      "Porcentaje: 16.867469879518072\n",
      "Imagen 113 = landmark_1_frame_45.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_45.jpg\n",
      "Porcentaje: 17.018072289156628\n",
      "Imagen 114 = landmark_1_frame_46.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_46.jpg\n",
      "Porcentaje: 17.16867469879518\n",
      "Imagen 115 = landmark_1_frame_47.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_47.jpg\n",
      "Porcentaje: 17.319277108433734\n",
      "Imagen 116 = landmark_1_frame_48.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_48.jpg\n",
      "Porcentaje: 17.46987951807229\n",
      "Imagen 117 = landmark_1_frame_49.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_49.jpg\n",
      "Porcentaje: 17.620481927710845\n",
      "Imagen 118 = landmark_1_frame_5.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_5.jpg\n",
      "Porcentaje: 17.771084337349397\n",
      "Imagen 119 = landmark_1_frame_50.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_50.jpg\n",
      "Porcentaje: 17.92168674698795\n",
      "Imagen 120 = landmark_1_frame_51.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_51.jpg\n",
      "Porcentaje: 18.072289156626507\n",
      "Imagen 121 = landmark_1_frame_52.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_52.jpg\n",
      "Porcentaje: 18.22289156626506\n",
      "Imagen 122 = landmark_1_frame_53.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_53.jpg\n",
      "Porcentaje: 18.373493975903614\n",
      "Imagen 123 = landmark_1_frame_54.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_54.jpg\n",
      "Porcentaje: 18.52409638554217\n",
      "Imagen 124 = landmark_1_frame_55.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_55.jpg\n",
      "Porcentaje: 18.674698795180724\n",
      "Imagen 125 = landmark_1_frame_56.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_56.jpg\n",
      "Porcentaje: 18.825301204819276\n",
      "Imagen 126 = landmark_1_frame_57.jpg\n",
      "\tCalculando los histogramas:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\tquitada: landmark_1_frame_57.jpg\n",
      "Porcentaje: 18.97590361445783\n",
      "Imagen 127 = landmark_1_frame_58.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_58.jpg\n",
      "Porcentaje: 19.126506024096386\n",
      "Imagen 128 = landmark_1_frame_59.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_59.jpg\n",
      "Porcentaje: 19.27710843373494\n",
      "Imagen 129 = landmark_1_frame_6.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_6.jpg\n",
      "Porcentaje: 19.427710843373493\n",
      "Imagen 130 = landmark_1_frame_60.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_60.jpg\n",
      "Porcentaje: 19.57831325301205\n",
      "Imagen 131 = landmark_1_frame_61.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_61.jpg\n",
      "Porcentaje: 19.728915662650603\n",
      "Imagen 132 = landmark_1_frame_7.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_7.jpg\n",
      "Porcentaje: 19.879518072289155\n",
      "Imagen 133 = landmark_1_frame_8.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_8.jpg\n",
      "Porcentaje: 20.03012048192771\n",
      "Imagen 134 = landmark_1_frame_9.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_1_frame_9.jpg\n",
      "Porcentaje: 20.180722891566266\n",
      "Imagen 135 = landmark_2_frame_0.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_0.jpg\n",
      "Porcentaje: 20.33132530120482\n",
      "Imagen 136 = landmark_2_frame_1.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_1.jpg\n",
      "Porcentaje: 20.481927710843372\n",
      "Imagen 137 = landmark_2_frame_10.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_10.jpg\n",
      "Porcentaje: 20.632530120481928\n",
      "Imagen 138 = landmark_2_frame_11.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_11.jpg\n",
      "Porcentaje: 20.783132530120483\n",
      "Imagen 139 = landmark_2_frame_12.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_12.jpg\n",
      "Porcentaje: 20.933734939759034\n",
      "Imagen 140 = landmark_2_frame_13.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_13.jpg\n",
      "Porcentaje: 21.08433734939759\n",
      "Imagen 141 = landmark_2_frame_14.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_14.jpg\n",
      "Porcentaje: 21.234939759036145\n",
      "Imagen 142 = landmark_2_frame_15.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_15.jpg\n",
      "Porcentaje: 21.3855421686747\n",
      "Imagen 143 = landmark_2_frame_16.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_16.jpg\n",
      "Porcentaje: 21.53614457831325\n",
      "Imagen 144 = landmark_2_frame_17.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_17.jpg\n",
      "Porcentaje: 21.686746987951807\n",
      "Imagen 145 = landmark_2_frame_18.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_18.jpg\n",
      "Porcentaje: 21.837349397590362\n",
      "Imagen 146 = landmark_2_frame_19.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_19.jpg\n",
      "Porcentaje: 21.987951807228917\n",
      "Imagen 147 = landmark_2_frame_2.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_2.jpg\n",
      "Porcentaje: 22.13855421686747\n",
      "Imagen 148 = landmark_2_frame_20.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_20.jpg\n",
      "Porcentaje: 22.289156626506024\n",
      "Imagen 149 = landmark_2_frame_21.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_21.jpg\n",
      "Porcentaje: 22.43975903614458\n",
      "Imagen 150 = landmark_2_frame_22.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_22.jpg\n",
      "Porcentaje: 22.59036144578313\n",
      "Imagen 151 = landmark_2_frame_23.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_23.jpg\n",
      "Porcentaje: 22.740963855421686\n",
      "Imagen 152 = landmark_2_frame_24.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_24.jpg\n",
      "Porcentaje: 22.89156626506024\n",
      "Imagen 153 = landmark_2_frame_25.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_25.jpg\n",
      "Porcentaje: 23.042168674698797\n",
      "Imagen 154 = landmark_2_frame_26.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_26.jpg\n",
      "Porcentaje: 23.19277108433735\n",
      "Imagen 155 = landmark_2_frame_27.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_27.jpg\n",
      "Porcentaje: 23.343373493975903\n",
      "Imagen 156 = landmark_2_frame_28.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_28.jpg\n",
      "Porcentaje: 23.49397590361446\n",
      "Imagen 157 = landmark_2_frame_29.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_29.jpg\n",
      "Porcentaje: 23.64457831325301\n",
      "Imagen 158 = landmark_2_frame_3.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_3.jpg\n",
      "Porcentaje: 23.795180722891565\n",
      "Imagen 159 = landmark_2_frame_30.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_30.jpg\n",
      "Porcentaje: 23.94578313253012\n",
      "Imagen 160 = landmark_2_frame_31.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_31.jpg\n",
      "Porcentaje: 24.096385542168676\n",
      "Imagen 161 = landmark_2_frame_32.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_32.jpg\n",
      "Porcentaje: 24.246987951807228\n",
      "Imagen 162 = landmark_2_frame_33.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_33.jpg\n",
      "Porcentaje: 24.397590361445783\n",
      "Imagen 163 = landmark_2_frame_34.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_34.jpg\n",
      "Porcentaje: 24.548192771084338\n",
      "Imagen 164 = landmark_2_frame_35.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_35.jpg\n",
      "Porcentaje: 24.698795180722893\n",
      "Imagen 165 = landmark_2_frame_36.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_36.jpg\n",
      "Porcentaje: 24.849397590361445\n",
      "Imagen 166 = landmark_2_frame_37.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_37.jpg\n",
      "Porcentaje: 25.0\n",
      "Imagen 167 = landmark_2_frame_38.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_38.jpg\n",
      "Porcentaje: 25.150602409638555\n",
      "Imagen 168 = landmark_2_frame_39.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_39.jpg\n",
      "Porcentaje: 25.301204819277107\n",
      "Imagen 169 = landmark_2_frame_4.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_4.jpg\n",
      "Porcentaje: 25.451807228915662\n",
      "Imagen 170 = landmark_2_frame_40.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_40.jpg\n",
      "Porcentaje: 25.602409638554217\n",
      "Imagen 171 = landmark_2_frame_41.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_41.jpg\n",
      "Porcentaje: 25.753012048192772\n",
      "Imagen 172 = landmark_2_frame_42.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_42.jpg\n",
      "Porcentaje: 25.903614457831324\n",
      "Imagen 173 = landmark_2_frame_43.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_43.jpg\n",
      "Porcentaje: 26.05421686746988\n",
      "Imagen 174 = landmark_2_frame_44.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_44.jpg\n",
      "Porcentaje: 26.204819277108435\n",
      "Imagen 175 = landmark_2_frame_45.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_45.jpg\n",
      "Porcentaje: 26.35542168674699\n",
      "Imagen 176 = landmark_2_frame_46.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_46.jpg\n",
      "Porcentaje: 26.50602409638554\n",
      "Imagen 177 = landmark_2_frame_47.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_47.jpg\n",
      "Porcentaje: 26.656626506024097\n",
      "Imagen 178 = landmark_2_frame_48.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_48.jpg\n",
      "Porcentaje: 26.80722891566265\n",
      "Imagen 179 = landmark_2_frame_49.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_49.jpg\n",
      "Porcentaje: 26.957831325301203\n",
      "Imagen 180 = landmark_2_frame_5.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_5.jpg\n",
      "Porcentaje: 27.10843373493976\n",
      "Imagen 181 = landmark_2_frame_50.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_50.jpg\n",
      "Porcentaje: 27.259036144578314\n",
      "Imagen 182 = landmark_2_frame_51.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_51.jpg\n",
      "Porcentaje: 27.40963855421687\n",
      "Imagen 183 = landmark_2_frame_52.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_52.jpg\n",
      "Porcentaje: 27.56024096385542\n",
      "Imagen 184 = landmark_2_frame_53.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_53.jpg\n",
      "Porcentaje: 27.710843373493976\n",
      "Imagen 185 = landmark_2_frame_54.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_54.jpg\n",
      "Porcentaje: 27.86144578313253\n",
      "Imagen 186 = landmark_2_frame_55.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_55.jpg\n",
      "Porcentaje: 28.012048192771083\n",
      "Imagen 187 = landmark_2_frame_56.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_56.jpg\n",
      "Porcentaje: 28.162650602409638\n",
      "Imagen 188 = landmark_2_frame_57.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_57.jpg\n",
      "Porcentaje: 28.313253012048193\n",
      "Imagen 189 = landmark_2_frame_58.jpg\n",
      "\tCalculando los histogramas:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\tquitada: landmark_2_frame_58.jpg\n",
      "Porcentaje: 28.46385542168675\n",
      "Imagen 190 = landmark_2_frame_59.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_59.jpg\n",
      "Porcentaje: 28.6144578313253\n",
      "Imagen 191 = landmark_2_frame_6.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_6.jpg\n",
      "Porcentaje: 28.765060240963855\n",
      "Imagen 192 = landmark_2_frame_60.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_60.jpg\n",
      "Porcentaje: 28.91566265060241\n",
      "Imagen 193 = landmark_2_frame_61.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_61.jpg\n",
      "Fallo en landmark_2_frame_61.jpg\n",
      "Porcentaje: 29.066265060240966\n",
      "Imagen 194 = landmark_2_frame_62.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_62.jpg\n",
      "Porcentaje: 29.216867469879517\n",
      "Imagen 195 = landmark_2_frame_63.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_63.jpg\n",
      "Porcentaje: 29.367469879518072\n",
      "Imagen 196 = landmark_2_frame_64.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_64.jpg\n",
      "Porcentaje: 29.518072289156628\n",
      "Imagen 197 = landmark_2_frame_65.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_65.jpg\n",
      "Porcentaje: 29.66867469879518\n",
      "Imagen 198 = landmark_2_frame_66.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_66.jpg\n",
      "Porcentaje: 29.819277108433734\n",
      "Imagen 199 = landmark_2_frame_67.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_67.jpg\n",
      "Porcentaje: 29.96987951807229\n",
      "Imagen 200 = landmark_2_frame_68.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_68.jpg\n",
      "Porcentaje: 30.120481927710845\n",
      "Imagen 201 = landmark_2_frame_69.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_69.jpg\n",
      "Porcentaje: 30.271084337349397\n",
      "Imagen 202 = landmark_2_frame_7.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_7.jpg\n",
      "Porcentaje: 30.42168674698795\n",
      "Imagen 203 = landmark_2_frame_70.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_70.jpg\n",
      "Porcentaje: 30.572289156626507\n",
      "Imagen 204 = landmark_2_frame_71.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_71.jpg\n",
      "Porcentaje: 30.72289156626506\n",
      "Imagen 205 = landmark_2_frame_72.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_72.jpg\n",
      "Porcentaje: 30.873493975903614\n",
      "Imagen 206 = landmark_2_frame_73.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_73.jpg\n",
      "Porcentaje: 31.02409638554217\n",
      "Imagen 207 = landmark_2_frame_74.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_74.jpg\n",
      "Porcentaje: 31.174698795180724\n",
      "Imagen 208 = landmark_2_frame_75.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_75.jpg\n",
      "Porcentaje: 31.325301204819276\n",
      "Imagen 209 = landmark_2_frame_76.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_76.jpg\n",
      "Porcentaje: 31.47590361445783\n",
      "Imagen 210 = landmark_2_frame_77.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_77.jpg\n",
      "Porcentaje: 31.626506024096386\n",
      "Imagen 211 = landmark_2_frame_78.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_78.jpg\n",
      "Porcentaje: 31.77710843373494\n",
      "Imagen 212 = landmark_2_frame_79.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_79.jpg\n",
      "Porcentaje: 31.927710843373493\n",
      "Imagen 213 = landmark_2_frame_8.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_8.jpg\n",
      "Porcentaje: 32.07831325301205\n",
      "Imagen 214 = landmark_2_frame_80.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_80.jpg\n",
      "Porcentaje: 32.2289156626506\n",
      "Imagen 215 = landmark_2_frame_81.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_81.jpg\n",
      "Porcentaje: 32.37951807228916\n",
      "Imagen 216 = landmark_2_frame_82.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_82.jpg\n",
      "Porcentaje: 32.53012048192771\n",
      "Imagen 217 = landmark_2_frame_83.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_83.jpg\n",
      "Porcentaje: 32.68072289156626\n",
      "Imagen 218 = landmark_2_frame_84.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_84.jpg\n",
      "Porcentaje: 32.83132530120482\n",
      "Imagen 219 = landmark_2_frame_85.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_85.jpg\n",
      "Porcentaje: 32.98192771084337\n",
      "Imagen 220 = landmark_2_frame_86.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_86.jpg\n",
      "Porcentaje: 33.13253012048193\n",
      "Imagen 221 = landmark_2_frame_87.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_87.jpg\n",
      "Porcentaje: 33.28313253012048\n",
      "Imagen 222 = landmark_2_frame_88.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_88.jpg\n",
      "Porcentaje: 33.433734939759034\n",
      "Imagen 223 = landmark_2_frame_89.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_89.jpg\n",
      "Porcentaje: 33.58433734939759\n",
      "Imagen 224 = landmark_2_frame_9.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_9.jpg\n",
      "Porcentaje: 33.734939759036145\n",
      "Imagen 225 = landmark_2_frame_90.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_90.jpg\n",
      "Porcentaje: 33.8855421686747\n",
      "Imagen 226 = landmark_2_frame_91.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_91.jpg\n",
      "Porcentaje: 34.036144578313255\n",
      "Imagen 227 = landmark_2_frame_92.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_2_frame_92.jpg\n",
      "Porcentaje: 34.18674698795181\n",
      "Imagen 228 = landmark_3_frame_0.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_0.jpg\n",
      "Porcentaje: 34.33734939759036\n",
      "Imagen 229 = landmark_3_frame_1.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_1.jpg\n",
      "Porcentaje: 34.48795180722892\n",
      "Imagen 230 = landmark_3_frame_10.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_10.jpg\n",
      "Porcentaje: 34.63855421686747\n",
      "Imagen 231 = landmark_3_frame_11.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_11.jpg\n",
      "Porcentaje: 34.78915662650602\n",
      "Imagen 232 = landmark_3_frame_12.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_12.jpg\n",
      "Porcentaje: 34.93975903614458\n",
      "Imagen 233 = landmark_3_frame_13.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_13.jpg\n",
      "Porcentaje: 35.09036144578313\n",
      "Imagen 234 = landmark_3_frame_14.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_14.jpg\n",
      "Porcentaje: 35.24096385542169\n",
      "Imagen 235 = landmark_3_frame_15.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_15.jpg\n",
      "Porcentaje: 35.39156626506024\n",
      "Imagen 236 = landmark_3_frame_16.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_16.jpg\n",
      "Porcentaje: 35.54216867469879\n",
      "Imagen 237 = landmark_3_frame_17.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_17.jpg\n",
      "Porcentaje: 35.69277108433735\n",
      "Imagen 238 = landmark_3_frame_18.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_18.jpg\n",
      "Porcentaje: 35.8433734939759\n",
      "Imagen 239 = landmark_3_frame_19.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_19.jpg\n",
      "Porcentaje: 35.993975903614455\n",
      "Imagen 240 = landmark_3_frame_2.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_2.jpg\n",
      "Porcentaje: 36.144578313253014\n",
      "Imagen 241 = landmark_3_frame_20.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_20.jpg\n",
      "Porcentaje: 36.295180722891565\n",
      "Imagen 242 = landmark_3_frame_21.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_21.jpg\n",
      "Porcentaje: 36.44578313253012\n",
      "Imagen 243 = landmark_3_frame_22.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_22.jpg\n",
      "Fallo en landmark_3_frame_22.jpg\n",
      "Porcentaje: 36.596385542168676\n",
      "Imagen 244 = landmark_3_frame_23.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_23.jpg\n",
      "Porcentaje: 36.74698795180723\n",
      "Imagen 245 = landmark_3_frame_24.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_24.jpg\n",
      "Porcentaje: 36.897590361445786\n",
      "Imagen 246 = landmark_3_frame_25.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_25.jpg\n",
      "Porcentaje: 37.04819277108434\n",
      "Imagen 247 = landmark_3_frame_26.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_26.jpg\n",
      "Porcentaje: 37.19879518072289\n",
      "Imagen 248 = landmark_3_frame_27.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_27.jpg\n",
      "Porcentaje: 37.34939759036145\n",
      "Imagen 249 = landmark_3_frame_28.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_28.jpg\n",
      "Porcentaje: 37.5\n",
      "Imagen 250 = landmark_3_frame_29.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_29.jpg\n",
      "Porcentaje: 37.65060240963855\n",
      "Imagen 251 = landmark_3_frame_3.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_3.jpg\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Porcentaje: 37.80120481927711\n",
      "Imagen 252 = landmark_3_frame_30.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_30.jpg\n",
      "Porcentaje: 37.95180722891566\n",
      "Imagen 253 = landmark_3_frame_31.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_31.jpg\n",
      "Porcentaje: 38.102409638554214\n",
      "Imagen 254 = landmark_3_frame_32.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_32.jpg\n",
      "Porcentaje: 38.25301204819277\n",
      "Imagen 255 = landmark_3_frame_33.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_33.jpg\n",
      "Porcentaje: 38.403614457831324\n",
      "Imagen 256 = landmark_3_frame_34.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_34.jpg\n",
      "Porcentaje: 38.55421686746988\n",
      "Imagen 257 = landmark_3_frame_35.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_35.jpg\n",
      "Porcentaje: 38.704819277108435\n",
      "Imagen 258 = landmark_3_frame_36.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_36.jpg\n",
      "Porcentaje: 38.855421686746986\n",
      "Imagen 259 = landmark_3_frame_37.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_37.jpg\n",
      "Porcentaje: 39.006024096385545\n",
      "Imagen 260 = landmark_3_frame_38.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_38.jpg\n",
      "Porcentaje: 39.1566265060241\n",
      "Imagen 261 = landmark_3_frame_39.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_39.jpg\n",
      "Porcentaje: 39.30722891566265\n",
      "Imagen 262 = landmark_3_frame_4.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_4.jpg\n",
      "Porcentaje: 39.45783132530121\n",
      "Imagen 263 = landmark_3_frame_40.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_40.jpg\n",
      "Porcentaje: 39.60843373493976\n",
      "Imagen 264 = landmark_3_frame_41.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_41.jpg\n",
      "Porcentaje: 39.75903614457831\n",
      "Imagen 265 = landmark_3_frame_42.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_42.jpg\n",
      "Porcentaje: 39.90963855421687\n",
      "Imagen 266 = landmark_3_frame_43.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_43.jpg\n",
      "Porcentaje: 40.06024096385542\n",
      "Imagen 267 = landmark_3_frame_44.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_44.jpg\n",
      "Porcentaje: 40.21084337349398\n",
      "Imagen 268 = landmark_3_frame_45.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_45.jpg\n",
      "Porcentaje: 40.36144578313253\n",
      "Imagen 269 = landmark_3_frame_46.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_46.jpg\n",
      "Porcentaje: 40.51204819277108\n",
      "Imagen 270 = landmark_3_frame_47.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_47.jpg\n",
      "Porcentaje: 40.66265060240964\n",
      "Imagen 271 = landmark_3_frame_48.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_48.jpg\n",
      "Porcentaje: 40.81325301204819\n",
      "Imagen 272 = landmark_3_frame_49.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_49.jpg\n",
      "Porcentaje: 40.963855421686745\n",
      "Imagen 273 = landmark_3_frame_5.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_5.jpg\n",
      "Porcentaje: 41.1144578313253\n",
      "Imagen 274 = landmark_3_frame_50.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_50.jpg\n",
      "Porcentaje: 41.265060240963855\n",
      "Imagen 275 = landmark_3_frame_51.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_51.jpg\n",
      "Porcentaje: 41.41566265060241\n",
      "Imagen 276 = landmark_3_frame_52.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_52.jpg\n",
      "Porcentaje: 41.566265060240966\n",
      "Imagen 277 = landmark_3_frame_53.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_53.jpg\n",
      "Porcentaje: 41.71686746987952\n",
      "Imagen 278 = landmark_3_frame_54.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_54.jpg\n",
      "Porcentaje: 41.86746987951807\n",
      "Imagen 279 = landmark_3_frame_55.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_55.jpg\n",
      "Porcentaje: 42.01807228915663\n",
      "Imagen 280 = landmark_3_frame_56.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_56.jpg\n",
      "Porcentaje: 42.16867469879518\n",
      "Imagen 281 = landmark_3_frame_57.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_57.jpg\n",
      "Porcentaje: 42.31927710843374\n",
      "Imagen 282 = landmark_3_frame_58.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_58.jpg\n",
      "Porcentaje: 42.46987951807229\n",
      "Imagen 283 = landmark_3_frame_59.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_59.jpg\n",
      "Porcentaje: 42.62048192771084\n",
      "Imagen 284 = landmark_3_frame_6.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_6.jpg\n",
      "Porcentaje: 42.7710843373494\n",
      "Imagen 285 = landmark_3_frame_60.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_60.jpg\n",
      "Porcentaje: 42.92168674698795\n",
      "Imagen 286 = landmark_3_frame_61.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_61.jpg\n",
      "Porcentaje: 43.0722891566265\n",
      "Imagen 287 = landmark_3_frame_62.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_62.jpg\n",
      "Porcentaje: 43.22289156626506\n",
      "Imagen 288 = landmark_3_frame_63.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_63.jpg\n",
      "Porcentaje: 43.373493975903614\n",
      "Imagen 289 = landmark_3_frame_64.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_64.jpg\n",
      "Porcentaje: 43.524096385542165\n",
      "Imagen 290 = landmark_3_frame_65.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_65.jpg\n",
      "Porcentaje: 43.674698795180724\n",
      "Imagen 291 = landmark_3_frame_66.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_66.jpg\n",
      "Porcentaje: 43.825301204819276\n",
      "Imagen 292 = landmark_3_frame_67.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_67.jpg\n",
      "Porcentaje: 43.975903614457835\n",
      "Imagen 293 = landmark_3_frame_68.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_68.jpg\n",
      "Porcentaje: 44.126506024096386\n",
      "Imagen 294 = landmark_3_frame_69.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_69.jpg\n",
      "Porcentaje: 44.27710843373494\n",
      "Imagen 295 = landmark_3_frame_7.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_7.jpg\n",
      "Porcentaje: 44.4277108433735\n",
      "Imagen 296 = landmark_3_frame_70.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_70.jpg\n",
      "Porcentaje: 44.57831325301205\n",
      "Imagen 297 = landmark_3_frame_71.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_71.jpg\n",
      "Porcentaje: 44.7289156626506\n",
      "Imagen 298 = landmark_3_frame_72.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_72.jpg\n",
      "Porcentaje: 44.87951807228916\n",
      "Imagen 299 = landmark_3_frame_73.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_73.jpg\n",
      "Porcentaje: 45.03012048192771\n",
      "Imagen 300 = landmark_3_frame_74.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_74.jpg\n",
      "Porcentaje: 45.18072289156626\n",
      "Imagen 301 = landmark_3_frame_75.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_75.jpg\n",
      "Porcentaje: 45.33132530120482\n",
      "Imagen 302 = landmark_3_frame_76.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_76.jpg\n",
      "Porcentaje: 45.48192771084337\n",
      "Imagen 303 = landmark_3_frame_77.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_77.jpg\n",
      "Porcentaje: 45.63253012048193\n",
      "Imagen 304 = landmark_3_frame_78.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_78.jpg\n",
      "Porcentaje: 45.78313253012048\n",
      "Imagen 305 = landmark_3_frame_79.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_79.jpg\n",
      "Porcentaje: 45.933734939759034\n",
      "Imagen 306 = landmark_3_frame_8.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_8.jpg\n",
      "Porcentaje: 46.08433734939759\n",
      "Imagen 307 = landmark_3_frame_80.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_80.jpg\n",
      "Porcentaje: 46.234939759036145\n",
      "Imagen 308 = landmark_3_frame_81.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_81.jpg\n",
      "Porcentaje: 46.3855421686747\n",
      "Imagen 309 = landmark_3_frame_9.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_3_frame_9.jpg\n",
      "Porcentaje: 46.536144578313255\n",
      "Imagen 310 = landmark_4_frame_0.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_0.jpg\n",
      "Fallo en landmark_4_frame_0.jpg\n",
      "Porcentaje: 46.68674698795181\n",
      "Imagen 311 = landmark_4_frame_1.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_1.jpg\n",
      "Porcentaje: 46.83734939759036\n",
      "Imagen 312 = landmark_4_frame_10.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_10.jpg\n",
      "Porcentaje: 46.98795180722892\n",
      "Imagen 313 = landmark_4_frame_11.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_11.jpg\n",
      "Porcentaje: 47.13855421686747\n",
      "Imagen 314 = landmark_4_frame_12.jpg\n",
      "\tCalculando los histogramas:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\tquitada: landmark_4_frame_12.jpg\n",
      "Porcentaje: 47.28915662650602\n",
      "Imagen 315 = landmark_4_frame_13.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_13.jpg\n",
      "Porcentaje: 47.43975903614458\n",
      "Imagen 316 = landmark_4_frame_14.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_14.jpg\n",
      "Porcentaje: 47.59036144578313\n",
      "Imagen 317 = landmark_4_frame_15.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_15.jpg\n",
      "Porcentaje: 47.74096385542169\n",
      "Imagen 318 = landmark_4_frame_16.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_16.jpg\n",
      "Porcentaje: 47.89156626506024\n",
      "Imagen 319 = landmark_4_frame_17.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_17.jpg\n",
      "Porcentaje: 48.04216867469879\n",
      "Imagen 320 = landmark_4_frame_18.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_18.jpg\n",
      "Porcentaje: 48.19277108433735\n",
      "Imagen 321 = landmark_4_frame_19.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_19.jpg\n",
      "Porcentaje: 48.3433734939759\n",
      "Imagen 322 = landmark_4_frame_2.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_2.jpg\n",
      "Porcentaje: 48.493975903614455\n",
      "Imagen 323 = landmark_4_frame_20.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_20.jpg\n",
      "Porcentaje: 48.644578313253014\n",
      "Imagen 324 = landmark_4_frame_21.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_21.jpg\n",
      "Porcentaje: 48.795180722891565\n",
      "Imagen 325 = landmark_4_frame_22.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_22.jpg\n",
      "Porcentaje: 48.94578313253012\n",
      "Imagen 326 = landmark_4_frame_23.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_23.jpg\n",
      "Porcentaje: 49.096385542168676\n",
      "Imagen 327 = landmark_4_frame_24.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_24.jpg\n",
      "Porcentaje: 49.24698795180723\n",
      "Imagen 328 = landmark_4_frame_25.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_25.jpg\n",
      "Porcentaje: 49.397590361445786\n",
      "Imagen 329 = landmark_4_frame_26.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_26.jpg\n",
      "Porcentaje: 49.54819277108434\n",
      "Imagen 330 = landmark_4_frame_27.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_27.jpg\n",
      "Porcentaje: 49.69879518072289\n",
      "Imagen 331 = landmark_4_frame_28.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_28.jpg\n",
      "Porcentaje: 49.84939759036145\n",
      "Imagen 332 = landmark_4_frame_29.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_29.jpg\n",
      "Porcentaje: 50.0\n",
      "Imagen 333 = landmark_4_frame_3.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_3.jpg\n",
      "Porcentaje: 50.15060240963855\n",
      "Imagen 334 = landmark_4_frame_30.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_30.jpg\n",
      "Porcentaje: 50.30120481927711\n",
      "Imagen 335 = landmark_4_frame_31.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_31.jpg\n",
      "Porcentaje: 50.45180722891566\n",
      "Imagen 336 = landmark_4_frame_32.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_32.jpg\n",
      "Porcentaje: 50.602409638554214\n",
      "Imagen 337 = landmark_4_frame_33.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_33.jpg\n",
      "Porcentaje: 50.75301204819277\n",
      "Imagen 338 = landmark_4_frame_34.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_34.jpg\n",
      "Porcentaje: 50.903614457831324\n",
      "Imagen 339 = landmark_4_frame_35.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_35.jpg\n",
      "Porcentaje: 51.05421686746988\n",
      "Imagen 340 = landmark_4_frame_36.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_36.jpg\n",
      "Porcentaje: 51.204819277108435\n",
      "Imagen 341 = landmark_4_frame_37.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_37.jpg\n",
      "Porcentaje: 51.355421686746986\n",
      "Imagen 342 = landmark_4_frame_38.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_38.jpg\n",
      "Porcentaje: 51.506024096385545\n",
      "Imagen 343 = landmark_4_frame_39.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_39.jpg\n",
      "Porcentaje: 51.6566265060241\n",
      "Imagen 344 = landmark_4_frame_4.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_4.jpg\n",
      "Porcentaje: 51.80722891566265\n",
      "Imagen 345 = landmark_4_frame_40.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_40.jpg\n",
      "Porcentaje: 51.95783132530121\n",
      "Imagen 346 = landmark_4_frame_41.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_41.jpg\n",
      "Porcentaje: 52.10843373493976\n",
      "Imagen 347 = landmark_4_frame_42.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_42.jpg\n",
      "Porcentaje: 52.25903614457831\n",
      "Imagen 348 = landmark_4_frame_43.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_43.jpg\n",
      "Porcentaje: 52.40963855421687\n",
      "Imagen 349 = landmark_4_frame_44.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_44.jpg\n",
      "Porcentaje: 52.56024096385542\n",
      "Imagen 350 = landmark_4_frame_45.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_45.jpg\n",
      "Porcentaje: 52.71084337349398\n",
      "Imagen 351 = landmark_4_frame_46.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_46.jpg\n",
      "Porcentaje: 52.86144578313253\n",
      "Imagen 352 = landmark_4_frame_47.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_47.jpg\n",
      "Porcentaje: 53.01204819277108\n",
      "Imagen 353 = landmark_4_frame_48.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_48.jpg\n",
      "Porcentaje: 53.16265060240964\n",
      "Imagen 354 = landmark_4_frame_49.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_49.jpg\n",
      "Porcentaje: 53.31325301204819\n",
      "Imagen 355 = landmark_4_frame_5.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_5.jpg\n",
      "Porcentaje: 53.463855421686745\n",
      "Imagen 356 = landmark_4_frame_50.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_50.jpg\n",
      "Porcentaje: 53.6144578313253\n",
      "Imagen 357 = landmark_4_frame_51.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_51.jpg\n",
      "Porcentaje: 53.765060240963855\n",
      "Imagen 358 = landmark_4_frame_52.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_52.jpg\n",
      "Porcentaje: 53.91566265060241\n",
      "Imagen 359 = landmark_4_frame_53.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_53.jpg\n",
      "Porcentaje: 54.066265060240966\n",
      "Imagen 360 = landmark_4_frame_54.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_54.jpg\n",
      "Porcentaje: 54.21686746987952\n",
      "Imagen 361 = landmark_4_frame_55.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_55.jpg\n",
      "Porcentaje: 54.36746987951807\n",
      "Imagen 362 = landmark_4_frame_56.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_56.jpg\n",
      "Porcentaje: 54.51807228915663\n",
      "Imagen 363 = landmark_4_frame_57.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_57.jpg\n",
      "Porcentaje: 54.66867469879518\n",
      "Imagen 364 = landmark_4_frame_58.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_58.jpg\n",
      "Porcentaje: 54.81927710843374\n",
      "Imagen 365 = landmark_4_frame_59.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_59.jpg\n",
      "Porcentaje: 54.96987951807229\n",
      "Imagen 366 = landmark_4_frame_6.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_6.jpg\n",
      "Porcentaje: 55.12048192771084\n",
      "Imagen 367 = landmark_4_frame_60.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_60.jpg\n",
      "Porcentaje: 55.2710843373494\n",
      "Imagen 368 = landmark_4_frame_7.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_7.jpg\n",
      "Porcentaje: 55.42168674698795\n",
      "Imagen 369 = landmark_4_frame_8.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_8.jpg\n",
      "Porcentaje: 55.5722891566265\n",
      "Imagen 370 = landmark_4_frame_9.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_4_frame_9.jpg\n",
      "Porcentaje: 55.72289156626506\n",
      "Imagen 371 = landmark_5_frame_0.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_0.jpg\n",
      "Porcentaje: 55.873493975903614\n",
      "Imagen 372 = landmark_5_frame_1.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_1.jpg\n",
      "Porcentaje: 56.024096385542165\n",
      "Imagen 373 = landmark_5_frame_10.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_10.jpg\n",
      "Porcentaje: 56.174698795180724\n",
      "Imagen 374 = landmark_5_frame_11.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_11.jpg\n",
      "Fallo en landmark_5_frame_11.jpg\n",
      "Porcentaje: 56.325301204819276\n",
      "Imagen 375 = landmark_5_frame_12.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_12.jpg\n",
      "Porcentaje: 56.475903614457835\n",
      "Imagen 376 = landmark_5_frame_13.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_13.jpg\n",
      "Porcentaje: 56.626506024096386\n",
      "Imagen 377 = landmark_5_frame_14.jpg\n",
      "\tCalculando los histogramas:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\tquitada: landmark_5_frame_14.jpg\n",
      "Porcentaje: 56.77710843373494\n",
      "Imagen 378 = landmark_5_frame_15.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_15.jpg\n",
      "Porcentaje: 56.9277108433735\n",
      "Imagen 379 = landmark_5_frame_16.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_16.jpg\n",
      "Porcentaje: 57.07831325301205\n",
      "Imagen 380 = landmark_5_frame_17.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_17.jpg\n",
      "Porcentaje: 57.2289156626506\n",
      "Imagen 381 = landmark_5_frame_18.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_18.jpg\n",
      "Porcentaje: 57.37951807228916\n",
      "Imagen 382 = landmark_5_frame_19.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_19.jpg\n",
      "Porcentaje: 57.53012048192771\n",
      "Imagen 383 = landmark_5_frame_2.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_2.jpg\n",
      "Porcentaje: 57.68072289156626\n",
      "Imagen 384 = landmark_5_frame_20.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_20.jpg\n",
      "Porcentaje: 57.83132530120482\n",
      "Imagen 385 = landmark_5_frame_21.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_21.jpg\n",
      "Porcentaje: 57.98192771084337\n",
      "Imagen 386 = landmark_5_frame_22.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_22.jpg\n",
      "Porcentaje: 58.13253012048193\n",
      "Imagen 387 = landmark_5_frame_23.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_23.jpg\n",
      "Porcentaje: 58.28313253012048\n",
      "Imagen 388 = landmark_5_frame_24.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_24.jpg\n",
      "Porcentaje: 58.433734939759034\n",
      "Imagen 389 = landmark_5_frame_25.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_25.jpg\n",
      "Porcentaje: 58.58433734939759\n",
      "Imagen 390 = landmark_5_frame_26.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_26.jpg\n",
      "Porcentaje: 58.734939759036145\n",
      "Imagen 391 = landmark_5_frame_27.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_27.jpg\n",
      "Porcentaje: 58.8855421686747\n",
      "Imagen 392 = landmark_5_frame_28.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_28.jpg\n",
      "Porcentaje: 59.036144578313255\n",
      "Imagen 393 = landmark_5_frame_29.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_29.jpg\n",
      "Porcentaje: 59.18674698795181\n",
      "Imagen 394 = landmark_5_frame_3.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_3.jpg\n",
      "Porcentaje: 59.33734939759036\n",
      "Imagen 395 = landmark_5_frame_30.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_30.jpg\n",
      "Porcentaje: 59.48795180722892\n",
      "Imagen 396 = landmark_5_frame_31.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_31.jpg\n",
      "Porcentaje: 59.63855421686747\n",
      "Imagen 397 = landmark_5_frame_32.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_32.jpg\n",
      "Porcentaje: 59.78915662650602\n",
      "Imagen 398 = landmark_5_frame_33.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_33.jpg\n",
      "Porcentaje: 59.93975903614458\n",
      "Imagen 399 = landmark_5_frame_34.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_34.jpg\n",
      "Porcentaje: 60.09036144578313\n",
      "Imagen 400 = landmark_5_frame_35.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_35.jpg\n",
      "Porcentaje: 60.24096385542169\n",
      "Imagen 401 = landmark_5_frame_36.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_36.jpg\n",
      "Porcentaje: 60.39156626506024\n",
      "Imagen 402 = landmark_5_frame_37.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_37.jpg\n",
      "Porcentaje: 60.54216867469879\n",
      "Imagen 403 = landmark_5_frame_38.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_38.jpg\n",
      "Porcentaje: 60.69277108433735\n",
      "Imagen 404 = landmark_5_frame_39.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_39.jpg\n",
      "Porcentaje: 60.8433734939759\n",
      "Imagen 405 = landmark_5_frame_4.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_4.jpg\n",
      "Porcentaje: 60.993975903614455\n",
      "Imagen 406 = landmark_5_frame_40.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_40.jpg\n",
      "Porcentaje: 61.144578313253014\n",
      "Imagen 407 = landmark_5_frame_41.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_41.jpg\n",
      "Porcentaje: 61.295180722891565\n",
      "Imagen 408 = landmark_5_frame_42.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_42.jpg\n",
      "Porcentaje: 61.44578313253012\n",
      "Imagen 409 = landmark_5_frame_43.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_43.jpg\n",
      "Porcentaje: 61.596385542168676\n",
      "Imagen 410 = landmark_5_frame_44.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_44.jpg\n",
      "Porcentaje: 61.74698795180723\n",
      "Imagen 411 = landmark_5_frame_45.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_45.jpg\n",
      "Porcentaje: 61.897590361445786\n",
      "Imagen 412 = landmark_5_frame_46.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_46.jpg\n",
      "Porcentaje: 62.04819277108434\n",
      "Imagen 413 = landmark_5_frame_47.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_47.jpg\n",
      "Porcentaje: 62.19879518072289\n",
      "Imagen 414 = landmark_5_frame_48.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_48.jpg\n",
      "Porcentaje: 62.34939759036145\n",
      "Imagen 415 = landmark_5_frame_49.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_49.jpg\n",
      "Porcentaje: 62.5\n",
      "Imagen 416 = landmark_5_frame_5.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_5.jpg\n",
      "Porcentaje: 62.65060240963855\n",
      "Imagen 417 = landmark_5_frame_50.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_50.jpg\n",
      "Porcentaje: 62.80120481927711\n",
      "Imagen 418 = landmark_5_frame_51.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_51.jpg\n",
      "Porcentaje: 62.95180722891566\n",
      "Imagen 419 = landmark_5_frame_52.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_52.jpg\n",
      "Porcentaje: 63.102409638554214\n",
      "Imagen 420 = landmark_5_frame_53.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_53.jpg\n",
      "Porcentaje: 63.25301204819277\n",
      "Imagen 421 = landmark_5_frame_54.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_54.jpg\n",
      "Porcentaje: 63.403614457831324\n",
      "Imagen 422 = landmark_5_frame_55.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_55.jpg\n",
      "Porcentaje: 63.55421686746988\n",
      "Imagen 423 = landmark_5_frame_56.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_56.jpg\n",
      "Porcentaje: 63.704819277108435\n",
      "Imagen 424 = landmark_5_frame_57.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_57.jpg\n",
      "Porcentaje: 63.855421686746986\n",
      "Imagen 425 = landmark_5_frame_58.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_58.jpg\n",
      "Porcentaje: 64.00602409638554\n",
      "Imagen 426 = landmark_5_frame_59.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_59.jpg\n",
      "Porcentaje: 64.1566265060241\n",
      "Imagen 427 = landmark_5_frame_6.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_6.jpg\n",
      "Porcentaje: 64.30722891566265\n",
      "Imagen 428 = landmark_5_frame_60.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_60.jpg\n",
      "Porcentaje: 64.4578313253012\n",
      "Imagen 429 = landmark_5_frame_61.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_61.jpg\n",
      "Porcentaje: 64.60843373493977\n",
      "Imagen 430 = landmark_5_frame_62.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_62.jpg\n",
      "Porcentaje: 64.75903614457832\n",
      "Imagen 431 = landmark_5_frame_63.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_63.jpg\n",
      "Porcentaje: 64.90963855421687\n",
      "Imagen 432 = landmark_5_frame_64.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_64.jpg\n",
      "Porcentaje: 65.06024096385542\n",
      "Imagen 433 = landmark_5_frame_65.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_65.jpg\n",
      "Porcentaje: 65.21084337349397\n",
      "Imagen 434 = landmark_5_frame_66.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_66.jpg\n",
      "Porcentaje: 65.36144578313252\n",
      "Imagen 435 = landmark_5_frame_67.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_67.jpg\n",
      "Porcentaje: 65.51204819277109\n",
      "Imagen 436 = landmark_5_frame_68.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_68.jpg\n",
      "Porcentaje: 65.66265060240964\n",
      "Imagen 437 = landmark_5_frame_69.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_69.jpg\n",
      "Porcentaje: 65.8132530120482\n",
      "Imagen 438 = landmark_5_frame_7.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_7.jpg\n",
      "Porcentaje: 65.96385542168674\n",
      "Imagen 439 = landmark_5_frame_70.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_70.jpg\n",
      "Porcentaje: 66.1144578313253\n",
      "Imagen 440 = landmark_5_frame_71.jpg\n",
      "\tCalculando los histogramas:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\tquitada: landmark_5_frame_71.jpg\n",
      "Porcentaje: 66.26506024096386\n",
      "Imagen 441 = landmark_5_frame_72.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_72.jpg\n",
      "Porcentaje: 66.41566265060241\n",
      "Imagen 442 = landmark_5_frame_73.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_73.jpg\n",
      "Porcentaje: 66.56626506024097\n",
      "Imagen 443 = landmark_5_frame_74.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_74.jpg\n",
      "Porcentaje: 66.71686746987952\n",
      "Imagen 444 = landmark_5_frame_75.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_75.jpg\n",
      "Porcentaje: 66.86746987951807\n",
      "Imagen 445 = landmark_5_frame_76.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_76.jpg\n",
      "Porcentaje: 67.01807228915662\n",
      "Imagen 446 = landmark_5_frame_77.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_77.jpg\n",
      "Porcentaje: 67.16867469879519\n",
      "Imagen 447 = landmark_5_frame_78.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_78.jpg\n",
      "Porcentaje: 67.31927710843374\n",
      "Imagen 448 = landmark_5_frame_79.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_79.jpg\n",
      "Porcentaje: 67.46987951807229\n",
      "Imagen 449 = landmark_5_frame_8.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_8.jpg\n",
      "Porcentaje: 67.62048192771084\n",
      "Imagen 450 = landmark_5_frame_80.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_80.jpg\n",
      "Porcentaje: 67.7710843373494\n",
      "Imagen 451 = landmark_5_frame_81.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_81.jpg\n",
      "Porcentaje: 67.92168674698796\n",
      "Imagen 452 = landmark_5_frame_82.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_82.jpg\n",
      "Porcentaje: 68.07228915662651\n",
      "Imagen 453 = landmark_5_frame_83.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_83.jpg\n",
      "Porcentaje: 68.22289156626506\n",
      "Imagen 454 = landmark_5_frame_84.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_84.jpg\n",
      "Porcentaje: 68.37349397590361\n",
      "Imagen 455 = landmark_5_frame_85.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_85.jpg\n",
      "Porcentaje: 68.52409638554217\n",
      "Imagen 456 = landmark_5_frame_86.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_86.jpg\n",
      "Porcentaje: 68.67469879518072\n",
      "Imagen 457 = landmark_5_frame_9.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_5_frame_9.jpg\n",
      "Porcentaje: 68.82530120481928\n",
      "Imagen 458 = landmark_6_frame_0.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_0.jpg\n",
      "Porcentaje: 68.97590361445783\n",
      "Imagen 459 = landmark_6_frame_1.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_1.jpg\n",
      "Fallo en landmark_6_frame_1.jpg\n",
      "Porcentaje: 69.12650602409639\n",
      "Imagen 460 = landmark_6_frame_10.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_10.jpg\n",
      "Porcentaje: 69.27710843373494\n",
      "Imagen 461 = landmark_6_frame_11.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_11.jpg\n",
      "Porcentaje: 69.42771084337349\n",
      "Imagen 462 = landmark_6_frame_12.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_12.jpg\n",
      "Porcentaje: 69.57831325301204\n",
      "Imagen 463 = landmark_6_frame_13.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_13.jpg\n",
      "Porcentaje: 69.7289156626506\n",
      "Imagen 464 = landmark_6_frame_14.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_14.jpg\n",
      "Porcentaje: 69.87951807228916\n",
      "Imagen 465 = landmark_6_frame_15.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_15.jpg\n",
      "Porcentaje: 70.03012048192771\n",
      "Imagen 466 = landmark_6_frame_16.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_16.jpg\n",
      "Porcentaje: 70.18072289156626\n",
      "Imagen 467 = landmark_6_frame_17.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_17.jpg\n",
      "Porcentaje: 70.33132530120481\n",
      "Imagen 468 = landmark_6_frame_18.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_18.jpg\n",
      "Porcentaje: 70.48192771084338\n",
      "Imagen 469 = landmark_6_frame_19.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_19.jpg\n",
      "Porcentaje: 70.63253012048193\n",
      "Imagen 470 = landmark_6_frame_2.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_2.jpg\n",
      "Porcentaje: 70.78313253012048\n",
      "Imagen 471 = landmark_6_frame_20.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_20.jpg\n",
      "Porcentaje: 70.93373493975903\n",
      "Imagen 472 = landmark_6_frame_21.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_21.jpg\n",
      "Porcentaje: 71.08433734939759\n",
      "Imagen 473 = landmark_6_frame_22.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_22.jpg\n",
      "Porcentaje: 71.23493975903614\n",
      "Imagen 474 = landmark_6_frame_23.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_23.jpg\n",
      "Porcentaje: 71.3855421686747\n",
      "Imagen 475 = landmark_6_frame_24.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_24.jpg\n",
      "Porcentaje: 71.53614457831326\n",
      "Imagen 476 = landmark_6_frame_25.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_25.jpg\n",
      "Porcentaje: 71.6867469879518\n",
      "Imagen 477 = landmark_6_frame_26.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_26.jpg\n",
      "Porcentaje: 71.83734939759036\n",
      "Imagen 478 = landmark_6_frame_27.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_27.jpg\n",
      "Porcentaje: 71.98795180722891\n",
      "Imagen 479 = landmark_6_frame_28.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_28.jpg\n",
      "Porcentaje: 72.13855421686748\n",
      "Imagen 480 = landmark_6_frame_29.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_29.jpg\n",
      "Porcentaje: 72.28915662650603\n",
      "Imagen 481 = landmark_6_frame_3.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_3.jpg\n",
      "Porcentaje: 72.43975903614458\n",
      "Imagen 482 = landmark_6_frame_30.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_30.jpg\n",
      "Porcentaje: 72.59036144578313\n",
      "Imagen 483 = landmark_6_frame_31.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_31.jpg\n",
      "Porcentaje: 72.74096385542168\n",
      "Imagen 484 = landmark_6_frame_32.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_32.jpg\n",
      "Porcentaje: 72.89156626506023\n",
      "Imagen 485 = landmark_6_frame_33.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_33.jpg\n",
      "Porcentaje: 73.0421686746988\n",
      "Imagen 486 = landmark_6_frame_34.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_34.jpg\n",
      "Porcentaje: 73.19277108433735\n",
      "Imagen 487 = landmark_6_frame_35.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_35.jpg\n",
      "Porcentaje: 73.3433734939759\n",
      "Imagen 488 = landmark_6_frame_36.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_36.jpg\n",
      "Porcentaje: 73.49397590361446\n",
      "Imagen 489 = landmark_6_frame_37.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_37.jpg\n",
      "Porcentaje: 73.644578313253\n",
      "Imagen 490 = landmark_6_frame_38.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_38.jpg\n",
      "Porcentaje: 73.79518072289157\n",
      "Imagen 491 = landmark_6_frame_39.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_39.jpg\n",
      "Porcentaje: 73.94578313253012\n",
      "Imagen 492 = landmark_6_frame_4.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_4.jpg\n",
      "Porcentaje: 74.09638554216868\n",
      "Imagen 493 = landmark_6_frame_40.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_40.jpg\n",
      "Porcentaje: 74.24698795180723\n",
      "Imagen 494 = landmark_6_frame_41.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_41.jpg\n",
      "Porcentaje: 74.39759036144578\n",
      "Imagen 495 = landmark_6_frame_42.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_42.jpg\n",
      "Porcentaje: 74.54819277108433\n",
      "Imagen 496 = landmark_6_frame_43.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_43.jpg\n",
      "Porcentaje: 74.6987951807229\n",
      "Imagen 497 = landmark_6_frame_44.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_44.jpg\n",
      "Porcentaje: 74.84939759036145\n",
      "Imagen 498 = landmark_6_frame_45.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_45.jpg\n",
      "Porcentaje: 75.0\n",
      "Imagen 499 = landmark_6_frame_46.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_46.jpg\n",
      "Porcentaje: 75.15060240963855\n",
      "Imagen 500 = landmark_6_frame_47.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_47.jpg\n",
      "Porcentaje: 75.3012048192771\n",
      "Imagen 501 = landmark_6_frame_48.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_48.jpg\n",
      "Porcentaje: 75.45180722891567\n",
      "Imagen 502 = landmark_6_frame_49.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_49.jpg\n",
      "Porcentaje: 75.60240963855422\n",
      "Imagen 503 = landmark_6_frame_5.jpg\n",
      "\tCalculando los histogramas:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\tquitada: landmark_6_frame_5.jpg\n",
      "Porcentaje: 75.75301204819277\n",
      "Imagen 504 = landmark_6_frame_50.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_50.jpg\n",
      "Porcentaje: 75.90361445783132\n",
      "Imagen 505 = landmark_6_frame_51.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_51.jpg\n",
      "Porcentaje: 76.05421686746988\n",
      "Imagen 506 = landmark_6_frame_52.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_52.jpg\n",
      "Porcentaje: 76.20481927710843\n",
      "Imagen 507 = landmark_6_frame_53.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_53.jpg\n",
      "Porcentaje: 76.355421686747\n",
      "Imagen 508 = landmark_6_frame_54.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_54.jpg\n",
      "Porcentaje: 76.50602409638554\n",
      "Imagen 509 = landmark_6_frame_55.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_55.jpg\n",
      "Porcentaje: 76.6566265060241\n",
      "Imagen 510 = landmark_6_frame_56.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_56.jpg\n",
      "Porcentaje: 76.80722891566265\n",
      "Imagen 511 = landmark_6_frame_57.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_57.jpg\n",
      "Porcentaje: 76.9578313253012\n",
      "Imagen 512 = landmark_6_frame_58.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_58.jpg\n",
      "Porcentaje: 77.10843373493977\n",
      "Imagen 513 = landmark_6_frame_59.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_59.jpg\n",
      "Porcentaje: 77.25903614457832\n",
      "Imagen 514 = landmark_6_frame_6.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_6.jpg\n",
      "Porcentaje: 77.40963855421687\n",
      "Imagen 515 = landmark_6_frame_60.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_60.jpg\n",
      "Porcentaje: 77.56024096385542\n",
      "Imagen 516 = landmark_6_frame_61.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_61.jpg\n",
      "Porcentaje: 77.71084337349397\n",
      "Imagen 517 = landmark_6_frame_62.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_62.jpg\n",
      "Porcentaje: 77.86144578313252\n",
      "Imagen 518 = landmark_6_frame_63.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_63.jpg\n",
      "Porcentaje: 78.01204819277109\n",
      "Imagen 519 = landmark_6_frame_64.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_64.jpg\n",
      "Porcentaje: 78.16265060240964\n",
      "Imagen 520 = landmark_6_frame_65.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_65.jpg\n",
      "Porcentaje: 78.3132530120482\n",
      "Imagen 521 = landmark_6_frame_66.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_66.jpg\n",
      "Porcentaje: 78.46385542168674\n",
      "Imagen 522 = landmark_6_frame_67.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_67.jpg\n",
      "Porcentaje: 78.6144578313253\n",
      "Imagen 523 = landmark_6_frame_68.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_68.jpg\n",
      "Porcentaje: 78.76506024096386\n",
      "Imagen 524 = landmark_6_frame_69.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_69.jpg\n",
      "Porcentaje: 78.91566265060241\n",
      "Imagen 525 = landmark_6_frame_7.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_7.jpg\n",
      "Porcentaje: 79.06626506024097\n",
      "Imagen 526 = landmark_6_frame_70.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_70.jpg\n",
      "Porcentaje: 79.21686746987952\n",
      "Imagen 527 = landmark_6_frame_71.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_71.jpg\n",
      "Porcentaje: 79.36746987951807\n",
      "Imagen 528 = landmark_6_frame_72.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_72.jpg\n",
      "Porcentaje: 79.51807228915662\n",
      "Imagen 529 = landmark_6_frame_73.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_73.jpg\n",
      "Porcentaje: 79.66867469879519\n",
      "Imagen 530 = landmark_6_frame_74.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_74.jpg\n",
      "Porcentaje: 79.81927710843374\n",
      "Imagen 531 = landmark_6_frame_75.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_75.jpg\n",
      "Porcentaje: 79.96987951807229\n",
      "Imagen 532 = landmark_6_frame_76.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_76.jpg\n",
      "Porcentaje: 80.12048192771084\n",
      "Imagen 533 = landmark_6_frame_77.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_77.jpg\n",
      "Porcentaje: 80.2710843373494\n",
      "Imagen 534 = landmark_6_frame_8.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_8.jpg\n",
      "Porcentaje: 80.42168674698796\n",
      "Imagen 535 = landmark_6_frame_9.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_6_frame_9.jpg\n",
      "Porcentaje: 80.57228915662651\n",
      "Imagen 536 = landmark_7_frame_0.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_0.jpg\n",
      "Porcentaje: 80.72289156626506\n",
      "Imagen 537 = landmark_7_frame_1.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_1.jpg\n",
      "Porcentaje: 80.87349397590361\n",
      "Imagen 538 = landmark_7_frame_10.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_10.jpg\n",
      "Porcentaje: 81.02409638554217\n",
      "Imagen 539 = landmark_7_frame_11.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_11.jpg\n",
      "Fallo en landmark_7_frame_11.jpg\n",
      "Porcentaje: 81.17469879518072\n",
      "Imagen 540 = landmark_7_frame_12.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_12.jpg\n",
      "Porcentaje: 81.32530120481928\n",
      "Imagen 541 = landmark_7_frame_13.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_13.jpg\n",
      "Porcentaje: 81.47590361445783\n",
      "Imagen 542 = landmark_7_frame_14.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_14.jpg\n",
      "Porcentaje: 81.62650602409639\n",
      "Imagen 543 = landmark_7_frame_15.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_15.jpg\n",
      "Porcentaje: 81.77710843373494\n",
      "Imagen 544 = landmark_7_frame_16.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_16.jpg\n",
      "Porcentaje: 81.92771084337349\n",
      "Imagen 545 = landmark_7_frame_17.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_17.jpg\n",
      "Porcentaje: 82.07831325301204\n",
      "Imagen 546 = landmark_7_frame_18.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_18.jpg\n",
      "Porcentaje: 82.2289156626506\n",
      "Imagen 547 = landmark_7_frame_19.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_19.jpg\n",
      "Porcentaje: 82.37951807228916\n",
      "Imagen 548 = landmark_7_frame_2.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_2.jpg\n",
      "Porcentaje: 82.53012048192771\n",
      "Imagen 549 = landmark_7_frame_20.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_20.jpg\n",
      "Porcentaje: 82.68072289156626\n",
      "Imagen 550 = landmark_7_frame_21.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_21.jpg\n",
      "Porcentaje: 82.83132530120481\n",
      "Imagen 551 = landmark_7_frame_22.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_22.jpg\n",
      "Porcentaje: 82.98192771084338\n",
      "Imagen 552 = landmark_7_frame_23.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_23.jpg\n",
      "Porcentaje: 83.13253012048193\n",
      "Imagen 553 = landmark_7_frame_24.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_24.jpg\n",
      "Porcentaje: 83.28313253012048\n",
      "Imagen 554 = landmark_7_frame_25.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_25.jpg\n",
      "Porcentaje: 83.43373493975903\n",
      "Imagen 555 = landmark_7_frame_26.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_26.jpg\n",
      "Porcentaje: 83.58433734939759\n",
      "Imagen 556 = landmark_7_frame_27.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_27.jpg\n",
      "Porcentaje: 83.73493975903614\n",
      "Imagen 557 = landmark_7_frame_28.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_28.jpg\n",
      "Porcentaje: 83.8855421686747\n",
      "Imagen 558 = landmark_7_frame_29.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_29.jpg\n",
      "Porcentaje: 84.03614457831326\n",
      "Imagen 559 = landmark_7_frame_3.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_3.jpg\n",
      "Porcentaje: 84.1867469879518\n",
      "Imagen 560 = landmark_7_frame_30.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_30.jpg\n",
      "Porcentaje: 84.33734939759036\n",
      "Imagen 561 = landmark_7_frame_31.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_31.jpg\n",
      "Porcentaje: 84.48795180722891\n",
      "Imagen 562 = landmark_7_frame_32.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_32.jpg\n",
      "Porcentaje: 84.63855421686748\n",
      "Imagen 563 = landmark_7_frame_33.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_33.jpg\n",
      "Porcentaje: 84.78915662650603\n",
      "Imagen 564 = landmark_7_frame_34.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_34.jpg\n",
      "Porcentaje: 84.93975903614458\n",
      "Imagen 565 = landmark_7_frame_35.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_35.jpg\n",
      "Porcentaje: 85.09036144578313\n",
      "Imagen 566 = landmark_7_frame_36.jpg\n",
      "\tCalculando los histogramas:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\tquitada: landmark_7_frame_36.jpg\n",
      "Porcentaje: 85.24096385542168\n",
      "Imagen 567 = landmark_7_frame_37.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_37.jpg\n",
      "Porcentaje: 85.39156626506023\n",
      "Imagen 568 = landmark_7_frame_38.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_38.jpg\n",
      "Porcentaje: 85.5421686746988\n",
      "Imagen 569 = landmark_7_frame_39.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_39.jpg\n",
      "Porcentaje: 85.69277108433735\n",
      "Imagen 570 = landmark_7_frame_4.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_4.jpg\n",
      "Porcentaje: 85.8433734939759\n",
      "Imagen 571 = landmark_7_frame_40.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_40.jpg\n",
      "Porcentaje: 85.99397590361446\n",
      "Imagen 572 = landmark_7_frame_41.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_41.jpg\n",
      "Porcentaje: 86.144578313253\n",
      "Imagen 573 = landmark_7_frame_42.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_42.jpg\n",
      "Porcentaje: 86.29518072289157\n",
      "Imagen 574 = landmark_7_frame_43.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_43.jpg\n",
      "Porcentaje: 86.44578313253012\n",
      "Imagen 575 = landmark_7_frame_44.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_44.jpg\n",
      "Porcentaje: 86.59638554216868\n",
      "Imagen 576 = landmark_7_frame_45.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_45.jpg\n",
      "Porcentaje: 86.74698795180723\n",
      "Imagen 577 = landmark_7_frame_46.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_46.jpg\n",
      "Porcentaje: 86.89759036144578\n",
      "Imagen 578 = landmark_7_frame_47.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_47.jpg\n",
      "Porcentaje: 87.04819277108433\n",
      "Imagen 579 = landmark_7_frame_48.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_48.jpg\n",
      "Porcentaje: 87.1987951807229\n",
      "Imagen 580 = landmark_7_frame_49.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_49.jpg\n",
      "Porcentaje: 87.34939759036145\n",
      "Imagen 581 = landmark_7_frame_5.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_5.jpg\n",
      "Porcentaje: 87.5\n",
      "Imagen 582 = landmark_7_frame_50.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_50.jpg\n",
      "Porcentaje: 87.65060240963855\n",
      "Imagen 583 = landmark_7_frame_51.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_51.jpg\n",
      "Porcentaje: 87.8012048192771\n",
      "Imagen 584 = landmark_7_frame_52.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_52.jpg\n",
      "Porcentaje: 87.95180722891567\n",
      "Imagen 585 = landmark_7_frame_53.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_53.jpg\n",
      "Porcentaje: 88.10240963855422\n",
      "Imagen 586 = landmark_7_frame_54.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_54.jpg\n",
      "Porcentaje: 88.25301204819277\n",
      "Imagen 587 = landmark_7_frame_55.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_55.jpg\n",
      "Porcentaje: 88.40361445783132\n",
      "Imagen 588 = landmark_7_frame_56.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_56.jpg\n",
      "Porcentaje: 88.55421686746988\n",
      "Imagen 589 = landmark_7_frame_57.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_57.jpg\n",
      "Porcentaje: 88.70481927710843\n",
      "Imagen 590 = landmark_7_frame_58.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_58.jpg\n",
      "Porcentaje: 88.855421686747\n",
      "Imagen 591 = landmark_7_frame_59.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_59.jpg\n",
      "Porcentaje: 89.00602409638554\n",
      "Imagen 592 = landmark_7_frame_6.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_6.jpg\n",
      "Porcentaje: 89.1566265060241\n",
      "Imagen 593 = landmark_7_frame_60.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_60.jpg\n",
      "Fallo en landmark_7_frame_60.jpg\n",
      "Porcentaje: 89.30722891566265\n",
      "Imagen 594 = landmark_7_frame_61.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_61.jpg\n",
      "Porcentaje: 89.4578313253012\n",
      "Imagen 595 = landmark_7_frame_62.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_62.jpg\n",
      "Porcentaje: 89.60843373493977\n",
      "Imagen 596 = landmark_7_frame_7.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_7.jpg\n",
      "Porcentaje: 89.75903614457832\n",
      "Imagen 597 = landmark_7_frame_8.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_8.jpg\n",
      "Porcentaje: 89.90963855421687\n",
      "Imagen 598 = landmark_7_frame_9.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_7_frame_9.jpg\n",
      "Porcentaje: 90.06024096385542\n",
      "Imagen 599 = landmark_8_frame_0.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_0.jpg\n",
      "Porcentaje: 90.21084337349397\n",
      "Imagen 600 = landmark_8_frame_1.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_1.jpg\n",
      "Porcentaje: 90.36144578313252\n",
      "Imagen 601 = landmark_8_frame_10.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_10.jpg\n",
      "Porcentaje: 90.51204819277109\n",
      "Imagen 602 = landmark_8_frame_11.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_11.jpg\n",
      "Porcentaje: 90.66265060240964\n",
      "Imagen 603 = landmark_8_frame_12.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_12.jpg\n",
      "Porcentaje: 90.8132530120482\n",
      "Imagen 604 = landmark_8_frame_13.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_13.jpg\n",
      "Porcentaje: 90.96385542168674\n",
      "Imagen 605 = landmark_8_frame_14.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_14.jpg\n",
      "Porcentaje: 91.1144578313253\n",
      "Imagen 606 = landmark_8_frame_15.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_15.jpg\n",
      "Porcentaje: 91.26506024096386\n",
      "Imagen 607 = landmark_8_frame_16.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_16.jpg\n",
      "Porcentaje: 91.41566265060241\n",
      "Imagen 608 = landmark_8_frame_17.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_17.jpg\n",
      "Porcentaje: 91.56626506024097\n",
      "Imagen 609 = landmark_8_frame_18.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_18.jpg\n",
      "Porcentaje: 91.71686746987952\n",
      "Imagen 610 = landmark_8_frame_19.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_19.jpg\n",
      "Porcentaje: 91.86746987951807\n",
      "Imagen 611 = landmark_8_frame_2.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_2.jpg\n",
      "Porcentaje: 92.01807228915662\n",
      "Imagen 612 = landmark_8_frame_20.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_20.jpg\n",
      "Porcentaje: 92.16867469879519\n",
      "Imagen 613 = landmark_8_frame_21.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_21.jpg\n",
      "Porcentaje: 92.31927710843374\n",
      "Imagen 614 = landmark_8_frame_22.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_22.jpg\n",
      "Porcentaje: 92.46987951807229\n",
      "Imagen 615 = landmark_8_frame_23.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_23.jpg\n",
      "Porcentaje: 92.62048192771084\n",
      "Imagen 616 = landmark_8_frame_24.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_24.jpg\n",
      "Porcentaje: 92.7710843373494\n",
      "Imagen 617 = landmark_8_frame_25.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_25.jpg\n",
      "Porcentaje: 92.92168674698796\n",
      "Imagen 618 = landmark_8_frame_26.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_26.jpg\n",
      "Porcentaje: 93.07228915662651\n",
      "Imagen 619 = landmark_8_frame_27.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_27.jpg\n",
      "Porcentaje: 93.22289156626506\n",
      "Imagen 620 = landmark_8_frame_28.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_28.jpg\n",
      "Porcentaje: 93.37349397590361\n",
      "Imagen 621 = landmark_8_frame_29.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_29.jpg\n",
      "Porcentaje: 93.52409638554217\n",
      "Imagen 622 = landmark_8_frame_3.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_3.jpg\n",
      "Porcentaje: 93.67469879518072\n",
      "Imagen 623 = landmark_8_frame_30.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_30.jpg\n",
      "Porcentaje: 93.82530120481928\n",
      "Imagen 624 = landmark_8_frame_31.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_31.jpg\n",
      "Porcentaje: 93.97590361445783\n",
      "Imagen 625 = landmark_8_frame_32.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_32.jpg\n",
      "Porcentaje: 94.12650602409639\n",
      "Imagen 626 = landmark_8_frame_33.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_33.jpg\n",
      "Porcentaje: 94.27710843373494\n",
      "Imagen 627 = landmark_8_frame_34.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_34.jpg\n",
      "Porcentaje: 94.42771084337349\n",
      "Imagen 628 = landmark_8_frame_35.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_35.jpg\n",
      "Porcentaje: 94.57831325301204\n",
      "Imagen 629 = landmark_8_frame_36.jpg\n",
      "\tCalculando los histogramas:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\tquitada: landmark_8_frame_36.jpg\n",
      "Porcentaje: 94.7289156626506\n",
      "Imagen 630 = landmark_8_frame_37.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_37.jpg\n",
      "Porcentaje: 94.87951807228916\n",
      "Imagen 631 = landmark_8_frame_38.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_38.jpg\n",
      "Porcentaje: 95.03012048192771\n",
      "Imagen 632 = landmark_8_frame_39.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_39.jpg\n",
      "Porcentaje: 95.18072289156626\n",
      "Imagen 633 = landmark_8_frame_4.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_4.jpg\n",
      "Porcentaje: 95.33132530120481\n",
      "Imagen 634 = landmark_8_frame_40.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_40.jpg\n",
      "Porcentaje: 95.48192771084338\n",
      "Imagen 635 = landmark_8_frame_41.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_41.jpg\n",
      "Porcentaje: 95.63253012048193\n",
      "Imagen 636 = landmark_8_frame_42.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_42.jpg\n",
      "Porcentaje: 95.78313253012048\n",
      "Imagen 637 = landmark_8_frame_43.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_43.jpg\n",
      "Porcentaje: 95.93373493975903\n",
      "Imagen 638 = landmark_8_frame_44.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_44.jpg\n",
      "Porcentaje: 96.08433734939759\n",
      "Imagen 639 = landmark_8_frame_45.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_45.jpg\n",
      "Porcentaje: 96.23493975903614\n",
      "Imagen 640 = landmark_8_frame_46.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_46.jpg\n",
      "Porcentaje: 96.3855421686747\n",
      "Imagen 641 = landmark_8_frame_47.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_47.jpg\n",
      "Porcentaje: 96.53614457831326\n",
      "Imagen 642 = landmark_8_frame_48.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_48.jpg\n",
      "Porcentaje: 96.6867469879518\n",
      "Imagen 643 = landmark_8_frame_49.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_49.jpg\n",
      "Porcentaje: 96.83734939759036\n",
      "Imagen 644 = landmark_8_frame_5.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_5.jpg\n",
      "Porcentaje: 96.98795180722891\n",
      "Imagen 645 = landmark_8_frame_50.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_50.jpg\n",
      "Porcentaje: 97.13855421686748\n",
      "Imagen 646 = landmark_8_frame_51.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_51.jpg\n",
      "Porcentaje: 97.28915662650603\n",
      "Imagen 647 = landmark_8_frame_52.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_52.jpg\n",
      "Porcentaje: 97.43975903614458\n",
      "Imagen 648 = landmark_8_frame_53.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_53.jpg\n",
      "Porcentaje: 97.59036144578313\n",
      "Imagen 649 = landmark_8_frame_54.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_54.jpg\n",
      "Porcentaje: 97.74096385542168\n",
      "Imagen 650 = landmark_8_frame_55.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_55.jpg\n",
      "Porcentaje: 97.89156626506023\n",
      "Imagen 651 = landmark_8_frame_56.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_56.jpg\n",
      "Porcentaje: 98.0421686746988\n",
      "Imagen 652 = landmark_8_frame_57.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_57.jpg\n",
      "Porcentaje: 98.19277108433735\n",
      "Imagen 653 = landmark_8_frame_58.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_58.jpg\n",
      "Porcentaje: 98.3433734939759\n",
      "Imagen 654 = landmark_8_frame_59.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_59.jpg\n",
      "Porcentaje: 98.49397590361446\n",
      "Imagen 655 = landmark_8_frame_6.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_6.jpg\n",
      "Porcentaje: 98.644578313253\n",
      "Imagen 656 = landmark_8_frame_60.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_60.jpg\n",
      "Porcentaje: 98.79518072289157\n",
      "Imagen 657 = landmark_8_frame_61.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_61.jpg\n",
      "Porcentaje: 98.94578313253012\n",
      "Imagen 658 = landmark_8_frame_62.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_62.jpg\n",
      "Porcentaje: 99.09638554216868\n",
      "Imagen 659 = landmark_8_frame_63.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_63.jpg\n",
      "Porcentaje: 99.24698795180723\n",
      "Imagen 660 = landmark_8_frame_64.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_64.jpg\n",
      "Porcentaje: 99.39759036144578\n",
      "Imagen 661 = landmark_8_frame_7.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_7.jpg\n",
      "Porcentaje: 99.54819277108433\n",
      "Imagen 662 = landmark_8_frame_8.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_8.jpg\n",
      "Porcentaje: 99.6987951807229\n",
      "Imagen 663 = landmark_8_frame_9.jpg\n",
      "\tCalculando los histogramas:\n",
      "\t\tquitada: landmark_8_frame_9.jpg\n",
      "Porcentaje: 99.84939759036145\n",
      "Porcentaje por cada landmark:\n",
      "\t[100.0, 100.0, 98.9247311827957, 98.78048780487805, 98.36065573770492, 98.85057471264368, 98.71794871794872, 96.82539682539682, 100.0]\n",
      "Porcentaje medio:\n",
      "\t98.93997722015199\n"
     ]
    }
   ],
   "source": [
    "# numero de imagenes por cada landmark\n",
    "imgs_per_landmark         = [0] * 9\n",
    "# numero de aciertos por cada landmark\n",
    "aciertos_img_per_landmark = [0] * 9\n",
    "\n",
    "# la dimension de todas las imagenes\n",
    "output_dimension = (848, 480)\n",
    "\n",
    "for i in range(total_img):\n",
    "    \n",
    "    # se guarda y se saca la imagen a comprobar\n",
    "    leave_one_out_file = os.path.basename(all_filenames[i])\n",
    "    leave_one_out_img  = cv2.imread(all_filenames[i])\n",
    "    real_landmark     = int(leave_one_out_file[9])\n",
    "    \n",
    "    print(f\"Imagen {i} = {leave_one_out_file}\")\n",
    "    \n",
    "    # diccionario donde se guardaran todos los histogramas\n",
    "    hist_dict = {}\n",
    "    \n",
    "    print(f\"\\tCalculando los histogramas:\")\n",
    "    for k in range(9):\n",
    "        # se cargan las imagenes del landmark i\n",
    "        landmark_filenames = [img for img in glob.glob(directory + \"landmarks_img/\"+ str(k) + \"/*.jpg\")]\n",
    "        \n",
    "        # quitamos el leave_one_out_file\n",
    "        if all_filenames[i] in landmark_filenames:\n",
    "            print(f\"\\t\\tquitada: {os.path.basename(all_filenames[i])}\")\n",
    "            landmark_filenames.remove(all_filenames[i])\n",
    "        \n",
    "        \n",
    "        landmark_filenames.sort()\n",
    "        images    = [cv2.imread(f)       for f in landmark_filenames]\n",
    "        img_names = [os.path.basename(f) for f in landmark_filenames]\n",
    "      \n",
    "        # se calcula el histograma de todas las demas imagenes\n",
    "        for j, img in enumerate(images):\n",
    "            # se sacan los canales de color de la imagen\n",
    "            bgr_planes = cv2.split(img)\n",
    "\n",
    "            # se calcula el histograma de cada canal de color de la imagen\n",
    "            b_hist = np.squeeze(cv2.calcHist(bgr_planes,[0],None,[256],[0,256]))\n",
    "            g_hist = np.squeeze(cv2.calcHist(bgr_planes,[1],None,[256],[0,256]))\n",
    "            r_hist = np.squeeze(cv2.calcHist(bgr_planes,[2],None,[256],[0,256]))\n",
    "\n",
    "            # se juntan de nuevo los tres canales\n",
    "            hist = np.stack((b_hist, g_hist, r_hist), axis=0)\n",
    "\n",
    "            # se calcula el historgama normalizado\n",
    "            hist_norm = hist / (output_dimension[0] * output_dimension[1])\n",
    "\n",
    "            # se añade al diccionario. La clave es el nombre de la imagen y el valor es su histograma normalizado \n",
    "            hist_dict[img_names[j]] = hist_norm \n",
    "\n",
    "    \n",
    "    # se comprueba la imagen seleccionada con el knn\n",
    "    landmark = knn(leave_one_out_img, hist_dict)\n",
    "    \n",
    "    # se suma uno a las iteraciones hechas en el landmark real\n",
    "    imgs_per_landmark[real_landmark] += 1\n",
    "    \n",
    "    # si el landmark predecido por knn es igual al real, se suma uno en los aciertos de ese landmark\n",
    "    if landmark == real_landmark:\n",
    "        aciertos_img_per_landmark[real_landmark] += 1\n",
    "    else:\n",
    "        print(f\"Fallo en {leave_one_out_file}\")\n",
    "    \n",
    "    print(f\"Porcentaje: {(i * 100) / total_img}\")\n",
    "        \n",
    "# se saca el porcentaje parcial y total:\n",
    "porcentaje_total = []\n",
    "\n",
    "for i in range(len(imgs_per_landmark)):\n",
    "    x = (aciertos_img_per_landmark[i] * 100) / imgs_per_landmark[i]\n",
    "    porcentaje_total.append(x)\n",
    "\n",
    "print(\"Porcentaje por cada landmark:\")\n",
    "print(\"\\t\" + str(porcentaje_total))\n",
    "print(\"Porcentaje medio:\")\n",
    "print(\"\\t\" + str(stats.mean(porcentaje_total)))"
   ]
  }
 ],
 "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": 2
}