plant-disease-prediction.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['best_weights_9.hdf5', 'AlexNetModel.hdf5']"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "os.listdir(\"../input/modelalexnet-and-best-weights-9/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d (Conv2D)              (None, 54, 54, 96)        34944     \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 27, 27, 96)        0         \n",
      "_________________________________________________________________\n",
      "batch_normalization (BatchNo (None, 27, 27, 96)        384       \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 17, 17, 256)       2973952   \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 8, 8, 256)         0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_1 (Batch (None, 8, 8, 256)         1024      \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 6, 6, 384)         885120    \n",
      "_________________________________________________________________\n",
      "batch_normalization_2 (Batch (None, 6, 6, 384)         1536      \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 4, 4, 384)         1327488   \n",
      "_________________________________________________________________\n",
      "batch_normalization_3 (Batch (None, 4, 4, 384)         1536      \n",
      "_________________________________________________________________\n",
      "conv2d_4 (Conv2D)            (None, 2, 2, 256)         884992    \n",
      "_________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2 (None, 1, 1, 256)         0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_4 (Batch (None, 1, 1, 256)         1024      \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 4096)              1052672   \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 4096)              0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_5 (Batch (None, 4096)              16384     \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 4096)              16781312  \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 4096)              0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_6 (Batch (None, 4096)              16384     \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1000)              4097000   \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 1000)              0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_7 (Batch (None, 1000)              4000      \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 38)                38038     \n",
      "=================================================================\n",
      "Total params: 28,117,790\n",
      "Trainable params: 28,096,654\n",
      "Non-trainable params: 21,136\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# Importing Keras libraries and packages\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Convolution2D\n",
    "from keras.layers import MaxPooling2D\n",
    "from keras.layers import Flatten\n",
    "from keras.layers import Dense\n",
    "from keras.layers import Dropout\n",
    "from keras.layers.normalization import BatchNormalization\n",
    "\n",
    "# Initializing the CNN\n",
    "classifier = Sequential()\n",
    "\n",
    "# Convolution Step 1\n",
    "classifier.add(Convolution2D(96, 11, strides = (4, 4), padding = 'valid', input_shape=(224, 224, 3), activation = 'relu'))\n",
    "\n",
    "# Max Pooling Step 1\n",
    "classifier.add(MaxPooling2D(pool_size = (2, 2), strides = (2, 2), padding = 'valid'))\n",
    "classifier.add(BatchNormalization())\n",
    "\n",
    "# Convolution Step 2\n",
    "classifier.add(Convolution2D(256, 11, strides = (1, 1), padding='valid', activation = 'relu'))\n",
    "\n",
    "# Max Pooling Step 2\n",
    "classifier.add(MaxPooling2D(pool_size = (2, 2), strides = (2, 2), padding='valid'))\n",
    "classifier.add(BatchNormalization())\n",
    "\n",
    "# Convolution Step 3\n",
    "classifier.add(Convolution2D(384, 3, strides = (1, 1), padding='valid', activation = 'relu'))\n",
    "classifier.add(BatchNormalization())\n",
    "\n",
    "# Convolution Step 4\n",
    "classifier.add(Convolution2D(384, 3, strides = (1, 1), padding='valid', activation = 'relu'))\n",
    "classifier.add(BatchNormalization())\n",
    "\n",
    "# Convolution Step 5\n",
    "classifier.add(Convolution2D(256, 3, strides=(1,1), padding='valid', activation = 'relu'))\n",
    "\n",
    "# Max Pooling Step 3\n",
    "classifier.add(MaxPooling2D(pool_size = (2, 2), strides = (2, 2), padding = 'valid'))\n",
    "classifier.add(BatchNormalization())\n",
    "\n",
    "# Flattening Step\n",
    "classifier.add(Flatten())\n",
    "\n",
    "# Full Connection Step\n",
    "classifier.add(Dense(units = 4096, activation = 'relu'))\n",
    "classifier.add(Dropout(0.4))\n",
    "classifier.add(BatchNormalization())\n",
    "classifier.add(Dense(units = 4096, activation = 'relu'))\n",
    "classifier.add(Dropout(0.4))\n",
    "classifier.add(BatchNormalization())\n",
    "classifier.add(Dense(units = 1000, activation = 'relu'))\n",
    "classifier.add(Dropout(0.2))\n",
    "classifier.add(BatchNormalization())\n",
    "classifier.add(Dense(units = 38, activation = 'softmax'))\n",
    "classifier.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "classifier.load_weights('../input/modelalexnet-and-best-weights-9/best_weights_9.hdf5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 conv2d\n",
      "1 max_pooling2d\n",
      "2 batch_normalization\n",
      "3 conv2d_1\n",
      "4 max_pooling2d_1\n",
      "5 batch_normalization_1\n",
      "6 conv2d_2\n",
      "7 batch_normalization_2\n",
      "8 conv2d_3\n",
      "9 batch_normalization_3\n",
      "10 conv2d_4\n",
      "11 max_pooling2d_2\n",
      "12 batch_normalization_4\n",
      "13 flatten\n",
      "14 dense\n",
      "15 dropout\n",
      "16 batch_normalization_5\n",
      "17 dense_1\n",
      "18 dropout_1\n",
      "19 batch_normalization_6\n",
      "20 dense_2\n",
      "21 dropout_2\n",
      "22 batch_normalization_7\n",
      "23 dense_3\n"
     ]
    }
   ],
   "source": [
    "# let's visualize layer names and layer indices to see how many layers\n",
    "# we should freeze:\n",
    "from keras import layers\n",
    "for i, layer in enumerate(classifier.layers):\n",
    "   print(i, layer.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Freezed layers:\n",
      "0 conv2d\n",
      "1 max_pooling2d\n",
      "2 batch_normalization\n",
      "3 conv2d_1\n",
      "4 max_pooling2d_1\n",
      "5 batch_normalization_1\n",
      "6 conv2d_2\n",
      "7 batch_normalization_2\n",
      "8 conv2d_3\n",
      "9 batch_normalization_3\n",
      "10 conv2d_4\n",
      "11 max_pooling2d_2\n",
      "12 batch_normalization_4\n",
      "13 flatten\n",
      "14 dense\n",
      "15 dropout\n",
      "16 batch_normalization_5\n",
      "17 dense_1\n",
      "18 dropout_1\n",
      "19 batch_normalization_6\n"
     ]
    }
   ],
   "source": [
    "# we chose to train the top 2 conv blocks, i.e. we will freeze\n",
    "# the first 8 layers and unfreeze the rest:\n",
    "print(\"Freezed layers:\")\n",
    "for i, layer in enumerate(classifier.layers[:20]):\n",
    "    print(i, layer.name)\n",
    "    layer.trainable = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d (Conv2D)              (None, 54, 54, 96)        34944     \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 27, 27, 96)        0         \n",
      "_________________________________________________________________\n",
      "batch_normalization (BatchNo (None, 27, 27, 96)        384       \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 17, 17, 256)       2973952   \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 8, 8, 256)         0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_1 (Batch (None, 8, 8, 256)         1024      \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 6, 6, 384)         885120    \n",
      "_________________________________________________________________\n",
      "batch_normalization_2 (Batch (None, 6, 6, 384)         1536      \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 4, 4, 384)         1327488   \n",
      "_________________________________________________________________\n",
      "batch_normalization_3 (Batch (None, 4, 4, 384)         1536      \n",
      "_________________________________________________________________\n",
      "conv2d_4 (Conv2D)            (None, 2, 2, 256)         884992    \n",
      "_________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2 (None, 1, 1, 256)         0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_4 (Batch (None, 1, 1, 256)         1024      \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 4096)              1052672   \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 4096)              0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_5 (Batch (None, 4096)              16384     \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 4096)              16781312  \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 4096)              0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_6 (Batch (None, 4096)              16384     \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1000)              4097000   \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 1000)              0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_7 (Batch (None, 1000)              4000      \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 38)                38038     \n",
      "=================================================================\n",
      "Total params: 28,117,790\n",
      "Trainable params: 4,137,038\n",
      "Non-trainable params: 23,980,752\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "#trainable parameters decrease after freezing some bottom layers   \n",
    "classifier.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compiling the Model\n",
    "from keras import optimizers\n",
    "classifier.compile(optimizer=optimizers.SGD(lr=0.001, momentum=0.9, decay=0.005),\n",
    "              loss='categorical_crossentropy',\n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 70295 images belonging to 38 classes.\n",
      "Found 17572 images belonging to 38 classes.\n"
     ]
    }
   ],
   "source": [
    "# image preprocessing\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "\n",
    "train_datagen = ImageDataGenerator(rescale=1./255,\n",
    "                                   shear_range=0.2,\n",
    "                                   zoom_range=0.2,\n",
    "                                   width_shift_range=0.2,\n",
    "                                   height_shift_range=0.2,\n",
    "                                   fill_mode='nearest')\n",
    "\n",
    "valid_datagen = ImageDataGenerator(rescale=1./255)\n",
    "\n",
    "batch_size = 128\n",
    "base_dir = \"../input/new-plant-diseases-dataset/new plant diseases dataset(augmented)/New Plant Diseases Dataset(Augmented)\"\n",
    "\n",
    "training_set = train_datagen.flow_from_directory(base_dir+'/train',\n",
    "                                                 target_size=(224, 224),\n",
    "                                                 batch_size=batch_size,\n",
    "                                                 class_mode='categorical',\n",
    "                                                 shuffle=False)\n",
    "\n",
    "valid_set = valid_datagen.flow_from_directory(base_dir+'/valid',\n",
    "                                            target_size=(224, 224),\n",
    "                                            batch_size=batch_size,\n",
    "                                            class_mode='categorical',\n",
    "                                            shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Apple___Apple_scab': 0, 'Apple___Black_rot': 1, 'Apple___Cedar_apple_rust': 2, 'Apple___healthy': 3, 'Blueberry___healthy': 4, 'Cherry_(including_sour)___Powdery_mildew': 5, 'Cherry_(including_sour)___healthy': 6, 'Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot': 7, 'Corn_(maize)___Common_rust_': 8, 'Corn_(maize)___Northern_Leaf_Blight': 9, 'Corn_(maize)___healthy': 10, 'Grape___Black_rot': 11, 'Grape___Esca_(Black_Measles)': 12, 'Grape___Leaf_blight_(Isariopsis_Leaf_Spot)': 13, 'Grape___healthy': 14, 'Orange___Haunglongbing_(Citrus_greening)': 15, 'Peach___Bacterial_spot': 16, 'Peach___healthy': 17, 'Pepper,_bell___Bacterial_spot': 18, 'Pepper,_bell___healthy': 19, 'Potato___Early_blight': 20, 'Potato___Late_blight': 21, 'Potato___healthy': 22, 'Raspberry___healthy': 23, 'Soybean___healthy': 24, 'Squash___Powdery_mildew': 25, 'Strawberry___Leaf_scorch': 26, 'Strawberry___healthy': 27, 'Tomato___Bacterial_spot': 28, 'Tomato___Early_blight': 29, 'Tomato___Late_blight': 30, 'Tomato___Leaf_Mold': 31, 'Tomato___Septoria_leaf_spot': 32, 'Tomato___Spider_mites Two-spotted_spider_mite': 33, 'Tomato___Target_Spot': 34, 'Tomato___Tomato_Yellow_Leaf_Curl_Virus': 35, 'Tomato___Tomato_mosaic_virus': 36, 'Tomato___healthy': 37}\n"
     ]
    }
   ],
   "source": [
    "class_dict = training_set.class_indices\n",
    "print(class_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Apple___Apple_scab', 'Apple___Black_rot', 'Apple___Cedar_apple_rust', 'Apple___healthy', 'Blueberry___healthy', 'Cherry_(including_sour)___Powdery_mildew', 'Cherry_(including_sour)___healthy', 'Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot', 'Corn_(maize)___Common_rust_', 'Corn_(maize)___Northern_Leaf_Blight', 'Corn_(maize)___healthy', 'Grape___Black_rot', 'Grape___Esca_(Black_Measles)', 'Grape___Leaf_blight_(Isariopsis_Leaf_Spot)', 'Grape___healthy', 'Orange___Haunglongbing_(Citrus_greening)', 'Peach___Bacterial_spot', 'Peach___healthy', 'Pepper,_bell___Bacterial_spot', 'Pepper,_bell___healthy', 'Potato___Early_blight', 'Potato___Late_blight', 'Potato___healthy', 'Raspberry___healthy', 'Soybean___healthy', 'Squash___Powdery_mildew', 'Strawberry___Leaf_scorch', 'Strawberry___healthy', 'Tomato___Bacterial_spot', 'Tomato___Early_blight', 'Tomato___Late_blight', 'Tomato___Leaf_Mold', 'Tomato___Septoria_leaf_spot', 'Tomato___Spider_mites Two-spotted_spider_mite', 'Tomato___Target_Spot', 'Tomato___Tomato_Yellow_Leaf_Curl_Virus', 'Tomato___Tomato_mosaic_virus', 'Tomato___healthy']\n"
     ]
    }
   ],
   "source": [
    "li = list(class_dict.keys())\n",
    "print(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Apple___Apple_scab', 'Apple___Black_rot', 'Apple___Cedar_apple_rust', 'Apple___healthy', 'Blueberry___healthy', 'Cherry_(including_sour)___Powdery_mildew', 'Cherry_(including_sour)___healthy', 'Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot', 'Corn_(maize)___Common_rust_', 'Corn_(maize)___Northern_Leaf_Blight', 'Corn_(maize)___healthy', 'Grape___Black_rot', 'Grape___Esca_(Black_Measles)', 'Grape___Leaf_blight_(Isariopsis_Leaf_Spot)', 'Grape___healthy', 'Orange___Haunglongbing_(Citrus_greening)', 'Peach___Bacterial_spot', 'Peach___healthy', 'Pepper,_bell___Bacterial_spot', 'Pepper,_bell___healthy', 'Potato___Early_blight', 'Potato___Late_blight', 'Potato___healthy', 'Raspberry___healthy', 'Soybean___healthy', 'Squash___Powdery_mildew', 'Strawberry___Leaf_scorch', 'Strawberry___healthy', 'Tomato___Bacterial_spot', 'Tomato___Early_blight', 'Tomato___Late_blight', 'Tomato___Leaf_Mold', 'Tomato___Septoria_leaf_spot', 'Tomato___Spider_mites Two-spotted_spider_mite', 'Tomato___Target_Spot', 'Tomato___Tomato_Yellow_Leaf_Curl_Virus', 'Tomato___Tomato_mosaic_virus', 'Tomato___healthy']\n"
     ]
    }
   ],
   "source": [
    "li = list(class_dict.keys())\n",
    "print(li)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_num = training_set.samples\n",
    "valid_num = valid_set.samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "150/150 [==============================] - 417s 3s/step - loss: 7.0892 - accuracy: 0.0561 - val_loss: 0.0822 - val_accuracy: 0.9717\n",
      "Epoch 2/10\n",
      "150/150 [==============================] - 345s 2s/step - loss: 5.8732 - accuracy: 0.0612 - val_loss: 0.0945 - val_accuracy: 0.9685\n",
      "Epoch 3/10\n",
      "150/150 [==============================] - 331s 2s/step - loss: 5.3996 - accuracy: 0.0636 - val_loss: 0.1110 - val_accuracy: 0.9645\n",
      "Epoch 4/10\n",
      "150/150 [==============================] - 321s 2s/step - loss: 5.1039 - accuracy: 0.0656 - val_loss: 0.1275 - val_accuracy: 0.9609\n",
      "Epoch 5/10\n",
      "150/150 [==============================] - 308s 2s/step - loss: 4.8865 - accuracy: 0.0745 - val_loss: 0.1389 - val_accuracy: 0.9602\n",
      "Epoch 6/10\n",
      "150/150 [==============================] - 298s 2s/step - loss: 4.7639 - accuracy: 0.0699 - val_loss: 0.1483 - val_accuracy: 0.9602\n",
      "Epoch 7/10\n",
      "150/150 [==============================] - 300s 2s/step - loss: 4.6131 - accuracy: 0.0775 - val_loss: 0.1589 - val_accuracy: 0.9598\n",
      "Epoch 8/10\n",
      "150/150 [==============================] - 289s 2s/step - loss: 4.6213 - accuracy: 0.0657 - val_loss: 0.1751 - val_accuracy: 0.9572\n",
      "Epoch 9/10\n",
      "150/150 [==============================] - 292s 2s/step - loss: 4.5059 - accuracy: 0.0702 - val_loss: 0.1877 - val_accuracy: 0.9547\n",
      "Epoch 10/10\n",
      "150/150 [==============================] - 290s 2s/step - loss: 4.4780 - accuracy: 0.0708 - val_loss: 0.1941 - val_accuracy: 0.9550\n"
     ]
    }
   ],
   "source": [
    "# checkpoint\n",
    "from keras.callbacks import ModelCheckpoint\n",
    "weightpath = \"best_weights_9.hdf5\"\n",
    "checkpoint = ModelCheckpoint(weightpath, monitor='val_acc', verbose=1, save_best_only=True, save_weights_only=True, mode='max')\n",
    "callbacks_list = [checkpoint]\n",
    "\n",
    "#fitting images to CNN\n",
    "history = classifier.fit_generator(training_set,\n",
    "                         steps_per_epoch=150, #train_num//batch_size,\n",
    "                         validation_data=valid_set,\n",
    "                         epochs=10, #25,\n",
    "                         validation_steps=100, #valid_num//batch_size,\n",
    "                         callbacks=callbacks_list)\n",
    "#saving model\n",
    "filepath=\"AlexNetModel.hdf5\"\n",
    "classifier.save(filepath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting training values\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "\n",
    "acc = history.history['accuracy']\n",
    "val_acc = history.history['val_accuracy']\n",
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "epochs = range(1, len(loss) + 1)\n",
    "\n",
    "#accuracy plot\n",
    "plt.plot(epochs, acc, color='green', label='Training Accuracy')\n",
    "plt.plot(epochs, val_acc, color='blue', label='Validation Accuracy')\n",
    "plt.title('Training and Validation Accuracy')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend()\n",
    "\n",
    "plt.figure()\n",
    "#loss plot\n",
    "plt.plot(epochs, loss, color='pink', label='Training Loss')\n",
    "plt.plot(epochs, val_loss, color='red', label='Validation Loss')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Loss')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Following is our prediction:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# predicting an image\n",
    "from keras.preprocessing import image\n",
    "import numpy as np\n",
    "image_path = \"../input/new-plant-diseases-dataset/test/test/TomatoEarlyBlight1.JPG\"\n",
    "new_img = image.load_img(image_path, target_size=(224, 224))\n",
    "img = image.img_to_array(new_img)\n",
    "img = np.expand_dims(img, axis=0)\n",
    "img = img/255\n",
    "\n",
    "print(\"Following is our prediction:\")\n",
    "prediction = classifier.predict(img)\n",
    "# decode the results into a list of tuples (class, description, probability)\n",
    "# (one such list for each sample in the batch)\n",
    "d = prediction.flatten()\n",
    "j = d.max()\n",
    "for index,item in enumerate(d):\n",
    "    if item == j:\n",
    "        class_name = li[index]\n",
    "\n",
    "##Another way\n",
    "# img_class = classifier.predict_classes(img)\n",
    "# img_prob = classifier.predict_proba(img)\n",
    "# print(img_class ,img_prob )\n",
    "\n",
    "\n",
    "#ploting image with predicted class name        \n",
    "plt.figure(figsize = (4,4))\n",
    "plt.imshow(new_img)\n",
    "plt.axis('off')\n",
    "plt.title(class_name)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Following is our prediction:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# predicting an image\n",
    "from keras.preprocessing import image\n",
    "import numpy as np\n",
    "image_path = \"../input/new-plant-diseases-dataset/test/test/AppleCedarRust1.JPG\"\n",
    "new_img = image.load_img(image_path, target_size=(224, 224))\n",
    "img = image.img_to_array(new_img)\n",
    "img = np.expand_dims(img, axis=0)\n",
    "img = img/255\n",
    "\n",
    "print(\"Following is our prediction:\")\n",
    "prediction = classifier.predict(img)\n",
    "# decode the results into a list of tuples (class, description, probability)\n",
    "# (one such list for each sample in the batch)\n",
    "d = prediction.flatten()\n",
    "j = d.max()\n",
    "for index,item in enumerate(d):\n",
    "    if item == j:\n",
    "        class_name = li[index]\n",
    "\n",
    "##Another way\n",
    "# img_class = classifier.predict_classes(img)\n",
    "# img_prob = classifier.predict_proba(img)\n",
    "# print(img_class ,img_prob )\n",
    "\n",
    "\n",
    "#ploting image with predicted class name        \n",
    "plt.figure(figsize = (4,4))\n",
    "plt.imshow(new_img)\n",
    "plt.axis('off')\n",
    "plt.title(class_name)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reset the test_data to start iterating over dataset from scratch\n",
    "valid_set.reset()\n",
    "# start to predict\n",
    "pred = classifier.predict(valid_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Apple___Apple_scab</th>\n",
       "      <th>Apple___Black_rot</th>\n",
       "      <th>Apple___Cedar_apple_rust</th>\n",
       "      <th>Apple___healthy</th>\n",
       "      <th>Blueberry___healthy</th>\n",
       "      <th>Cherry_(including_sour)___Powdery_mildew</th>\n",
       "      <th>Cherry_(including_sour)___healthy</th>\n",
       "      <th>Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot</th>\n",
       "      <th>Corn_(maize)___Common_rust_</th>\n",
       "      <th>Corn_(maize)___Northern_Leaf_Blight</th>\n",
       "      <th>...</th>\n",
       "      <th>Tomato___Bacterial_spot</th>\n",
       "      <th>Tomato___Early_blight</th>\n",
       "      <th>Tomato___Late_blight</th>\n",
       "      <th>Tomato___Leaf_Mold</th>\n",
       "      <th>Tomato___Septoria_leaf_spot</th>\n",
       "      <th>Tomato___Spider_mites Two-spotted_spider_mite</th>\n",
       "      <th>Tomato___Target_Spot</th>\n",
       "      <th>Tomato___Tomato_Yellow_Leaf_Curl_Virus</th>\n",
       "      <th>Tomato___Tomato_mosaic_virus</th>\n",
       "      <th>Tomato___healthy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Apple___Apple_scab</th>\n",
       "      <td>0.59</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apple___Black_rot</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apple___Cedar_apple_rust</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apple___healthy</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blueberry___healthy</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cherry_(including_sour)___Powdery_mildew</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cherry_(including_sour)___healthy</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.12</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corn_(maize)___Common_rust_</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corn_(maize)___Northern_Leaf_Blight</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.98</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corn_(maize)___healthy</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grape___Black_rot</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grape___Esca_(Black_Measles)</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grape___Leaf_blight_(Isariopsis_Leaf_Spot)</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grape___healthy</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Orange___Haunglongbing_(Citrus_greening)</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peach___Bacterial_spot</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peach___healthy</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pepper,_bell___Bacterial_spot</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pepper,_bell___healthy</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Potato___Early_blight</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Potato___Late_blight</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Potato___healthy</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Raspberry___healthy</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Soybean___healthy</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Squash___Powdery_mildew</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strawberry___Leaf_scorch</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strawberry___healthy</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Bacterial_spot</th>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Early_blight</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Late_blight</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Leaf_Mold</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Septoria_leaf_spot</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Spider_mites Two-spotted_spider_mite</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Target_Spot</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Tomato_Yellow_Leaf_Curl_Virus</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Tomato_mosaic_virus</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___healthy</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>38 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Apple___Apple_scab  \\\n",
       "Apple___Apple_scab                                                0.59   \n",
       "Apple___Black_rot                                                 0.00   \n",
       "Apple___Cedar_apple_rust                                          0.00   \n",
       "Apple___healthy                                                   0.00   \n",
       "Blueberry___healthy                                               0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                          0.00   \n",
       "Cherry_(including_sour)___healthy                                 0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                0.00   \n",
       "Corn_(maize)___Common_rust_                                       0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                               0.00   \n",
       "Corn_(maize)___healthy                                            0.00   \n",
       "Grape___Black_rot                                                 0.00   \n",
       "Grape___Esca_(Black_Measles)                                      0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                        0.00   \n",
       "Grape___healthy                                                   0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                          0.00   \n",
       "Peach___Bacterial_spot                                            0.00   \n",
       "Peach___healthy                                                   0.00   \n",
       "Pepper,_bell___Bacterial_spot                                     0.00   \n",
       "Pepper,_bell___healthy                                            0.00   \n",
       "Potato___Early_blight                                             0.00   \n",
       "Potato___Late_blight                                              0.00   \n",
       "Potato___healthy                                                  0.00   \n",
       "Raspberry___healthy                                               0.00   \n",
       "Soybean___healthy                                                 0.00   \n",
       "Squash___Powdery_mildew                                           0.00   \n",
       "Strawberry___Leaf_scorch                                          0.00   \n",
       "Strawberry___healthy                                              0.00   \n",
       "Tomato___Bacterial_spot                                           0.01   \n",
       "Tomato___Early_blight                                             0.00   \n",
       "Tomato___Late_blight                                              0.00   \n",
       "Tomato___Leaf_Mold                                                0.00   \n",
       "Tomato___Septoria_leaf_spot                                       0.00   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                     0.00   \n",
       "Tomato___Target_Spot                                              0.00   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                            0.00   \n",
       "Tomato___Tomato_mosaic_virus                                      0.00   \n",
       "Tomato___healthy                                                  0.00   \n",
       "\n",
       "                                                    Apple___Black_rot  \\\n",
       "Apple___Apple_scab                                               0.03   \n",
       "Apple___Black_rot                                                0.92   \n",
       "Apple___Cedar_apple_rust                                         0.00   \n",
       "Apple___healthy                                                  0.00   \n",
       "Blueberry___healthy                                              0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                         0.00   \n",
       "Cherry_(including_sour)___healthy                                0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot               0.00   \n",
       "Corn_(maize)___Common_rust_                                      0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                              0.00   \n",
       "Corn_(maize)___healthy                                           0.00   \n",
       "Grape___Black_rot                                                0.00   \n",
       "Grape___Esca_(Black_Measles)                                     0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                       0.00   \n",
       "Grape___healthy                                                  0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                         0.00   \n",
       "Peach___Bacterial_spot                                           0.00   \n",
       "Peach___healthy                                                  0.00   \n",
       "Pepper,_bell___Bacterial_spot                                    0.00   \n",
       "Pepper,_bell___healthy                                           0.00   \n",
       "Potato___Early_blight                                            0.00   \n",
       "Potato___Late_blight                                             0.00   \n",
       "Potato___healthy                                                 0.00   \n",
       "Raspberry___healthy                                              0.00   \n",
       "Soybean___healthy                                                0.00   \n",
       "Squash___Powdery_mildew                                          0.00   \n",
       "Strawberry___Leaf_scorch                                         0.00   \n",
       "Strawberry___healthy                                             0.00   \n",
       "Tomato___Bacterial_spot                                          0.00   \n",
       "Tomato___Early_blight                                            0.00   \n",
       "Tomato___Late_blight                                             0.00   \n",
       "Tomato___Leaf_Mold                                               0.00   \n",
       "Tomato___Septoria_leaf_spot                                      0.00   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                    0.00   \n",
       "Tomato___Target_Spot                                             0.00   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                           0.00   \n",
       "Tomato___Tomato_mosaic_virus                                     0.00   \n",
       "Tomato___healthy                                                 0.00   \n",
       "\n",
       "                                                    Apple___Cedar_apple_rust  \\\n",
       "Apple___Apple_scab                                                      0.00   \n",
       "Apple___Black_rot                                                       0.00   \n",
       "Apple___Cedar_apple_rust                                                0.98   \n",
       "Apple___healthy                                                         0.00   \n",
       "Blueberry___healthy                                                     0.01   \n",
       "Cherry_(including_sour)___Powdery_mildew                                0.00   \n",
       "Cherry_(including_sour)___healthy                                       0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                      0.00   \n",
       "Corn_(maize)___Common_rust_                                             0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                     0.00   \n",
       "Corn_(maize)___healthy                                                  0.00   \n",
       "Grape___Black_rot                                                       0.00   \n",
       "Grape___Esca_(Black_Measles)                                            0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                              0.00   \n",
       "Grape___healthy                                                         0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                0.00   \n",
       "Peach___Bacterial_spot                                                  0.00   \n",
       "Peach___healthy                                                         0.00   \n",
       "Pepper,_bell___Bacterial_spot                                           0.00   \n",
       "Pepper,_bell___healthy                                                  0.00   \n",
       "Potato___Early_blight                                                   0.00   \n",
       "Potato___Late_blight                                                    0.00   \n",
       "Potato___healthy                                                        0.00   \n",
       "Raspberry___healthy                                                     0.00   \n",
       "Soybean___healthy                                                       0.00   \n",
       "Squash___Powdery_mildew                                                 0.00   \n",
       "Strawberry___Leaf_scorch                                                0.00   \n",
       "Strawberry___healthy                                                    0.00   \n",
       "Tomato___Bacterial_spot                                                 0.00   \n",
       "Tomato___Early_blight                                                   0.01   \n",
       "Tomato___Late_blight                                                    0.02   \n",
       "Tomato___Leaf_Mold                                                      0.00   \n",
       "Tomato___Septoria_leaf_spot                                             0.00   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                           0.00   \n",
       "Tomato___Target_Spot                                                    0.00   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                  0.00   \n",
       "Tomato___Tomato_mosaic_virus                                            0.00   \n",
       "Tomato___healthy                                                        0.00   \n",
       "\n",
       "                                                    Apple___healthy  \\\n",
       "Apple___Apple_scab                                             0.15   \n",
       "Apple___Black_rot                                              0.00   \n",
       "Apple___Cedar_apple_rust                                       0.00   \n",
       "Apple___healthy                                                0.97   \n",
       "Blueberry___healthy                                            0.01   \n",
       "Cherry_(including_sour)___Powdery_mildew                       0.00   \n",
       "Cherry_(including_sour)___healthy                              0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot             0.00   \n",
       "Corn_(maize)___Common_rust_                                    0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                            0.00   \n",
       "Corn_(maize)___healthy                                         0.00   \n",
       "Grape___Black_rot                                              0.00   \n",
       "Grape___Esca_(Black_Measles)                                   0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                     0.00   \n",
       "Grape___healthy                                                0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                       0.00   \n",
       "Peach___Bacterial_spot                                         0.00   \n",
       "Peach___healthy                                                0.00   \n",
       "Pepper,_bell___Bacterial_spot                                  0.00   \n",
       "Pepper,_bell___healthy                                         0.00   \n",
       "Potato___Early_blight                                          0.00   \n",
       "Potato___Late_blight                                           0.00   \n",
       "Potato___healthy                                               0.00   \n",
       "Raspberry___healthy                                            0.00   \n",
       "Soybean___healthy                                              0.00   \n",
       "Squash___Powdery_mildew                                        0.00   \n",
       "Strawberry___Leaf_scorch                                       0.00   \n",
       "Strawberry___healthy                                           0.00   \n",
       "Tomato___Bacterial_spot                                        0.00   \n",
       "Tomato___Early_blight                                          0.01   \n",
       "Tomato___Late_blight                                           0.01   \n",
       "Tomato___Leaf_Mold                                             0.00   \n",
       "Tomato___Septoria_leaf_spot                                    0.01   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                  0.00   \n",
       "Tomato___Target_Spot                                           0.00   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                         0.00   \n",
       "Tomato___Tomato_mosaic_virus                                   0.00   \n",
       "Tomato___healthy                                               0.00   \n",
       "\n",
       "                                                    Blueberry___healthy  \\\n",
       "Apple___Apple_scab                                                 0.01   \n",
       "Apple___Black_rot                                                  0.00   \n",
       "Apple___Cedar_apple_rust                                           0.01   \n",
       "Apple___healthy                                                    0.00   \n",
       "Blueberry___healthy                                                0.95   \n",
       "Cherry_(including_sour)___Powdery_mildew                           0.00   \n",
       "Cherry_(including_sour)___healthy                                  0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                 0.00   \n",
       "Corn_(maize)___Common_rust_                                        0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                0.00   \n",
       "Corn_(maize)___healthy                                             0.00   \n",
       "Grape___Black_rot                                                  0.00   \n",
       "Grape___Esca_(Black_Measles)                                       0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                         0.00   \n",
       "Grape___healthy                                                    0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                           0.00   \n",
       "Peach___Bacterial_spot                                             0.00   \n",
       "Peach___healthy                                                    0.00   \n",
       "Pepper,_bell___Bacterial_spot                                      0.00   \n",
       "Pepper,_bell___healthy                                             0.00   \n",
       "Potato___Early_blight                                              0.00   \n",
       "Potato___Late_blight                                               0.00   \n",
       "Potato___healthy                                                   0.00   \n",
       "Raspberry___healthy                                                0.00   \n",
       "Soybean___healthy                                                  0.00   \n",
       "Squash___Powdery_mildew                                            0.00   \n",
       "Strawberry___Leaf_scorch                                           0.00   \n",
       "Strawberry___healthy                                               0.00   \n",
       "Tomato___Bacterial_spot                                            0.00   \n",
       "Tomato___Early_blight                                              0.00   \n",
       "Tomato___Late_blight                                               0.00   \n",
       "Tomato___Leaf_Mold                                                 0.00   \n",
       "Tomato___Septoria_leaf_spot                                        0.00   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                      0.00   \n",
       "Tomato___Target_Spot                                               0.00   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                             0.00   \n",
       "Tomato___Tomato_mosaic_virus                                       0.00   \n",
       "Tomato___healthy                                                   0.00   \n",
       "\n",
       "                                                    Cherry_(including_sour)___Powdery_mildew  \\\n",
       "Apple___Apple_scab                                                                      0.00   \n",
       "Apple___Black_rot                                                                       0.00   \n",
       "Apple___Cedar_apple_rust                                                                0.00   \n",
       "Apple___healthy                                                                         0.00   \n",
       "Blueberry___healthy                                                                     0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                                                0.99   \n",
       "Cherry_(including_sour)___healthy                                                       0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                                      0.00   \n",
       "Corn_(maize)___Common_rust_                                                             0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                                     0.00   \n",
       "Corn_(maize)___healthy                                                                  0.00   \n",
       "Grape___Black_rot                                                                       0.00   \n",
       "Grape___Esca_(Black_Measles)                                                            0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                              0.00   \n",
       "Grape___healthy                                                                         0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                                0.00   \n",
       "Peach___Bacterial_spot                                                                  0.00   \n",
       "Peach___healthy                                                                         0.00   \n",
       "Pepper,_bell___Bacterial_spot                                                           0.00   \n",
       "Pepper,_bell___healthy                                                                  0.00   \n",
       "Potato___Early_blight                                                                   0.00   \n",
       "Potato___Late_blight                                                                    0.00   \n",
       "Potato___healthy                                                                        0.00   \n",
       "Raspberry___healthy                                                                     0.00   \n",
       "Soybean___healthy                                                                       0.00   \n",
       "Squash___Powdery_mildew                                                                 0.00   \n",
       "Strawberry___Leaf_scorch                                                                0.00   \n",
       "Strawberry___healthy                                                                    0.00   \n",
       "Tomato___Bacterial_spot                                                                 0.00   \n",
       "Tomato___Early_blight                                                                   0.00   \n",
       "Tomato___Late_blight                                                                    0.00   \n",
       "Tomato___Leaf_Mold                                                                      0.00   \n",
       "Tomato___Septoria_leaf_spot                                                             0.00   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                           0.00   \n",
       "Tomato___Target_Spot                                                                    0.01   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                                  0.00   \n",
       "Tomato___Tomato_mosaic_virus                                                            0.00   \n",
       "Tomato___healthy                                                                        0.00   \n",
       "\n",
       "                                                    Cherry_(including_sour)___healthy  \\\n",
       "Apple___Apple_scab                                                               0.00   \n",
       "Apple___Black_rot                                                                0.04   \n",
       "Apple___Cedar_apple_rust                                                         0.00   \n",
       "Apple___healthy                                                                  0.00   \n",
       "Blueberry___healthy                                                              0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                                         0.00   \n",
       "Cherry_(including_sour)___healthy                                                1.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                               0.00   \n",
       "Corn_(maize)___Common_rust_                                                      0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                              0.00   \n",
       "Corn_(maize)___healthy                                                           0.00   \n",
       "Grape___Black_rot                                                                0.00   \n",
       "Grape___Esca_(Black_Measles)                                                     0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                       0.00   \n",
       "Grape___healthy                                                                  0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                         0.00   \n",
       "Peach___Bacterial_spot                                                           0.00   \n",
       "Peach___healthy                                                                  0.00   \n",
       "Pepper,_bell___Bacterial_spot                                                    0.00   \n",
       "Pepper,_bell___healthy                                                           0.06   \n",
       "Potato___Early_blight                                                            0.00   \n",
       "Potato___Late_blight                                                             0.00   \n",
       "Potato___healthy                                                                 0.01   \n",
       "Raspberry___healthy                                                              0.00   \n",
       "Soybean___healthy                                                                0.06   \n",
       "Squash___Powdery_mildew                                                          0.00   \n",
       "Strawberry___Leaf_scorch                                                         0.00   \n",
       "Strawberry___healthy                                                             0.00   \n",
       "Tomato___Bacterial_spot                                                          0.00   \n",
       "Tomato___Early_blight                                                            0.00   \n",
       "Tomato___Late_blight                                                             0.00   \n",
       "Tomato___Leaf_Mold                                                               0.00   \n",
       "Tomato___Septoria_leaf_spot                                                      0.01   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                    0.00   \n",
       "Tomato___Target_Spot                                                             0.00   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                           0.00   \n",
       "Tomato___Tomato_mosaic_virus                                                     0.00   \n",
       "Tomato___healthy                                                                 0.00   \n",
       "\n",
       "                                                    Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot  \\\n",
       "Apple___Apple_scab                                                                               0.00    \n",
       "Apple___Black_rot                                                                                0.00    \n",
       "Apple___Cedar_apple_rust                                                                         0.00    \n",
       "Apple___healthy                                                                                  0.00    \n",
       "Blueberry___healthy                                                                              0.00    \n",
       "Cherry_(including_sour)___Powdery_mildew                                                         0.00    \n",
       "Cherry_(including_sour)___healthy                                                                0.00    \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                                               0.86    \n",
       "Corn_(maize)___Common_rust_                                                                      0.00    \n",
       "Corn_(maize)___Northern_Leaf_Blight                                                              0.01    \n",
       "Corn_(maize)___healthy                                                                           0.00    \n",
       "Grape___Black_rot                                                                                0.00    \n",
       "Grape___Esca_(Black_Measles)                                                                     0.00    \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                                       0.00    \n",
       "Grape___healthy                                                                                  0.00    \n",
       "Orange___Haunglongbing_(Citrus_greening)                                                         0.00    \n",
       "Peach___Bacterial_spot                                                                           0.00    \n",
       "Peach___healthy                                                                                  0.00    \n",
       "Pepper,_bell___Bacterial_spot                                                                    0.00    \n",
       "Pepper,_bell___healthy                                                                           0.00    \n",
       "Potato___Early_blight                                                                            0.00    \n",
       "Potato___Late_blight                                                                             0.00    \n",
       "Potato___healthy                                                                                 0.00    \n",
       "Raspberry___healthy                                                                              0.00    \n",
       "Soybean___healthy                                                                                0.00    \n",
       "Squash___Powdery_mildew                                                                          0.00    \n",
       "Strawberry___Leaf_scorch                                                                         0.00    \n",
       "Strawberry___healthy                                                                             0.00    \n",
       "Tomato___Bacterial_spot                                                                          0.00    \n",
       "Tomato___Early_blight                                                                            0.00    \n",
       "Tomato___Late_blight                                                                             0.00    \n",
       "Tomato___Leaf_Mold                                                                               0.00    \n",
       "Tomato___Septoria_leaf_spot                                                                      0.00    \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                                    0.00    \n",
       "Tomato___Target_Spot                                                                             0.00    \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                                           0.00    \n",
       "Tomato___Tomato_mosaic_virus                                                                     0.00    \n",
       "Tomato___healthy                                                                                 0.00    \n",
       "\n",
       "                                                    Corn_(maize)___Common_rust_  \\\n",
       "Apple___Apple_scab                                                         0.00   \n",
       "Apple___Black_rot                                                          0.00   \n",
       "Apple___Cedar_apple_rust                                                   0.00   \n",
       "Apple___healthy                                                            0.00   \n",
       "Blueberry___healthy                                                        0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                                   0.00   \n",
       "Cherry_(including_sour)___healthy                                          0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                         0.01   \n",
       "Corn_(maize)___Common_rust_                                                0.99   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                        0.01   \n",
       "Corn_(maize)___healthy                                                     0.00   \n",
       "Grape___Black_rot                                                          0.00   \n",
       "Grape___Esca_(Black_Measles)                                               0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                 0.00   \n",
       "Grape___healthy                                                            0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                   0.00   \n",
       "Peach___Bacterial_spot                                                     0.00   \n",
       "Peach___healthy                                                            0.00   \n",
       "Pepper,_bell___Bacterial_spot                                              0.00   \n",
       "Pepper,_bell___healthy                                                     0.00   \n",
       "Potato___Early_blight                                                      0.00   \n",
       "Potato___Late_blight                                                       0.00   \n",
       "Potato___healthy                                                           0.00   \n",
       "Raspberry___healthy                                                        0.00   \n",
       "Soybean___healthy                                                          0.00   \n",
       "Squash___Powdery_mildew                                                    0.00   \n",
       "Strawberry___Leaf_scorch                                                   0.00   \n",
       "Strawberry___healthy                                                       0.00   \n",
       "Tomato___Bacterial_spot                                                    0.00   \n",
       "Tomato___Early_blight                                                      0.00   \n",
       "Tomato___Late_blight                                                       0.00   \n",
       "Tomato___Leaf_Mold                                                         0.00   \n",
       "Tomato___Septoria_leaf_spot                                                0.00   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                              0.00   \n",
       "Tomato___Target_Spot                                                       0.00   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                     0.00   \n",
       "Tomato___Tomato_mosaic_virus                                               0.00   \n",
       "Tomato___healthy                                                           0.00   \n",
       "\n",
       "                                                    Corn_(maize)___Northern_Leaf_Blight  \\\n",
       "Apple___Apple_scab                                                                 0.00   \n",
       "Apple___Black_rot                                                                  0.00   \n",
       "Apple___Cedar_apple_rust                                                           0.00   \n",
       "Apple___healthy                                                                    0.00   \n",
       "Blueberry___healthy                                                                0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                                           0.00   \n",
       "Cherry_(including_sour)___healthy                                                  0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                                 0.12   \n",
       "Corn_(maize)___Common_rust_                                                        0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                                0.98   \n",
       "Corn_(maize)___healthy                                                             0.00   \n",
       "Grape___Black_rot                                                                  0.00   \n",
       "Grape___Esca_(Black_Measles)                                                       0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                         0.00   \n",
       "Grape___healthy                                                                    0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                           0.00   \n",
       "Peach___Bacterial_spot                                                             0.00   \n",
       "Peach___healthy                                                                    0.00   \n",
       "Pepper,_bell___Bacterial_spot                                                      0.00   \n",
       "Pepper,_bell___healthy                                                             0.00   \n",
       "Potato___Early_blight                                                              0.00   \n",
       "Potato___Late_blight                                                               0.00   \n",
       "Potato___healthy                                                                   0.00   \n",
       "Raspberry___healthy                                                                0.00   \n",
       "Soybean___healthy                                                                  0.00   \n",
       "Squash___Powdery_mildew                                                            0.00   \n",
       "Strawberry___Leaf_scorch                                                           0.00   \n",
       "Strawberry___healthy                                                               0.00   \n",
       "Tomato___Bacterial_spot                                                            0.00   \n",
       "Tomato___Early_blight                                                              0.00   \n",
       "Tomato___Late_blight                                                               0.01   \n",
       "Tomato___Leaf_Mold                                                                 0.00   \n",
       "Tomato___Septoria_leaf_spot                                                        0.00   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                      0.00   \n",
       "Tomato___Target_Spot                                                               0.00   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                             0.00   \n",
       "Tomato___Tomato_mosaic_virus                                                       0.00   \n",
       "Tomato___healthy                                                                   0.00   \n",
       "\n",
       "                                                    ...  \\\n",
       "Apple___Apple_scab                                  ...   \n",
       "Apple___Black_rot                                   ...   \n",
       "Apple___Cedar_apple_rust                            ...   \n",
       "Apple___healthy                                     ...   \n",
       "Blueberry___healthy                                 ...   \n",
       "Cherry_(including_sour)___Powdery_mildew            ...   \n",
       "Cherry_(including_sour)___healthy                   ...   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot  ...   \n",
       "Corn_(maize)___Common_rust_                         ...   \n",
       "Corn_(maize)___Northern_Leaf_Blight                 ...   \n",
       "Corn_(maize)___healthy                              ...   \n",
       "Grape___Black_rot                                   ...   \n",
       "Grape___Esca_(Black_Measles)                        ...   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)          ...   \n",
       "Grape___healthy                                     ...   \n",
       "Orange___Haunglongbing_(Citrus_greening)            ...   \n",
       "Peach___Bacterial_spot                              ...   \n",
       "Peach___healthy                                     ...   \n",
       "Pepper,_bell___Bacterial_spot                       ...   \n",
       "Pepper,_bell___healthy                              ...   \n",
       "Potato___Early_blight                               ...   \n",
       "Potato___Late_blight                                ...   \n",
       "Potato___healthy                                    ...   \n",
       "Raspberry___healthy                                 ...   \n",
       "Soybean___healthy                                   ...   \n",
       "Squash___Powdery_mildew                             ...   \n",
       "Strawberry___Leaf_scorch                            ...   \n",
       "Strawberry___healthy                                ...   \n",
       "Tomato___Bacterial_spot                             ...   \n",
       "Tomato___Early_blight                               ...   \n",
       "Tomato___Late_blight                                ...   \n",
       "Tomato___Leaf_Mold                                  ...   \n",
       "Tomato___Septoria_leaf_spot                         ...   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite       ...   \n",
       "Tomato___Target_Spot                                ...   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus              ...   \n",
       "Tomato___Tomato_mosaic_virus                        ...   \n",
       "Tomato___healthy                                    ...   \n",
       "\n",
       "                                                    Tomato___Bacterial_spot  \\\n",
       "Apple___Apple_scab                                                     0.02   \n",
       "Apple___Black_rot                                                      0.00   \n",
       "Apple___Cedar_apple_rust                                               0.00   \n",
       "Apple___healthy                                                        0.00   \n",
       "Blueberry___healthy                                                    0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                               0.00   \n",
       "Cherry_(including_sour)___healthy                                      0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                     0.00   \n",
       "Corn_(maize)___Common_rust_                                            0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                    0.00   \n",
       "Corn_(maize)___healthy                                                 0.00   \n",
       "Grape___Black_rot                                                      0.00   \n",
       "Grape___Esca_(Black_Measles)                                           0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                             0.00   \n",
       "Grape___healthy                                                        0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                               0.00   \n",
       "Peach___Bacterial_spot                                                 0.00   \n",
       "Peach___healthy                                                        0.00   \n",
       "Pepper,_bell___Bacterial_spot                                          0.00   \n",
       "Pepper,_bell___healthy                                                 0.00   \n",
       "Potato___Early_blight                                                  0.00   \n",
       "Potato___Late_blight                                                   0.00   \n",
       "Potato___healthy                                                       0.00   \n",
       "Raspberry___healthy                                                    0.00   \n",
       "Soybean___healthy                                                      0.00   \n",
       "Squash___Powdery_mildew                                                0.00   \n",
       "Strawberry___Leaf_scorch                                               0.00   \n",
       "Strawberry___healthy                                                   0.00   \n",
       "Tomato___Bacterial_spot                                                0.92   \n",
       "Tomato___Early_blight                                                  0.00   \n",
       "Tomato___Late_blight                                                   0.01   \n",
       "Tomato___Leaf_Mold                                                     0.00   \n",
       "Tomato___Septoria_leaf_spot                                            0.00   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                          0.00   \n",
       "Tomato___Target_Spot                                                   0.00   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                 0.00   \n",
       "Tomato___Tomato_mosaic_virus                                           0.00   \n",
       "Tomato___healthy                                                       0.00   \n",
       "\n",
       "                                                    Tomato___Early_blight  \\\n",
       "Apple___Apple_scab                                                   0.00   \n",
       "Apple___Black_rot                                                    0.00   \n",
       "Apple___Cedar_apple_rust                                             0.00   \n",
       "Apple___healthy                                                      0.00   \n",
       "Blueberry___healthy                                                  0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                             0.00   \n",
       "Cherry_(including_sour)___healthy                                    0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                   0.00   \n",
       "Corn_(maize)___Common_rust_                                          0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                  0.00   \n",
       "Corn_(maize)___healthy                                               0.00   \n",
       "Grape___Black_rot                                                    0.00   \n",
       "Grape___Esca_(Black_Measles)                                         0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                           0.00   \n",
       "Grape___healthy                                                      0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                             0.00   \n",
       "Peach___Bacterial_spot                                               0.00   \n",
       "Peach___healthy                                                      0.00   \n",
       "Pepper,_bell___Bacterial_spot                                        0.00   \n",
       "Pepper,_bell___healthy                                               0.00   \n",
       "Potato___Early_blight                                                0.00   \n",
       "Potato___Late_blight                                                 0.00   \n",
       "Potato___healthy                                                     0.00   \n",
       "Raspberry___healthy                                                  0.00   \n",
       "Soybean___healthy                                                    0.00   \n",
       "Squash___Powdery_mildew                                              0.00   \n",
       "Strawberry___Leaf_scorch                                             0.00   \n",
       "Strawberry___healthy                                                 0.00   \n",
       "Tomato___Bacterial_spot                                              0.00   \n",
       "Tomato___Early_blight                                                0.84   \n",
       "Tomato___Late_blight                                                 0.01   \n",
       "Tomato___Leaf_Mold                                                   0.00   \n",
       "Tomato___Septoria_leaf_spot                                          0.05   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                        0.00   \n",
       "Tomato___Target_Spot                                                 0.05   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                               0.00   \n",
       "Tomato___Tomato_mosaic_virus                                         0.00   \n",
       "Tomato___healthy                                                     0.00   \n",
       "\n",
       "                                                    Tomato___Late_blight  \\\n",
       "Apple___Apple_scab                                                  0.01   \n",
       "Apple___Black_rot                                                   0.00   \n",
       "Apple___Cedar_apple_rust                                            0.00   \n",
       "Apple___healthy                                                     0.00   \n",
       "Blueberry___healthy                                                 0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                            0.00   \n",
       "Cherry_(including_sour)___healthy                                   0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                  0.00   \n",
       "Corn_(maize)___Common_rust_                                         0.01   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                 0.00   \n",
       "Corn_(maize)___healthy                                              0.00   \n",
       "Grape___Black_rot                                                   0.00   \n",
       "Grape___Esca_(Black_Measles)                                        0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                          0.00   \n",
       "Grape___healthy                                                     0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                            0.00   \n",
       "Peach___Bacterial_spot                                              0.00   \n",
       "Peach___healthy                                                     0.00   \n",
       "Pepper,_bell___Bacterial_spot                                       0.00   \n",
       "Pepper,_bell___healthy                                              0.00   \n",
       "Potato___Early_blight                                               0.00   \n",
       "Potato___Late_blight                                                0.01   \n",
       "Potato___healthy                                                    0.00   \n",
       "Raspberry___healthy                                                 0.00   \n",
       "Soybean___healthy                                                   0.00   \n",
       "Squash___Powdery_mildew                                             0.00   \n",
       "Strawberry___Leaf_scorch                                            0.00   \n",
       "Strawberry___healthy                                                0.00   \n",
       "Tomato___Bacterial_spot                                             0.00   \n",
       "Tomato___Early_blight                                               0.02   \n",
       "Tomato___Late_blight                                                0.83   \n",
       "Tomato___Leaf_Mold                                                  0.00   \n",
       "Tomato___Septoria_leaf_spot                                         0.05   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                       0.00   \n",
       "Tomato___Target_Spot                                                0.01   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                              0.00   \n",
       "Tomato___Tomato_mosaic_virus                                        0.00   \n",
       "Tomato___healthy                                                    0.00   \n",
       "\n",
       "                                                    Tomato___Leaf_Mold  \\\n",
       "Apple___Apple_scab                                                0.13   \n",
       "Apple___Black_rot                                                 0.00   \n",
       "Apple___Cedar_apple_rust                                          0.00   \n",
       "Apple___healthy                                                   0.00   \n",
       "Blueberry___healthy                                               0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                          0.00   \n",
       "Cherry_(including_sour)___healthy                                 0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                0.00   \n",
       "Corn_(maize)___Common_rust_                                       0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                               0.00   \n",
       "Corn_(maize)___healthy                                            0.00   \n",
       "Grape___Black_rot                                                 0.00   \n",
       "Grape___Esca_(Black_Measles)                                      0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                        0.00   \n",
       "Grape___healthy                                                   0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                          0.00   \n",
       "Peach___Bacterial_spot                                            0.01   \n",
       "Peach___healthy                                                   0.00   \n",
       "Pepper,_bell___Bacterial_spot                                     0.00   \n",
       "Pepper,_bell___healthy                                            0.00   \n",
       "Potato___Early_blight                                             0.00   \n",
       "Potato___Late_blight                                              0.00   \n",
       "Potato___healthy                                                  0.00   \n",
       "Raspberry___healthy                                               0.00   \n",
       "Soybean___healthy                                                 0.00   \n",
       "Squash___Powdery_mildew                                           0.00   \n",
       "Strawberry___Leaf_scorch                                          0.00   \n",
       "Strawberry___healthy                                              0.00   \n",
       "Tomato___Bacterial_spot                                           0.00   \n",
       "Tomato___Early_blight                                             0.01   \n",
       "Tomato___Late_blight                                              0.00   \n",
       "Tomato___Leaf_Mold                                                0.99   \n",
       "Tomato___Septoria_leaf_spot                                       0.02   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                     0.00   \n",
       "Tomato___Target_Spot                                              0.00   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                            0.00   \n",
       "Tomato___Tomato_mosaic_virus                                      0.00   \n",
       "Tomato___healthy                                                  0.00   \n",
       "\n",
       "                                                    Tomato___Septoria_leaf_spot  \\\n",
       "Apple___Apple_scab                                                         0.00   \n",
       "Apple___Black_rot                                                          0.00   \n",
       "Apple___Cedar_apple_rust                                                   0.00   \n",
       "Apple___healthy                                                            0.00   \n",
       "Blueberry___healthy                                                        0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                                   0.00   \n",
       "Cherry_(including_sour)___healthy                                          0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                         0.00   \n",
       "Corn_(maize)___Common_rust_                                                0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                        0.00   \n",
       "Corn_(maize)___healthy                                                     0.00   \n",
       "Grape___Black_rot                                                          0.00   \n",
       "Grape___Esca_(Black_Measles)                                               0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                 0.00   \n",
       "Grape___healthy                                                            0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                   0.00   \n",
       "Peach___Bacterial_spot                                                     0.00   \n",
       "Peach___healthy                                                            0.00   \n",
       "Pepper,_bell___Bacterial_spot                                              0.00   \n",
       "Pepper,_bell___healthy                                                     0.00   \n",
       "Potato___Early_blight                                                      0.00   \n",
       "Potato___Late_blight                                                       0.00   \n",
       "Potato___healthy                                                           0.00   \n",
       "Raspberry___healthy                                                        0.00   \n",
       "Soybean___healthy                                                          0.00   \n",
       "Squash___Powdery_mildew                                                    0.00   \n",
       "Strawberry___Leaf_scorch                                                   0.00   \n",
       "Strawberry___healthy                                                       0.00   \n",
       "Tomato___Bacterial_spot                                                    0.00   \n",
       "Tomato___Early_blight                                                      0.03   \n",
       "Tomato___Late_blight                                                       0.00   \n",
       "Tomato___Leaf_Mold                                                         0.00   \n",
       "Tomato___Septoria_leaf_spot                                                0.67   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                              0.00   \n",
       "Tomato___Target_Spot                                                       0.00   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                     0.00   \n",
       "Tomato___Tomato_mosaic_virus                                               0.00   \n",
       "Tomato___healthy                                                           0.00   \n",
       "\n",
       "                                                    Tomato___Spider_mites Two-spotted_spider_mite  \\\n",
       "Apple___Apple_scab                                                                           0.00   \n",
       "Apple___Black_rot                                                                            0.00   \n",
       "Apple___Cedar_apple_rust                                                                     0.00   \n",
       "Apple___healthy                                                                              0.00   \n",
       "Blueberry___healthy                                                                          0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                                                     0.00   \n",
       "Cherry_(including_sour)___healthy                                                            0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                                           0.00   \n",
       "Corn_(maize)___Common_rust_                                                                  0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                                          0.00   \n",
       "Corn_(maize)___healthy                                                                       0.00   \n",
       "Grape___Black_rot                                                                            0.00   \n",
       "Grape___Esca_(Black_Measles)                                                                 0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                                   0.00   \n",
       "Grape___healthy                                                                              0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                                     0.00   \n",
       "Peach___Bacterial_spot                                                                       0.00   \n",
       "Peach___healthy                                                                              0.00   \n",
       "Pepper,_bell___Bacterial_spot                                                                0.00   \n",
       "Pepper,_bell___healthy                                                                       0.00   \n",
       "Potato___Early_blight                                                                        0.00   \n",
       "Potato___Late_blight                                                                         0.00   \n",
       "Potato___healthy                                                                             0.00   \n",
       "Raspberry___healthy                                                                          0.00   \n",
       "Soybean___healthy                                                                            0.00   \n",
       "Squash___Powdery_mildew                                                                      0.00   \n",
       "Strawberry___Leaf_scorch                                                                     0.00   \n",
       "Strawberry___healthy                                                                         0.00   \n",
       "Tomato___Bacterial_spot                                                                      0.00   \n",
       "Tomato___Early_blight                                                                        0.00   \n",
       "Tomato___Late_blight                                                                         0.00   \n",
       "Tomato___Leaf_Mold                                                                           0.01   \n",
       "Tomato___Septoria_leaf_spot                                                                  0.01   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                                0.94   \n",
       "Tomato___Target_Spot                                                                         0.03   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                                       0.00   \n",
       "Tomato___Tomato_mosaic_virus                                                                 0.00   \n",
       "Tomato___healthy                                                                             0.00   \n",
       "\n",
       "                                                    Tomato___Target_Spot  \\\n",
       "Apple___Apple_scab                                                  0.00   \n",
       "Apple___Black_rot                                                   0.00   \n",
       "Apple___Cedar_apple_rust                                            0.00   \n",
       "Apple___healthy                                                     0.00   \n",
       "Blueberry___healthy                                                 0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                            0.00   \n",
       "Cherry_(including_sour)___healthy                                   0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                  0.00   \n",
       "Corn_(maize)___Common_rust_                                         0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                 0.00   \n",
       "Corn_(maize)___healthy                                              0.00   \n",
       "Grape___Black_rot                                                   0.00   \n",
       "Grape___Esca_(Black_Measles)                                        0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                          0.00   \n",
       "Grape___healthy                                                     0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                            0.00   \n",
       "Peach___Bacterial_spot                                              0.00   \n",
       "Peach___healthy                                                     0.00   \n",
       "Pepper,_bell___Bacterial_spot                                       0.00   \n",
       "Pepper,_bell___healthy                                              0.00   \n",
       "Potato___Early_blight                                               0.00   \n",
       "Potato___Late_blight                                                0.00   \n",
       "Potato___healthy                                                    0.00   \n",
       "Raspberry___healthy                                                 0.00   \n",
       "Soybean___healthy                                                   0.00   \n",
       "Squash___Powdery_mildew                                             0.00   \n",
       "Strawberry___Leaf_scorch                                            0.00   \n",
       "Strawberry___healthy                                                0.00   \n",
       "Tomato___Bacterial_spot                                             0.02   \n",
       "Tomato___Early_blight                                               0.00   \n",
       "Tomato___Late_blight                                                0.00   \n",
       "Tomato___Leaf_Mold                                                  0.00   \n",
       "Tomato___Septoria_leaf_spot                                         0.01   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                       0.02   \n",
       "Tomato___Target_Spot                                                0.81   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                              0.00   \n",
       "Tomato___Tomato_mosaic_virus                                        0.00   \n",
       "Tomato___healthy                                                    0.00   \n",
       "\n",
       "                                                    Tomato___Tomato_Yellow_Leaf_Curl_Virus  \\\n",
       "Apple___Apple_scab                                                                    0.00   \n",
       "Apple___Black_rot                                                                     0.00   \n",
       "Apple___Cedar_apple_rust                                                              0.00   \n",
       "Apple___healthy                                                                       0.00   \n",
       "Blueberry___healthy                                                                   0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                                              0.00   \n",
       "Cherry_(including_sour)___healthy                                                     0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                                    0.00   \n",
       "Corn_(maize)___Common_rust_                                                           0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                                   0.00   \n",
       "Corn_(maize)___healthy                                                                0.00   \n",
       "Grape___Black_rot                                                                     0.00   \n",
       "Grape___Esca_(Black_Measles)                                                          0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                            0.00   \n",
       "Grape___healthy                                                                       0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                              0.00   \n",
       "Peach___Bacterial_spot                                                                0.00   \n",
       "Peach___healthy                                                                       0.00   \n",
       "Pepper,_bell___Bacterial_spot                                                         0.00   \n",
       "Pepper,_bell___healthy                                                                0.00   \n",
       "Potato___Early_blight                                                                 0.00   \n",
       "Potato___Late_blight                                                                  0.00   \n",
       "Potato___healthy                                                                      0.00   \n",
       "Raspberry___healthy                                                                   0.00   \n",
       "Soybean___healthy                                                                     0.00   \n",
       "Squash___Powdery_mildew                                                               0.00   \n",
       "Strawberry___Leaf_scorch                                                              0.00   \n",
       "Strawberry___healthy                                                                  0.00   \n",
       "Tomato___Bacterial_spot                                                               0.00   \n",
       "Tomato___Early_blight                                                                 0.00   \n",
       "Tomato___Late_blight                                                                  0.00   \n",
       "Tomato___Leaf_Mold                                                                    0.00   \n",
       "Tomato___Septoria_leaf_spot                                                           0.00   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                         0.01   \n",
       "Tomato___Target_Spot                                                                  0.00   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                                0.98   \n",
       "Tomato___Tomato_mosaic_virus                                                          0.00   \n",
       "Tomato___healthy                                                                      0.00   \n",
       "\n",
       "                                                    Tomato___Tomato_mosaic_virus  \\\n",
       "Apple___Apple_scab                                                          0.00   \n",
       "Apple___Black_rot                                                           0.00   \n",
       "Apple___Cedar_apple_rust                                                    0.00   \n",
       "Apple___healthy                                                             0.00   \n",
       "Blueberry___healthy                                                         0.00   \n",
       "Cherry_(including_sour)___Powdery_mildew                                    0.00   \n",
       "Cherry_(including_sour)___healthy                                           0.00   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                          0.00   \n",
       "Corn_(maize)___Common_rust_                                                 0.00   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                         0.00   \n",
       "Corn_(maize)___healthy                                                      0.00   \n",
       "Grape___Black_rot                                                           0.00   \n",
       "Grape___Esca_(Black_Measles)                                                0.00   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                  0.00   \n",
       "Grape___healthy                                                             0.00   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                    0.00   \n",
       "Peach___Bacterial_spot                                                      0.00   \n",
       "Peach___healthy                                                             0.00   \n",
       "Pepper,_bell___Bacterial_spot                                               0.00   \n",
       "Pepper,_bell___healthy                                                      0.00   \n",
       "Potato___Early_blight                                                       0.00   \n",
       "Potato___Late_blight                                                        0.00   \n",
       "Potato___healthy                                                            0.00   \n",
       "Raspberry___healthy                                                         0.00   \n",
       "Soybean___healthy                                                           0.00   \n",
       "Squash___Powdery_mildew                                                     0.00   \n",
       "Strawberry___Leaf_scorch                                                    0.00   \n",
       "Strawberry___healthy                                                        0.00   \n",
       "Tomato___Bacterial_spot                                                     0.00   \n",
       "Tomato___Early_blight                                                       0.00   \n",
       "Tomato___Late_blight                                                        0.00   \n",
       "Tomato___Leaf_Mold                                                          0.00   \n",
       "Tomato___Septoria_leaf_spot                                                 0.04   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                               0.00   \n",
       "Tomato___Target_Spot                                                        0.01   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                      0.00   \n",
       "Tomato___Tomato_mosaic_virus                                                1.00   \n",
       "Tomato___healthy                                                            0.00   \n",
       "\n",
       "                                                    Tomato___healthy  \n",
       "Apple___Apple_scab                                              0.00  \n",
       "Apple___Black_rot                                               0.00  \n",
       "Apple___Cedar_apple_rust                                        0.00  \n",
       "Apple___healthy                                                 0.00  \n",
       "Blueberry___healthy                                             0.00  \n",
       "Cherry_(including_sour)___Powdery_mildew                        0.00  \n",
       "Cherry_(including_sour)___healthy                               0.00  \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot              0.00  \n",
       "Corn_(maize)___Common_rust_                                     0.00  \n",
       "Corn_(maize)___Northern_Leaf_Blight                             0.00  \n",
       "Corn_(maize)___healthy                                          0.00  \n",
       "Grape___Black_rot                                               0.00  \n",
       "Grape___Esca_(Black_Measles)                                    0.00  \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                      0.00  \n",
       "Grape___healthy                                                 0.00  \n",
       "Orange___Haunglongbing_(Citrus_greening)                        0.00  \n",
       "Peach___Bacterial_spot                                          0.00  \n",
       "Peach___healthy                                                 0.00  \n",
       "Pepper,_bell___Bacterial_spot                                   0.00  \n",
       "Pepper,_bell___healthy                                          0.00  \n",
       "Potato___Early_blight                                           0.00  \n",
       "Potato___Late_blight                                            0.00  \n",
       "Potato___healthy                                                0.00  \n",
       "Raspberry___healthy                                             0.00  \n",
       "Soybean___healthy                                               0.00  \n",
       "Squash___Powdery_mildew                                         0.00  \n",
       "Strawberry___Leaf_scorch                                        0.00  \n",
       "Strawberry___healthy                                            0.00  \n",
       "Tomato___Bacterial_spot                                         0.00  \n",
       "Tomato___Early_blight                                           0.00  \n",
       "Tomato___Late_blight                                            0.00  \n",
       "Tomato___Leaf_Mold                                              0.00  \n",
       "Tomato___Septoria_leaf_spot                                     0.00  \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                   0.01  \n",
       "Tomato___Target_Spot                                            0.06  \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                          0.00  \n",
       "Tomato___Tomato_mosaic_virus                                    0.00  \n",
       "Tomato___healthy                                                1.00  \n",
       "\n",
       "[38 rows x 38 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import pandas as pd\n",
    "# use the confusion_matrix function provided by tensorflow to generate confusion matrix\n",
    "con_mat = tf.math.confusion_matrix(labels=valid_set.classes, predictions=np.argmax(pred, axis=1)).numpy()\n",
    "\n",
    "# normalize the confusion matrix\n",
    "con_mat_norm = np.around(con_mat.astype('float') / con_mat.sum(axis=1)[:, np.newaxis], decimals=2)\n",
    "\n",
    "# convert the nomalized confusion matrix for better view\n",
    "con_mat_df = pd.DataFrame(con_mat_norm,\n",
    "                     index = valid_set.class_indices.keys(), \n",
    "                     columns = valid_set.class_indices.keys())\n",
    "\n",
    "# show the nomalized confusion matrix\n",
    "con_mat_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Apple___Apple_scab</th>\n",
       "      <th>Apple___Black_rot</th>\n",
       "      <th>Apple___Cedar_apple_rust</th>\n",
       "      <th>Apple___healthy</th>\n",
       "      <th>Blueberry___healthy</th>\n",
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       "      <th>Cherry_(including_sour)___healthy</th>\n",
       "      <th>Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot</th>\n",
       "      <th>Corn_(maize)___Common_rust_</th>\n",
       "      <th>Corn_(maize)___Northern_Leaf_Blight</th>\n",
       "      <th>...</th>\n",
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       "      <th>Tomato___Leaf_Mold</th>\n",
       "      <th>Tomato___Septoria_leaf_spot</th>\n",
       "      <th>Tomato___Spider_mites Two-spotted_spider_mite</th>\n",
       "      <th>Tomato___Target_Spot</th>\n",
       "      <th>Tomato___Tomato_Yellow_Leaf_Curl_Virus</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Apple___Apple_scab</th>\n",
       "      <td>299</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apple___Black_rot</th>\n",
       "      <td>1</td>\n",
       "      <td>459</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apple___Cedar_apple_rust</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>430</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apple___healthy</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>489</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blueberry___healthy</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>432</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cherry_(including_sour)___Powdery_mildew</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>416</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cherry_(including_sour)___healthy</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>455</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>352</td>\n",
       "      <td>5</td>\n",
       "      <td>48</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corn_(maize)___Common_rust_</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>472</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corn_(maize)___Northern_Leaf_Blight</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>469</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corn_(maize)___healthy</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grape___Black_rot</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grape___Esca_(Black_Measles)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grape___Leaf_blight_(Isariopsis_Leaf_Spot)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grape___healthy</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Orange___Haunglongbing_(Citrus_greening)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peach___Bacterial_spot</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peach___healthy</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pepper,_bell___Bacterial_spot</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pepper,_bell___healthy</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Potato___Early_blight</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Potato___Late_blight</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Potato___healthy</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Raspberry___healthy</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Soybean___healthy</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Squash___Powdery_mildew</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strawberry___Leaf_scorch</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strawberry___healthy</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Bacterial_spot</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>390</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Early_blight</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>405</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Late_blight</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>386</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Leaf_Mold</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>464</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Septoria_leaf_spot</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>294</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Spider_mites Two-spotted_spider_mite</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>407</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Target_Spot</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>368</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Tomato_Yellow_Leaf_Curl_Virus</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>480</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___Tomato_mosaic_virus</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>447</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tomato___healthy</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>480</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>38 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Apple___Apple_scab  \\\n",
       "Apple___Apple_scab                                                 299   \n",
       "Apple___Black_rot                                                    1   \n",
       "Apple___Cedar_apple_rust                                             0   \n",
       "Apple___healthy                                                      0   \n",
       "Blueberry___healthy                                                  1   \n",
       "Cherry_(including_sour)___Powdery_mildew                             1   \n",
       "Cherry_(including_sour)___healthy                                    0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                   0   \n",
       "Corn_(maize)___Common_rust_                                          0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                  0   \n",
       "Corn_(maize)___healthy                                               0   \n",
       "Grape___Black_rot                                                    0   \n",
       "Grape___Esca_(Black_Measles)                                         0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                           0   \n",
       "Grape___healthy                                                      0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                             0   \n",
       "Peach___Bacterial_spot                                               1   \n",
       "Peach___healthy                                                      0   \n",
       "Pepper,_bell___Bacterial_spot                                        0   \n",
       "Pepper,_bell___healthy                                               0   \n",
       "Potato___Early_blight                                                1   \n",
       "Potato___Late_blight                                                 0   \n",
       "Potato___healthy                                                     0   \n",
       "Raspberry___healthy                                                  0   \n",
       "Soybean___healthy                                                    0   \n",
       "Squash___Powdery_mildew                                              1   \n",
       "Strawberry___Leaf_scorch                                             0   \n",
       "Strawberry___healthy                                                 0   \n",
       "Tomato___Bacterial_spot                                              3   \n",
       "Tomato___Early_blight                                                0   \n",
       "Tomato___Late_blight                                                 1   \n",
       "Tomato___Leaf_Mold                                                   0   \n",
       "Tomato___Septoria_leaf_spot                                          0   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                        0   \n",
       "Tomato___Target_Spot                                                 0   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                               0   \n",
       "Tomato___Tomato_mosaic_virus                                         0   \n",
       "Tomato___healthy                                                     0   \n",
       "\n",
       "                                                    Apple___Black_rot  \\\n",
       "Apple___Apple_scab                                                 14   \n",
       "Apple___Black_rot                                                 459   \n",
       "Apple___Cedar_apple_rust                                            0   \n",
       "Apple___healthy                                                     0   \n",
       "Blueberry___healthy                                                 0   \n",
       "Cherry_(including_sour)___Powdery_mildew                            0   \n",
       "Cherry_(including_sour)___healthy                                   0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                  0   \n",
       "Corn_(maize)___Common_rust_                                         0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                 0   \n",
       "Corn_(maize)___healthy                                              0   \n",
       "Grape___Black_rot                                                   0   \n",
       "Grape___Esca_(Black_Measles)                                        0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                          0   \n",
       "Grape___healthy                                                     1   \n",
       "Orange___Haunglongbing_(Citrus_greening)                            0   \n",
       "Peach___Bacterial_spot                                              0   \n",
       "Peach___healthy                                                     0   \n",
       "Pepper,_bell___Bacterial_spot                                       1   \n",
       "Pepper,_bell___healthy                                              1   \n",
       "Potato___Early_blight                                               0   \n",
       "Potato___Late_blight                                                0   \n",
       "Potato___healthy                                                    0   \n",
       "Raspberry___healthy                                                 0   \n",
       "Soybean___healthy                                                   0   \n",
       "Squash___Powdery_mildew                                             0   \n",
       "Strawberry___Leaf_scorch                                            0   \n",
       "Strawberry___healthy                                                0   \n",
       "Tomato___Bacterial_spot                                             0   \n",
       "Tomato___Early_blight                                               0   \n",
       "Tomato___Late_blight                                                0   \n",
       "Tomato___Leaf_Mold                                                  0   \n",
       "Tomato___Septoria_leaf_spot                                         0   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                       0   \n",
       "Tomato___Target_Spot                                                0   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                              0   \n",
       "Tomato___Tomato_mosaic_virus                                        0   \n",
       "Tomato___healthy                                                    0   \n",
       "\n",
       "                                                    Apple___Cedar_apple_rust  \\\n",
       "Apple___Apple_scab                                                         1   \n",
       "Apple___Black_rot                                                          0   \n",
       "Apple___Cedar_apple_rust                                                 430   \n",
       "Apple___healthy                                                            0   \n",
       "Blueberry___healthy                                                        4   \n",
       "Cherry_(including_sour)___Powdery_mildew                                   1   \n",
       "Cherry_(including_sour)___healthy                                          0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                         2   \n",
       "Corn_(maize)___Common_rust_                                                0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                        0   \n",
       "Corn_(maize)___healthy                                                     0   \n",
       "Grape___Black_rot                                                          0   \n",
       "Grape___Esca_(Black_Measles)                                               0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                 0   \n",
       "Grape___healthy                                                            0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                   0   \n",
       "Peach___Bacterial_spot                                                     0   \n",
       "Peach___healthy                                                            0   \n",
       "Pepper,_bell___Bacterial_spot                                              0   \n",
       "Pepper,_bell___healthy                                                     1   \n",
       "Potato___Early_blight                                                      0   \n",
       "Potato___Late_blight                                                       1   \n",
       "Potato___healthy                                                           0   \n",
       "Raspberry___healthy                                                        0   \n",
       "Soybean___healthy                                                          0   \n",
       "Squash___Powdery_mildew                                                    0   \n",
       "Strawberry___Leaf_scorch                                                   0   \n",
       "Strawberry___healthy                                                       0   \n",
       "Tomato___Bacterial_spot                                                    2   \n",
       "Tomato___Early_blight                                                      4   \n",
       "Tomato___Late_blight                                                       9   \n",
       "Tomato___Leaf_Mold                                                         0   \n",
       "Tomato___Septoria_leaf_spot                                                0   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                              0   \n",
       "Tomato___Target_Spot                                                       0   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                     0   \n",
       "Tomato___Tomato_mosaic_virus                                               0   \n",
       "Tomato___healthy                                                           0   \n",
       "\n",
       "                                                    Apple___healthy  \\\n",
       "Apple___Apple_scab                                               76   \n",
       "Apple___Black_rot                                                 1   \n",
       "Apple___Cedar_apple_rust                                          0   \n",
       "Apple___healthy                                                 489   \n",
       "Blueberry___healthy                                               3   \n",
       "Cherry_(including_sour)___Powdery_mildew                          1   \n",
       "Cherry_(including_sour)___healthy                                 0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                0   \n",
       "Corn_(maize)___Common_rust_                                       0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                               0   \n",
       "Corn_(maize)___healthy                                            0   \n",
       "Grape___Black_rot                                                 0   \n",
       "Grape___Esca_(Black_Measles)                                      0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                        0   \n",
       "Grape___healthy                                                   0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                          0   \n",
       "Peach___Bacterial_spot                                            0   \n",
       "Peach___healthy                                                   1   \n",
       "Pepper,_bell___Bacterial_spot                                     0   \n",
       "Pepper,_bell___healthy                                            0   \n",
       "Potato___Early_blight                                             0   \n",
       "Potato___Late_blight                                              0   \n",
       "Potato___healthy                                                  0   \n",
       "Raspberry___healthy                                               0   \n",
       "Soybean___healthy                                                 0   \n",
       "Squash___Powdery_mildew                                           1   \n",
       "Strawberry___Leaf_scorch                                          0   \n",
       "Strawberry___healthy                                              0   \n",
       "Tomato___Bacterial_spot                                           2   \n",
       "Tomato___Early_blight                                             6   \n",
       "Tomato___Late_blight                                              4   \n",
       "Tomato___Leaf_Mold                                                0   \n",
       "Tomato___Septoria_leaf_spot                                       5   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                     0   \n",
       "Tomato___Target_Spot                                              1   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                            0   \n",
       "Tomato___Tomato_mosaic_virus                                      0   \n",
       "Tomato___healthy                                                  0   \n",
       "\n",
       "                                                    Blueberry___healthy  \\\n",
       "Apple___Apple_scab                                                    4   \n",
       "Apple___Black_rot                                                     0   \n",
       "Apple___Cedar_apple_rust                                              3   \n",
       "Apple___healthy                                                       1   \n",
       "Blueberry___healthy                                                 432   \n",
       "Cherry_(including_sour)___Powdery_mildew                              0   \n",
       "Cherry_(including_sour)___healthy                                     0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                    0   \n",
       "Corn_(maize)___Common_rust_                                           0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                   0   \n",
       "Corn_(maize)___healthy                                                0   \n",
       "Grape___Black_rot                                                     0   \n",
       "Grape___Esca_(Black_Measles)                                          0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                            0   \n",
       "Grape___healthy                                                       0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                              0   \n",
       "Peach___Bacterial_spot                                                0   \n",
       "Peach___healthy                                                       2   \n",
       "Pepper,_bell___Bacterial_spot                                         0   \n",
       "Pepper,_bell___healthy                                                0   \n",
       "Potato___Early_blight                                                 0   \n",
       "Potato___Late_blight                                                  0   \n",
       "Potato___healthy                                                      0   \n",
       "Raspberry___healthy                                                   0   \n",
       "Soybean___healthy                                                     1   \n",
       "Squash___Powdery_mildew                                               0   \n",
       "Strawberry___Leaf_scorch                                              0   \n",
       "Strawberry___healthy                                                  0   \n",
       "Tomato___Bacterial_spot                                               0   \n",
       "Tomato___Early_blight                                                 0   \n",
       "Tomato___Late_blight                                                  0   \n",
       "Tomato___Leaf_Mold                                                    0   \n",
       "Tomato___Septoria_leaf_spot                                           0   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                         0   \n",
       "Tomato___Target_Spot                                                  0   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                0   \n",
       "Tomato___Tomato_mosaic_virus                                          0   \n",
       "Tomato___healthy                                                      0   \n",
       "\n",
       "                                                    Cherry_(including_sour)___Powdery_mildew  \\\n",
       "Apple___Apple_scab                                                                         0   \n",
       "Apple___Black_rot                                                                          0   \n",
       "Apple___Cedar_apple_rust                                                                   0   \n",
       "Apple___healthy                                                                            0   \n",
       "Blueberry___healthy                                                                        0   \n",
       "Cherry_(including_sour)___Powdery_mildew                                                 416   \n",
       "Cherry_(including_sour)___healthy                                                          0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                                         0   \n",
       "Corn_(maize)___Common_rust_                                                                0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                                        0   \n",
       "Corn_(maize)___healthy                                                                     0   \n",
       "Grape___Black_rot                                                                          0   \n",
       "Grape___Esca_(Black_Measles)                                                               0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                                 0   \n",
       "Grape___healthy                                                                            0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                                   0   \n",
       "Peach___Bacterial_spot                                                                     0   \n",
       "Peach___healthy                                                                            0   \n",
       "Pepper,_bell___Bacterial_spot                                                              0   \n",
       "Pepper,_bell___healthy                                                                     0   \n",
       "Potato___Early_blight                                                                      0   \n",
       "Potato___Late_blight                                                                       0   \n",
       "Potato___healthy                                                                           0   \n",
       "Raspberry___healthy                                                                        0   \n",
       "Soybean___healthy                                                                          0   \n",
       "Squash___Powdery_mildew                                                                    0   \n",
       "Strawberry___Leaf_scorch                                                                   0   \n",
       "Strawberry___healthy                                                                       0   \n",
       "Tomato___Bacterial_spot                                                                    0   \n",
       "Tomato___Early_blight                                                                      1   \n",
       "Tomato___Late_blight                                                                       0   \n",
       "Tomato___Leaf_Mold                                                                         0   \n",
       "Tomato___Septoria_leaf_spot                                                                2   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                              0   \n",
       "Tomato___Target_Spot                                                                       3   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                                     0   \n",
       "Tomato___Tomato_mosaic_virus                                                               1   \n",
       "Tomato___healthy                                                                           0   \n",
       "\n",
       "                                                    Cherry_(including_sour)___healthy  \\\n",
       "Apple___Apple_scab                                                                  0   \n",
       "Apple___Black_rot                                                                  18   \n",
       "Apple___Cedar_apple_rust                                                            0   \n",
       "Apple___healthy                                                                     0   \n",
       "Blueberry___healthy                                                                 0   \n",
       "Cherry_(including_sour)___Powdery_mildew                                            0   \n",
       "Cherry_(including_sour)___healthy                                                 455   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                                  0   \n",
       "Corn_(maize)___Common_rust_                                                         0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                                 0   \n",
       "Corn_(maize)___healthy                                                              0   \n",
       "Grape___Black_rot                                                                   0   \n",
       "Grape___Esca_(Black_Measles)                                                        0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                          0   \n",
       "Grape___healthy                                                                     0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                            0   \n",
       "Peach___Bacterial_spot                                                              1   \n",
       "Peach___healthy                                                                     0   \n",
       "Pepper,_bell___Bacterial_spot                                                       0   \n",
       "Pepper,_bell___healthy                                                             31   \n",
       "Potato___Early_blight                                                               0   \n",
       "Potato___Late_blight                                                                0   \n",
       "Potato___healthy                                                                    3   \n",
       "Raspberry___healthy                                                                 1   \n",
       "Soybean___healthy                                                                  28   \n",
       "Squash___Powdery_mildew                                                             0   \n",
       "Strawberry___Leaf_scorch                                                            0   \n",
       "Strawberry___healthy                                                                0   \n",
       "Tomato___Bacterial_spot                                                             0   \n",
       "Tomato___Early_blight                                                               0   \n",
       "Tomato___Late_blight                                                                0   \n",
       "Tomato___Leaf_Mold                                                                  0   \n",
       "Tomato___Septoria_leaf_spot                                                         4   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                       0   \n",
       "Tomato___Target_Spot                                                                0   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                              0   \n",
       "Tomato___Tomato_mosaic_virus                                                        0   \n",
       "Tomato___healthy                                                                    0   \n",
       "\n",
       "                                                    Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot  \\\n",
       "Apple___Apple_scab                                                                                  1    \n",
       "Apple___Black_rot                                                                                   0    \n",
       "Apple___Cedar_apple_rust                                                                            0    \n",
       "Apple___healthy                                                                                     0    \n",
       "Blueberry___healthy                                                                                 0    \n",
       "Cherry_(including_sour)___Powdery_mildew                                                            0    \n",
       "Cherry_(including_sour)___healthy                                                                   0    \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                                                352    \n",
       "Corn_(maize)___Common_rust_                                                                         1    \n",
       "Corn_(maize)___Northern_Leaf_Blight                                                                 3    \n",
       "Corn_(maize)___healthy                                                                              0    \n",
       "Grape___Black_rot                                                                                   0    \n",
       "Grape___Esca_(Black_Measles)                                                                        0    \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                                          0    \n",
       "Grape___healthy                                                                                     0    \n",
       "Orange___Haunglongbing_(Citrus_greening)                                                            0    \n",
       "Peach___Bacterial_spot                                                                              0    \n",
       "Peach___healthy                                                                                     0    \n",
       "Pepper,_bell___Bacterial_spot                                                                       0    \n",
       "Pepper,_bell___healthy                                                                              0    \n",
       "Potato___Early_blight                                                                               0    \n",
       "Potato___Late_blight                                                                                0    \n",
       "Potato___healthy                                                                                    0    \n",
       "Raspberry___healthy                                                                                 0    \n",
       "Soybean___healthy                                                                                   0    \n",
       "Squash___Powdery_mildew                                                                             0    \n",
       "Strawberry___Leaf_scorch                                                                            1    \n",
       "Strawberry___healthy                                                                                0    \n",
       "Tomato___Bacterial_spot                                                                             0    \n",
       "Tomato___Early_blight                                                                               0    \n",
       "Tomato___Late_blight                                                                                1    \n",
       "Tomato___Leaf_Mold                                                                                  0    \n",
       "Tomato___Septoria_leaf_spot                                                                         0    \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                                       0    \n",
       "Tomato___Target_Spot                                                                                0    \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                                              0    \n",
       "Tomato___Tomato_mosaic_virus                                                                        0    \n",
       "Tomato___healthy                                                                                    0    \n",
       "\n",
       "                                                    Corn_(maize)___Common_rust_  \\\n",
       "Apple___Apple_scab                                                            0   \n",
       "Apple___Black_rot                                                             0   \n",
       "Apple___Cedar_apple_rust                                                      0   \n",
       "Apple___healthy                                                               0   \n",
       "Blueberry___healthy                                                           0   \n",
       "Cherry_(including_sour)___Powdery_mildew                                      0   \n",
       "Cherry_(including_sour)___healthy                                             0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                            5   \n",
       "Corn_(maize)___Common_rust_                                                 472   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                           4   \n",
       "Corn_(maize)___healthy                                                        1   \n",
       "Grape___Black_rot                                                             0   \n",
       "Grape___Esca_(Black_Measles)                                                  0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                    0   \n",
       "Grape___healthy                                                               0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                      0   \n",
       "Peach___Bacterial_spot                                                        0   \n",
       "Peach___healthy                                                               0   \n",
       "Pepper,_bell___Bacterial_spot                                                 0   \n",
       "Pepper,_bell___healthy                                                        0   \n",
       "Potato___Early_blight                                                         0   \n",
       "Potato___Late_blight                                                          0   \n",
       "Potato___healthy                                                              0   \n",
       "Raspberry___healthy                                                           0   \n",
       "Soybean___healthy                                                             0   \n",
       "Squash___Powdery_mildew                                                       0   \n",
       "Strawberry___Leaf_scorch                                                      0   \n",
       "Strawberry___healthy                                                          0   \n",
       "Tomato___Bacterial_spot                                                       0   \n",
       "Tomato___Early_blight                                                         0   \n",
       "Tomato___Late_blight                                                          0   \n",
       "Tomato___Leaf_Mold                                                            0   \n",
       "Tomato___Septoria_leaf_spot                                                   0   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                 0   \n",
       "Tomato___Target_Spot                                                          0   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                        0   \n",
       "Tomato___Tomato_mosaic_virus                                                  0   \n",
       "Tomato___healthy                                                              0   \n",
       "\n",
       "                                                    Corn_(maize)___Northern_Leaf_Blight  \\\n",
       "Apple___Apple_scab                                                                    0   \n",
       "Apple___Black_rot                                                                     0   \n",
       "Apple___Cedar_apple_rust                                                              0   \n",
       "Apple___healthy                                                                       0   \n",
       "Blueberry___healthy                                                                   0   \n",
       "Cherry_(including_sour)___Powdery_mildew                                              0   \n",
       "Cherry_(including_sour)___healthy                                                     0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                                   48   \n",
       "Corn_(maize)___Common_rust_                                                           1   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                                 469   \n",
       "Corn_(maize)___healthy                                                                0   \n",
       "Grape___Black_rot                                                                     0   \n",
       "Grape___Esca_(Black_Measles)                                                          0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                            0   \n",
       "Grape___healthy                                                                       0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                              0   \n",
       "Peach___Bacterial_spot                                                                0   \n",
       "Peach___healthy                                                                       0   \n",
       "Pepper,_bell___Bacterial_spot                                                         0   \n",
       "Pepper,_bell___healthy                                                                0   \n",
       "Potato___Early_blight                                                                 0   \n",
       "Potato___Late_blight                                                                  0   \n",
       "Potato___healthy                                                                      0   \n",
       "Raspberry___healthy                                                                   0   \n",
       "Soybean___healthy                                                                     0   \n",
       "Squash___Powdery_mildew                                                               0   \n",
       "Strawberry___Leaf_scorch                                                              0   \n",
       "Strawberry___healthy                                                                  0   \n",
       "Tomato___Bacterial_spot                                                               0   \n",
       "Tomato___Early_blight                                                                 0   \n",
       "Tomato___Late_blight                                                                  4   \n",
       "Tomato___Leaf_Mold                                                                    0   \n",
       "Tomato___Septoria_leaf_spot                                                           0   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                         0   \n",
       "Tomato___Target_Spot                                                                  0   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                                0   \n",
       "Tomato___Tomato_mosaic_virus                                                          0   \n",
       "Tomato___healthy                                                                      0   \n",
       "\n",
       "                                                    ...  \\\n",
       "Apple___Apple_scab                                  ...   \n",
       "Apple___Black_rot                                   ...   \n",
       "Apple___Cedar_apple_rust                            ...   \n",
       "Apple___healthy                                     ...   \n",
       "Blueberry___healthy                                 ...   \n",
       "Cherry_(including_sour)___Powdery_mildew            ...   \n",
       "Cherry_(including_sour)___healthy                   ...   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot  ...   \n",
       "Corn_(maize)___Common_rust_                         ...   \n",
       "Corn_(maize)___Northern_Leaf_Blight                 ...   \n",
       "Corn_(maize)___healthy                              ...   \n",
       "Grape___Black_rot                                   ...   \n",
       "Grape___Esca_(Black_Measles)                        ...   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)          ...   \n",
       "Grape___healthy                                     ...   \n",
       "Orange___Haunglongbing_(Citrus_greening)            ...   \n",
       "Peach___Bacterial_spot                              ...   \n",
       "Peach___healthy                                     ...   \n",
       "Pepper,_bell___Bacterial_spot                       ...   \n",
       "Pepper,_bell___healthy                              ...   \n",
       "Potato___Early_blight                               ...   \n",
       "Potato___Late_blight                                ...   \n",
       "Potato___healthy                                    ...   \n",
       "Raspberry___healthy                                 ...   \n",
       "Soybean___healthy                                   ...   \n",
       "Squash___Powdery_mildew                             ...   \n",
       "Strawberry___Leaf_scorch                            ...   \n",
       "Strawberry___healthy                                ...   \n",
       "Tomato___Bacterial_spot                             ...   \n",
       "Tomato___Early_blight                               ...   \n",
       "Tomato___Late_blight                                ...   \n",
       "Tomato___Leaf_Mold                                  ...   \n",
       "Tomato___Septoria_leaf_spot                         ...   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite       ...   \n",
       "Tomato___Target_Spot                                ...   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus              ...   \n",
       "Tomato___Tomato_mosaic_virus                        ...   \n",
       "Tomato___healthy                                    ...   \n",
       "\n",
       "                                                    Tomato___Bacterial_spot  \\\n",
       "Apple___Apple_scab                                                        9   \n",
       "Apple___Black_rot                                                         0   \n",
       "Apple___Cedar_apple_rust                                                  0   \n",
       "Apple___healthy                                                           0   \n",
       "Blueberry___healthy                                                       0   \n",
       "Cherry_(including_sour)___Powdery_mildew                                  0   \n",
       "Cherry_(including_sour)___healthy                                         0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                        0   \n",
       "Corn_(maize)___Common_rust_                                               0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                       0   \n",
       "Corn_(maize)___healthy                                                    0   \n",
       "Grape___Black_rot                                                         0   \n",
       "Grape___Esca_(Black_Measles)                                              0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                0   \n",
       "Grape___healthy                                                           0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                  0   \n",
       "Peach___Bacterial_spot                                                    1   \n",
       "Peach___healthy                                                           0   \n",
       "Pepper,_bell___Bacterial_spot                                             0   \n",
       "Pepper,_bell___healthy                                                    0   \n",
       "Potato___Early_blight                                                     0   \n",
       "Potato___Late_blight                                                      1   \n",
       "Potato___healthy                                                          0   \n",
       "Raspberry___healthy                                                       0   \n",
       "Soybean___healthy                                                         0   \n",
       "Squash___Powdery_mildew                                                   0   \n",
       "Strawberry___Leaf_scorch                                                  0   \n",
       "Strawberry___healthy                                                      0   \n",
       "Tomato___Bacterial_spot                                                 390   \n",
       "Tomato___Early_blight                                                     2   \n",
       "Tomato___Late_blight                                                      3   \n",
       "Tomato___Leaf_Mold                                                        0   \n",
       "Tomato___Septoria_leaf_spot                                               1   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                             0   \n",
       "Tomato___Target_Spot                                                      0   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                    2   \n",
       "Tomato___Tomato_mosaic_virus                                              0   \n",
       "Tomato___healthy                                                          0   \n",
       "\n",
       "                                                    Tomato___Early_blight  \\\n",
       "Apple___Apple_scab                                                      0   \n",
       "Apple___Black_rot                                                       1   \n",
       "Apple___Cedar_apple_rust                                                0   \n",
       "Apple___healthy                                                         0   \n",
       "Blueberry___healthy                                                     0   \n",
       "Cherry_(including_sour)___Powdery_mildew                                0   \n",
       "Cherry_(including_sour)___healthy                                       0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                      0   \n",
       "Corn_(maize)___Common_rust_                                             0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                     0   \n",
       "Corn_(maize)___healthy                                                  0   \n",
       "Grape___Black_rot                                                       0   \n",
       "Grape___Esca_(Black_Measles)                                            0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                              0   \n",
       "Grape___healthy                                                         0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                0   \n",
       "Peach___Bacterial_spot                                                  1   \n",
       "Peach___healthy                                                         0   \n",
       "Pepper,_bell___Bacterial_spot                                           2   \n",
       "Pepper,_bell___healthy                                                  0   \n",
       "Potato___Early_blight                                                   0   \n",
       "Potato___Late_blight                                                    0   \n",
       "Potato___healthy                                                        0   \n",
       "Raspberry___healthy                                                     0   \n",
       "Soybean___healthy                                                       0   \n",
       "Squash___Powdery_mildew                                                 0   \n",
       "Strawberry___Leaf_scorch                                                0   \n",
       "Strawberry___healthy                                                    0   \n",
       "Tomato___Bacterial_spot                                                 0   \n",
       "Tomato___Early_blight                                                 405   \n",
       "Tomato___Late_blight                                                    6   \n",
       "Tomato___Leaf_Mold                                                      0   \n",
       "Tomato___Septoria_leaf_spot                                            21   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                           0   \n",
       "Tomato___Target_Spot                                                   21   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                  2   \n",
       "Tomato___Tomato_mosaic_virus                                            0   \n",
       "Tomato___healthy                                                        0   \n",
       "\n",
       "                                                    Tomato___Late_blight  \\\n",
       "Apple___Apple_scab                                                     3   \n",
       "Apple___Black_rot                                                      0   \n",
       "Apple___Cedar_apple_rust                                               1   \n",
       "Apple___healthy                                                        0   \n",
       "Blueberry___healthy                                                    0   \n",
       "Cherry_(including_sour)___Powdery_mildew                               0   \n",
       "Cherry_(including_sour)___healthy                                      0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                     0   \n",
       "Corn_(maize)___Common_rust_                                            3   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                    0   \n",
       "Corn_(maize)___healthy                                                 0   \n",
       "Grape___Black_rot                                                      0   \n",
       "Grape___Esca_(Black_Measles)                                           0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                             0   \n",
       "Grape___healthy                                                        0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                               0   \n",
       "Peach___Bacterial_spot                                                 1   \n",
       "Peach___healthy                                                        0   \n",
       "Pepper,_bell___Bacterial_spot                                          2   \n",
       "Pepper,_bell___healthy                                                 0   \n",
       "Potato___Early_blight                                                  1   \n",
       "Potato___Late_blight                                                   4   \n",
       "Potato___healthy                                                       0   \n",
       "Raspberry___healthy                                                    0   \n",
       "Soybean___healthy                                                      0   \n",
       "Squash___Powdery_mildew                                                0   \n",
       "Strawberry___Leaf_scorch                                               0   \n",
       "Strawberry___healthy                                                   0   \n",
       "Tomato___Bacterial_spot                                                0   \n",
       "Tomato___Early_blight                                                  8   \n",
       "Tomato___Late_blight                                                 386   \n",
       "Tomato___Leaf_Mold                                                     1   \n",
       "Tomato___Septoria_leaf_spot                                           22   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                          0   \n",
       "Tomato___Target_Spot                                                   3   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                 0   \n",
       "Tomato___Tomato_mosaic_virus                                           0   \n",
       "Tomato___healthy                                                       0   \n",
       "\n",
       "                                                    Tomato___Leaf_Mold  \\\n",
       "Apple___Apple_scab                                                  67   \n",
       "Apple___Black_rot                                                    0   \n",
       "Apple___Cedar_apple_rust                                             0   \n",
       "Apple___healthy                                                      0   \n",
       "Blueberry___healthy                                                  0   \n",
       "Cherry_(including_sour)___Powdery_mildew                             0   \n",
       "Cherry_(including_sour)___healthy                                    0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                   0   \n",
       "Corn_(maize)___Common_rust_                                          0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                  0   \n",
       "Corn_(maize)___healthy                                               0   \n",
       "Grape___Black_rot                                                    0   \n",
       "Grape___Esca_(Black_Measles)                                         0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                           0   \n",
       "Grape___healthy                                                      0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                             0   \n",
       "Peach___Bacterial_spot                                               3   \n",
       "Peach___healthy                                                      0   \n",
       "Pepper,_bell___Bacterial_spot                                        2   \n",
       "Pepper,_bell___healthy                                               1   \n",
       "Potato___Early_blight                                                0   \n",
       "Potato___Late_blight                                                 0   \n",
       "Potato___healthy                                                     0   \n",
       "Raspberry___healthy                                                  0   \n",
       "Soybean___healthy                                                    0   \n",
       "Squash___Powdery_mildew                                              0   \n",
       "Strawberry___Leaf_scorch                                             0   \n",
       "Strawberry___healthy                                                 0   \n",
       "Tomato___Bacterial_spot                                              0   \n",
       "Tomato___Early_blight                                                3   \n",
       "Tomato___Late_blight                                                 2   \n",
       "Tomato___Leaf_Mold                                                 464   \n",
       "Tomato___Septoria_leaf_spot                                          9   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                        2   \n",
       "Tomato___Target_Spot                                                 0   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                               0   \n",
       "Tomato___Tomato_mosaic_virus                                         0   \n",
       "Tomato___healthy                                                     0   \n",
       "\n",
       "                                                    Tomato___Septoria_leaf_spot  \\\n",
       "Apple___Apple_scab                                                            1   \n",
       "Apple___Black_rot                                                             0   \n",
       "Apple___Cedar_apple_rust                                                      0   \n",
       "Apple___healthy                                                               0   \n",
       "Blueberry___healthy                                                           0   \n",
       "Cherry_(including_sour)___Powdery_mildew                                      0   \n",
       "Cherry_(including_sour)___healthy                                             0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                            0   \n",
       "Corn_(maize)___Common_rust_                                                   0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                           0   \n",
       "Corn_(maize)___healthy                                                        0   \n",
       "Grape___Black_rot                                                             0   \n",
       "Grape___Esca_(Black_Measles)                                                  0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                    0   \n",
       "Grape___healthy                                                               0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                      1   \n",
       "Peach___Bacterial_spot                                                        0   \n",
       "Peach___healthy                                                               0   \n",
       "Pepper,_bell___Bacterial_spot                                                 0   \n",
       "Pepper,_bell___healthy                                                        0   \n",
       "Potato___Early_blight                                                         0   \n",
       "Potato___Late_blight                                                          0   \n",
       "Potato___healthy                                                              0   \n",
       "Raspberry___healthy                                                           0   \n",
       "Soybean___healthy                                                             0   \n",
       "Squash___Powdery_mildew                                                       0   \n",
       "Strawberry___Leaf_scorch                                                      1   \n",
       "Strawberry___healthy                                                          0   \n",
       "Tomato___Bacterial_spot                                                       2   \n",
       "Tomato___Early_blight                                                        13   \n",
       "Tomato___Late_blight                                                          2   \n",
       "Tomato___Leaf_Mold                                                            2   \n",
       "Tomato___Septoria_leaf_spot                                                 294   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                 0   \n",
       "Tomato___Target_Spot                                                          0   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                        0   \n",
       "Tomato___Tomato_mosaic_virus                                                  0   \n",
       "Tomato___healthy                                                              0   \n",
       "\n",
       "                                                    Tomato___Spider_mites Two-spotted_spider_mite  \\\n",
       "Apple___Apple_scab                                                                              1   \n",
       "Apple___Black_rot                                                                               0   \n",
       "Apple___Cedar_apple_rust                                                                        0   \n",
       "Apple___healthy                                                                                 0   \n",
       "Blueberry___healthy                                                                             0   \n",
       "Cherry_(including_sour)___Powdery_mildew                                                        0   \n",
       "Cherry_(including_sour)___healthy                                                               0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                                              0   \n",
       "Corn_(maize)___Common_rust_                                                                     0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                                             0   \n",
       "Corn_(maize)___healthy                                                                          0   \n",
       "Grape___Black_rot                                                                               0   \n",
       "Grape___Esca_(Black_Measles)                                                                    0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                                      0   \n",
       "Grape___healthy                                                                                 0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                                        0   \n",
       "Peach___Bacterial_spot                                                                          1   \n",
       "Peach___healthy                                                                                 0   \n",
       "Pepper,_bell___Bacterial_spot                                                                   0   \n",
       "Pepper,_bell___healthy                                                                          0   \n",
       "Potato___Early_blight                                                                           0   \n",
       "Potato___Late_blight                                                                            0   \n",
       "Potato___healthy                                                                                0   \n",
       "Raspberry___healthy                                                                             0   \n",
       "Soybean___healthy                                                                               0   \n",
       "Squash___Powdery_mildew                                                                         0   \n",
       "Strawberry___Leaf_scorch                                                                        0   \n",
       "Strawberry___healthy                                                                            0   \n",
       "Tomato___Bacterial_spot                                                                         0   \n",
       "Tomato___Early_blight                                                                           2   \n",
       "Tomato___Late_blight                                                                            1   \n",
       "Tomato___Leaf_Mold                                                                              3   \n",
       "Tomato___Septoria_leaf_spot                                                                     4   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                                 407   \n",
       "Tomato___Target_Spot                                                                           14   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                                          1   \n",
       "Tomato___Tomato_mosaic_virus                                                                    0   \n",
       "Tomato___healthy                                                                                0   \n",
       "\n",
       "                                                    Tomato___Target_Spot  \\\n",
       "Apple___Apple_scab                                                     1   \n",
       "Apple___Black_rot                                                      0   \n",
       "Apple___Cedar_apple_rust                                               0   \n",
       "Apple___healthy                                                        0   \n",
       "Blueberry___healthy                                                    0   \n",
       "Cherry_(including_sour)___Powdery_mildew                               0   \n",
       "Cherry_(including_sour)___healthy                                      0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                     0   \n",
       "Corn_(maize)___Common_rust_                                            0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                    0   \n",
       "Corn_(maize)___healthy                                                 0   \n",
       "Grape___Black_rot                                                      0   \n",
       "Grape___Esca_(Black_Measles)                                           0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                             0   \n",
       "Grape___healthy                                                        0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                               0   \n",
       "Peach___Bacterial_spot                                                 0   \n",
       "Peach___healthy                                                        0   \n",
       "Pepper,_bell___Bacterial_spot                                          0   \n",
       "Pepper,_bell___healthy                                                 0   \n",
       "Potato___Early_blight                                                  0   \n",
       "Potato___Late_blight                                                   0   \n",
       "Potato___healthy                                                       1   \n",
       "Raspberry___healthy                                                    0   \n",
       "Soybean___healthy                                                      0   \n",
       "Squash___Powdery_mildew                                                0   \n",
       "Strawberry___Leaf_scorch                                               0   \n",
       "Strawberry___healthy                                                   0   \n",
       "Tomato___Bacterial_spot                                                7   \n",
       "Tomato___Early_blight                                                  2   \n",
       "Tomato___Late_blight                                                   2   \n",
       "Tomato___Leaf_Mold                                                     0   \n",
       "Tomato___Septoria_leaf_spot                                            6   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                         10   \n",
       "Tomato___Target_Spot                                                 368   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                 0   \n",
       "Tomato___Tomato_mosaic_virus                                           0   \n",
       "Tomato___healthy                                                       0   \n",
       "\n",
       "                                                    Tomato___Tomato_Yellow_Leaf_Curl_Virus  \\\n",
       "Apple___Apple_scab                                                                       0   \n",
       "Apple___Black_rot                                                                        0   \n",
       "Apple___Cedar_apple_rust                                                                 0   \n",
       "Apple___healthy                                                                          0   \n",
       "Blueberry___healthy                                                                      0   \n",
       "Cherry_(including_sour)___Powdery_mildew                                                 0   \n",
       "Cherry_(including_sour)___healthy                                                        0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                                       0   \n",
       "Corn_(maize)___Common_rust_                                                              0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                                      0   \n",
       "Corn_(maize)___healthy                                                                   0   \n",
       "Grape___Black_rot                                                                        0   \n",
       "Grape___Esca_(Black_Measles)                                                             0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                               0   \n",
       "Grape___healthy                                                                          0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                                 0   \n",
       "Peach___Bacterial_spot                                                                   0   \n",
       "Peach___healthy                                                                          0   \n",
       "Pepper,_bell___Bacterial_spot                                                            0   \n",
       "Pepper,_bell___healthy                                                                   0   \n",
       "Potato___Early_blight                                                                    0   \n",
       "Potato___Late_blight                                                                     0   \n",
       "Potato___healthy                                                                         0   \n",
       "Raspberry___healthy                                                                      0   \n",
       "Soybean___healthy                                                                        0   \n",
       "Squash___Powdery_mildew                                                                  0   \n",
       "Strawberry___Leaf_scorch                                                                 0   \n",
       "Strawberry___healthy                                                                     0   \n",
       "Tomato___Bacterial_spot                                                                  2   \n",
       "Tomato___Early_blight                                                                    1   \n",
       "Tomato___Late_blight                                                                     2   \n",
       "Tomato___Leaf_Mold                                                                       0   \n",
       "Tomato___Septoria_leaf_spot                                                              0   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                            5   \n",
       "Tomato___Target_Spot                                                                     2   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                                 480   \n",
       "Tomato___Tomato_mosaic_virus                                                             0   \n",
       "Tomato___healthy                                                                         0   \n",
       "\n",
       "                                                    Tomato___Tomato_mosaic_virus  \\\n",
       "Apple___Apple_scab                                                             1   \n",
       "Apple___Black_rot                                                              0   \n",
       "Apple___Cedar_apple_rust                                                       0   \n",
       "Apple___healthy                                                                0   \n",
       "Blueberry___healthy                                                            1   \n",
       "Cherry_(including_sour)___Powdery_mildew                                       0   \n",
       "Cherry_(including_sour)___healthy                                              0   \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                             0   \n",
       "Corn_(maize)___Common_rust_                                                    0   \n",
       "Corn_(maize)___Northern_Leaf_Blight                                            0   \n",
       "Corn_(maize)___healthy                                                         0   \n",
       "Grape___Black_rot                                                              0   \n",
       "Grape___Esca_(Black_Measles)                                                   0   \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                                     0   \n",
       "Grape___healthy                                                                0   \n",
       "Orange___Haunglongbing_(Citrus_greening)                                       0   \n",
       "Peach___Bacterial_spot                                                         0   \n",
       "Peach___healthy                                                                0   \n",
       "Pepper,_bell___Bacterial_spot                                                  0   \n",
       "Pepper,_bell___healthy                                                         0   \n",
       "Potato___Early_blight                                                          0   \n",
       "Potato___Late_blight                                                           0   \n",
       "Potato___healthy                                                               0   \n",
       "Raspberry___healthy                                                            0   \n",
       "Soybean___healthy                                                              0   \n",
       "Squash___Powdery_mildew                                                        0   \n",
       "Strawberry___Leaf_scorch                                                       0   \n",
       "Strawberry___healthy                                                           0   \n",
       "Tomato___Bacterial_spot                                                        0   \n",
       "Tomato___Early_blight                                                          1   \n",
       "Tomato___Late_blight                                                           0   \n",
       "Tomato___Leaf_Mold                                                             0   \n",
       "Tomato___Septoria_leaf_spot                                                   18   \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                                  2   \n",
       "Tomato___Target_Spot                                                           6   \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                                         0   \n",
       "Tomato___Tomato_mosaic_virus                                                 447   \n",
       "Tomato___healthy                                                               0   \n",
       "\n",
       "                                                    Tomato___healthy  \n",
       "Apple___Apple_scab                                                 0  \n",
       "Apple___Black_rot                                                  0  \n",
       "Apple___Cedar_apple_rust                                           2  \n",
       "Apple___healthy                                                    0  \n",
       "Blueberry___healthy                                                1  \n",
       "Cherry_(including_sour)___Powdery_mildew                           0  \n",
       "Cherry_(including_sour)___healthy                                  0  \n",
       "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot                 0  \n",
       "Corn_(maize)___Common_rust_                                        0  \n",
       "Corn_(maize)___Northern_Leaf_Blight                                0  \n",
       "Corn_(maize)___healthy                                             0  \n",
       "Grape___Black_rot                                                  0  \n",
       "Grape___Esca_(Black_Measles)                                       0  \n",
       "Grape___Leaf_blight_(Isariopsis_Leaf_Spot)                         0  \n",
       "Grape___healthy                                                    0  \n",
       "Orange___Haunglongbing_(Citrus_greening)                           0  \n",
       "Peach___Bacterial_spot                                             0  \n",
       "Peach___healthy                                                    0  \n",
       "Pepper,_bell___Bacterial_spot                                      0  \n",
       "Pepper,_bell___healthy                                             0  \n",
       "Potato___Early_blight                                              0  \n",
       "Potato___Late_blight                                               0  \n",
       "Potato___healthy                                                   0  \n",
       "Raspberry___healthy                                                0  \n",
       "Soybean___healthy                                                  0  \n",
       "Squash___Powdery_mildew                                            0  \n",
       "Strawberry___Leaf_scorch                                           0  \n",
       "Strawberry___healthy                                               0  \n",
       "Tomato___Bacterial_spot                                            0  \n",
       "Tomato___Early_blight                                              0  \n",
       "Tomato___Late_blight                                               2  \n",
       "Tomato___Leaf_Mold                                                 0  \n",
       "Tomato___Septoria_leaf_spot                                        0  \n",
       "Tomato___Spider_mites Two-spotted_spider_mite                      3  \n",
       "Tomato___Target_Spot                                              28  \n",
       "Tomato___Tomato_Yellow_Leaf_Curl_Virus                             0  \n",
       "Tomato___Tomato_mosaic_virus                                       0  \n",
       "Tomato___healthy                                                 480  \n",
       "\n",
       "[38 rows x 38 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# convert the original confusion matrix for better view (using the case numbers)\n",
    "con_mat_df_explain = pd.DataFrame(con_mat,\n",
    "                     index = valid_set.class_indices.keys(), \n",
    "                     columns = valid_set.class_indices.keys())\n",
    "\n",
    "# show the unnomalized confusion matrix\n",
    "con_mat_df_explain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                    precision    recall  f1-score   support\n",
      "\n",
      "                                Apple___Apple_scab       0.97      0.59      0.74       504\n",
      "                                 Apple___Black_rot       0.96      0.92      0.94       497\n",
      "                          Apple___Cedar_apple_rust       0.95      0.98      0.96       440\n",
      "                                   Apple___healthy       0.83      0.97      0.90       502\n",
      "                               Blueberry___healthy       0.98      0.95      0.96       454\n",
      "          Cherry_(including_sour)___Powdery_mildew       0.98      0.99      0.99       421\n",
      "                 Cherry_(including_sour)___healthy       0.84      1.00      0.91       456\n",
      "Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot       0.98      0.86      0.92       410\n",
      "                       Corn_(maize)___Common_rust_       0.98      0.99      0.98       477\n",
      "               Corn_(maize)___Northern_Leaf_Blight       0.90      0.98      0.94       477\n",
      "                            Corn_(maize)___healthy       1.00      1.00      1.00       465\n",
      "                                 Grape___Black_rot       0.97      0.94      0.95       472\n",
      "                      Grape___Esca_(Black_Measles)       0.94      0.99      0.97       480\n",
      "        Grape___Leaf_blight_(Isariopsis_Leaf_Spot)       0.95      1.00      0.97       430\n",
      "                                   Grape___healthy       1.00      1.00      1.00       423\n",
      "          Orange___Haunglongbing_(Citrus_greening)       0.98      0.98      0.98       503\n",
      "                            Peach___Bacterial_spot       0.93      0.97      0.95       459\n",
      "                                   Peach___healthy       0.99      0.99      0.99       432\n",
      "                     Pepper,_bell___Bacterial_spot       0.88      0.98      0.92       478\n",
      "                            Pepper,_bell___healthy       0.98      0.89      0.93       497\n",
      "                             Potato___Early_blight       0.96      1.00      0.98       485\n",
      "                              Potato___Late_blight       0.91      0.96      0.93       485\n",
      "                                  Potato___healthy       0.90      0.99      0.94       456\n",
      "                               Raspberry___healthy       0.98      0.98      0.98       445\n",
      "                                 Soybean___healthy       0.97      0.94      0.95       505\n",
      "                           Squash___Powdery_mildew       1.00      0.98      0.99       434\n",
      "                          Strawberry___Leaf_scorch       0.98      0.99      0.98       444\n",
      "                              Strawberry___healthy       0.98      1.00      0.99       456\n",
      "                           Tomato___Bacterial_spot       0.95      0.92      0.94       425\n",
      "                             Tomato___Early_blight       0.88      0.84      0.86       480\n",
      "                              Tomato___Late_blight       0.89      0.83      0.86       463\n",
      "                                Tomato___Leaf_Mold       0.84      0.99      0.91       470\n",
      "                       Tomato___Septoria_leaf_spot       0.93      0.67      0.78       436\n",
      "     Tomato___Spider_mites Two-spotted_spider_mite       0.94      0.94      0.94       435\n",
      "                              Tomato___Target_Spot       0.93      0.81      0.86       457\n",
      "            Tomato___Tomato_Yellow_Leaf_Curl_Virus       0.98      0.98      0.98       490\n",
      "                      Tomato___Tomato_mosaic_virus       0.94      1.00      0.97       448\n",
      "                                  Tomato___healthy       0.93      1.00      0.96       481\n",
      "\n",
      "                                          accuracy                           0.94     17572\n",
      "                                         macro avg       0.94      0.94      0.94     17572\n",
      "                                      weighted avg       0.94      0.94      0.94     17572\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import sklearn.metrics\n",
    "# generate the clasification report by using the classification_report of sklearn package\n",
    "report = sklearn.metrics.classification_report(valid_set.classes, np.argmax(pred, axis=1), target_names=valid_set.class_indices.keys())\n",
    "\n",
    "# print the report\n",
    "print(report)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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